{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pediatric Obesity Prediction\n", "\n", "#### This notebook contains the results of the most up to date analyses for predicting childhood obesity at age 5 (4.5 - 5.5 years) with data for the first two years of life (0 - 24 months).\n", "\n", "This set of analyses considers the following views of the data for boys and girls separately using both regression and classification algorithms:\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import train\n", "import build_features\n", "\n", "import os\n", "import time\n", "import pickle\n", "import random\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from datetime import datetime\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "pd.options.display.max_columns = 500\n", "pd.options.display.max_rows = 500" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Get the data\n", "d1 = pickle.load(open('../python objects/patientdata_20170823.pkl', 'rb'))\n", "d1mom = pickle.load(open('../python objects/patient_mother_data_20170724.pkl', 'rb'))\n", "lat_lon_dic = pickle.load(open('../python objects/lat_lon_data_20180329.pkl', 'rb'))\n", "env_dic= pickle.load(open('../python objects/census_data_20170920.pkl', 'rb'))\n", "d1mom_hist = pickle.load(open('../python objects/full_lutheran_mother_data.pkl', 'rb'))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialize variables for predicting using data from 0 to 24 months to predict at 4.5 to 5.5 years" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "timestr = time.strftime(\"%Y%m%d\")\n", "newdir='../outputs_24_months_final_'+timestr\n", "if not os.path.isdir(newdir):\n", " os.mkdir(newdir)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "agex_low = 4.5\n", "agex_high = 5.5\n", "months_from = 0\n", "months_to = 24" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create the base level data with all patients" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing 52,945 patients: 52945it [03:10, 277.40it/s] \n" ] } ], "source": [ "x1,y1,y1label,feature_headers,mrns = build_features.call_build_function(d1, d1mom, d1mom_hist, lat_lon_dic, env_dic, agex_low, agex_high, months_from, months_to, False, prediction='multi')\n", "\n", "# np.savez_compressed(newdir+'/raw_matrix_data_'+str(months_to)+'months', x=x1, y=y1, ylabel=y1label, mrns=mrns, features=np.array(feature_headers))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of underweight children: 257\n", "Number of normal children: 6,924\n", "Number of overweight children: 2,035\n", "Number of obese children: 2,278\n", "Number of class I severe obesity children: 375\n", "Number of class II severe obesity children: 98\n" ] } ], "source": [ "label_ix = {'underweight':0,'normal':1,'overweight':2,'obese':3,'class I severe obesity':4,'class II severe obesity':5}\n", "for label, ix in label_ix.items():\n", " print('Number of {0:s} children: {1:,d}'.format(label,int(y1label[:,ix].sum())))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get modeling subset and split into boys and girls data sets for predicting the Obese label" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "no_wt_bmi = ['Census', 'Lab','Number of Visits','MatDeliveryAge','Maternal','Diagnosis','Newborn Diagnosis']+[fh for fh in feature_headers if fh.startswith('Vital') and not any([x in fh for x in ('Wt','BMI')])]\n", "no_census = ['Vital','Lab','Number of Visits','MatDeliveryAge','Maternal','Diagnosis','Newborn Diagnosis']\n", "\n", "data = {\n", " 'boys':{\n", " 'no_min':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:0']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:0']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:0']},\n", " 'wfl_19_24':{'data':[], 'variablesubset':['Vital: Wt for Length ZScore-avg19to24'], 'filt_str':['Gender:0']},\n", " 'wfl_latest':{'data':[], 'variablesubset':['Vital: Wt for Length ZScore-latest'], 'filt_str':['Gender:0']},\n", " 'bmi_19_24':{'data':[], 'variablesubset':['Vital: BMI-avg19to24'], 'filt_str':['Gender:0']},\n", " 'bmi_latest':{'data':[], 'variablesubset':['Vital: BMI-latest'], 'filt_str':['Gender:0']}\n", " },\n", " 'min_5':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:0']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:0']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:0']}\n", " },\n", " 'lasso_fts':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:0']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:0']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:0']}\n", " },\n", " },\n", " 'girls':{\n", " 'no_min':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:1']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:1']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:1']},\n", " 'wfl_19_24':{'data':[], 'variablesubset':['Vital: Wt for Length ZScore-avg19to24'], 'filt_str':['Gender:1']},\n", " 'wfl_latest':{'data':[], 'variablesubset':['Vital: Wt for Length ZScore-latest'], 'filt_str':['Gender:1']},\n", " 'bmi_19_24':{'data':[], 'variablesubset':['Vital: BMI-avg19to24'], 'filt_str':['Gender:1']},\n", " 'bmi_latest':{'data':[], 'variablesubset':['Vital: BMI-latest'], 'filt_str':['Gender:1']}\n", " },\n", " 'min_5':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:1']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:1']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:1']}\n", " },\n", " 'lasso_fts':{\n", " 'full':{'data':[], 'variablesubset':[], 'filt_str':['Gender:1']},\n", " 'no_census':{'data':[], 'variablesubset':no_census, 'filt_str':['Gender:1']},\n", " 'no_wt_bmi':{'data':[], 'variablesubset':no_wt_bmi, 'filt_str':['Gender:1']}\n", " }\n", " }\n", " }" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "boys no_min full\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/ObesityPY/src/train.py:463: RuntimeWarning: Mean of empty slice\n", " mu = np.nanmean(xcop, axis=0)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/numpy/lib/nanfunctions.py:1427: RuntimeWarning: Degrees of freedom <= 0 for slice.\n", " keepdims=keepdims)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/numpy/lib/function_base.py:3167: RuntimeWarning: invalid value encountered in true_divide\n", " c /= stddev[:, None]\n", "/home/rob/anaconda3/lib/python3.6/site-packages/numpy/lib/function_base.py:3168: RuntimeWarning: invalid value encountered in true_divide\n", " c /= stddev[None, :]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "filtered correlated features to: 18,947\n", "corr matrix is filtered to size: (19290, 18947)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 19,290\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_full\n", "Time elapsed 0:01:00.040782\n", "-----------------------------------------------------\n", "\n", "boys no_min no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 19290 variables to 2026\n", "filtered correlated features to: 1,683\n", "corr matrix is filtered to size: (2026, 1683)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 2,026\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_no_census\n", "Time elapsed 0:01:27.413420\n", "-----------------------------------------------------\n", "\n", "boys no_min no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 19290 variables to 1918\n", "filtered correlated features to: 1,717\n", "corr matrix is filtered to size: (1918, 1717)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 1,918\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_no_wt_bmi\n", "Time elapsed 0:01:54.560695\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_19_24\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital: Wt for Length ZScore-avg19to24']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_wfl_19_24\n", "Time elapsed 0:02:20.616294\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_latest\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital: Wt for Length ZScore-latest']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_wfl_latest\n", "Time elapsed 0:02:46.695569\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_19_24\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital: BMI-avg19to24']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_bmi_19_24\n", "Time elapsed 0:03:13.084389\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_latest\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital: BMI-latest']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_no_min_bmi_latest\n", "Time elapsed 0:03:39.681060\n", "-----------------------------------------------------\n", "\n", "boys min_5 full\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "858 features filtered with number of occurrences less than 5\n", "filtered correlated features to: 648\n", "corr matrix is filtered to size: (858, 648)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 858\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_min_5_full\n", "Time elapsed 0:04:06.689381\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "858 features filtered with number of occurrences less than 5\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 858 variables to 328\n", "filtered correlated features to: 118\n", "corr matrix is filtered to size: (328, 118)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 328\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_min_5_no_census\n", "Time elapsed 0:04:33.006690\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "858 features filtered with number of occurrences less than 5\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 858 variables to 254\n", "filtered correlated features to: 152\n", "corr matrix is filtered to size: (254, 152)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 254\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_min_5_no_wt_bmi\n", "Time elapsed 0:04:59.619145\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts full\n", "Using pre-prepared data\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 2 has 15 non-zero features and 19,275 zero-weight features\n", "AUC Train: 0.771, Explained Variance Score Train: 0.283\n", "AUC Test: 0.765, Explained Variance Score Test: 0.328\n", "\n", "Run 4 has 12 non-zero features and 19,278 zero-weight features\n", "AUC Train: 0.774, Explained Variance Score Train: 0.313\n", "AUC Test: 0.752, Explained Variance Score Test: 0.282\n", "\n", "Run 6 has 16 non-zero features and 19,274 zero-weight features\n", "AUC Train: 0.760, Explained Variance Score Train: 0.292\n", "AUC Test: 0.788, Explained Variance Score Test: 0.336\n", "\n", "Run 5 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.767, Explained Variance Score Train: 0.289\n", "AUC Test: 0.780, Explained Variance Score Test: 0.343\n", "\n", "Run 0 has 9 non-zero features and 19,281 zero-weight features\n", "AUC Train: 0.760, Explained Variance Score Train: 0.331\n", "AUC Test: 0.789, Explained Variance Score Test: 0.253\n", "\n", "Run 8 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.788, Explained Variance Score Train: 0.316\n", "AUC Test: 0.736, Explained Variance Score Test: 0.293\n", "\n", "Run 1 has 12 non-zero features and 19,278 zero-weight features\n", "AUC Train: 0.751, Explained Variance Score Train: 0.259\n", "AUC Test: 0.802, Explained Variance Score Test: 0.346\n", "\n", "Run 3 has 16 non-zero features and 19,274 zero-weight features\n", "AUC Train: 0.790, Explained Variance Score Train: 0.329\n", "AUC Test: 0.713, Explained Variance Score Test: 0.248\n", "\n", "Run 7 has 17 non-zero features and 19,273 zero-weight features\n", "AUC Train: 0.777, Explained Variance Score Train: 0.332\n", "AUC Test: 0.751, Explained Variance Score Test: 0.234\n", "\n", "Run 9 has 15 non-zero features and 19,275 zero-weight features\n", "AUC Train: 0.772, Explained Variance Score Train: 0.290\n", "AUC Test: 0.777, Explained Variance Score Test: 0.319\n", "\n", "19,255 features with 0 weights being filtered. 35 features remaining.\n", "filtered correlated features to: 6\n", "corr matrix is filtered to size: (35, 6)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 35\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_lasso_fts_full\n", "Time elapsed 0:06:09.481291\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 19290 variables to 2026\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 1 has 13 non-zero features and 2,013 zero-weight features\n", "AUC Train: 0.792, Explained Variance Score Train: 0.340\n", "AUC Test: 0.754, Explained Variance Score Test: 0.270\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 8 has 14 non-zero features and 2,012 zero-weight features\n", "AUC Train: 0.757, Explained Variance Score Train: 0.296\n", "AUC Test: 0.819, Explained Variance Score Test: 0.351\n", "\n", "Run 7 has 12 non-zero features and 2,014 zero-weight features\n", "AUC Train: 0.780, Explained Variance Score Train: 0.326\n", "AUC Test: 0.774, Explained Variance Score Test: 0.285\n", "\n", "Run 4 has 12 non-zero features and 2,014 zero-weight features\n", "AUC Train: 0.775, Explained Variance Score Train: 0.309\n", "AUC Test: 0.779, Explained Variance Score Test: 0.336\n", "\n", "Run 0 has 16 non-zero features and 2,010 zero-weight features\n", "AUC Train: 0.774, Explained Variance Score Train: 0.320\n", "AUC Test: 0.785, Explained Variance Score Test: 0.303\n", "\n", "Run 5 has 7 non-zero features and 2,019 zero-weight features\n", "AUC Train: 0.786, Explained Variance Score Train: 0.332\n", "AUC Test: 0.753, Explained Variance Score Test: 0.267\n", "\n", "Run 2 has 11 non-zero features and 2,015 zero-weight features\n", "AUC Train: 0.764, Explained Variance Score Train: 0.310\n", "AUC Test: 0.798, Explained Variance Score Test: 0.302\n", "\n", "Run 3 has 9 non-zero features and 2,017 zero-weight features\n", "AUC Train: 0.782, Explained Variance Score Train: 0.345\n", "AUC Test: 0.760, Explained Variance Score Test: 0.245\n", "\n", "Run 6 has 9 non-zero features and 2,017 zero-weight features\n", "AUC Train: 0.782, Explained Variance Score Train: 0.343\n", "AUC Test: 0.763, Explained Variance Score Test: 0.228\n", "\n", "Run 9 has 15 non-zero features and 2,011 zero-weight features\n", "AUC Train: 0.778, Explained Variance Score Train: 0.328\n", "AUC Test: 0.774, Explained Variance Score Test: 0.304\n", "\n", "1,998 features with 0 weights being filtered. 28 features remaining.\n", "filtered correlated features to: 1\n", "corr matrix is filtered to size: (28, 1)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 28\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_lasso_fts_no_census\n", "Time elapsed 0:06:44.222635\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:0 male'] is: 5775\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5775\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1751\n", "1751 patients selected..\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 19290 variables to 1918\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 2 has 109 non-zero features and 1,809 zero-weight features\n", "AUC Train: 0.739, Explained Variance Score Train: 0.189\n", "AUC Test: 0.623, Explained Variance Score Test: 0.044\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 9 has 9 non-zero features and 1,909 zero-weight features\n", "AUC Train: 0.636, Explained Variance Score Train: 0.047\n", "AUC Test: 0.577, Explained Variance Score Test: 0.023\n", "\n", "Run 4 has 9 non-zero features and 1,909 zero-weight features\n", "AUC Train: 0.629, Explained Variance Score Train: 0.041\n", "AUC Test: 0.570, Explained Variance Score Test: 0.030\n", "\n", "Run 7 has 7 non-zero features and 1,911 zero-weight features\n", "AUC Train: 0.630, Explained Variance Score Train: 0.054\n", "AUC Test: 0.548, Explained Variance Score Test: 0.010\n", "\n", "Run 6 has 11 non-zero features and 1,907 zero-weight features\n", "AUC Train: 0.635, Explained Variance Score Train: 0.042\n", "AUC Test: 0.604, Explained Variance Score Test: 0.030\n", "\n", "Run 1 has 11 non-zero features and 1,907 zero-weight features\n", "AUC Train: 0.637, Explained Variance Score Train: 0.044\n", "AUC Test: 0.555, Explained Variance Score Test: 0.018\n", "\n", "Run 5 has 14 non-zero features and 1,904 zero-weight features\n", "AUC Train: 0.641, Explained Variance Score Train: 0.053\n", "AUC Test: 0.575, Explained Variance Score Test: 0.023\n", "\n", "Run 8 has 6 non-zero features and 1,912 zero-weight features\n", "AUC Train: 0.617, Explained Variance Score Train: 0.040\n", "AUC Test: 0.586, Explained Variance Score Test: 0.032\n", "\n", "Run 3 has 6 non-zero features and 1,912 zero-weight features\n", "AUC Train: 0.607, Explained Variance Score Train: 0.046\n", "AUC Test: 0.614, Explained Variance Score Test: 0.026\n", "\n", "Run 0 has 9 non-zero features and 1,909 zero-weight features\n", "AUC Train: 0.650, Explained Variance Score Train: 0.046\n", "AUC Test: 0.553, Explained Variance Score Test: 0.028\n", "\n", "1,802 features with 0 weights being filtered. 116 features remaining.\n", "filtered correlated features to: 59\n", "corr matrix is filtered to size: (116, 59)\n", "output is: average: 16.875, min: 11.260, max: 30.480\n", "total patients: 1,751, positive: 386.00, negative: 1,365.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:0']\n", "total size: 1,751 x 116\n", "data saved to ../outputs_24_months_final_20180517/x2_boys_24_months_obese_lasso_fts_no_wt_bmi\n", "Time elapsed 0:07:18.732673\n", "-----------------------------------------------------\n", "\n", "girls no_min full\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "filtered correlated features to: 18,947\n", "corr matrix is filtered to size: (19290, 18947)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 19,290\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_full\n", "Time elapsed 0:08:20.010602\n", "-----------------------------------------------------\n", "\n", "girls no_min no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 19290 variables to 2026\n", "filtered correlated features to: 1,683\n", "corr matrix is filtered to size: (2026, 1683)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 2,026\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_no_census\n", "Time elapsed 0:08:47.049565\n", "-----------------------------------------------------\n", "\n", "girls no_min no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 19290 variables to 1918\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "filtered correlated features to: 1,717\n", "corr matrix is filtered to size: (1918, 1717)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 1,918\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_no_wt_bmi\n", "Time elapsed 0:09:14.210847\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_19_24\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital: Wt for Length ZScore-avg19to24']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_wfl_19_24\n", "Time elapsed 0:09:40.618735\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_latest\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital: Wt for Length ZScore-latest']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_wfl_latest\n", "Time elapsed 0:10:06.799450\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_19_24\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital: BMI-avg19to24']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_bmi_19_24\n", "Time elapsed 0:10:32.992882\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_latest\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital: BMI-latest']\n", "from 19290 variables to 1\n", "filtered correlated features to: 0\n", "corr matrix is filtered to size: (1, 0)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 1\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_no_min_bmi_latest\n", "Time elapsed 0:10:59.196854\n", "-----------------------------------------------------\n", "\n", "girls min_5 full\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "875 features filtered with number of occurrences less than 5\n", "filtered correlated features to: 661\n", "corr matrix is filtered to size: (875, 661)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 875\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_min_5_full\n", "Time elapsed 0:11:25.610132\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "875 features filtered with number of occurrences less than 5\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 875 variables to 333\n", "filtered correlated features to: 119\n", "corr matrix is filtered to size: (333, 119)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 333\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_min_5_no_census\n", "Time elapsed 0:11:51.961245\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "875 features filtered with number of occurrences less than 5\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 875 variables to 259\n", "filtered correlated features to: 153\n", "corr matrix is filtered to size: (259, 153)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 259\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_min_5_no_wt_bmi\n", "Time elapsed 0:12:18.298360\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts full\n", "Using pre-prepared data\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 1 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.801, Explained Variance Score Train: 0.371\n", "AUC Test: 0.770, Explained Variance Score Test: 0.233\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 2 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.802, Explained Variance Score Train: 0.343\n", "AUC Test: 0.752, Explained Variance Score Test: 0.292\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 3 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.802, Explained Variance Score Train: 0.350\n", "AUC Test: 0.759, Explained Variance Score Test: 0.288\n", "\n", "Run 7 has 16 non-zero features and 19,274 zero-weight features\n", "AUC Train: 0.777, Explained Variance Score Train: 0.333\n", "AUC Test: 0.813, Explained Variance Score Test: 0.310\n", "\n", "Run 9 has 15 non-zero features and 19,275 zero-weight features\n", "AUC Train: 0.820, Explained Variance Score Train: 0.372\n", "AUC Test: 0.723, Explained Variance Score Test: 0.245\n", "\n", "Run 5 has 23 non-zero features and 19,267 zero-weight features\n", "AUC Train: 0.789, Explained Variance Score Train: 0.314\n", "AUC Test: 0.804, Explained Variance Score Test: 0.375\n", "\n", "Run 0 has 17 non-zero features and 19,273 zero-weight features\n", "AUC Train: 0.797, Explained Variance Score Train: 0.312\n", "AUC Test: 0.761, Explained Variance Score Test: 0.321\n", "\n", "Run 8 has 15 non-zero features and 19,275 zero-weight features\n", "AUC Train: 0.795, Explained Variance Score Train: 0.321\n", "AUC Test: 0.763, Explained Variance Score Test: 0.339\n", "\n", "Run 4 has 15 non-zero features and 19,275 zero-weight features\n", "AUC Train: 0.817, Explained Variance Score Train: 0.372\n", "AUC Test: 0.727, Explained Variance Score Test: 0.253\n", "\n", "Run 6 has 14 non-zero features and 19,276 zero-weight features\n", "AUC Train: 0.788, Explained Variance Score Train: 0.334\n", "AUC Test: 0.796, Explained Variance Score Test: 0.321\n", "\n", "19,255 features with 0 weights being filtered. 35 features remaining.\n", "filtered correlated features to: 5\n", "corr matrix is filtered to size: (35, 5)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 35\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_lasso_fts_full\n", "Time elapsed 0:13:34.758658\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_census\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Vital', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis']\n", "from 19290 variables to 2026\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 4 has 16 non-zero features and 2,010 zero-weight features\n", "AUC Train: 0.805, Explained Variance Score Train: 0.340\n", "AUC Test: 0.770, Explained Variance Score Test: 0.348\n", "\n", "Run 8 has 14 non-zero features and 2,012 zero-weight features\n", "AUC Train: 0.791, Explained Variance Score Train: 0.311\n", "AUC Test: 0.797, Explained Variance Score Test: 0.391\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 3 has 11 non-zero features and 2,015 zero-weight features\n", "AUC Train: 0.793, Explained Variance Score Train: 0.370\n", "AUC Test: 0.814, Explained Variance Score Test: 0.303\n", "\n", "Run 1 has 15 non-zero features and 2,011 zero-weight features\n", "AUC Train: 0.797, Explained Variance Score Train: 0.355\n", "AUC Test: 0.798, Explained Variance Score Test: 0.345\n", "\n", "Run 7 has 14 non-zero features and 2,012 zero-weight features\n", "AUC Train: 0.818, Explained Variance Score Train: 0.383\n", "AUC Test: 0.721, Explained Variance Score Test: 0.258\n", "\n", "Run 5 has 13 non-zero features and 2,013 zero-weight features\n", "AUC Train: 0.805, Explained Variance Score Train: 0.381\n", "AUC Test: 0.778, Explained Variance Score Test: 0.294\n", "\n", "Run 0 has 11 non-zero features and 2,015 zero-weight features\n", "AUC Train: 0.805, Explained Variance Score Train: 0.376\n", "AUC Test: 0.776, Explained Variance Score Test: 0.278\n", "\n", "Run 9 has 13 non-zero features and 2,013 zero-weight features\n", "AUC Train: 0.797, Explained Variance Score Train: 0.355\n", "AUC Test: 0.770, Explained Variance Score Test: 0.323\n", "\n", "Run 6 has 12 non-zero features and 2,014 zero-weight features\n", "AUC Train: 0.787, Explained Variance Score Train: 0.348\n", "AUC Test: 0.820, Explained Variance Score Test: 0.341\n", "\n", "Run 2 has 14 non-zero features and 2,012 zero-weight features\n", "AUC Train: 0.804, Explained Variance Score Train: 0.351\n", "AUC Test: 0.769, Explained Variance Score Test: 0.342\n", "\n", "1,994 features with 0 weights being filtered. 32 features remaining.\n", "filtered correlated features to: 2\n", "corr matrix is filtered to size: (32, 2)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 32\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_lasso_fts_no_census\n", "Time elapsed 0:14:07.789939\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_wt_bmi\n", "Using pre-prepared data\n", "\n", "Original cohort size is: 52945 num features: 19290\n", "total number of people who have: ['Gender:1 female'] is: 5719\n", "total number of people who have a BMI measured: 11484\n", "total number of people who have all filtered variables: 5719\n", "total number of people who have maternal data available: 3451\n", "intersection of the three above is: 1698\n", "1698 patients selected..\n", "subsetting variables that are only: ['Census', 'Lab', 'Number of Visits', 'MatDeliveryAge', 'Maternal', 'Diagnosis', 'Newborn Diagnosis', 'Vital: Fundal Ht-latest', 'Vital: HC-latest', 'Vital: HC Percentile-latest', 'Vital: Ht-latest', 'Vital: Ht Percentile-latest', 'Vital: Temp-latest', 'Vital: BP-latest', 'Vital: HR-latest', 'Vital: PL-latest', 'Vital: SpO2-latest', 'Vital: RR-latest', 'Vital: PEF-latest', 'Vital: Hearing-latest', 'Vital: Vision-latest', 'Vital: PainScale-latest', 'Vital: Fundal Ht-AtBirth', 'Vital: HC-AtBirth', 'Vital: HC Percentile-AtBirth', 'Vital: Ht-AtBirth', 'Vital: Ht Percentile-AtBirth', 'Vital: Temp-AtBirth', 'Vital: BP-AtBirth', 'Vital: HR-AtBirth', 'Vital: PL-AtBirth', 'Vital: SpO2-AtBirth', 'Vital: RR-AtBirth', 'Vital: PEF-AtBirth', 'Vital: Hearing-AtBirth', 'Vital: Vision-AtBirth', 'Vital: PainScale-AtBirth', 'Vital: Fundal Ht-avg0to1', 'Vital: HC-avg0to1', 'Vital: HC Percentile-avg0to1', 'Vital: Ht-avg0to1', 'Vital: Ht Percentile-avg0to1', 'Vital: Temp-avg0to1', 'Vital: BP-avg0to1', 'Vital: HR-avg0to1', 'Vital: PL-avg0to1', 'Vital: SpO2-avg0to1', 'Vital: RR-avg0to1', 'Vital: PEF-avg0to1', 'Vital: Hearing-avg0to1', 'Vital: Vision-avg0to1', 'Vital: PainScale-avg0to1', 'Vital: Fundal Ht-avg1to3', 'Vital: HC-avg1to3', 'Vital: HC Percentile-avg1to3', 'Vital: Ht-avg1to3', 'Vital: Ht Percentile-avg1to3', 'Vital: Temp-avg1to3', 'Vital: BP-avg1to3', 'Vital: HR-avg1to3', 'Vital: PL-avg1to3', 'Vital: SpO2-avg1to3', 'Vital: RR-avg1to3', 'Vital: PEF-avg1to3', 'Vital: Hearing-avg1to3', 'Vital: Vision-avg1to3', 'Vital: PainScale-avg1to3', 'Vital: Fundal Ht-avg3to5', 'Vital: HC-avg3to5', 'Vital: HC Percentile-avg3to5', 'Vital: Ht-avg3to5', 'Vital: Ht Percentile-avg3to5', 'Vital: Temp-avg3to5', 'Vital: BP-avg3to5', 'Vital: HR-avg3to5', 'Vital: PL-avg3to5', 'Vital: SpO2-avg3to5', 'Vital: RR-avg3to5', 'Vital: PEF-avg3to5', 'Vital: Hearing-avg3to5', 'Vital: Vision-avg3to5', 'Vital: PainScale-avg3to5', 'Vital: Fundal Ht-avg5to7', 'Vital: HC-avg5to7', 'Vital: HC Percentile-avg5to7', 'Vital: Ht-avg5to7', 'Vital: Ht Percentile-avg5to7', 'Vital: Temp-avg5to7', 'Vital: BP-avg5to7', 'Vital: HR-avg5to7', 'Vital: PL-avg5to7', 'Vital: SpO2-avg5to7', 'Vital: RR-avg5to7', 'Vital: PEF-avg5to7', 'Vital: Hearing-avg5to7', 'Vital: Vision-avg5to7', 'Vital: PainScale-avg5to7', 'Vital: Fundal Ht-avg7to10', 'Vital: HC-avg7to10', 'Vital: HC Percentile-avg7to10', 'Vital: Ht-avg7to10', 'Vital: Ht Percentile-avg7to10', 'Vital: Temp-avg7to10', 'Vital: BP-avg7to10', 'Vital: HR-avg7to10', 'Vital: PL-avg7to10', 'Vital: SpO2-avg7to10', 'Vital: RR-avg7to10', 'Vital: PEF-avg7to10', 'Vital: Hearing-avg7to10', 'Vital: Vision-avg7to10', 'Vital: PainScale-avg7to10', 'Vital: Fundal Ht-avg10to13', 'Vital: HC-avg10to13', 'Vital: HC Percentile-avg10to13', 'Vital: Ht-avg10to13', 'Vital: Ht Percentile-avg10to13', 'Vital: Temp-avg10to13', 'Vital: BP-avg10to13', 'Vital: HR-avg10to13', 'Vital: PL-avg10to13', 'Vital: SpO2-avg10to13', 'Vital: RR-avg10to13', 'Vital: PEF-avg10to13', 'Vital: Hearing-avg10to13', 'Vital: Vision-avg10to13', 'Vital: PainScale-avg10to13', 'Vital: Fundal Ht-avg13to16', 'Vital: HC-avg13to16', 'Vital: HC Percentile-avg13to16', 'Vital: Ht-avg13to16', 'Vital: Ht Percentile-avg13to16', 'Vital: Temp-avg13to16', 'Vital: BP-avg13to16', 'Vital: HR-avg13to16', 'Vital: PL-avg13to16', 'Vital: SpO2-avg13to16', 'Vital: RR-avg13to16', 'Vital: PEF-avg13to16', 'Vital: Hearing-avg13to16', 'Vital: Vision-avg13to16', 'Vital: PainScale-avg13to16', 'Vital: Fundal Ht-avg16to19', 'Vital: HC-avg16to19', 'Vital: HC Percentile-avg16to19', 'Vital: Ht-avg16to19', 'Vital: Ht Percentile-avg16to19', 'Vital: Temp-avg16to19', 'Vital: BP-avg16to19', 'Vital: HR-avg16to19', 'Vital: PL-avg16to19', 'Vital: SpO2-avg16to19', 'Vital: RR-avg16to19', 'Vital: PEF-avg16to19', 'Vital: Hearing-avg16to19', 'Vital: Vision-avg16to19', 'Vital: PainScale-avg16to19', 'Vital: Fundal Ht-avg19to24', 'Vital: HC-avg19to24', 'Vital: HC Percentile-avg19to24', 'Vital: Ht-avg19to24', 'Vital: Ht Percentile-avg19to24', 'Vital: Temp-avg19to24', 'Vital: BP-avg19to24', 'Vital: HR-avg19to24', 'Vital: PL-avg19to24', 'Vital: SpO2-avg19to24', 'Vital: RR-avg19to24', 'Vital: PEF-avg19to24', 'Vital: Hearing-avg19to24', 'Vital: Vision-avg19to24', 'Vital: PainScale-avg19to24', 'Vital: HC-gain0to3', 'Vital: HC Percentile-gain0to3', 'Vital: Ht-gain0to3', 'Vital: Ht Percentile-gain0to3', 'Vital: HC-gain1to5', 'Vital: HC Percentile-gain1to5', 'Vital: Ht-gain1to5', 'Vital: Ht Percentile-gain1to5', 'Vital: HC-gain3to7', 'Vital: HC Percentile-gain3to7', 'Vital: Ht-gain3to7', 'Vital: Ht Percentile-gain3to7', 'Vital: HC-gain5to10', 'Vital: HC Percentile-gain5to10', 'Vital: Ht-gain5to10', 'Vital: Ht Percentile-gain5to10', 'Vital: HC-gain7to13', 'Vital: HC Percentile-gain7to13', 'Vital: Ht-gain7to13', 'Vital: Ht Percentile-gain7to13', 'Vital: HC-gain10to16', 'Vital: HC Percentile-gain10to16', 'Vital: Ht-gain10to16', 'Vital: Ht Percentile-gain10to16', 'Vital: HC-gain13to19', 'Vital: HC Percentile-gain13to19', 'Vital: Ht-gain13to19', 'Vital: Ht Percentile-gain13to19', 'Vital: HC-gain16to24', 'Vital: HC Percentile-gain16to24', 'Vital: Ht-gain16to24', 'Vital: Ht Percentile-gain16to24', 'Vital: HC-gain0to24', 'Vital: HC Percentile-gain0to24', 'Vital: Ht-gain0to24', 'Vital: Ht Percentile-gain0to24']\n", "from 19290 variables to 1918\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 0 has 7 non-zero features and 1,911 zero-weight features\n", "AUC Train: 0.640, Explained Variance Score Train: 0.049\n", "AUC Test: 0.644, Explained Variance Score Test: 0.038\n", "\n", "Run 5 has 8 non-zero features and 1,910 zero-weight features\n", "AUC Train: 0.662, Explained Variance Score Train: 0.057\n", "AUC Test: 0.605, Explained Variance Score Test: 0.041\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 1 has 9 non-zero features and 1,909 zero-weight features\n", "AUC Train: 0.670, Explained Variance Score Train: 0.065\n", "AUC Test: 0.612, Explained Variance Score Test: 0.044\n", "\n", "Run 3 has 11 non-zero features and 1,907 zero-weight features\n", "AUC Train: 0.660, Explained Variance Score Train: 0.067\n", "AUC Test: 0.600, Explained Variance Score Test: 0.023\n", "\n", "Run 7 has 12 non-zero features and 1,906 zero-weight features\n", "AUC Train: 0.673, Explained Variance Score Train: 0.064\n", "AUC Test: 0.626, Explained Variance Score Test: 0.038\n", "\n", "Run 8 has 8 non-zero features and 1,910 zero-weight features\n", "AUC Train: 0.652, Explained Variance Score Train: 0.045\n", "AUC Test: 0.635, Explained Variance Score Test: 0.052\n", "\n", "Run 2 has 11 non-zero features and 1,907 zero-weight features\n", "AUC Train: 0.658, Explained Variance Score Train: 0.057\n", "AUC Test: 0.613, Explained Variance Score Test: 0.045\n", "\n", "Run 4 has 10 non-zero features and 1,908 zero-weight features\n", "AUC Train: 0.661, Explained Variance Score Train: 0.060\n", "AUC Test: 0.613, Explained Variance Score Test: 0.040\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Run 6 has 8 non-zero features and 1,910 zero-weight features\n", "AUC Train: 0.682, Explained Variance Score Train: 0.073\n", "AUC Test: 0.562, Explained Variance Score Test: 0.027\n", "\n", "Run 9 has 10 non-zero features and 1,908 zero-weight features\n", "AUC Train: 0.656, Explained Variance Score Train: 0.056\n", "AUC Test: 0.605, Explained Variance Score Test: 0.033\n", "\n", "1,895 features with 0 weights being filtered. 23 features remaining.\n", "filtered correlated features to: 6\n", "corr matrix is filtered to size: (23, 6)\n", "output is: average: 16.487, min: 10.470, max: 35.320\n", "total patients: 1,698, positive: 256.00, negative: 1,442.00\n", "normalizing output...\n", "Using pre-prepared data\n", "1698 features are binary\n", "Predicting BMI at age: 4.5 to 5.5 years, from data in ages: 0 - 24 months\n", "filtering patients with: ['Gender:1']\n", "total size: 1,698 x 23\n", "data saved to ../outputs_24_months_final_20180517/x2_girls_24_months_obese_lasso_fts_no_wt_bmi\n", "Time elapsed 0:14:41.236525\n", "-----------------------------------------------------\n", "\n" ] } ], "source": [ "start = datetime.now() \n", "for gender in [*data]:\n", " for subset in [*data[gender]]:\n", " min_occ = 5 if subset == 'min_5' else 0\n", " lasso_sel = True if subset == 'lasso_fts' else False\n", " for filt in [*data[gender][subset]]:\n", " print(gender, subset, filt)\n", " x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corrs_matrix_filtered, ix_corr_headers = \\\n", " train.prepare_data_for_analysis({}, {}, {}, {}, {},\n", " x1, y1, y1label[:,label_ix['obese']], feature_headers, mrns,\n", " agex_low, agex_high, months_from, months_to,\n", " filterSTR=data[gender][subset][filt]['filt_str'],\n", " variablesubset=data[gender][subset][filt]['variablesubset'],\n", " do_impute=False,\n", " do_normalize=True,\n", " min_occur=min_occ,\n", " feature_info=False,\n", " delay_print=False,\n", " lasso_selection=lasso_sel)\n", " corr_headers_filtered = np.array(corr_headers_filtered) if type(corr_headers_filtered) == list else corr_headers_filtered\n", " ix_corr_headers = np.array(ix_corr_headers) if type(ix_corr_headers) == list else ix_corr_headers\n", " data[gender][subset][filt]['data'] = [x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corrs_matrix_filtered, ix_corr_headers]\n", " fname=newdir+'/'+'_'.join(['x2',str(gender),str(months_to),'months_obese',str(subset),str(filt)])\n", " np.savez_compressed(fname, x2=x2, mrns2=mrns2, features2=np.array(feature_headers2), y2=y2, y2label=y2label, corr_mat=corrs_matrix_filtered, ix_corr_headers=ix_corr_headers, corr_headers_filtered=corr_headers_filtered)\n", " print('data saved to',fname)\n", " print('Time elapsed {}'.format(datetime.now() - start))\n", " print('-----------------------------------------------------\\n')\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "boys no_min full children: 1751 features: 19290 pos: 386.0\n", "boys no_min no_census children: 1751 features: 2026 pos: 386.0\n", "boys no_min no_wt_bmi children: 1751 features: 1918 pos: 386.0\n", "boys no_min wfl_19_24 children: 1751 features: 1 pos: 386.0\n", "boys no_min wfl_latest children: 1751 features: 1 pos: 386.0\n", "boys no_min bmi_19_24 children: 1751 features: 1 pos: 386.0\n", "boys no_min bmi_latest children: 1751 features: 1 pos: 386.0\n", "boys min_5 full children: 1751 features: 858 pos: 386.0\n", "boys min_5 no_census children: 1751 features: 328 pos: 386.0\n", "boys min_5 no_wt_bmi children: 1751 features: 254 pos: 386.0\n", "boys lasso_fts full children: 1751 features: 35 pos: 386.0\n", "boys lasso_fts no_census children: 1751 features: 28 pos: 386.0\n", "boys lasso_fts no_wt_bmi children: 1751 features: 116 pos: 386.0\n", "girls no_min full children: 1698 features: 19290 pos: 256.0\n", "girls no_min no_census children: 1698 features: 2026 pos: 256.0\n", "girls no_min no_wt_bmi children: 1698 features: 1918 pos: 256.0\n", "girls no_min wfl_19_24 children: 1698 features: 1 pos: 256.0\n", "girls no_min wfl_latest children: 1698 features: 1 pos: 256.0\n", "girls no_min bmi_19_24 children: 1698 features: 1 pos: 256.0\n", "girls no_min bmi_latest children: 1698 features: 1 pos: 256.0\n", "girls min_5 full children: 1698 features: 875 pos: 256.0\n", "girls min_5 no_census children: 1698 features: 333 pos: 256.0\n", "girls min_5 no_wt_bmi children: 1698 features: 259 pos: 256.0\n", "girls lasso_fts full children: 1698 features: 35 pos: 256.0\n", "girls lasso_fts no_census children: 1698 features: 32 pos: 256.0\n", "girls lasso_fts no_wt_bmi children: 1698 features: 23 pos: 256.0\n" ] } ], "source": [ "for gender in [*data]:\n", " for subset in [*data[gender]]:\n", " for filt in [*data[gender][subset]]:\n", " x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corr_matrix_filtered, ix_corr_headers = data[gender][subset][filt]['data']\n", " print(gender, subset, filt, 'children:',x2.shape[0], 'features:',x2.shape[1],'pos:', y2label.sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create the test sets and instatiate the results lists" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "title_list = []\n", "auc_list = []\n", "metric2_list = [] # R^2 for regression and accuracy for classification\n", "metric3_list = [] # explained variance for regression and matthew's correlation coefficient for classification\n", "results_list = []\n", "features_list = []\n", "\n", "# Boys test set creation\n", "# x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corr_matrix_filtered, ix_corr_headers = data['boys']['no_min']['full']['data']\n", "# N = x2.shape[0]\n", "# test_ix_boys = list(range(0,N))\n", "# random.shuffle(test_ix_boys)\n", "# test_ix_boys = test_ix_boys[:int(N*0.2)]\n", "\n", "# Girls test set creation\n", "# x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corr_matrix_filtered, ix_corr_headers = data['girls']['no_min']['full']['data']\n", "# N = x2.shape[0]\n", "# test_ix_girls = list(range(0,N))\n", "# random.shuffle(test_ix_girls)\n", "# test_ix_girls = test_ix_girls[:int(N*0.2)]\n", "\n", "# np.savez_compressed(newdir+'/test_ix', boys=test_ix_boys, girls=test_ix_girls)\n", "test_ix = np.load('../outputs_24_months_final_20180420/test_ix.npz')\n", "test_ix_boys = test_ix['boys']\n", "test_ix_girls = test_ix['girls']" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(350, 339)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(test_ix_boys), len(test_ix_girls)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run all the models" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "boys no_min full lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.358\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.469\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.690, R^2 test: 0.013\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.337\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.761, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.341\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.904, R^2 test: -0.508\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.812, R^2 test: -0.236\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.296, R^2 test: 0.156\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.981, R^2 test: -1.724\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.373\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.781, R^2 test: -0.053\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.767, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.978, R^2 test: -1.207\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.253\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.684, R^2 test: 0.056\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.769, Explained Variance Score Test: 0.275\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.810\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.909, R^2 test: -0.038\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.832, R^2 test: 0.070\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.760, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.197\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.911, R^2 test: 0.194\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.809, R^2 test: 0.257\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.830, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.756, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.130\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.872, R^2 test: -0.250\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.737, R^2 test: 0.143\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.697, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.767, Explained Variance Score Test: 0.281\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.849\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.915, R^2 test: -0.076\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.827, R^2 test: 0.026\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.438, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.866, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.770, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.363\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.327\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.777, R^2 test: -0.046\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.760, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.982, R^2 test: -2.933\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.533\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.687, R^2 test: -0.091\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.760, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.565\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.907, R^2 test: -0.544\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.817, R^2 test: -0.252\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.758, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.975, R^2 test: -2.664\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.812, R^2 test: -0.479\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.696, R^2 test: -0.106\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.770, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.988, R^2 test: -2.354\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.683\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.784, R^2 test: -0.105\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.750, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.920\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.046\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.769, R^2 test: 0.214\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.352, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.750, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.768, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.979, R^2 test: -2.085\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.820, R^2 test: -0.564\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.715, R^2 test: -0.215\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.156\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.753, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.966\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.517\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.751, R^2 test: -0.032\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.847, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.750, Explained Variance Score Test: 0.302\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.199\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.572\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.755, R^2 test: -0.200\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.400\n", "AUC Test: 0.774, Explained Variance Score Test: 0.284\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.430\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.922, R^2 test: -0.117\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.828, R^2 test: 0.018\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.721, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.757, Explained Variance Score Test: 0.296\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.566\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.895, R^2 test: 0.068\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.791, R^2 test: 0.260\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.398, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.802, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.770, Explained Variance Score Test: 0.284\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.979, R^2 test: -2.913\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.515\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.706, R^2 test: -0.200\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.750, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.016\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.878, R^2 test: -0.492\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.755, R^2 test: -0.128\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.765, Explained Variance Score Test: 0.278\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.984, R^2 test: -2.192\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.851, R^2 test: -0.353\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.730, R^2 test: 0.010\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.750, Explained Variance Score Test: 0.283\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.976, R^2 test: -5.078\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.850, R^2 test: -1.708\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.718, R^2 test: -0.671\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.755, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.282\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.867, R^2 test: -0.559\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.749, R^2 test: -0.339\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.059\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.755, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.834\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.203\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.045\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.762, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.380\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.908, R^2 test: 0.058\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.800, R^2 test: 0.161\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.406, R^2 test: 0.389\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.764, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.348\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.921, R^2 test: -0.075\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.817, R^2 test: 0.059\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.847, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.758, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.867\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.863, R^2 test: 0.065\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.751, R^2 test: 0.125\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.402, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.758, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.033\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.908, R^2 test: -0.521\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.809, R^2 test: -0.277\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.194, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.745, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.097\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.868, R^2 test: -0.203\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.737, R^2 test: 0.027\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.759, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.981, R^2 test: -2.120\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.847, R^2 test: -0.424\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.751, R^2 test: -0.158\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.340, R^2 test: 0.184\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.768, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.737\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.109\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.769, R^2 test: 0.102\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.757, Explained Variance Score Test: 0.286\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.501\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.900, R^2 test: 0.016\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.797, R^2 test: 0.144\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.753, Explained Variance Score Test: 0.280\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.470\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.034\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.807, R^2 test: 0.150\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.755, Explained Variance Score Test: 0.286\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.115\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.886, R^2 test: -0.519\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.757, R^2 test: -0.075\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.764, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.063\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.918, R^2 test: -0.268\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.829, R^2 test: -0.035\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.769, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.979, R^2 test: -0.954\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.866, R^2 test: 0.060\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.774, R^2 test: 0.209\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.385\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.385\n", "AUC Test: 0.759, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.114\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.867, R^2 test: -0.071\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.751, R^2 test: 0.187\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.359\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.756, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.772\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.886, R^2 test: -0.169\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.772, R^2 test: 0.000\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.778, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.336\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.892, R^2 test: 0.078\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.803, R^2 test: 0.162\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.758, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.399\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.863, R^2 test: -0.075\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.755, R^2 test: 0.062\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.769, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.559\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.886, R^2 test: -0.448\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.759, R^2 test: -0.143\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.760, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.660\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.800\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.815, R^2 test: -0.428\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.743, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.971, R^2 test: -0.393\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.848, R^2 test: 0.226\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.284\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.807, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.752, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.982, R^2 test: -3.421\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.978\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.716, R^2 test: -0.310\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.759, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.598\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.867, R^2 test: 0.001\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.096\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.772, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.988, R^2 test: -2.519\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.866, R^2 test: -0.730\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.759, R^2 test: -0.319\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.754, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.638\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.908, R^2 test: -0.568\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.830, R^2 test: -0.247\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.747, Explained Variance Score Test: 0.287\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.919\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.928, R^2 test: -0.358\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.834, R^2 test: 0.015\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.757, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.965, R^2 test: -0.828\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.825, R^2 test: -0.153\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.695, R^2 test: -0.029\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.109\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.870, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.766, Explained Variance Score Test: 0.290\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.708\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.189\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.804, R^2 test: -0.082\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.729, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.729, Explained Variance Score Test: 0.258\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.901\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.920, R^2 test: -0.908\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.825, R^2 test: -0.486\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.360, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.769, Explained Variance Score Test: 0.320\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.956\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.866, R^2 test: -0.505\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.742, R^2 test: 0.030\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.336\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.747, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.993, R^2 test: -3.010\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.897, R^2 test: -1.143\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.771, R^2 test: -0.467\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.073\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.769, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.522\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.890, R^2 test: 0.001\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.798, R^2 test: 0.083\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.427, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.709, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.762, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.163\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.860, R^2 test: -0.460\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.726, R^2 test: -0.095\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.767, Explained Variance Score Test: 0.291\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.262\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.373\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.749, R^2 test: -0.070\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.776, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.641\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.908, R^2 test: 0.059\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.810, R^2 test: 0.194\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.758, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.987, R^2 test: -4.581\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.884, R^2 test: -1.608\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.774, R^2 test: -0.498\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.769, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.319\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.001\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.090\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.834, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.774, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.148\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.857, R^2 test: 0.174\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.727, R^2 test: 0.173\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.731, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.756, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.100\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.874, R^2 test: -0.619\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.290\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.745, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.374\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.533\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.762, R^2 test: -0.155\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.749, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.989, R^2 test: -2.470\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.912\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.760, R^2 test: -0.412\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.093\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.745, Explained Variance Score Test: 0.287\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.447\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.895, R^2 test: -0.358\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.791, R^2 test: -0.073\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.760, Explained Variance Score Test: 0.305\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.189\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.867, R^2 test: 0.060\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.742, R^2 test: 0.183\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.766, Explained Variance Score Test: 0.276\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.562\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.921, R^2 test: -0.075\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.827, R^2 test: 0.160\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.749, Explained Variance Score Test: 0.259\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.782\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.884, R^2 test: -0.329\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.788, R^2 test: -0.138\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.188\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.761, Explained Variance Score Test: 0.304\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.885\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.871, R^2 test: -0.226\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.743, R^2 test: 0.145\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.752, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.987, R^2 test: -2.510\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.868, R^2 test: -0.379\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.011\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.309\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.745, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.763\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.898, R^2 test: -0.162\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.104\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.761, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.286\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.883, R^2 test: -0.446\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.759, R^2 test: -0.125\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.370, R^2 test: 0.344\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.875, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.752, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.726\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.873, R^2 test: -0.103\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.754, R^2 test: 0.057\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.425, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.758, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.978, R^2 test: -0.950\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.853, R^2 test: -0.314\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.742, R^2 test: -0.019\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.762, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.983, R^2 test: -2.654\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.882, R^2 test: -0.863\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.764, R^2 test: -0.523\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.034\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.747, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.980, R^2 test: -2.134\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.847, R^2 test: -0.261\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.743, R^2 test: 0.005\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.349\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.762, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.980, R^2 test: -3.176\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.837, R^2 test: -0.541\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.712, R^2 test: -0.092\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.300, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.769, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.422\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.060\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.778, R^2 test: 0.146\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.758, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.949\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.884, R^2 test: -0.318\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.754, R^2 test: -0.088\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.767, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.626\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.896, R^2 test: -0.293\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.773, R^2 test: -0.125\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.758, Explained Variance Score Test: 0.269\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.122\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.908, R^2 test: -0.296\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.784, R^2 test: 0.125\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.765, Explained Variance Score Test: 0.271\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.990, R^2 test: -2.294\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.879, R^2 test: -1.054\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.756, R^2 test: -0.422\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.740, Explained Variance Score Test: 0.248\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.250\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.877, R^2 test: -0.080\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.731, R^2 test: 0.293\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.382\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.387\n", "AUC Test: 0.751, Explained Variance Score Test: 0.277\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.991, R^2 test: -2.284\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.918, R^2 test: -0.451\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.837, R^2 test: -0.048\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.493, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.862, Explained Variance Score Train: 0.493\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.765, Explained Variance Score Test: 0.280\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.489\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.919, R^2 test: -0.357\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.823, R^2 test: 0.005\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.746, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.927\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.155\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.801, R^2 test: 0.005\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.744, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.884\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.879, R^2 test: -0.273\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.776, R^2 test: 0.012\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.744, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.837\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.914, R^2 test: -0.145\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.819, R^2 test: 0.078\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.389, R^2 test: 0.394\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.847, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.429\n", "AUC Test: 0.763, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.982, R^2 test: -3.942\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.848, R^2 test: -0.854\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.731, R^2 test: -0.309\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.340, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.762, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.294\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.816, R^2 test: -0.211\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.683, R^2 test: -0.044\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.159\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.760, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.357\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.280\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.797, R^2 test: -0.063\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.770, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.991, R^2 test: -4.149\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.895, R^2 test: -0.838\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.786, R^2 test: -0.218\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.371\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.392\n", "AUC Test: 0.748, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.981, R^2 test: -2.748\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.872, R^2 test: -0.743\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.746, R^2 test: -0.155\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.766, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.703\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.220\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.800, R^2 test: 0.067\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.191, R^2 test: 0.203\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.768, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.252\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.911, R^2 test: 0.086\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.820, R^2 test: 0.118\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.431\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.856, R^2 test: -0.376\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.730, R^2 test: -0.003\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.182\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.766, Explained Variance Score Test: 0.252\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.032\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.878, R^2 test: -0.223\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.757, R^2 test: 0.029\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.331\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.769, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.978, R^2 test: -2.040\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.875, R^2 test: -0.389\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.753, R^2 test: -0.047\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.776, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.916\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.907, R^2 test: -0.224\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.784, R^2 test: 0.121\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.714, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.744, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.778\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.257\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.802, R^2 test: -0.071\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.746, Explained Variance Score Test: 0.254\n", "\n", "total Variables 19290 and total subjects: 1751\n", "->AUC validation: 0.752 95% CI: [0.741 , 0.763]\n", "->AUC test: 0.759 95% CI: [0.757 , 0.761]\n", "->R^2 validation: 0.253 95% CI: [0.239 , 0.268]\n", "->R^2 test: 0.285 95% CI: [0.282 , 0.288]\n", "->Explained Variance validation: 0.239 95% CI: [0.223 , 0.254]\n", "->Explained Variance test: 0.282 95% CI: [0.278 , 0.285]\n", "Test set metrics:\n", "@threshold:1.225, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.884, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:0.878, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:0.850, sens:0.048, 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mcc:0.007, total+:104, total-:246\n", "@threshold:0.148, sens:0.578, spec:0.787, ppv:0.457, acc:0.737, f1:0.511, mcc:0.007, total+:105, total-:245\n", "@threshold:0.127, sens:0.639, spec:0.783, ppv:0.477, acc:0.749, f1:0.546, mcc:0.008, total+:111, total-:239\n", "@threshold:0.108, sens:0.651, spec:0.764, ppv:0.462, acc:0.737, f1:0.540, mcc:0.007, total+:117, total-:233\n", "@threshold:0.107, sens:0.651, spec:0.760, ppv:0.458, acc:0.734, f1:0.537, mcc:0.007, total+:118, total-:232\n", "@threshold:0.098, sens:0.663, spec:0.753, ppv:0.455, acc:0.731, f1:0.539, mcc:0.007, total+:121, total-:229\n", "@threshold:0.096, sens:0.663, spec:0.749, ppv:0.451, acc:0.729, f1:0.537, mcc:0.007, total+:122, total-:228\n", "@threshold:0.057, sens:0.675, spec:0.697, ppv:0.409, acc:0.691, f1:0.509, mcc:0.005, total+:137, total-:213\n", "@threshold:0.055, sens:0.675, spec:0.693, ppv:0.406, acc:0.689, f1:0.507, mcc:0.005, total+:138, total-:212\n", "@threshold:0.050, sens:0.687, spec:0.689, ppv:0.407, acc:0.689, f1:0.511, mcc:0.005, total+:140, total-:210\n", "@threshold:0.049, sens:0.687, spec:0.685, ppv:0.404, acc:0.686, f1:0.509, mcc:0.005, total+:141, total-:209\n", "@threshold:0.047, sens:0.699, spec:0.674, ppv:0.400, acc:0.680, f1:0.509, mcc:0.005, total+:145, total-:205\n", "@threshold:0.044, sens:0.699, spec:0.670, ppv:0.397, acc:0.677, f1:0.507, mcc:0.005, total+:146, total-:204\n", "@threshold:0.025, sens:0.711, spec:0.659, ppv:0.393, acc:0.671, f1:0.506, mcc:0.005, total+:150, total-:200\n", "@threshold:0.020, sens:0.711, spec:0.655, ppv:0.391, acc:0.669, f1:0.504, mcc:0.005, total+:151, total-:199\n", "@threshold:0.005, sens:0.723, spec:0.622, ppv:0.373, acc:0.646, f1:0.492, mcc:0.004, total+:161, total-:189\n", "@threshold:-0.008, sens:0.723, spec:0.618, ppv:0.370, acc:0.643, f1:0.490, mcc:0.004, total+:162, total-:188\n", "@threshold:-0.009, sens:0.735, spec:0.614, ppv:0.372, acc:0.643, f1:0.494, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.010, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.010, sens:0.759, spec:0.566, ppv:0.352, acc:0.611, f1:0.481, mcc:0.003, total+:179, total-:171\n", "@threshold:-0.022, sens:0.771, spec:0.528, ppv:0.337, acc:0.586, f1:0.469, mcc:0.003, total+:190, total-:160\n", "@threshold:-0.027, sens:0.771, spec:0.524, ppv:0.335, acc:0.583, f1:0.467, mcc:0.003, total+:191, total-:159\n", "@threshold:-0.027, sens:0.783, spec:0.521, ppv:0.337, acc:0.583, f1:0.471, mcc:0.003, total+:193, total-:157\n", "@threshold:-0.028, sens:0.783, spec:0.517, ppv:0.335, acc:0.580, f1:0.469, mcc:0.003, total+:194, total-:156\n", "@threshold:-0.039, sens:0.795, spec:0.509, ppv:0.335, acc:0.577, f1:0.471, mcc:0.003, total+:197, total-:153\n", "@threshold:-0.042, sens:0.795, spec:0.506, ppv:0.333, acc:0.574, f1:0.470, mcc:0.003, total+:198, total-:152\n", "@threshold:-0.053, sens:0.807, spec:0.494, ppv:0.332, acc:0.569, f1:0.470, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.055, sens:0.807, spec:0.491, ppv:0.330, acc:0.566, f1:0.469, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.063, sens:0.819, spec:0.487, ppv:0.332, acc:0.566, f1:0.472, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.064, sens:0.819, spec:0.483, ppv:0.330, acc:0.563, f1:0.471, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.073, sens:0.831, spec:0.464, ppv:0.325, acc:0.551, f1:0.468, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.074, sens:0.831, spec:0.461, ppv:0.324, acc:0.549, f1:0.466, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.075, sens:0.843, spec:0.457, ppv:0.326, acc:0.549, f1:0.470, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.076, sens:0.843, spec:0.453, ppv:0.324, acc:0.546, f1:0.468, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.078, sens:0.855, spec:0.453, ppv:0.327, acc:0.549, f1:0.473, mcc:0.003, total+:217, total-:133\n", "@threshold:-0.078, sens:0.855, spec:0.449, ppv:0.326, acc:0.546, f1:0.472, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.081, sens:0.867, spec:0.446, ppv:0.327, acc:0.546, f1:0.475, mcc:0.003, total+:220, total-:130\n", "@threshold:-0.083, sens:0.880, spec:0.442, ppv:0.329, acc:0.546, f1:0.479, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.096, sens:0.892, spec:0.423, ppv:0.325, acc:0.534, f1:0.476, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.097, sens:0.892, spec:0.419, ppv:0.323, acc:0.531, f1:0.474, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.120, sens:0.904, spec:0.401, ppv:0.319, acc:0.520, f1:0.472, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.124, sens:0.916, spec:0.397, ppv:0.321, acc:0.520, f1:0.475, mcc:0.003, total+:237, total-:113\n", "@threshold:-0.128, sens:0.928, spec:0.393, ppv:0.322, acc:0.520, f1:0.478, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.131, sens:0.928, spec:0.390, ppv:0.321, acc:0.517, f1:0.477, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.152, sens:0.940, spec:0.375, ppv:0.318, acc:0.509, f1:0.476, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.157, sens:0.940, spec:0.371, ppv:0.317, acc:0.506, f1:0.474, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.158, sens:0.952, spec:0.371, ppv:0.320, acc:0.509, f1:0.479, mcc:0.003, total+:247, total-:103\n", "@threshold:-0.170, sens:0.952, spec:0.367, ppv:0.319, acc:0.506, f1:0.477, mcc:0.003, total+:248, total-:102\n", "@threshold:-0.211, sens:0.964, spec:0.311, ppv:0.303, acc:0.466, f1:0.461, mcc:0.003, total+:264, total-:86\n", "@threshold:-0.213, sens:0.964, spec:0.307, ppv:0.302, acc:0.463, f1:0.460, mcc:0.003, total+:265, total-:85\n", "@threshold:-0.322, sens:0.976, spec:0.225, ppv:0.281, acc:0.403, f1:0.437, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.334, sens:0.976, spec:0.221, ppv:0.280, acc:0.400, f1:0.435, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.397, sens:0.988, spec:0.180, ppv:0.272, acc:0.371, f1:0.427, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.407, sens:0.988, spec:0.176, ppv:0.272, acc:0.369, f1:0.426, mcc:0.002, total+:302, total-:48\n", "@threshold:-1.038, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.100 95% CI: [0.079 , 0.121] | OR_adj 1.105 [1.082 1.129] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.126\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.109\n", " Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", "\n", "* Vital: BMI-gain0to24 | coef 0.100 95% CI: [0.073 , 0.127] | OR_adj 1.105 [1.075 1.135] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", "\n", "* Vital: Wt-avg19to24 | coef 0.064 95% CI: [0.045 , 0.082] | OR_adj 1.066 [1.046 1.086] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", "\n", "* Vital: Wt-gain0to24 | coef 0.053 95% CI: [0.037 , 0.068] | OR_adj 1.054 [1.038 1.071] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.041 95% CI: [0.027 , 0.054] | OR_adj 1.041 [1.027 1.056] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: BMI-avg19to24 | coef 0.029 95% CI: [0.013 , 0.045] | OR_adj 1.029 [1.013 1.046] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.020 95% CI: [0.009 , 0.032] | OR_adj 1.021 [1.009 1.033] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", "\n", "* Vital: BMI-avg7to10 | coef 0.018 95% CI: [0.009 , 0.028] | OR_adj 1.018 [1.009 1.028] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", "\n", "* Vital: BMI-avg16to19 | coef 0.018 95% CI: [0.011 , 0.025] | OR_adj 1.018 [1.011 1.025] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.102\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Diagnosis:9ccs214:GI cong anom:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.065\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", "\n", "* Vital: Wt-latest | coef 0.018 95% CI: [0.011 , 0.024] | OR_adj 1.018 [1.011 1.025] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt-avg16to19 | coef 0.012 95% CI: [0.005 , 0.020] | OR_adj 1.013 [1.005 1.020] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.083\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.010 95% CI: [0.003 , 0.017] | OR_adj 1.010 [1.003 1.017] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.009 95% CI: [0.004 , 0.015] | OR_adj 1.009 [1.004 1.015] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.112\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.008 95% CI: [0.003 , 0.014] | OR_adj 1.008 [1.003 1.014] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.008 95% CI: [0.003 , 0.014] | OR_adj 1.008 [1.003 1.014] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.008 95% CI: [0.004 , 0.013] | OR_adj 1.008 [1.004 1.013] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", "\n", " MatDeliveryAge | coef 0.007 95% CI: [0.004 , 0.011] | OR_adj 1.007 [1.004 1.011] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.006 [1.002 1.009] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.108\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", "\n", "* Vital: BMI-avg10to13 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.131\n", " Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.005 95% CI: [0.001 , 0.010] | OR_adj 1.005 [1.001 1.010] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.063\n", "\n", "* Vital: Wt-avg0to1 | coef 0.005 95% CI: [0.000 , 0.009] | OR_adj 1.005 [1.000 1.009] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.005 95% CI: [0.001 , 0.009] | OR_adj 1.005 [1.001 1.009] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.077\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.074\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", "* Vital: Wt-avg3to5 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n", "* Vital: Wt Percentile-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", "* Vital: Wt-avg1to3 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", " Vital: Temp-latest | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.083\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs116:Art embolism:-0.070\n", "\n", "* Vital: BMI-avg3to5 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", "\n", "* Vital: BMI-avg1to3 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.082\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", "\n", "* Vital: Wt-avg5to7 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Maternal Diagnosis:9ccs244:Other injury:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.073\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Maternal Diagnosis:9ccs39:Leukemias:0.090\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs84:Headache/mig:-0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", "\n", " Vital: Ht-gain7to13 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.085\n", " Lab:292147 TSH - Sunrise:0.084\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Vital: Wt-gain1to5 | coef -0.002 95% CI: [-0.003 , 0.000] | OR_adj 0.998 [0.997 1.000] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.084\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", "\n", " Vital: HC-gain0to3 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:-0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Diagnosis:9ccs75:Hx mental dx:-0.069\n", " Maternal Diagnosis:9ccs169:Endometrios:-0.067\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", "\n", "* Vital: Wt-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.063\n", "\n", "* Vital: Wt-avg7to10 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Maternal Diagnosis:9ccs244:Other injury:0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", "\n", " Number of Visits | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.071\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", "\n", "* Vital: BMI Percentile-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.123\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.106\n", " Diagnosis:9ccs214:GI cong anom:-0.105\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.101\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", "* Vital: Wt-gain13to19 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.059\n", "\n", " Vital: BMI-gain5to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Diagnosis:9ccs61:Sickle cell:-0.086\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Maternal Diagnosis:9ccs39:Leukemias:0.075\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.074\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.087\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", "\n", "* Vital: Wt-avg13to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", "* Vital: BMI-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.130\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.130\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", "\n", "* Vital: Wt-gain0to3 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.111\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.060\n", "\n", " Vital: Wt-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.073\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:-0.087\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.066\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.065\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.002] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.088\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.074\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", "\n", " Vital: Ht-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.070\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:-0.069\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.067\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Maternal Diagnosis:9ccs208:Acq foot def:-0.065\n", "\n", " Vital: HC-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Vital: BMI-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.000 95% CI: [-0.001 , 0.002] | OR_adj 1.000 [0.999 1.002] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.067\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.066\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.064\n", "\n", " Vital: Ht-avg7to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs244:Other injury:0.069\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.115\n", " Diagnosis:9ccs214:GI cong anom:-0.106\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.097\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.095\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: BMI-gain3to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.076\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.074\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Maternal Vital: BP-otherPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", "\n", " Vital: BMI-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.079\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 549 | OR_unadj: 1.015 [0.727 1.418] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.789\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.661\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.550\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.465\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.356\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.233\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.228\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.222\n", "\n", " Vital: Temp-avg3to5 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: SpO2-otherPregnancy:-0.076\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.071\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Ht Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:0.110\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.080\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Diagnosis:9ccs208:Acq foot def:0.079\n", "\n", " Vital: BMI-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.098\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Vital: Wt-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.104\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.081\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Vital: Wt-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", "\n", " Vital: Wt Percentile-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.112\n", " Diagnosis:9ccs61:Sickle cell:-0.103\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs169:Endometrios:0.100\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.126\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.164\n", " Diagnosis:9ccs0:No DX:0.147\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.102\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.094\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Maternal Diagnosis:9ccs135:Intest infct:0.087\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.086\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.085\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.083\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.078\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.077\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.107\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", "\n", "* Vital: Ht-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.297\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.182\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.098\n", " Maternal Diagnosis:9ccs169:Endometrios:0.096\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.066\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.065\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.065\n", " Maternal Maternal Lab History: LH-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs159:UTI:0.061\n", " Maternal Diagnosis:9ccs202:Rheum arth:-0.060\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.097\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs93:Dizziness:0.081\n", " Maternal Diagnosis:9ccs135:Intest infct:0.077\n", "\n", " Vital: Ht-gain0to3 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.095\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.091\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.081\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.108\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.073\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.069\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.068\n", "\n", "* Vital: Ht-avg0to1 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.111\n", "\n", "* Vital: BMI-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.083\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-postPregnancy:-0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.075\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs82:Paralysis:-0.105\n", " Lab:294048 STOOL CULTURE - LMC:0.094\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", " Vital: Wt Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.144\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.129\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", "Vital : 0.58966980572\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.00743705163012\n", "Census : 0.00624334627267\n", "Number of Visits : 0.00105931798465\n", "Maternal Maternal Lab History : 0.000338346774572\n", "Diagnosis : -0.000148535137124\n", "Time to run analysis 0:03:48.453124\n", "Total Time elapsed 0:03:48.453509\n", "-----------------------------------------------------\n", "\n", "boys no_min full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.221\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.225\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.246\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.766, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.192\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.199\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.206\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.753, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.322\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.318\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.299\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.762, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.290\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.291\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.283\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.743, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.304\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.322\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.733, R^2 test: 0.350\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.761, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.299\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.300\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.290\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.750, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.279\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.288\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.332\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.764, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.248\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.250\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.697, R^2 test: 0.250\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.630\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.746, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.269\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.269\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.272\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.724, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.153\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.155\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.163\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.738, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.145\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.881, R^2 test: 0.153\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: 0.183\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.759, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.112\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.106\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.751, R^2 test: 0.091\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.680, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.768, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.202\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.228\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.213\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.761, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: -0.037\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.881, R^2 test: -0.036\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.761, R^2 test: -0.028\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.742, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.291\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.294\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.287\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.769, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.221\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.237\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.665, R^2 test: 0.227\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.592, R^2 test: 0.220\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.780, Explained Variance Score Test: 0.316\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.263\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.259\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.755, R^2 test: 0.234\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.686, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.299\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.304\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.767, R^2 test: 0.305\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.700, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.752, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: -0.243\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: -0.159\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.661, R^2 test: -0.100\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.771, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.131\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.120\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.167\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.680, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.756, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.357\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.361\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.347\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.775, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.221\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.217\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.259\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.779, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.212\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.222\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.218\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.682, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.774, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.217\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.233\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.241\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.772, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.174\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.172\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.736, R^2 test: 0.161\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.775, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.083\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.140\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.182\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.752, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.255\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.276\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.336\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.370\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.745, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.208\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.242\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.263\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.766, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.251\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.244\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.251\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.751, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.251\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.243\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.260\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.586, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.586\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.764, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.236\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.211\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.214\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.217\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.789, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.220\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.214\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.229\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.743, Explained Variance Score Test: 0.304\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.147\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.162\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.223\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.772, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.205\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.210\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.222\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.627\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.753, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.259\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.260\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.264\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.743, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.239\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.237\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.226\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.754, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.050\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.058\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.062\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.067\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.754, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.284\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.278\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.256\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.765, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.318\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.315\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.756, R^2 test: 0.324\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.322\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.189\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.186\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.199\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.624, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.624\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.748, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.148\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.170\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.153\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.599, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.753, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.269\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.272\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.285\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.734, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.325\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.321\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.652, R^2 test: 0.283\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.764, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.223\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.236\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.269\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.771, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.113\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.113\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.122\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.793, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.203\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.210\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.245\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.750, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.324\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.322\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.306\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.298\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.746, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.184\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.188\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.190\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.774, Explained Variance Score Test: 0.309\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.057\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.062\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.761, R^2 test: 0.085\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.682, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.732, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.186\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.178\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.174\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.704\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.759, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.254\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.262\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.267\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.592, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.592\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.763, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.325\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.312\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.306\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.607, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.757, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.233\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.240\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.244\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.774, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.180\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.187\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.189\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.775, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.222\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.246\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.282\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.290\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.769, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.212\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.186\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.227\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.759, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.096\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: 0.150\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: 0.165\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.501, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.773, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.132\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.122\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.116\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.569\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.781, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.160\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.181\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: 0.177\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.777, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.348\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.336\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.348\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.740, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.163\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.163\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.146\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.741, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.054\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.059\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.068\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.630\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.747, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.164\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.233\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.246\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.780, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: -0.008\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: -0.020\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.776, R^2 test: -0.025\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.700, R^2 test: -0.028\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.738, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.211\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.215\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.270\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.769, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.231\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.252\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.266\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.761, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.212\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.248\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.288\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.738, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.133\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.140\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.137\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.764, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.222\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.239\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.680, R^2 test: 0.182\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.738, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.202\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.198\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.747, R^2 test: 0.231\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.744, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.108\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.124\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.135\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.786, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.362\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.364\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.314\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.747, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.245\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: 0.248\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.766, R^2 test: 0.254\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.695, R^2 test: 0.250\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.770, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.237\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.268\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.268\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.745, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.161\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.173\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.177\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.760, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.191\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.189\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.187\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.763, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.202\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.223\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.204\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.669, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.747, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.356\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.366\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.352\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.774, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.330\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.338\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.305\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.773, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.311\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.310\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.334\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.343\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.763, Explained Variance Score Test: 0.330\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.230\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.237\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.239\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.586, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.586\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.759, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.158\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.163\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.173\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.744, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.282\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.268\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.258\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.779, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.155\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.164\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.161\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.898, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.775, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.272\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.283\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.279\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.738, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.042\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.031\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: -0.006\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: -0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.671, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.738, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.139\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.117\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.131\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.760, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.204\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.879, R^2 test: 0.202\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.765, R^2 test: 0.200\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.739, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.292\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.298\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.281\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.656\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.747, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.289\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.291\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.296\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.751, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.338\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.341\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.345\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.349\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.773, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.129\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.158\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.141\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.767, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.311\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.307\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.753, R^2 test: 0.282\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.763, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.162\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.176\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.161\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.607, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.775, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.347\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.341\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.771, R^2 test: 0.318\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.703, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.761, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.327\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.318\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.288\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.765, Explained Variance Score Test: 0.277\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.256\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.879, R^2 test: 0.245\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: 0.289\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.691, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.731, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.235\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.285\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.250\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.753, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.198\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.195\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.196\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.755, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.176\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.288\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.362\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.564, R^2 test: 0.372\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.757, Explained Variance Score Test: 0.291\n", "\n", "total Variables 19290 and total subjects: 1751\n", "->AUC validation: 0.746 95% CI: [0.735 , 0.758]\n", "->AUC test: 0.759 95% CI: [0.756 , 0.762]\n", "->R^2 validation: 0.238 95% CI: [0.222 , 0.254]\n", "->R^2 test: 0.285 95% CI: [0.281 , 0.290]\n", "->Explained Variance validation: 0.226 95% CI: [0.210 , 0.243]\n", "->Explained Variance test: 0.283 95% CI: [0.278 , 0.287]\n", "Test set metrics:\n", "@threshold:1.401, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.397, sens:0.012, spec:1.000, ppv:1.000, acc:0.766, f1:0.024, mcc:0.000, total+:1, total-:349\n", "@threshold:1.100, sens:0.072, spec:0.996, ppv:0.857, acc:0.777, f1:0.133, mcc:0.237, total+:7, total-:343\n", "@threshold:1.089, sens:0.084, spec:0.996, ppv:0.875, acc:0.780, f1:0.154, mcc:0.261, total+:8, total-:342\n", "@threshold:1.084, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:1.063, sens:0.096, spec:0.989, ppv:0.727, acc:0.777, f1:0.170, mcc:0.079, total+:11, total-:339\n", "@threshold:1.017, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:1.002, sens:0.133, spec:0.981, ppv:0.688, acc:0.780, f1:0.222, mcc:0.053, total+:16, total-:334\n", "@threshold:0.962, sens:0.133, spec:0.978, ppv:0.647, acc:0.777, f1:0.220, mcc:0.041, total+:17, total-:333\n", "@threshold:0.954, sens:0.145, spec:0.978, ppv:0.667, acc:0.780, f1:0.238, mcc:0.045, total+:18, total-:332\n", "@threshold:0.949, sens:0.145, spec:0.974, ppv:0.632, acc:0.777, f1:0.235, mcc:0.036, total+:19, total-:331\n", "@threshold:0.925, sens:0.157, spec:0.970, ppv:0.619, acc:0.777, f1:0.250, mcc:0.032, total+:21, total-:329\n", "@threshold:0.923, sens:0.157, spec:0.966, ppv:0.591, acc:0.774, f1:0.248, mcc:0.027, total+:22, total-:328\n", "@threshold:0.922, sens:0.169, spec:0.966, ppv:0.609, acc:0.777, f1:0.264, mcc:0.029, total+:23, total-:327\n", "@threshold:0.871, sens:0.193, spec:0.963, ppv:0.615, acc:0.780, f1:0.294, mcc:0.029, total+:26, total-:324\n", "@threshold:0.871, sens:0.205, spec:0.963, ppv:0.630, acc:0.783, f1:0.309, mcc:0.030, total+:27, total-:323\n", "@threshold:0.862, sens:0.205, spec:0.959, ppv:0.607, acc:0.780, f1:0.306, mcc:0.027, total+:28, total-:322\n", "@threshold:0.856, sens:0.217, spec:0.959, ppv:0.621, acc:0.783, f1:0.321, mcc:0.028, total+:29, total-:321\n", "@threshold:0.760, sens:0.265, spec:0.955, ppv:0.647, acc:0.791, f1:0.376, mcc:0.030, total+:34, total-:316\n", "@threshold:0.748, sens:0.277, spec:0.955, ppv:0.657, acc:0.794, f1:0.390, mcc:0.031, total+:35, total-:315\n", "@threshold:0.738, sens:0.277, spec:0.951, ppv:0.639, acc:0.791, f1:0.387, mcc:0.028, total+:36, total-:314\n", "@threshold:0.732, sens:0.289, spec:0.951, ppv:0.649, acc:0.794, f1:0.400, mcc:0.029, total+:37, total-:313\n", "@threshold:0.724, sens:0.289, spec:0.948, ppv:0.632, acc:0.791, f1:0.397, mcc:0.026, total+:38, total-:312\n", "@threshold:0.711, sens:0.301, spec:0.948, ppv:0.641, acc:0.794, f1:0.410, mcc:0.027, total+:39, total-:311\n", "@threshold:0.699, sens:0.301, spec:0.944, ppv:0.625, acc:0.791, f1:0.407, mcc:0.025, total+:40, total-:310\n", "@threshold:0.685, sens:0.313, spec:0.944, ppv:0.634, acc:0.794, f1:0.419, mcc:0.026, total+:41, total-:309\n", "@threshold:0.631, sens:0.337, spec:0.940, ppv:0.636, acc:0.797, f1:0.441, mcc:0.025, total+:44, total-:306\n", "@threshold:0.630, sens:0.349, spec:0.940, ppv:0.644, acc:0.800, f1:0.453, mcc:0.026, total+:45, total-:305\n", "@threshold:0.620, sens:0.349, spec:0.936, ppv:0.630, acc:0.797, f1:0.450, mcc:0.024, total+:46, total-:304\n", "@threshold:0.614, sens:0.361, spec:0.933, ppv:0.625, acc:0.797, f1:0.458, mcc:0.023, total+:48, total-:302\n", "@threshold:0.609, sens:0.361, spec:0.929, ppv:0.612, acc:0.794, f1:0.455, mcc:0.021, total+:49, total-:301\n", "@threshold:0.609, sens:0.373, spec:0.929, ppv:0.620, acc:0.797, f1:0.466, mcc:0.022, total+:50, total-:300\n", "@threshold:0.604, sens:0.386, spec:0.925, ppv:0.615, acc:0.797, f1:0.474, mcc:0.021, total+:52, total-:298\n", "@threshold:0.513, sens:0.398, spec:0.918, ppv:0.600, acc:0.794, f1:0.478, mcc:0.019, total+:55, total-:295\n", "@threshold:0.509, sens:0.398, spec:0.914, ppv:0.589, acc:0.791, f1:0.475, mcc:0.018, total+:56, total-:294\n", "@threshold:0.465, sens:0.410, spec:0.895, ppv:0.548, acc:0.780, f1:0.469, mcc:0.014, total+:62, total-:288\n", "@threshold:0.456, sens:0.410, spec:0.891, ppv:0.540, acc:0.777, f1:0.466, mcc:0.013, total+:63, total-:287\n", "@threshold:0.450, sens:0.422, spec:0.891, ppv:0.547, acc:0.780, f1:0.476, mcc:0.014, total+:64, total-:286\n", "@threshold:0.449, sens:0.422, spec:0.888, ppv:0.538, acc:0.777, f1:0.473, mcc:0.013, total+:65, total-:285\n", "@threshold:0.448, sens:0.434, spec:0.888, ppv:0.545, acc:0.780, f1:0.483, mcc:0.014, total+:66, total-:284\n", "@threshold:0.447, sens:0.434, spec:0.884, ppv:0.537, acc:0.777, f1:0.480, mcc:0.013, total+:67, total-:283\n", "@threshold:0.446, sens:0.446, spec:0.884, ppv:0.544, acc:0.780, f1:0.490, mcc:0.013, total+:68, total-:282\n", "@threshold:0.442, sens:0.446, spec:0.880, ppv:0.536, acc:0.777, f1:0.487, mcc:0.013, total+:69, total-:281\n", "@threshold:0.424, sens:0.458, spec:0.854, ppv:0.494, acc:0.760, f1:0.475, mcc:0.010, total+:77, total-:273\n", "@threshold:0.422, sens:0.458, spec:0.850, ppv:0.487, acc:0.757, f1:0.472, mcc:0.009, total+:78, total-:272\n", "@threshold:0.421, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.419, sens:0.470, spec:0.846, ppv:0.487, acc:0.757, f1:0.479, mcc:0.009, total+:80, total-:270\n", "@threshold:0.389, sens:0.482, spec:0.824, ppv:0.460, acc:0.743, f1:0.471, mcc:0.008, total+:87, total-:263\n", "@threshold:0.385, sens:0.482, spec:0.820, ppv:0.455, acc:0.740, f1:0.468, mcc:0.007, total+:88, total-:262\n", "@threshold:0.378, sens:0.494, spec:0.816, ppv:0.456, acc:0.740, f1:0.474, mcc:0.007, total+:90, total-:260\n", "@threshold:0.372, sens:0.494, spec:0.813, ppv:0.451, acc:0.737, f1:0.471, mcc:0.007, total+:91, total-:259\n", "@threshold:0.366, sens:0.506, spec:0.813, ppv:0.457, acc:0.740, f1:0.480, mcc:0.007, total+:92, total-:258\n", "@threshold:0.360, sens:0.518, spec:0.809, ppv:0.457, acc:0.740, f1:0.486, mcc:0.007, total+:94, total-:256\n", "@threshold:0.351, sens:0.530, spec:0.801, ppv:0.454, acc:0.737, f1:0.489, mcc:0.007, total+:97, total-:253\n", "@threshold:0.345, sens:0.530, spec:0.798, ppv:0.449, acc:0.734, f1:0.486, mcc:0.007, total+:98, total-:252\n", "@threshold:0.329, sens:0.542, spec:0.779, ppv:0.433, acc:0.723, f1:0.481, mcc:0.006, total+:104, total-:246\n", "@threshold:0.321, sens:0.554, spec:0.775, ppv:0.434, acc:0.723, f1:0.487, mcc:0.006, total+:106, total-:244\n", "@threshold:0.313, sens:0.566, spec:0.768, ppv:0.431, acc:0.720, f1:0.490, mcc:0.006, total+:109, total-:241\n", "@threshold:0.312, sens:0.566, spec:0.764, ppv:0.427, acc:0.717, f1:0.487, mcc:0.006, total+:110, total-:240\n", "@threshold:0.289, sens:0.578, spec:0.738, ppv:0.407, acc:0.700, f1:0.478, mcc:0.005, total+:118, total-:232\n", "@threshold:0.286, sens:0.578, spec:0.734, ppv:0.403, acc:0.697, f1:0.475, mcc:0.005, total+:119, total-:231\n", "@threshold:0.275, sens:0.590, spec:0.727, ppv:0.402, acc:0.694, f1:0.478, mcc:0.005, total+:122, total-:228\n", "@threshold:0.273, sens:0.590, spec:0.723, ppv:0.398, acc:0.691, f1:0.476, mcc:0.005, total+:123, total-:227\n", "@threshold:0.264, sens:0.602, spec:0.723, ppv:0.403, acc:0.694, f1:0.483, mcc:0.005, total+:124, total-:226\n", "@threshold:0.258, sens:0.602, spec:0.719, ppv:0.400, acc:0.691, f1:0.481, mcc:0.005, total+:125, total-:225\n", "@threshold:0.238, sens:0.614, spec:0.712, ppv:0.398, acc:0.689, f1:0.483, mcc:0.005, total+:128, total-:222\n", "@threshold:0.238, sens:0.614, spec:0.708, ppv:0.395, acc:0.686, f1:0.481, mcc:0.005, total+:129, total-:221\n", "@threshold:0.238, sens:0.627, spec:0.708, ppv:0.400, acc:0.689, f1:0.488, mcc:0.005, total+:130, total-:220\n", "@threshold:0.224, sens:0.639, spec:0.704, ppv:0.402, acc:0.689, f1:0.493, mcc:0.005, total+:132, total-:218\n", "@threshold:0.203, sens:0.651, spec:0.697, ppv:0.400, acc:0.686, f1:0.495, mcc:0.005, total+:135, total-:215\n", "@threshold:0.197, sens:0.651, spec:0.693, ppv:0.397, acc:0.683, f1:0.493, mcc:0.005, total+:136, total-:214\n", "@threshold:0.192, sens:0.663, spec:0.689, ppv:0.399, acc:0.683, f1:0.498, mcc:0.005, total+:138, total-:212\n", "@threshold:0.191, sens:0.663, spec:0.685, ppv:0.396, acc:0.680, f1:0.495, mcc:0.005, total+:139, total-:211\n", "@threshold:0.183, sens:0.675, spec:0.682, ppv:0.397, acc:0.680, f1:0.500, mcc:0.005, total+:141, total-:209\n", "@threshold:0.181, sens:0.675, spec:0.678, ppv:0.394, acc:0.677, f1:0.498, mcc:0.005, total+:142, total-:208\n", "@threshold:0.171, sens:0.687, spec:0.659, ppv:0.385, acc:0.666, f1:0.494, mcc:0.004, total+:148, total-:202\n", "@threshold:0.160, sens:0.687, spec:0.655, ppv:0.383, acc:0.663, f1:0.491, mcc:0.004, total+:149, total-:201\n", "@threshold:0.141, sens:0.699, spec:0.640, ppv:0.377, acc:0.654, f1:0.489, mcc:0.004, total+:154, total-:196\n", "@threshold:0.128, sens:0.723, spec:0.637, ppv:0.382, acc:0.657, f1:0.500, mcc:0.004, total+:157, total-:193\n", "@threshold:0.060, sens:0.735, spec:0.596, ppv:0.361, acc:0.629, f1:0.484, mcc:0.004, total+:169, total-:181\n", "@threshold:0.054, sens:0.735, spec:0.592, ppv:0.359, acc:0.626, f1:0.482, mcc:0.004, total+:170, total-:180\n", "@threshold:0.014, sens:0.747, spec:0.577, ppv:0.354, acc:0.617, f1:0.481, mcc:0.003, total+:175, total-:175\n", "@threshold:0.006, sens:0.747, spec:0.573, ppv:0.352, acc:0.614, f1:0.479, mcc:0.003, total+:176, total-:174\n", "@threshold:0.003, sens:0.759, spec:0.573, ppv:0.356, acc:0.617, f1:0.485, mcc:0.003, total+:177, total-:173\n", "@threshold:-0.026, sens:0.783, spec:0.569, ppv:0.361, acc:0.620, f1:0.494, mcc:0.004, total+:180, total-:170\n", "@threshold:-0.050, sens:0.795, spec:0.547, ppv:0.353, acc:0.606, f1:0.489, mcc:0.003, total+:187, total-:163\n", "@threshold:-0.055, sens:0.807, spec:0.543, ppv:0.354, acc:0.606, f1:0.493, mcc:0.004, total+:189, total-:161\n", "@threshold:-0.066, sens:0.819, spec:0.536, ppv:0.354, acc:0.603, f1:0.495, mcc:0.004, total+:192, total-:158\n", "@threshold:-0.068, sens:0.819, spec:0.532, ppv:0.352, acc:0.600, f1:0.493, mcc:0.003, total+:193, total-:157\n", "@threshold:-0.109, sens:0.831, spec:0.509, ppv:0.345, acc:0.586, f1:0.488, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.112, sens:0.843, spec:0.506, ppv:0.347, acc:0.586, f1:0.491, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.120, sens:0.855, spec:0.506, ppv:0.350, acc:0.589, f1:0.497, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.127, sens:0.867, spec:0.502, ppv:0.351, acc:0.589, f1:0.500, mcc:0.004, total+:205, total-:145\n", "@threshold:-0.176, sens:0.880, spec:0.476, ppv:0.343, acc:0.571, f1:0.493, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.186, sens:0.880, spec:0.472, ppv:0.341, acc:0.569, f1:0.492, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.192, sens:0.892, spec:0.461, ppv:0.339, acc:0.563, f1:0.492, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.199, sens:0.892, spec:0.457, ppv:0.338, acc:0.560, f1:0.490, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.203, sens:0.904, spec:0.453, ppv:0.339, acc:0.560, f1:0.493, mcc:0.003, total+:221, total-:129\n", "@threshold:-0.211, sens:0.904, spec:0.449, ppv:0.338, acc:0.557, f1:0.492, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.237, sens:0.916, spec:0.438, ppv:0.336, acc:0.551, f1:0.492, mcc:0.003, total+:226, total-:124\n", "@threshold:-0.242, sens:0.916, spec:0.434, ppv:0.335, acc:0.549, f1:0.490, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.321, sens:0.928, spec:0.367, ppv:0.313, acc:0.500, f1:0.468, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.324, sens:0.928, spec:0.363, ppv:0.312, acc:0.497, f1:0.467, mcc:0.003, total+:247, total-:103\n", "@threshold:-0.349, sens:0.940, spec:0.348, ppv:0.310, acc:0.489, f1:0.466, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.355, sens:0.940, spec:0.345, ppv:0.308, acc:0.486, f1:0.464, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.440, sens:0.952, spec:0.281, ppv:0.292, acc:0.440, f1:0.446, mcc:0.002, total+:271, total-:79\n", "@threshold:-0.444, sens:0.952, spec:0.277, ppv:0.290, acc:0.437, f1:0.445, mcc:0.002, total+:272, total-:78\n", "@threshold:-0.490, sens:0.964, spec:0.240, ppv:0.283, acc:0.411, f1:0.437, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.497, sens:0.964, spec:0.236, ppv:0.282, acc:0.409, f1:0.436, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.507, sens:0.976, spec:0.228, ppv:0.282, acc:0.406, f1:0.438, mcc:0.002, total+:287, total-:63\n", "@threshold:-0.508, sens:0.976, spec:0.225, ppv:0.281, acc:0.403, f1:0.437, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.656, sens:0.988, spec:0.116, ppv:0.258, acc:0.323, f1:0.409, mcc:0.002, total+:318, total-:32\n", "@threshold:-0.663, sens:0.988, spec:0.112, ppv:0.257, acc:0.320, f1:0.408, mcc:0.002, total+:319, total-:31\n", "@threshold:-0.926, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.075 95% CI: [0.064 , 0.086] | OR_adj 1.078 [1.066 1.090] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.126\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.109\n", " Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.040 95% CI: [0.031 , 0.049] | OR_adj 1.040 [1.031 1.050] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.032 95% CI: [0.026 , 0.039] | OR_adj 1.033 [1.026 1.039] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", "\n", "* Vital: BMI-gain0to24 | coef 0.031 95% CI: [0.025 , 0.036] | OR_adj 1.031 [1.026 1.037] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.029 95% CI: [0.025 , 0.033] | OR_adj 1.030 [1.025 1.034] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.029 95% CI: [0.025 , 0.033] | OR_adj 1.030 [1.025 1.034] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.028 95% CI: [0.021 , 0.035] | OR_adj 1.028 [1.022 1.035] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", "* Vital: BMI-avg19to24 | coef 0.026 95% CI: [0.022 , 0.031] | OR_adj 1.027 [1.022 1.032] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", "\n", "* Vital: Wt-latest | coef 0.025 95% CI: [0.018 , 0.031] | OR_adj 1.025 [1.018 1.032] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.024 95% CI: [0.020 , 0.028] | OR_adj 1.024 [1.020 1.029] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", "\n", "* Vital: Wt-avg19to24 | coef 0.021 95% CI: [0.017 , 0.025] | OR_adj 1.021 [1.017 1.025] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", "\n", "* Vital: Wt-gain0to24 | coef 0.019 95% CI: [0.015 , 0.022] | OR_adj 1.019 [1.015 1.023] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", "\n", "* Vital: BMI-avg16to19 | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.016 [1.013 1.019] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.102\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Diagnosis:9ccs214:GI cong anom:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.065\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", "\n", "* Vital: Wt Percentile-latest | coef 0.015 95% CI: [0.011 , 0.020] | OR_adj 1.016 [1.011 1.020] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.015 95% CI: [0.011 , 0.019] | OR_adj 1.015 [1.011 1.019] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.112\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", "\n", "* Vital: Wt-avg16to19 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.012 [1.009 1.016] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.083\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", " MatDeliveryAge | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", "\n", " Number of Visits | coef 0.008 95% CI: [0.006 , 0.011] | OR_adj 1.009 [1.006 1.011] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.108\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", "\n", "* Vital: Wt-avg0to1 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.131\n", " Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.130\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.130\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", "\n", "* Vital: Wt-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.105\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.069\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.073\n", "\n", "* Vital: BMI-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.083\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-postPregnancy:-0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.075\n", "\n", "* Vital: Wt-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.059\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.083\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", "\n", "* Vital: Wt-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", " Vital: Temp-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.082\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", "\n", "* Vital: BMI-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Maternal Diagnosis:9ccs184:Early labor:-0.261\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.120\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.103\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Maternal Diagnosis:9ccs244:Other injury:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", "\n", "* Vital: BMI-avg3to5 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", "\n", " Vital: Wt-gain1to5 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.084\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs116:Art embolism:-0.070\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.161\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.126\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.074\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.073\n", "\n", " Vital: Temp-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.106\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.105\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.086\n", "\n", " Vital: Temp-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.074\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.073\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.078\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.069\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.067\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.067\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", "\n", "* Vital: Wt-gain16to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:-0.079\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.072\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.070\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.068\n", "\n", " Vital: HC-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: Wt-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: SpO2-otherPregnancy:-0.076\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.071\n", "\n", " Vital: Temp-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.370\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.344\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.235\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.234\n", " Number of Visits:-0.231\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.182\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.173\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.111\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", "\n", "* Vital: Ht-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.088\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.084\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.079\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.077\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.074\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", " Vital: Temp-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.079\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.066\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.065\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.065\n", " Maternal Maternal Lab History: LH-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs159:UTI:0.061\n", " Maternal Diagnosis:9ccs202:Rheum arth:-0.060\n", "\n", " Vital: Wt-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.073\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Maternal Diagnosis:9ccs244:Other injury:0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", "\n", "* Vital: HC-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Maternal Vital: BP-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.072\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.071\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.069\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.063\n", "\n", " Vital: HC-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.125\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.118\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.108\n", "\n", " Vital: Ht-gain16to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.070\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:-0.069\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.067\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Maternal Diagnosis:9ccs208:Acq foot def:-0.065\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:-0.087\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.066\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.065\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.115\n", " Diagnosis:9ccs214:GI cong anom:-0.106\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.097\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.095\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", "\n", " Vital: Temp-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", "\n", " Vital: Ht-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.085\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.073\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.072\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.069\n", " Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.066\n", "\n", "* Vital: BMI-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.097\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.096\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.092\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.088\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.078\n", "\n", " Vital: HC-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.083\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", "\n", " Vital: Ht-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.095\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.091\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.081\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.076\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.074\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Maternal Vital: BP-otherPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.063\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.090\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.081\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.075\n", "\n", " Vital: BMI-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.098\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", "\n", " Vital: BMI-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", "\n", " Vital: HC-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:-0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Diagnosis:9ccs75:Hx mental dx:-0.069\n", " Maternal Diagnosis:9ccs169:Endometrios:-0.067\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", "\n", " Vital: Ht-gain13to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.076\n", " Diagnosis:9ccs130:Pleurisy:0.075\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.070\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.066\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.061\n", "\n", "* Vital: Wt-gain7to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.104\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", "\n", "* Vital: BMI Percentile-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.123\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.106\n", " Diagnosis:9ccs214:GI cong anom:-0.105\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.101\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", "* Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", " Vital: Ht-gain7to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.085\n", " Lab:292147 TSH - Sunrise:0.084\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.152\n", " Diagnosis:9ccs120:Hemmorhoids:0.152\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.110\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.103\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.088\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.074\n", "\n", " Vital: BMI-gain16to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.071\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.066\n", " Diagnosis:9ccs115:Aneurysm:-0.066\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.065\n", "\n", "* Vital: Ht-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.111\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.083\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.078\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.077\n", "\n", "* Vital: Ht-avg3to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Maternal Diagnosis:9ccs184:Early labor:-0.207\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.157\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs244:Other injury:0.092\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.078\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.078\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.074\n", "\n", "* Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.074\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.072\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.071\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.069\n", " Maternal Vital: RR-otherPregnancy:-0.068\n", " Diagnosis:9ccs130:Pleurisy:0.067\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.064\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.297\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.182\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.067\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.066\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.064\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.108\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.081\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.079\n", " Diagnosis:9ccs9:Sexual Infxs:-0.078\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.077\n", " Maternal Vital: Wt-postPregnancy:0.076\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.147\n", " Diagnosis:9ccs255:Social admin:-0.137\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.096\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.080\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.077\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.072\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.070\n", "\n", "* Vital: Wt Change-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.163\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.155\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs61:Sickle cell:0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.123\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.122\n", "\n", "* Vital: Ht-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.166\n", " Maternal Diagnosis:9ccs184:Early labor:-0.123\n", " Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Maternal Vital: Wt Change-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs244:Other injury:0.072\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", "\n", " Vital: Ht-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.102\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.077\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:-0.072\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", " Vital: Ht-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs244:Other injury:0.069\n", "\n", "* Vital: HC-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Maternal Diagnosis:9ccs184:Early labor:-0.244\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.164\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.147\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.106\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.094\n", "\n", "* Vital: Ht-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.270\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.243\n", " Maternal Diagnosis:9ccs184:Early labor:-0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.096\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.073\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.069\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.068\n", "\n", " Vital: HR-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.095\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.087\n", " Number of Visits:-0.082\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.072\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.066\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: HC-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.060\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Vital: HC-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Maternal Diagnosis:9ccs184:Early labor:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs102:Chest pain:0.081\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.081\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.108\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:0.153\n", " Maternal Vital: Ht-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs184:Early labor:-0.096\n", " Maternal Vital: Ht-otherPregnancy:0.092\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.086\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.076\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:0.075\n", " Diagnosis:9ccs147:Anal/rectal:0.075\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.068\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.064\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.063\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.062\n", " Diagnosis:9ccs166:Oth male gen:-0.060\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.085\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.077\n", " Diagnosis:9ccs229:Fx arm:0.077\n", " Maternal Vital: Ht-otherPregnancy:0.074\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.072\n", " Diagnosis:9ccs59:Anemia:-0.070\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Maternal Diagnosis:9ccs39:Leukemias:0.090\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs84:Headache/mig:-0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", "\n", " Vital: HC-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.073\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.072\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.343\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.082\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.081\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.105\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Diagnosis:9ccs240:Burns:0.087\n", " Maternal Vital: Ht-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Maternal Diagnosis:9ccs244:Other injury:0.070\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.069\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.068\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs39:Leukemias:-0.098\n", " Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.079\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Maternal Vital: Wt Change-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:-0.073\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.086\n", " Diagnosis:9ccs127:COPD:0.084\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 794 | OR_unadj: 1.158 [0.923 1.452] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " MatDeliveryAge:0.147\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.122\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.088\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.087\n", " Diagnosis:9ccs76:Meningitis:-0.083\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.083\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.082\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.078\n", " Maternal Vital: BP-postPregnancy:0.078\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.072\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", "\n", " Vital: RR-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.141\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.136\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.128\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.121\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.118\n", " Diagnosis:9ccs188:Pelvic obstr:0.100\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.164\n", " Diagnosis:9ccs0:No DX:0.147\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.102\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.094\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Maternal Diagnosis:9ccs135:Intest infct:0.087\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.086\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.085\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.071\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 687 | OR_unadj: 0.815 [0.645 1.031] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.296\n", " Maternal Diagnosis:9ccs187:Malposition:-0.140\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " MatDeliveryAge:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.102\n", " Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", "\n", "* Vital: Ht-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.156\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.119\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.111\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", "\n", " Vital: HC-avg13to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:-0.087\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.084\n", " Maternal Diagnosis:9ccs102:Chest pain:0.082\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Maternal Diagnosis:9ccs238:Complic proc:0.077\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.067\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", "* Vital: Ht-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.157\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.120\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.120\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.110\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.108\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.097\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs93:Dizziness:0.081\n", " Maternal Diagnosis:9ccs135:Intest infct:0.077\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs82:Paralysis:-0.105\n", " Lab:294048 STOOL CULTURE - LMC:0.094\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 448 | OR_unadj: 1.076 [0.833 1.391] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.536\n", " Maternal Diagnosis:9ccs59:Anemia:0.373\n", " Maternal Diagnosis:9ccs128:Asthma:0.203\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.176\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.136\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.136\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Diagnosis:9ccs61:Sickle cell:-0.086\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Maternal Diagnosis:9ccs39:Leukemias:0.075\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.074\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.098\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.096\n", " Diagnosis:9ccs129:Asp pneumon:0.094\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.083\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.082\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.078\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 418 | OR_unadj: 1.131 [0.872 1.468] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.343\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.151\n", " Maternal Diagnosis:9ccs184:Early labor:-0.146\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.141\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.118\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.082\n", " Maternal Diagnosis:9ccs128:Asthma:-0.076\n", " MatDeliveryAge:-0.074\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Maternal Diagnosis:9ccs208:Acq foot def:0.126\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.084\n", " Diagnosis:9ccs229:Fx arm:0.084\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.071\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.112\n", " Diagnosis:9ccs61:Sickle cell:-0.103\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs169:Endometrios:0.100\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.133\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.124\n", " Diagnosis:9ccs214:GI cong anom:-0.115\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.107\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.103\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.101\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.133\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.124\n", " Diagnosis:9ccs214:GI cong anom:-0.115\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.107\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.103\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.101\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.093\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.087\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs129:Asp pneumon:-0.078\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.074\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.086\n", " Diagnosis:9ccs229:Fx arm:0.084\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.071\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 166 | OR_unadj: 1.096 [0.751 1.599] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.139\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.109\n", " Newborn Diagnosis:9ccs253:Allergy:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.099\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs240:Burns:0.090\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.088\n", "\n", " Maternal Vital: Wt-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 587 | OR_unadj: 1.252 [0.913 1.716] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.360\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.344\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.321\n", " Maternal Vital: BP-postPregnancy:0.321\n", " Maternal Vital: Ht-postPregnancy:0.305\n", " Maternal Vital: BP-otherPregnancy:0.276\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.256\n", " Maternal Vital: Ht-otherPregnancy:0.240\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:0.084\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.076\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.069\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.067\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:0.145\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.134\n", " Number of Visits:-0.133\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.119\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.119\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.115\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.110\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.103\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:0.084\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.072\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.068\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", "\n", " Maternal Vital: BMI-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 476 | OR_unadj: 1.407 [0.733 2.700] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.391\n", " Maternal Vital: BMI-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.336\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.331\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.314\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.297\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.287\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 408 | OR_unadj: 1.221 [0.942 1.584] | indivs AUC:0.555\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.173\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.122\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.081\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.076\n", " Diagnosis:9ccs240:Burns:0.076\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.068\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Maternal Diagnosis:9ccs183:HTN in preg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 202 | OR_unadj: 1.377 [0.987 1.920] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.230\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.174\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.165\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.163\n", " Maternal Diagnosis:9ccs184:Early labor:0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.130\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.127\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Vital: BP-postPregnancy:0.111\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.182\n", " Diagnosis:9ccs221:Resp distres:0.164\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.151\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.138\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.130\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.123\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.116\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.116\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.087\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 190 | OR_unadj: 1.605 [1.150 2.240] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.347\n", " MatDeliveryAge:0.233\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.119\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.118\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.112\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.110\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.139\n", " Diagnosis:9ccs61:Sickle cell:0.136\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.128\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.120\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.087\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.085\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.146\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.098\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.097\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.090\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.090\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.141\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.123\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.097\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.084\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.084\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:0.110\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.080\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Diagnosis:9ccs208:Acq foot def:0.079\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 32 | OR_unadj: 1.393 [0.639 3.036] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.203\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.183\n", " Maternal Diagnosis:9ccs140:Gastritis:0.175\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.175\n", " Newborn Diagnosis:9ccs252:Fatigue:0.175\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.175\n", " Newborn Diagnosis:9ccs229:Fx arm:0.175\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.098\n", " Maternal Diagnosis:9ccs169:Endometrios:0.096\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.093\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.078\n", "\n", "* Maternal Vital: Ht-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 482 | OR_unadj: 0.662 [0.460 0.953] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.602\n", " Maternal Vital: Wt-postPregnancy:0.305\n", " Maternal Vital: Wt-otherPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-postPregnancy:0.148\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.146\n", " Maternal Vital: BP-otherPregnancy:0.145\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Maternal Vital: Ht-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.085\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 150 | OR_unadj: 1.129 [0.762 1.672] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.086\n", " Diagnosis:9ccs145:Int obstruct:0.086\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.085\n", " Diagnosis:9ccs141:Ot dx stomch:0.079\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.078\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.075\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.070\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 550 | OR_unadj: 0.841 [0.617 1.148] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.551\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.464\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.414\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.351\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.322\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.220\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.219\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.090\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.088\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.076\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.094\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:-0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.100\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.091\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.144\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 437 | OR_unadj: 0.870 [0.606 1.251] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.545\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.466\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.238\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.233\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.195\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.160\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.144\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.128\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 550 | OR_unadj: 0.781 [0.564 1.080] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.770\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.690\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.345\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.290\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.286\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.261\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.230\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 561 | OR_unadj: 0.789 [0.525 1.186] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.308\n", " Maternal Vital: BMI-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.250\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.235\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.235\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 550 | OR_unadj: 0.945 [0.680 1.314] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.441\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.211\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.195\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.195\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.190\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.148\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.096\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.092\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.085\n", " Lab:323854 CULTURE FECES - Sunrise:0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", "\n", "* Maternal Maternal Lab History: MPV-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 481 | OR_unadj: 0.644 [0.440 0.942] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.207\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.163\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.160\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.157\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 507 | OR_unadj: 0.769 [0.544 1.086] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.616\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.466\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.461\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.377\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.374\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.312\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.297\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.141\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.130\n", " Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.103\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.098\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.089\n", "\n", " Vital: RR-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.140\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.135\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.099\n", " Diagnosis:9ccs2:Septicemia:0.099\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.077\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.072\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.107\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 581 | OR_unadj: 0.781 [0.558 1.093] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.422\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Vital: Wt-otherPregnancy:0.202\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Vital: PL-otherPregnancy:0.157\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.142\n", " Maternal Vital: HR-postPregnancy:0.138\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.121\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.081\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.088\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.084\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.082\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.136\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs140:Gastritis:0.118\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.113\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.097\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 489 | OR_unadj: 0.990 [0.709 1.381] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.289\n", " Maternal Vital: PL-postPregnancy:0.208\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.180\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Vital: PL-otherPregnancy:0.143\n", " Maternal Vital: BP-postPregnancy:0.138\n", " Maternal Vital: Wt Change-postPregnancy:0.137\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.133\n", "\n", " Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 260 | OR_unadj: 1.185 [0.871 1.613] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.296\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.233\n", " MatDeliveryAge:0.193\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.173\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.142\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.101\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.099\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 504 | OR_unadj: 1.043 [0.709 1.532] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.447\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.354\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.312\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.289\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.230\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.205\n", " Diagnosis:9ccs109:Acute CVD:0.175\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.166\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.138\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.131\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.119\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.112\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.108\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.098\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.090\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:-0.128\n", " Number of Visits:-0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.102\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.099\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.093\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 550 | OR_unadj: 0.926 [0.655 1.310] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.551\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.496\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.407\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 549 | OR_unadj: 1.015 [0.727 1.418] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.789\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.661\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.550\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.465\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.356\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.233\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.228\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.222\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 550 | OR_unadj: 0.931 [0.684 1.267] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.770\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.407\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.351\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.317\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.313\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.289\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Maternal Maternal Lab History: MCH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 550 | OR_unadj: 0.875 [0.645 1.187] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.447\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.345\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.273\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.211\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:-0.124\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.113\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.107\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.097\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.091\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.090\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.087\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs170:Prolapse:0.085\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.347\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.168\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.164\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.132\n", " Maternal Diagnosis:9ccs97:Carditis:0.116\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.116\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Maternal Diagnosis:9ccs184:Early labor:0.276\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.127\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.136\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.103\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.082\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 45 | OR_unadj: 1.619 [0.853 3.076] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.161\n", " Diagnosis:9ccs5:HIV infectn:0.147\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.147\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.147\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.147\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.127\n", " MatDeliveryAge:0.121\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.150\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.137\n", " Diagnosis:9ccs181:Ot preg comp:0.135\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.131\n", " Diagnosis:9ccs129:Asp pneumon:-0.130\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:0.125\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.124\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.121\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 1.193 [0.834 1.706] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.536\n", " Diagnosis:9ccs167:Breast dx:0.102\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.087\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.079\n", " Maternal Vital: SpO2-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.078\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.127\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Newborn Diagnosis:9ccs252:Fatigue:0.116\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.114\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.114\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.107\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.100\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.088\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.088\n", " Maternal Diagnosis:9ccs8:Oth infectns:-0.087\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.082\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", "\n", "* Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 439 | OR_unadj: 0.670 [0.455 0.986] | indivs AUC:0.455\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.562\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.175\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.122\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.117\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.114\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.105\n", " Maternal Maternal Lab History: AST-postPregnancy:0.104\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.162\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.106\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.093\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.091\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 439 | OR_unadj: 0.858 [0.606 1.215] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.545\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.465\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.447\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.368\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.364\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.261\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.227\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.089\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", "\n", " Vital: HR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Maternal Diagnosis:9ccs135:Intest infct:0.102\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.100\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.089\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", "\n", " Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 154 | OR_unadj: 0.843 [0.556 1.278] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.243\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.233\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.109\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.081\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.079\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.079\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.078\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs36:Thyroid cncr:0.083\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.075\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.075\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.069\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.068\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.066\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.066\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.953 [0.574 1.583] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Lab:294147 FREE T4 - LMC:-0.208\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.203\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.167\n", " Maternal Diagnosis:9ccs186:DM in preg:0.167\n", " Diagnosis:9ccs204:Ot joint dx:0.160\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.131\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.131\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.122\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.116\n", " Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.084\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:0.080\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.072\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.068\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.067\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 122 | OR_unadj: 1.451 [0.788 2.673] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.660\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.544\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.529\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.502\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.433\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.222\n", " Diagnosis:9ccs109:Acute CVD:0.201\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.198\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.103\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.083\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.070\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.065\n", " Diagnosis:9ccs244:Other injury:-0.063\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 550 | OR_unadj: 1.000 [0.742 1.347] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.690\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.325\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.274\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.119\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.103\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.086\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.087\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.086\n", " Maternal Maternal Lab History: LH-postPregnancy:0.085\n", " Lab:323854 CULTURE FECES - Sunrise:0.081\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.079\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.077\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 436 | OR_unadj: 0.813 [0.567 1.167] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.701\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.661\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.562\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.377\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.364\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.176\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.173\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 435 | OR_unadj: 0.805 [0.541 1.197] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.789\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.701\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.616\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.226\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.099\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.098\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.093\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.085\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.099\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.097\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.087\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.084\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.139\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.115\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.110\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.109\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.103\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.099\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.108\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 485 | OR_unadj: 0.826 [0.561 1.217] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.461\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.368\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.356\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.240\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.303\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.233\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.155\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.141\n", " Diagnosis:9ccs61:Sickle cell:0.135\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.134\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 335 | OR_unadj: 1.210 [0.822 1.780] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.178\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.162\n", " Maternal Vital: RR-otherPregnancy:0.159\n", " Maternal Vital: Ht Percentile-postPregnancy:0.156\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.150\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.142\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.168\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.159\n", " Diagnosis:9ccs222:Perint jaund:-0.119\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.119\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.110\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.108\n", " Lab:323854 CULTURE FECES - Sunrise:0.108\n", " Maternal Maternal Lab History: LH-postPregnancy:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.102\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Maternal Diagnosis:9ccs253:Allergy:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Diagnosis:9ccs7:Viral infect:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.070\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.069\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 333 | OR_unadj: 0.596 [0.351 1.010] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.254\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.177\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.163\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.153\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.143\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.500\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.448\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.302\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.295\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.276\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.850 [0.478 1.511] | indivs AUC:0.552\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:0.331\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.253\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.252\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.237\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.210\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.142\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.123\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.136\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.119\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.117\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.108\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.135\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.695 [0.395 1.225] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.201\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.196\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.194\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.127\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.110\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.102\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Maternal Vital: Wt Change-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.735 [0.466 1.159] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.134\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.129\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.127\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.127\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Maternal Diagnosis:9ccs169:Endometrios:0.212\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.212\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.185\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.175\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.175\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 317 | OR_unadj: nan [ nan nan] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.435\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.366\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.331\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.211\n", " Maternal Vital: Temp-postPregnancy:0.196\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.195\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.169\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.215\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Maternal Diagnosis:9ccs159:UTI:0.167\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 261 | OR_unadj: 0.765 [0.475 1.231] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.602\n", " Maternal Vital: Wt-otherPregnancy:0.369\n", " Maternal Vital: BP-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.240\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.161\n", " Maternal Vital: Wt Percentile-postPregnancy:0.160\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.156\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Maternal Diagnosis:9ccs167:Breast dx:0.089\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 242 | OR_unadj: 1.074 [0.524 2.198] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.232\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.158\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.146\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.138\n", "\n", "* Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.931 [1.020 3.653] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Newborn Diagnosis:9ccs252:Fatigue:0.151\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.151\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.151\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.138\n", " Lab:294048 STOOL CULTURE - LMC:-0.125\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.107\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.090\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.085\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.125\n", " Diagnosis:9ccs151:Oth liver dx:0.082\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.082\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Maternal Diagnosis:9ccs135:Intest infct:-0.078\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.074\n", "\n", "* Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 317 | OR_unadj: 0.556 [0.345 0.895] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.314\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.275\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.177\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.174\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.171\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.170\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.145\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.139\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:0.239\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:-0.133\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.098\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.088\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.249 [0.758 2.058] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.373\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.150\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.123\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.122\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.106\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.106\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.147\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.118\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.112\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.110\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.107\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.081\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.078\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.130\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Maternal Diagnosis:9ccs245:Syncope:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.111\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 262 | OR_unadj: 0.768 [0.482 1.225] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.179\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.169\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.166\n", " Diagnosis:10ccs238:Complic proc:-0.159\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.159\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.155\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.977 [0.645 1.479] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.246\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.241\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.189\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.182\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.177\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.146\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 302 | OR_unadj: 0.676 [0.384 1.190] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.625\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.247\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.226\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.224\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Maternal Diagnosis:9ccs198:Ot infl skin:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:-0.131\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 264 | OR_unadj: 0.961 [0.631 1.464] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.219\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.196\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.195\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.191\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.182\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.140\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.134\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.127\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.148\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.788 [0.406 1.530] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.267\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.222\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.216\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 304 | OR_unadj: 0.645 [0.353 1.178] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.176\n", " Diagnosis:9ccs142:Appendicitis:0.173\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.212\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.170\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 234 | OR_unadj: 0.751 [0.451 1.250] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.586\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.413\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.227\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.219\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.148\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 0.952 [0.550 1.647] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.187\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.173\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.163\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.161\n", " Newborn Diagnosis:9ccs97:Carditis:-0.161\n", " Diagnosis:9ccs9:Sexual Infxs:-0.161\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.897 [0.598 1.346] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.329\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.234\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.144\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.142\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.140\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.111\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs107:Cardia arrst:0.428\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.201\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.175\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.173\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.168\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.138\n", " Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.122\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 268 | OR_unadj: 0.904 [0.578 1.413] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.451\n", " Maternal Vital: BP-postPregnancy:0.422\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.288\n", " Maternal Vital: Ht-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.276\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.246\n", " Maternal Vital: PL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 240 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.273\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.219\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.210\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.683 [0.426 1.095] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.489\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.464\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.451\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.301\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.233\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 261 | OR_unadj: 0.945 [0.528 1.690] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.178\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.176\n", " Maternal Vital: Wt-otherPregnancy:0.173\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.164\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.154\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.152\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 194 | OR_unadj: 0.655 [0.358 1.197] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.853\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.166\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.165\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.161\n", " Newborn Diagnosis:9ccs252:Fatigue:0.155\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.134\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Maternal Diagnosis:9ccs184:Early labor:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.139\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.131\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.112\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.097\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.095\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 0.917 [0.577 1.459] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.310\n", " Maternal Vital: HR-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.191\n", " Maternal Vital: BP-otherPregnancy:0.185\n", " Maternal Vital: SpO2-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.175\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.162\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.893\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.297\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.275\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.274\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.244\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.238\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.238\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 125 | OR_unadj: 1.046 [0.558 1.963] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.291\n", " Maternal Vital: HR-postPregnancy:0.208\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.204\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.204\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.189\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.147\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.895 [0.568 1.410] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.688\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.451\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.296\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Vital: BP-otherPregnancy:0.288\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.692 [0.417 1.148] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.688\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.290\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.218\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.213\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.213\n", "\n", "* Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 262 | OR_unadj: 0.615 [0.404 0.936] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.122\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.116\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.116\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.791 [0.529 1.182] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.338\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.329\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.275\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.266\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.187\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.544\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.272\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.986 [0.618 1.573] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.839\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.436\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.245\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.234\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.962 [0.586 1.581] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.183\n", " Diagnosis:9ccs109:Acute CVD:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.177\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.162\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.219\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.111\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.097\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", "\n", "* Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.608 [0.394 0.938] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.610\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.560\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.378\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.331\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.225\n", "\n", " Maternal Vital: Wt-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 266 | OR_unadj: 0.998 [0.625 1.594] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.575\n", " Maternal Vital: BP-otherPregnancy:0.451\n", " Maternal Vital: Ht-otherPregnancy:0.369\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.289\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.268\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.252\n", " Maternal Vital: Ht-postPregnancy:0.236\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Maternal Diagnosis:9ccs116:Art embolism:0.333\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.333\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.273\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.250\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.236\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.236\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.236\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.883 [0.329 2.367] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.706\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.347\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.277\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.211\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.195\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.190\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.181\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.160\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.127\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.111\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.108\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.108\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.107\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 265 | OR_unadj: 1.208 [0.796 1.835] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.335\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.235\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.192\n", " Maternal Vital: BP-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.180\n", "\n", "* Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.572 [0.333 0.983] | indivs AUC:0.464\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.469\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.276\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.250\n", " Newborn Diagnosis:9ccs221:Resp distres:0.249\n", " Newborn Diagnosis:9ccs253:Allergy:0.168\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.161\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.147\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 204 | OR_unadj: 1.233 [0.723 2.104] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.483\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.325\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.197\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 1.175 [0.737 1.873] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.167\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:-0.166\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.157\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 0.902 [0.461 1.766] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.529\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.449\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.299\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.172\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.549\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.331\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.203\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.203\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 301 | OR_unadj: 0.727 [0.472 1.119] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.560\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.422\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.247\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.212\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 300 | OR_unadj: 0.574 [0.322 1.022] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.445\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.288\n", " Maternal Maternal Lab History: AST-postPregnancy:0.284\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.282\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 205 | OR_unadj: 0.903 [0.538 1.515] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.212\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.169\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.168\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.749\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.211\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs168:PID:0.176\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 121 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.426\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.421\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.326\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.243\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.225\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.222\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 245 | OR_unadj: 0.933 [0.548 1.589] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.625\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.284\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.239\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.223\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.197\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.197\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.188\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 234 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.241\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.211\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.185\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.163\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.163\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 302 | OR_unadj: 0.804 [0.538 1.202] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.610\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.338\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.274\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.115 [0.674 1.845] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.423\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.158\n", " Maternal Vital: SpO2-otherPregnancy:0.153\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.149\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.147\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.728 [0.461 1.147] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.534\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.447\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.414\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.323\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.281\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.728 [0.448 1.182] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.534\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.313\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 59 | OR_unadj: 0.621 [0.181 2.131] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.633\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.496\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.496\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.496\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.438\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.347\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.313\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.142\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Number of Visits:0.117\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.110\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.110\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.110\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.092\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.095 [0.706 1.699] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.441\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.240\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.237\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.185\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 194 | OR_unadj: 0.948 [0.556 1.615] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.611\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.273\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.171\n", " Maternal Vital: Ht-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.423\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.172\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.939 [1.401 6.164] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.242\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.201\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.184\n", " Newborn Diagnosis:9ccs252:Fatigue:0.184\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.184\n", " Maternal Diagnosis:9ccs128:Asthma:0.183\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.174\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 1.037 [0.649 1.659] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.693\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.436\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.371\n", " Maternal Vital: Wt Percentile-postPregnancy:0.250\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 206 | OR_unadj: 0.591 [0.325 1.076] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.404\n", " Diagnosis:9ccs162:Ot dx bladdr:0.300\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.189\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.177\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.165\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.159\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.149\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.770 [0.496 1.197] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.853\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.161\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.128\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.192\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Maternal Diagnosis:9ccs180:Ectopic preg:0.103\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", "\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.846 [0.345 2.078] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.357\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.334\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.313\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.295\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.262\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.252\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 172 | OR_unadj: 1.437 [0.845 2.445] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.592\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.384\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.331\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.300\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.291\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.249\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.229\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Maternal Diagnosis:9ccs135:Intest infct:0.132\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 1.063 [0.590 1.915] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.351\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.259\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.251\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.208\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.208\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.207\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: nan [ nan nan] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.435\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.199\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.163\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.161\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.147\n", " Maternal Vital: Temp-postPregnancy:0.144\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.999 [0.534 1.869] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.429\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.335\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.188\n", " Maternal Vital: Ht Percentile-postPregnancy:0.160\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.156\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 213 | OR_unadj: 0.879 [0.510 1.514] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.294\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.194\n", " Diagnosis:9ccs109:Acute CVD:0.187\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.182\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 97 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.191\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.126\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.109\n", " Maternal Diagnosis:9ccs167:Breast dx:0.103\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.103\n", " Maternal Diagnosis:9ccs135:Intest infct:0.103\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.096\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.101\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.152 [0.595 2.231] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.351\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.346\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.338\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.260\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 0.683 [0.318 1.470] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.163\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.151\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.149\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.131\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 180 | OR_unadj: 0.852 [0.495 1.466] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.218\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.212\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.196\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 0.746 [0.443 1.257] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.136\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.132\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.114\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.103\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.099\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.543\n", " Diagnosis:10ccs238:Complic proc:0.543\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.383\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.199\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.152\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.151\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.190 [0.724 1.954] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.839\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.693\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.580\n", " Diagnosis:10ccs238:Complic proc:0.285\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.285\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.228\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.227\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.222\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 1.186 [0.654 2.152] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.300\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.289\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.252\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.245\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.215\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.135 [0.693 1.860] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.586\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.238\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.237\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.184\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.159\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.152\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.191\n", " Lab:294495 LEAD, BLOOD - LMC:0.155\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.152\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.152\n", " Maternal Diagnosis:9ccs238:Complic proc:0.139\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.122\n", " Diagnosis:9ccs52:Nutrit defic:0.122\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.105\n", " Diagnosis:9ccs214:GI cong anom:0.105\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.219 [0.627 2.372] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.460\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.329\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.303\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.298\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.244\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.191\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 1.090 [0.489 2.427] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.463\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.217\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.771 [0.398 1.497] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.589\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.486\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.273\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.243\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.206\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:-0.194\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.587 [0.131 2.635] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.269\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.256\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.252\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.246\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.245\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.056 [0.704 1.585] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.296\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.264\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 179 | OR_unadj: 1.389 [0.741 2.603] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.592\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.415\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.411\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.260\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.224\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.243\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.723\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.681\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.657\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.465\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.464\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.451\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.431\n", "\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 1.596 [0.876 2.909] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.344\n", " Maternal Vital: Wt-otherPregnancy:0.268\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.236\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.190\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.182\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.171\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.166\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.064 [0.620 1.824] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.611\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.252\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.227\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.213\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.712 [0.369 1.376] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.333\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.233\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.174\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.197\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.182\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.177\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.176\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.174\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.188 [0.698 2.022] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.199\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.198\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.167\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.150\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.149\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.975 [0.442 2.151] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.486\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.477\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.460\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.376\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.305\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.262\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.261\n", " Maternal Maternal Lab History: AST-postPregnancy:0.196\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.182\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.104\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 171 | OR_unadj: 0.665 [0.363 1.217] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.421\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 1.457 [0.665 3.192] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.416\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.398\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.386\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.254\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.252\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.404\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.358\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.358\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.197\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.192\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 0.865 [0.503 1.490] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.650\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.261\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.242\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 219 | OR_unadj: 1.116 [0.707 1.760] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.392\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.361\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.330\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.327\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.320\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.318\n", " Maternal Vital: RR-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.299\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.159\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.122\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 83 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.532\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.525\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.460\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.459\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.429\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.428\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.410\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.163\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.153\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.137\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.219\n", " Lab:292147 TSH - Sunrise:0.175\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.143\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.133\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.326\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.217\n", " Lab:297275 STREP RAPID TEST (POCT):0.215\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.200\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.176\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.144\n", "\n", " Maternal Maternal Procedure History:59430-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: nan [ nan nan] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Procedure History:59430-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.352\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.189\n", " Maternal Vital: BMI-postPregnancy:0.187\n", " Maternal Vital: Temp-otherPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 98 | OR_unadj: 1.401 [0.691 2.840] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.276\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.250\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.222\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.220\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 180 | OR_unadj: 0.649 [0.338 1.249] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.146\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.136\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.618 [0.258 1.483] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.352\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.303\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.299\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.236\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:-0.224\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.083\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.079\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.589\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.426\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.376\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.303\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.227\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.207\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.197\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.182\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.180\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.158\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.155\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.148\n", " Newborn Diagnosis:9ccs252:Fatigue:0.143\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.131\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.129\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.504\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.483\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.451\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.236\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.201\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs82:Paralysis:0.106\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.106\n", " Diagnosis:9ccs98:HTN:0.106\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.102\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 139 | OR_unadj: 0.436 [0.153 1.241] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.240\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.228\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.227\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.215\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.202\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 1.165 [0.676 2.008] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.185\n", " Diagnosis:9ccs2:Septicemia:-0.162\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.469\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.650\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.241\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.236\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.206\n", " Maternal Diagnosis:9ccs159:UTI:-0.194\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.158\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Maternal Diagnosis:9ccs184:Early labor:-0.134\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 2.013 [0.882 4.591] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.298\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.289\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.287\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.272\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.163\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: nan [ nan nan] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.127\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.482 [0.169 1.381] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.317\n", " Diagnosis:10ccs238:Complic proc:0.253\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.253\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.170\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.120\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.111\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.107\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 1.185 [0.626 2.243] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.451\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.308\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.269\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.222\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.201\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.500 [0.174 1.434] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.561\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.407\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.340\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.299\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.234\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.366\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.307\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.237\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.200\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.304\n", " Maternal Vital: PL-postPregnancy:0.291\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.232\n", " Maternal Vital: BP-otherPregnancy:0.213\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.198\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: nan [ nan nan] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.169\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.168\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.163\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.157\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.134\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.129\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.252\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.250\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.171\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.167\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.162\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 73 | OR_unadj: 2.078 [0.980 4.405] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.575\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.382\n", " Maternal Vital: Wt-postPregnancy:0.360\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.301\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.283\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.256\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.561\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.319\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.310\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.281\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.275\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.703 [0.290 1.701] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Lab:294495 LEAD, BLOOD - LMC:-0.201\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.194\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.182\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.166\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.166\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.165\n", " Diagnosis:9ccs142:Appendicitis:0.159\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.342\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.333\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.324\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.324\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.277\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.250\n", " Maternal Diagnosis:9ccs140:Gastritis:0.217\n", " Diagnosis:9ccs98:HTN:0.217\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.217\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.215\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.201\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.131\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.294\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.281\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.221\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.146\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.141\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.120\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.204\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.942 [0.428 2.071] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.142\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.137\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.133\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.131\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.156\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.118\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 1.062 [0.500 2.257] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.251\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.241\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.227\n", " Maternal Vital: Wt Change-otherPregnancy:-0.221\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.210\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.172\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.143\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.127\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.124\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.746 [0.327 1.699] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.413\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.324\n", " Diagnosis:9ccs109:Acute CVD:-0.278\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.277\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.242\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.754 [0.310 1.834] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.491\n", " Maternal Vital: Wt Percentile-postPregnancy:0.423\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.233\n", " Maternal Vital: Wt-postPregnancy:0.202\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.173\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.159\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.149\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.136\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 0.390 [0.090 1.687] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.192\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.189\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.178\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.160\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.152\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.147\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 81 | OR_unadj: 0.499 [0.194 1.282] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.265\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.177\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.177\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.921 [0.761 4.848] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.192\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.184\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.681\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.642\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.621\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.535\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.466\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.451\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.425\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.374\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.152\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.123\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.117\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.467\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.217\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.210\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.199\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.194\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.184\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.154\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.153\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.139\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.139\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.135\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.131\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.264\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.261\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.167\n", " Maternal Vital: Temp-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.156\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.154\n", " Diagnosis:10ccs238:Complic proc:0.148\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.148\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.210\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.206\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.180\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.177\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.176\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:0.137\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.122\n", " Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.073\n", " Maternal Vital: RR-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs128:Asthma:-0.069\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.062\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.776 [0.532 5.930] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.419\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.267\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:-0.231\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.428 [0.724 2.816] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.660\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.449\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.350\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.258\n", " Maternal Vital: Wt-postPregnancy:0.256\n", " Diagnosis:9ccs142:Appendicitis:0.247\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.241\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.235\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.269\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.155\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.119\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.098\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 1.365 [0.484 3.852] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.221\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.213\n", " Diagnosis:10ccs238:Complic proc:0.213\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.782 [0.321 1.909] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.303\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.232\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.227\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.227\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.227\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.190\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.186\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.183\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Maternal Diagnosis:9ccs116:Art embolism:0.315\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.315\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.131\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.115\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.101\n", " MatDeliveryAge:0.094\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.083\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 69 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.502\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.428\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.313\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.288\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.243\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.445\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.404\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.381\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.378\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.275\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.263\n", " Maternal Maternal Lab History: AST-postPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.779 [0.412 1.471] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.277\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.246\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.242\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.203\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.187\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.658 [0.273 1.585] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.220\n", " Maternal Vital: RR-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.196\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.964 [0.457 2.032] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.266\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.190\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.183\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.178\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.174\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.936 [0.502 1.744] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.259\n", " Diagnosis:9ccs232:Sprain:-0.233\n", " Maternal Vital: Temp-postPregnancy:0.232\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.181\n", " Diagnosis:9ccs246:FUO:-0.176\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.169\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.142\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.115\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.102\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.234 [0.031 1.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.364\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.267\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.264\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.250\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.229\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.229\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.213\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.586 [0.172 2.000] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.187\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.292 [0.571 2.925] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.478\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.434\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.220\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.179\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 72 | OR_unadj: 1.252 [0.490 3.198] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.460\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.350\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.241\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.217\n", " Maternal Diagnosis:9ccs116:Art embolism:0.217\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.213\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.190\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.176\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.164\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.155\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.807\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.790\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.775\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.763\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.730\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.705\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.555\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.555\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.208\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.132\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:-0.129\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.096\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.086\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.084\n", " Diagnosis:9ccs205:Back problem:0.082\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 1.010 [0.331 3.088] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.234\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.199\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.170\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.157\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.155\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.964 [0.388 2.394] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.166\n", " Maternal Diagnosis:9ccs253:Allergy:-0.161\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.158\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.156\n", " Maternal Vital: Wt Change-otherPregnancy:0.155\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.154\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: nan [ nan nan] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.549\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.220\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.477\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.189\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.174\n", " Lab:323854 CULTURE FECES - Sunrise:-0.164\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.164\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.159\n", " Newborn Diagnosis:9ccs0:No DX:0.158\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.143\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.142\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.340\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.308\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.196\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.129\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.087\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.499\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.253\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.159\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.256\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.252\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.243\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.202\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.456\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.370\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Vital: RR-otherPregnancy:0.271\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.434\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.272\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.271\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.259\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.261\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.212\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.201\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.201\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.192\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.202\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.192\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.192\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 1.784 [0.758 4.201] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.305\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.274\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.260\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.236\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.235\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.231\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.196\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.179\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.176\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.746 [0.373 1.490] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.244\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.183\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.171\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.171\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.169\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.120 [0.580 2.166] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.297\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.252\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.246\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.232\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.229\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.338\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.309\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.284\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.284\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.277\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.276\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.154\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.136\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.162\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.122\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.117\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.359\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.351\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.161\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.452\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.387\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.333\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.262\n", "\n", "* Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 5.024 [1.585 15.918] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.259\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.237\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.205\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.193\n", " Lab:292147 TSH - Sunrise:-0.188\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.705\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.604\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.600\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.580\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.553\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.548\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.497\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.492\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.358\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.185\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.135\n", " Diagnosis:9ccs240:Burns:0.124\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.118\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.387\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.263\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.247\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.181\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.893\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.272\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.264\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.245\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.242\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.214\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.212\n", "\n", "* Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 4.754 [1.059 21.333] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.134\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.126\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Diagnosis:10ccs58:Ot nutrit dx:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.076\n", " Diagnosis:9ccs8:Oth infectns:0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.074\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.125\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.095\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.086\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.082\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.446\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.446\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.391\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.363\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.357\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.345\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.286\n", " Maternal Vital: BMI-postPregnancy:-0.272\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.104\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Maternal Diagnosis:9ccs59:Anemia:0.071\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.561 [0.194 1.623] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.207\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.211\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.660 [0.191 2.278] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.428\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.374\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.358\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.289\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 0.194 [0.026 1.461] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.228\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.228\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.228\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.228\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.228\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.176\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.142\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.129\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.129\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.171\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.505\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.299\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.256\n", " Maternal Vital: RR-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.220\n", "\n", " Maternal Maternal Procedure History:85018-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:85018-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.388\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.342\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.337\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.289\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.239\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.200\n", " Maternal Vital: SpO2-postPregnancy:-0.197\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.392\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.388\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.274\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.205\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.206 [0.027 1.553] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.209\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.203\n", " Diagnosis:9ccs9:Sexual Infxs:0.165\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.163\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.162\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:0.158\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.153\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.143\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.092\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.537 [0.226 1.278] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.366\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.366\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.337\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.327\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.324\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.324\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.260\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.180 [0.318 4.381] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.326\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.275\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.249\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.231\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.395\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.336\n", " Diagnosis:9ccs120:Hemmorhoids:0.307\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.307\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.267\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.124\n", " Lab:294048 STOOL CULTURE - LMC:0.118\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.101\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.096\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.096\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.096\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.096\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.092\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.090\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.152\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.302\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.275\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.275\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.267\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.267\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.265\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 62 | OR_unadj: 1.078 [0.459 2.531] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.433\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.204\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.198\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.198\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.342\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.290\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.285\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.277\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.269\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.236\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.229\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.392\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.179\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.366\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.301\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.296\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.292\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.146\n", " Number of Visits:0.145\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Maternal Diagnosis:9ccs169:Endometrios:0.184\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.155\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.153\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.341\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.186\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.317\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.257\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.245\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:0.302\n", " Diagnosis:9ccs5:HIV infectn:0.302\n", " Maternal Diagnosis:9ccs69:Affective dx:0.151\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.097\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.492\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.483\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.468\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.435\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.424\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.413\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.364\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.342\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.312\n", " Lab:294048 STOOL CULTURE - LMC:-0.310\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.295\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.270\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.114\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", "\n", "* Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 3.576 [1.147 11.152] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.353\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.341\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.304\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.284\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.217\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.215\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.211\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.252\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.228\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.158\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.152\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.123\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.534\n", " Diagnosis:9ccs120:Hemmorhoids:0.534\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.472\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.470\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.377\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.343\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:-0.403\n", " Diagnosis:9ccs5:HIV infectn:-0.403\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.202\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.143\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.061\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.053\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", "\n", " Maternal Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.353\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.272\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.227\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.222\n", " Diagnosis:9ccs208:Acq foot def:0.187\n", " Maternal Diagnosis:9ccs238:Complic proc:0.164\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.099\n", " Diagnosis:9ccs123:Influenza:0.088\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.205\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.146\n", " Maternal Vital: SpO2-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.118\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.266\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.229\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.188\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.186\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.166\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.910\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.456\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.404\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.374\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.367\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.364\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.359\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.337\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.478 [0.142 1.606] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs230:Fx leg:0.199\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.111\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.469 [0.107 2.059] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.261\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.241\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.227\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.411\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.159\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.132\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.129\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.409\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.381\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.279\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.255\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.249\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.200\n", " Maternal Vital: PL-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.188\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.558\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.262\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.250\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.242\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Diagnosis:9ccs8:Oth infectns:0.162\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.135\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Maternal Diagnosis:9ccs82:Paralysis:0.276\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Maternal Diagnosis:9ccs184:Early labor:0.249\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.211\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.181 [0.427 3.271] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:0.331\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.234\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.216\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.210\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.196\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.191\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.173\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.294\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.262\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.236\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.214\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.157\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.150\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.745\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.333\n", " Maternal Diagnosis:9ccs116:Art embolism:0.333\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.333\n", " Diagnosis:9ccs44:Neoplsm unsp:0.234\n", " Diagnosis:9ccs70:Schizo/rl dx:0.234\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.234\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.164\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.418\n", " Diagnosis:9ccs120:Hemmorhoids:0.402\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.402\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.363\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.336\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.311\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.311\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.284\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.284\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.745\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.447\n", " Maternal Diagnosis:9ccs116:Art embolism:0.447\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.315\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.222\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.191\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.180\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 0.439 [0.101 1.918] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.459\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.303\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.271\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.254\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.251\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.249\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.235\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.235\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 0.756 [0.216 2.644] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.190\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.184\n", " Diagnosis:9ccs120:Hemmorhoids:0.184\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.159\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.214\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.193\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.184\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.184\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.178\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.149\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.289 [0.408 4.071] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.323\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.317\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.302\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.286\n", " Maternal Vital: Ht Percentile-postPregnancy:0.265\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.220\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.248 3.146] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.635\n", " Maternal Vital: BMI Percentile-postPregnancy:0.557\n", " Maternal Vital: Wt Percentile-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.326\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.253\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.241\n", " Maternal Vital: Ht Percentile-postPregnancy:0.236\n", "\n", " Maternal Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.377\n", " Maternal Diagnosis:9ccs197:Skin infectn:0.377\n", " Maternal Diagnosis:9ccs199:Ulcer skin:0.377\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.351\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.292\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.268\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.268\n", " Maternal Diagnosis:9ccs2:Septicemia:0.266\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.266\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.197\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.188\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.187\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.181\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.255\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.206\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.195\n", " Diagnosis:9ccs55:Fluid/elc dx:0.168\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.150\n", " Diagnosis:9ccs163:Other GU dx:0.144\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.409\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.409\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.354\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.344\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.292\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.244\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.190\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.189\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 2.972 [0.902 9.793] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.252\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.235\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.199\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.188\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.266 [0.453 3.538] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.404\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.138\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.129\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.125\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.122\n", "\n", " Maternal Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Diagnosis:9ccs97:Carditis:0.707\n", " Maternal Diagnosis:9ccs159:UTI:0.315\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.211\n", " Newborn Diagnosis:9ccs259:Unclassified:0.164\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.101\n", " Diagnosis:9ccs255:Social admin:-0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.658\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.594\n", " Lab:306854 PLATELET COUNT - Sunrise:0.504\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.501\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.498\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.471\n", " Diagnosis:9ccs238:Complic proc:0.407\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.670 [0.229 1.964] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.910\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.363\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.282\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.255\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.230\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.222\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.203\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.705 [0.203 2.448] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.406\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.344\n", " Maternal Vital: Ht Percentile-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.182\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.160\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.149\n", "\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:1.000\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.500\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.485\n", " Lab:292147 TSH - Sunrise:-0.376\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.267\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.223\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.842\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.504\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.481\n", " Diagnosis:9ccs141:Ot dx stomch:0.294\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.256\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.213\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.201\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.382\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.303\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.268\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.150\n", " Maternal Vital: RR-postPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.132\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.081\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.197\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Maternal Vital: SpO2-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.100\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.092\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.086\n", " Maternal Vital: SpO2-postPregnancy:0.082\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.305\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.301\n", " Maternal Diagnosis:9ccs97:Carditis:0.301\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.288\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.211\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.198\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.175\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.160\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.904\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.410\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.339\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.284\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.260\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.241\n", " Maternal Vital: SpO2-postPregnancy:0.237\n", "\n", " Vital: BMI Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:-0.268\n", " Diagnosis:9ccs159:UTI:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.068\n", " Diagnosis:9ccs127:COPD:-0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.060\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.052\n", " MatDeliveryAge:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.489\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.247\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.203\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.160\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 0.413 [0.095 1.795] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.202\n", "\n", " Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.259\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.211\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.173\n", " Diagnosis:9ccs8:Oth infectns:0.171\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.486\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.470\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.466\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.441\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.407\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.357\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.343\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.574\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.572\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.463\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.434\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.434\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.434\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.434\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.434\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.414\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.190\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.181\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.166\n", " Maternal Vital: Wt Change-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.138\n", " Diagnosis:9ccs214:GI cong anom:0.128\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Diagnosis:9ccs212:Ot bone dx:-0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Diagnosis:9ccs9:Sexual Infxs:0.535\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.441\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.394\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.347\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.302\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.263\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.376\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.307\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.201\n", " Maternal Diagnosis:9ccs98:HTN:-0.188\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.175\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.469\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.186\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.179\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.248\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.187\n", " Diagnosis:9ccs234:Crush injury:0.168\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.135\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.509\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.379\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.335\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.325\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.315\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.263\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.229\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.575\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.464\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.289\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.277\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.231\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Diagnosis:9ccs97:Carditis:0.447\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.317\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.317\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.315\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.194\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.167\n", " Diagnosis:9ccs219:Low birth wt:0.158\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.131\n", " Maternal Diagnosis:9ccs184:Early labor:0.117\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.174\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.151\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.138\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.119\n", " Maternal Vital: SpO2-postPregnancy:0.118\n", " Maternal Vital: BMI-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs155:Other GI dx:-0.109\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.353\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.350\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.350\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.350\n", " Diagnosis:9ccs120:Hemmorhoids:0.307\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.307\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.169\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.169\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.157\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.145\n", " Diagnosis:9ccs76:Meningitis:0.097\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.072\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs59:Anemia:0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Diagnosis:9ccs245:Syncope:0.191\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.158\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.840\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.533\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.448\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.398\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.428\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.355\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.163\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.368\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.351\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.220\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.199\n", " Diagnosis:9ccs75:Hx mental dx:0.176\n", "\n", " Maternal Diagnosis:9ccs97:Carditis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs97:Carditis:1.000\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.707\n", " Maternal Diagnosis:9ccs159:UTI:0.447\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.301\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs255:Social admin:-0.106\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.070\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.416\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.400\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.360\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.344\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.294\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.275\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.246\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.399\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.315\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.361\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.215\n", "\n", " Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.301\n", " Newborn Diagnosis:9ccs97:Carditis:0.301\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.301\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.301\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.250\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.555\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.542\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.494\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.494\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.492\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.211\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.377\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.372\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.465\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.251\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.234\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.229\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.223\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.363\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.312\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.208\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 47 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.491\n", " Lab:292147 TSH - Sunrise:0.366\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.332\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.332\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.243\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.235\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.389\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.365\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.316\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.296\n", " Maternal Vital: SpO2-postPregnancy:-0.282\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.216\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.209\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.197\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.197\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.197\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.197\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.251 [0.033 1.912] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.333\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.306\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.176\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.157\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.156\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.437\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.437\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.222\n", " Diagnosis:9ccs214:GI cong anom:0.157\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.137\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.112\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.102\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.543\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.446\n", " Diagnosis:9ccs56:Cystic fibro:0.444\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.293\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.281\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.223\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:-0.252\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.236\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.233\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.208\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.142\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.130\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.128\n", "\n", " Maternal Maternal Procedure History:J7302-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.443\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.155\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.148\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.126\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.120\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.102\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.086\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:0.464\n", " Diagnosis:9ccs5:HIV infectn:0.464\n", " Maternal Diagnosis:9ccs69:Affective dx:0.232\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.164\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.083\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.075\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", "\n", " Maternal Maternal Procedure History:76830-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:76830-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.281\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.259\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.234\n", " Diagnosis:9ccs221:Resp distres:-0.225\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.209\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.168\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.159\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.151\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: BMI Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.060\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.052\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.675\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.223\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.194\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.189\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.189\n", " Diagnosis:9ccs142:Appendicitis:-0.187\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.317\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.297\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.270\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.256\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.194\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.175\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.163\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.290\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.229\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.229\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.229\n", " Diagnosis:9ccs3:Oth bact inf:0.222\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.675\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.367\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.255\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.218\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.218\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.216\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.240\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.195\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.170\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.152\n", " Diagnosis:9ccs142:Appendicitis:0.150\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.149\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.400\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.371\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.362\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.348\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.348\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.317\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.242\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy:0.533\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.441\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.408\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.236\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.165\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.154\n", "\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.331\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.229\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.204\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.197\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.196\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.365\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.224\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.289\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.225\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.213\n", "\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.527\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.405\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.376\n", " Lab:294147 FREE T4 - LMC:0.341\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.333\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.328\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.267\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.247\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.237\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.348\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.330\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.282\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.268\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.246\n", "\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.398\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.386\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.209\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.198\n", " Diagnosis:9ccs52:Nutrit defic:0.197\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.174\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.269\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.222\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.222\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.190\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.094\n", " Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.061\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Diagnosis:9ccs181:Ot preg comp:0.505\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.273\n", " Diagnosis:9ccs52:Nutrit defic:-0.258\n", " Lab:294495 LEAD, BLOOD - LMC:-0.239\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.228\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.223\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.182\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.173\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs204:Ot joint dx:0.350\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.188\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.126\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.096\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.093\n", "\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cockroach IgE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.533\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.333\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.242\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.233\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.170\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.131\n", " Maternal Maternal Lab History: AST-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.106\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.735\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.707\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.331\n", " Diagnosis:9ccs204:Ot joint dx:-0.287\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.213\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.206\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.308\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.266\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.200\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.188\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.187\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.186\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.422\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.364\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.243\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.214\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Diagnosis:9ccs204:Ot joint dx:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.341\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.233\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.208\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.157\n", "\n", " Vital: BMI Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.060\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.052\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.777\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.775\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.505\n", " Maternal Vital: RR-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.392\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.348\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.287\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.242\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.223\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.175\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.340\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.335\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.333\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.290\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.252\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.686\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.686\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.594\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.568\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.525\n", " Maternal Vital: SpO2-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.400\n", "\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.581\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.270\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.264\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.195\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.193\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.636\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.398\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.363\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.337\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.315\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.315\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.234\n", " Maternal Vital: RR-otherPregnancy:-0.230\n", " Maternal Diagnosis:9ccs69:Affective dx:0.221\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.210\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.159\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.140\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.377\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.377\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.323\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.225\n", " Diagnosis:9ccs6:Hepatitis:0.216\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.202\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1740 | OR_unadj: 2.841 [0.363 22.266] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.301\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.223\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:0.214\n", " Diagnosis:9ccs236:Opn wnd extr:-0.171\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.113\n", " Diagnosis:9ccs2:Septicemia:-0.110\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.110\n", "\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.308\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.138\n", " Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.126\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.110\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.353\n", " Newborn Diagnosis:9ccs252:Fatigue:0.353\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.330\n", " Lab:294495 LEAD, BLOOD - LMC:0.251\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.202\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs128:Asthma:0.117\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Lab:294048 STOOL CULTURE - LMC:-0.383\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.333\n", " Maternal Vital: Ht Percentile-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.261\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.211\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.311\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.244\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.240\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.237\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.208\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.197\n", " Maternal Vital: SpO2-otherPregnancy:0.193\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.175\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.262\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.154\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.151\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.143\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.132\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.238\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.234\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.150\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.150\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.383\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.351\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.317\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.267\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.222\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.363\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.283\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.247\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.869\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.622\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.535\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.505\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.390\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.366\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.241\n", " Maternal Vital: HR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.175\n", " Maternal Vital: RR-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.138\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.134\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.165\n", " Maternal Vital: PL-otherPregnancy:0.164\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.162\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.146\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.594\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.394\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.198\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.195\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.190\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.180\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.178\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.281\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.246\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.246\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.241\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.238\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.508\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.267\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.219\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.212\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:-0.208\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.144\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.128\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.107\n", " Maternal Vital: Ht-postPregnancy:-0.101\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.099\n", " Diagnosis:9ccs215:gu cong anom:0.099\n", "\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.306\n", " Maternal Vital: RR-otherPregnancy:0.301\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.106\n", " Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.097\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.194\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.114\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.109\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.095\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.279\n", " Maternal Vital: Wt Change-postPregnancy:0.246\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.166\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.163\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.163\n", " Maternal Vital: BP-otherPregnancy:0.146\n", " Diagnosis:9ccs232:Sprain:-0.120\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.761\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.718\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.637\n", " Lab:306854 PLATELET COUNT - Sunrise:0.509\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.504\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.504\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.501\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.477\n", " Diagnosis:9ccs238:Complic proc:0.412\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.269\n", "\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.527\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.527\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.518\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.409\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.407\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.290\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.275\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.202\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.182\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.172\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.170\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.318\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.151\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.132\n", " Diagnosis:9ccs133:Oth low resp:0.103\n", " Diagnosis:9ccs47:Ot bnign neo:0.087\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.086\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.086\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.086\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.220\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.214\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.363\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.355\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.316\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.157\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", "\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.395\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.393\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.386\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.381\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.328\n", "\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.448\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.437\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.339\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.193\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.188\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.408\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.401\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.329\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.315\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.487\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.230\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.209\n", " Lab:292147 TSH - Sunrise:0.201\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.240\n", " Maternal Diagnosis:9ccs212:Ot bone dx:-0.215\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.193\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.170\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.159\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.146\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.133\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.318\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.280\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.246\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.223\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.223\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.814\n", " Newborn Diagnosis:9ccs97:Carditis:0.814\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.814\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.738\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.376\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.367\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.211\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.706\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.482\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.252\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.249\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.240\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.198\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.074\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.066\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.467\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.467\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.328\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.283\n", " Diagnosis:9ccs142:Appendicitis:0.270\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.248\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:0.471\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.407\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.352\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:-0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.329\n", "\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.573\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.573\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.507\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.353\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.351\n", "\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.655\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.401\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.378\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.358\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.655\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.243\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.241\n", " Diagnosis:9ccs109:Acute CVD:-0.241\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.241\n", " Diagnosis:9ccs120:Hemmorhoids:-0.241\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs97:Carditis:0.906\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.906\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.906\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.738\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.409\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.281\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.274\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.238\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.222\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.169\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.168\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.151\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.735\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.312\n", " Maternal Vital: Wt Change-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.248\n", "\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.392\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Lab:292147 TSH - Sunrise:-0.307\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.236\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:-0.188\n", " Maternal Vital: Wt-postPregnancy:0.158\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Maternal Vital: Ht-postPregnancy:0.128\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.112\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.105\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.566\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.292\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Maternal Diagnosis:9ccs184:Early labor:0.168\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.581\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.302\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.171\n", " Newborn Diagnosis:9ccs221:Resp distres:0.168\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.145\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.325\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.216\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.199\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.404\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.340\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.260\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.205\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.182\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.177\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.174\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.904\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.416\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.352\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.306\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.269\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.263\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.253\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.396\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.367\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.307\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.273\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.268\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.266\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.258\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.387\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.154\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.145\n", "\n", " Maternal Maternal Procedure History:97803-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.577\n", " Diagnosis:9ccs9:Sexual Infxs:-0.408\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.389\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.323\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.237\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.852\n", " Diagnosis:9ccs120:Hemmorhoids:0.852\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.506\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.470\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.395\n", "\n", " Maternal Diagnosis:9ccs68:Senil/org mn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs68:Senil/org mn:1.000\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.377\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " MatDeliveryAge:-0.035\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.030\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.686\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.659\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.635\n", " Maternal Vital: Ht Percentile-postPregnancy:0.508\n", " Maternal Vital: BMI Percentile-postPregnancy:0.491\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.208\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.381\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.191\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.182\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.563 [0.887 14.312] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.433\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.385\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.351\n", "\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.707\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.497\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.418\n", "\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.543\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.285\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.253\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.213\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.198\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.272\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.261\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.253\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.238\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.231\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.231\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.214\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.197\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.357\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.352\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.313\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.290\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.122\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.094\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.248\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.232\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.216\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.213\n", "\n", " Maternal Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.234\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.158\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.077\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.054\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.045\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.042\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.040\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", "\n", " Maternal Diagnosis:9ccs93:Dizziness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs93:Dizziness:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.707\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.158\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.134\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.088\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.085\n", " Diagnosis:9ccs0:No DX:0.069\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.777\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.715\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.456\n", " Maternal Vital: RR-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.395\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.288\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.651\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.381\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.270\n", " Maternal Vital: SpO2-otherPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.181\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.171\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.164\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.555\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.539\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.418\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.408\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.398\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.301\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.286\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Maternal Diagnosis:9ccs184:Early labor:0.060\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.690\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.551\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.551\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.511\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.360\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.834\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.764\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.306\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.304\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.186\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:-0.180\n", " Diagnosis:9ccs89:Blindness:0.153\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.147\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.651\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.251\n", " Lab:323854 CULTURE FECES - Sunrise:-0.193\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.177\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.172\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.159\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.686\n", " Maternal Vital: Ht Percentile-postPregnancy:0.502\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.501\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.430\n", " Maternal Vital: BMI Percentile-postPregnancy:0.423\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.250\n", " Maternal Vital: Wt-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.185\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.770\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.534\n", " Diagnosis:9ccs120:Hemmorhoids:-0.534\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.382\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.317\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.315\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.176\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.132\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.095\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.085\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.288\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.147\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.452\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.225\n", " Maternal Vital: RR-otherPregnancy:-0.216\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.189\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.565\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.539\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.494\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.378\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.323\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.284\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.233\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.189\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.171\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.598\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.251\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.201\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.198\n", " Diagnosis:9ccs204:Ot joint dx:0.191\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.188\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.290\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.231\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.224\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.224\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.224\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.224\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.746\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.693\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.656\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.622\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.424\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.416\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.362\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.351\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.349\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.554\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.392\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.198\n", " Maternal Vital: Wt Change-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.148\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.134\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.381\n", " Maternal Vital: SpO2-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.348\n", " Maternal Vital: PL-otherPregnancy:0.195\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.173\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.163\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.153\n", "\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.581\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.535\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.421\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.421\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.389\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.365\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.344\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.336\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.377\n", " Maternal Diagnosis:9ccs68:Senil/org mn:0.377\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.216\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:0.348\n", " Diagnosis:9ccs238:Complic proc:0.285\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.151\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.148\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.148\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.145\n", " Maternal Vital: PL-postPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.313\n", " Diagnosis:9ccs52:Nutrit defic:0.296\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.207\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.194\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.176\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.173\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.543\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.459\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.424\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.320\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.746\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.428\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.428\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.416\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.385\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.383\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.372\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.359\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.317\n", "\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:1.000\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.494\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.390\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.360\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.325\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.305\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.276\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.225\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.286\n", " Diagnosis:9ccs120:Hemmorhoids:-0.286\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.243\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:-0.231\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.217\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.192\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.769\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.473\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.427\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.327\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.499\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.386\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.312\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.289\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.262\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.251\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.267\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.190\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.188\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.158\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.149\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.124\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.452\n", " Diagnosis:9ccs221:Resp distres:-0.425\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.243\n", "\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.691\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.645\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.277\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.168\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.148\n", "\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.433\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.428\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.416\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.370\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.410\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.177\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.175\n", " Maternal Vital: RR-postPregnancy:-0.171\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.187\n", " Maternal Diagnosis:9ccs253:Allergy:0.187\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.309\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.268\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.216\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.216\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.126\n", " Maternal Diagnosis:9ccs59:Anemia:0.112\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.109\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.107\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.054\n", " Diagnosis:9ccs128:Asthma:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.040\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.885\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.713\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.709\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.693\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.600\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.539\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.472\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.407\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.372\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.358\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.329\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.327\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.283\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.244\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.184\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.173\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.167\n", "\n", " Maternal Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs197:Skin infectn:0.500\n", " Maternal Diagnosis:9ccs199:Ulcer skin:0.500\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.500\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.500\n", " Maternal Diagnosis:9ccs2:Septicemia:0.353\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.187\n", " Diagnosis:9ccs208:Acq foot def:0.187\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.161\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.195\n", " Maternal Vital: Temp-otherPregnancy:-0.176\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.091\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.885\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.746\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.730\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.548\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.419\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.842\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.361\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.357\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.347\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.221\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.184\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.599\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.435\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.435\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.429\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.429\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.407\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.372\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.471\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.470\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.357\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.326\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.931\n", " Maternal Diagnosis:9ccs7:Viral infect:0.330\n", " Diagnosis:9ccs64:Ot hematl dx:0.214\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.206\n", " Maternal Vital: Wt Change-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.174\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.173\n", " Maternal Diagnosis:9ccs128:Asthma:0.166\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.354\n", " Lab:297275 STREP RAPID TEST (POCT):-0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.228\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.492\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.352\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.337\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.317\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.767\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.700\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.415\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.363\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.338\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.291\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.641\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.537\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.507\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.497\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.458\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.407\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.343\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.324\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.311\n", " Maternal Vital: PL-otherPregnancy:0.304\n", " Maternal Vital: Temp-otherPregnancy:-0.259\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.250\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.327\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.292\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.286\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.229\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.189\n", " Maternal Vital: RR-otherPregnancy:-0.186\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.121\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.086\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.084\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", "\n", " Maternal Diagnosis:9ccs194:Forceps del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:1.000\n", " Diagnosis:9ccs2:Septicemia:0.187\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.145\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs2603:E Codes: Fall:0.077\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs127:COPD:0.035\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.840\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.735\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.489\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.437\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.386\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.246\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.245\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.184\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.180\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.589\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.401\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.389\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.244\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.242\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", " Maternal Diagnosis:9ccs69:Affective dx:0.191\n", " Maternal Vital: HR-postPregnancy:-0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.707\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.236\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.231\n", " Diagnosis:9ccs221:Resp distres:-0.204\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.178\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.174\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.353\n", " Diagnosis:9ccs5:HIV infectn:0.353\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.289\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.251\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.239\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.451\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.437\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.410\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.367\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.367\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.367\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.338\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.599\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.489\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.466\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.339\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.275\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.226\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.833\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.485\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.454\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.419\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.390\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.367\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.361\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.178\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.124\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", "\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.740\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.238\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.223\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.223\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.217\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.849\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.717\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.655\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.601\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.441\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.441\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.441\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.414\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.869\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.790\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.656\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.553\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.453\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.707\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.515\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.446\n", " Diagnosis:9ccs56:Cystic fibro:0.421\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.334\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.278\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.353\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.299\n", " Diagnosis:9ccs72:Anxiety dx:-0.292\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.275\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.206\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.202\n", " Maternal Vital: SpO2-postPregnancy:0.175\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.166\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.100\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.099\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.094\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.368\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.251\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.183\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.268\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.173\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.167\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.127\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.119\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.111\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.109\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.106\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.103\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.187\n", " Diagnosis:9ccs141:Ot dx stomch:0.148\n", " Diagnosis:9ccs138:Esophgeal dx:0.106\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Maternal Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.060\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.315\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.293\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.293\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.279\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Diagnosis:9ccs194:Forceps del:0.187\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.168\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.452\n", " Diagnosis:9ccs9:Sexual Infxs:-0.400\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.395\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.303\n", " Diagnosis:9ccs221:Resp distres:-0.298\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.245\n", "\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.261\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.236\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.731\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.731\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.413\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.512\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.353\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.292\n", " Diagnosis:9ccs117:Ot circul dx:0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.143\n", " Maternal Vital: RR-postPregnancy:-0.129\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.116\n", "\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.613\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.533\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.485\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.471\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.371\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.469\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.425\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.407\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.347\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.271\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.192\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.728\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.411\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.374\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.324\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.769\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.546\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.472\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.390\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.352\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.289\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.450\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.237\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.226\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.348\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.231\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.231\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.202\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.164\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.710\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.685\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.671\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.657\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.535\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.497\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.467\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.455\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.442\n", "\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:1.000\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.727\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.582\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.473\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.417\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.400\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.335\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.292\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.564\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.396\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.373\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.369\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.369\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.369\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.879\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.672\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.601\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.574\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.530\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.530\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.530\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.735\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.549\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.434\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.397\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.384\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.343\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.535\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.438\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.349\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.250\n", " Maternal Vital: Wt Change-postPregnancy:0.241\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.131\n", " Maternal Vital: BP-otherPregnancy:0.118\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.313\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.273\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.250\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.238\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.209\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.653\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.641\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.632\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.533\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.487\n", "\n", " Maternal Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.216\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.076\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.076\n", " Diagnosis:9ccs197:Skin infectn:0.075\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.073\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.732\n", " Diagnosis:9ccs120:Hemmorhoids:0.732\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.410\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.358\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.357\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.266\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.207\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.200\n", " Diagnosis:9ccs219:Low birth wt:0.186\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.417\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.404\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.351\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.316\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.299\n", " Diagnosis:9ccs109:Acute CVD:-0.291\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.278\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.275\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.092\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.092\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.627\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.485\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.485\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.485\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.485\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.485\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.438\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.424\n", "\n", " Maternal Maternal Procedure History:86701-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86701-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.866\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.268\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.186\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.177\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.166\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.155\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.152\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.610\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.531\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.464\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.438\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.426\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.412\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.403\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.367\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.434\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.434\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.365\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.354\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.322\n", " Diagnosis:9ccs2:Septicemia:-0.293\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.266\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.234\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.453\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.411\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.248\n", " Maternal Vital: BP-otherPregnancy:0.246\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.546\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.519\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.471\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.423\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.383\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.374\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.318\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.635\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.520\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.518\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.485\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.484\n", "\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.575\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.455\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.414\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.728\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.485\n", " Diagnosis:9ccs120:Hemmorhoids:-0.466\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.466\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.455\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.397\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.383\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.849\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.687\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.672\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.493\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.493\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.493\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.493\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.401\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.594\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.536\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.497\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.388\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.348\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.343\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.594\n", " Diagnosis:9ccs120:Hemmorhoids:-0.594\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.433\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.609\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.527\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.453\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.407\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-postPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.659\n", " Maternal Vital: Wt Percentile-postPregnancy:0.501\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.333\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.324\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.286\n", " Maternal Vital: BMI Percentile-postPregnancy:0.276\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.562\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.421\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.277\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.274\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.411\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.240\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.215\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.195\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.862\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.833\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.583\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.536\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.461\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.374\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.373\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.577\n", " Lab:306854 PLATELET COUNT - Sunrise:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Maternal Diagnosis:9ccs168:PID:-0.129\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.099\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.121\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.105\n", " Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.054\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.645\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.645\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.396\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.288\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.285\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.259\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.244\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.543\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.285\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.253\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.213\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.198\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.464\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.429\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.212\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.197\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.174\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.166\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.357\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Maternal Diagnosis:9ccs187:Malposition:0.064\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.061\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.047\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.356\n", " Diagnosis:9ccs221:Resp distres:-0.346\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.582\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.530\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.517\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.408\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.407\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.356\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.332\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.775\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.713\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.604\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.445\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.445\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.690\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.316\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.316\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.294\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.288\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.281\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.485\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.213\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.191\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:-0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.428\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.338\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.316\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.204\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.165\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.165\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.154\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.581\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.473\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.458\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.407\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.382\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.381\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.316\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Maternal Vital: Temp-otherPregnancy:-0.233\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.178\n", " Diagnosis:9ccs240:Burns:0.152\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.129\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.125\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.508\n", " Maternal Vital: Wt Percentile-postPregnancy:0.502\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.275\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.261\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.247\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.236\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Maternal Diagnosis:9ccs159:UTI:-0.317\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", "\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.028\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.619\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.545\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.497\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.472\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.472\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.472\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.433\n", "\n", " Maternal Maternal Lab History: IRON-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.746\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.618\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.310\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.306\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.302\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.282\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.273\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.352\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.252\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.205\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.992\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.834\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.361\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.333\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.260\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.253\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.181\n", " Diagnosis:9ccs89:Blindness:0.155\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.862\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.559\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.485\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.417\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.389\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.383\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.310\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.161\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.155\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.127\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.480\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.447\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.394\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.334\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.241\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.193\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.604\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.373\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.292\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.283\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.239\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.217\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.598\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.479\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.409\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.334\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.249\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.245\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Maternal Diagnosis:9ccs128:Asthma:0.097\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Maternal Diagnosis:9ccs184:Early labor:0.046\n", "\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.291\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.239\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.162\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.158\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.153\n", " Diagnosis:9ccs219:Low birth wt:0.150\n", " Diagnosis:9ccs251:Abdomnl pain:-0.129\n", "\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.500\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.214\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.158\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.134\n", " Diagnosis:9ccs213:Cardiac anom:-0.096\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.088\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.085\n", " Diagnosis:9ccs0:No DX:0.077\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.683\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.488\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.423\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.352\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.299\n", " Maternal Vital: Wt Change-otherPregnancy:-0.293\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.530\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.198\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.157\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.147\n", " Maternal Vital: PL-postPregnancy:-0.146\n", " Diagnosis:9ccs89:Blindness:0.140\n", " Maternal Vital: HR-postPregnancy:0.121\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.547\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.535\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.289\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.212\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.205\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs143:Abdom hernia:0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.287\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.225\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.191\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.179\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.162\n", "\n", " Maternal Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs143:Abdom hernia:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.353\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.315\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Diagnosis:9ccs123:Influenza:0.128\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.109\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.094\n", "\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HBV DNA-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.242\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy:-0.242\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.227\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.209\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.194\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.577\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.547\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:-0.214\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.194\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.189\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.741\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.741\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.471\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.395\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.329\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.619\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.458\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.447\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.447\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.387\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.387\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Diagnosis:9ccs9:Sexual Infxs:0.460\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.254\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.226\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.224\n", "\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:0.866\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.248\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.247\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.242\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.236\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.213\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.185\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.200\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.190\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.177\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.172\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.105\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.057\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", "\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.736\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.582\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.536\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.516\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.485\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.454\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.412\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.336\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.362\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.359\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.300\n", "\n", " Maternal Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.030\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.596\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.455\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.298\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.273\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Maternal Diagnosis:9ccs159:UTI:0.317\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.318\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.313\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.311\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.261\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.249\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.225\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.211\n", "\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.674\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.584\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.269\n", "\n", " Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs98:HTN:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.707\n", " Diagnosis:10ccs238:Complic proc:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.383\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.150\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.134\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.129\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.223\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.194\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.154\n", " Maternal Diagnosis:9ccs194:Forceps del:-0.145\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.143\n", " Maternal Vital: HR-otherPregnancy:-0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.212\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.144\n", " Maternal Vital: Ht-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.135\n", " Diagnosis:9ccs244:Other injury:0.131\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.243\n", " Diagnosis:9ccs205:Back problem:0.157\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.115\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.287\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Maternal Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Maternal Diagnosis:9ccs202:Rheum arth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs202:Rheum arth:1.000\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.058\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.057\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.056\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.055\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.630\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.618\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.618\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.535\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.460\n", " Maternal Vital: SpO2-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.373\n", "\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.322\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.290\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.279\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.239\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.166\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.164\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.156\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.109\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.104\n", " Diagnosis:9ccs154:Gastroent:0.099\n", "\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.740\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.235\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.221\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.221\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.216\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.472\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.413\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.395\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.374\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.350\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.666\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.488\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.348\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.330\n", " Maternal Vital: Wt Change-otherPregnancy:-0.329\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.609\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.460\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.422\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.318\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.775\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.715\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.593\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.430\n", " Maternal Vital: RR-otherPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.408\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.381\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.736\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.632\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.583\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.559\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.494\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.448\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.419\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.365\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.833\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.685\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.416\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.357\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.329\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.316\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.250\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.178\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.170\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Maternal Vital: Wt Change-postPregnancy:-0.117\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.089\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:0.251\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.239\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.201\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.155\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.132\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.125\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.104\n", " Diagnosis:9ccs95:Oth nerv dx:-0.103\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.357\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.357\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.326\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.300\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.292\n", " Diagnosis:9ccs2:Septicemia:-0.279\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.254\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.223\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.861\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.626\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.565\n", " Lab:306854 PLATELET COUNT - Sunrise:0.479\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.477\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.473\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.387\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.451\n", " Newborn Diagnosis:9ccs97:Carditis:-0.451\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.451\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.446\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.400\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.388\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.367\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.285\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.661\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.596\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.506\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.504\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.498\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.473\n", " Diagnosis:9ccs238:Complic proc:-0.409\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.250\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.234\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.180\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Diagnosis:9ccs243:Poisn nonmed:0.119\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.099\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.098\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.094\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.086\n", "\n", " Maternal Maternal Procedure History:86701-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86701-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.866\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.309\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.215\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.196\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.148\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.114\n", "\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.555\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.463\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.446\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.438\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.419\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.353\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.577\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.444\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.409\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.167\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.166\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.250\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.220\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.192\n", "\n", " Maternal Maternal Lab History: FOLATE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.610\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.542\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.238\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.210\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.196\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.193\n", "\n", " Newborn Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.749\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.466\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.347\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.297\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.251\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.245\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.599\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.472\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.472\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.453\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.902\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.761\n", " Lab:306854 PLATELET COUNT - Sunrise:0.669\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.661\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.658\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.626\n", " Diagnosis:9ccs238:Complic proc:0.541\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.491\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.442\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.407\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.401\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.401\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.401\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.401\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.443\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.313\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.310\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.310\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.264\n", "\n", " Maternal Vital: SpO2-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: SpO2-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.420\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.373\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.354\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.717\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.639\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.604\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.503\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.474\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.474\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.474\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.474\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.411\n", "\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.740\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.740\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.289\n", " Maternal Diagnosis:9ccs215:gu cong anom:-0.239\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.234\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.222\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.220\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.206\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.164\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.727\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.517\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.485\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.458\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.404\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.388\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.325\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.288\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.451\n", " Maternal Diagnosis:9ccs245:Syncope:0.367\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.125\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.122\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.106\n", "\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.555\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.463\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.446\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.438\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.419\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.353\n", "\n", " Maternal Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.266\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.133\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.071\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:0.040\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.527\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.452\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.405\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.365\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.350\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.350\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.350\n", "\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.833\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.685\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.387\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.357\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.316\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.265\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.260\n", " Diagnosis:9ccs64:Ot hematl dx:0.241\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:-0.707\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.584\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.490\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.330\n", "\n", " Maternal Diagnosis:9ccs107:Cardia arrst | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs107:Cardia arrst:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.184\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Diagnosis:9ccs59:Anemia:0.106\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.886\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.594\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.593\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.577\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.535\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.527\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.477\n", "\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.728\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.613\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.575\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.519\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.400\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.350\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.344\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.564\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.518\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.347\n", " Diagnosis:9ccs2:Septicemia:-0.309\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.289\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.751\n", " Diagnosis:9ccs142:Appendicitis:0.681\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.411\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.277\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.234\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.231\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.228\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.222\n", "\n", " Maternal Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Maternal Diagnosis:9ccs128:Asthma:0.175\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", "\n", " Maternal Diagnosis:9ccs180:Ectopic preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs180:Ectopic preg:1.000\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.070\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.069\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.923\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.902\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.718\n", " Lab:306854 PLATELET COUNT - Sunrise:0.603\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.596\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.596\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.565\n", " Diagnosis:9ccs238:Complic proc:0.487\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.851\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.329\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.248\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.241\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.230\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", "\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.741\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.763\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.709\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.580\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.438\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.438\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.707\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.093\n", " MatDeliveryAge:0.068\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.541\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.517\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.487\n", " Lab:306854 PLATELET COUNT - Sunrise:0.413\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.409\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.315\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.297\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.275\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.258\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.246\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.235\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.225\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.200\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.596\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.508\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.287\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.277\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.243\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.215\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.275\n", " Diagnosis:9ccs64:Ot hematl dx:0.258\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.240\n", " Diagnosis:10ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs211:Ot conn tiss:0.208\n", " Diagnosis:9ccs2603:E Codes: Fall:0.156\n", " Diagnosis:9ccs258:Other screen:0.154\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.150\n", "\n", " Maternal Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs142:Appendicitis:1.000\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.267\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.244\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.212\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.193\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.118\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.104\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.101\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.412\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.412\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.308\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.226\n", " Maternal Vital: RR-postPregnancy:-0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.543\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.515\n", " Diagnosis:9ccs56:Cystic fibro:0.409\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.204\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.203\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.198\n", " Diagnosis:9ccs147:Anal/rectal:0.178\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.764\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.520\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.417\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.394\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.338\n", "\n", " Maternal Maternal Lab History: VLDL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.886\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.686\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.666\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.618\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.608\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.551\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.470\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.415\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.563\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.543\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.539\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.473\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.439\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.286\n", "\n", " Maternal Maternal Lab History: RET ABS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.474\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.472\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.691\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.575\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.558\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.482\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.436\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.347\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.292\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.275\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.842\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.599\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.572\n", " Diagnosis:9ccs141:Ot dx stomch:0.262\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.245\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.243\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.190\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.190\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.494\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.475\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.378\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.336\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.999\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.935\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.572\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.481\n", " Diagnosis:9ccs141:Ot dx stomch:0.150\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.146\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.117\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.109\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.861\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.661\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.632\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.596\n", " Lab:306854 PLATELET COUNT - Sunrise:0.506\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.504\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.498\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.409\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.220\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.216\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.177\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.118\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.114\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.108\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Diagnosis:9ccs89:Blindness:0.184\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Number of Visits:0.079\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", "\n", " Maternal Maternal Procedure History:J3301-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:20550-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J3301-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.467\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Diagnosis:9ccs253:Allergy:0.500\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.992\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.764\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.357\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.325\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.284\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.269\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PT-postPregnancy:0.195\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.478\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.409\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.354\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.249\n", "\n", " Maternal Diagnosis:9ccs82:Paralysis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs82:Paralysis:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", "\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.612\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.317\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.277\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.277\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.255\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.236\n", "\n", " Maternal Maternal Lab History: RET %-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.474\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.472\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.286\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.259\n", " Maternal Vital: BMI-postPregnancy:0.197\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.160\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.674\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.402\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.333\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.683\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.666\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.489\n", " Maternal Vital: Wt Change-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.407\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.391\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.293\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.284\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.272\n", "\n", " Maternal Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.316\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.122\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.118\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.115\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.105\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.300\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.161\n", " Maternal Vital: HR-otherPregnancy:-0.158\n", " Maternal Vital: BP-otherPregnancy:0.158\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.122\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.122\n", "\n", " Maternal Maternal Procedure History:90801-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.645\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.645\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.645\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.645\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.627\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.452\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.423\n", "\n", " Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.205\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.150\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.150\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.089\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.082\n", "\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.028\n", "\n", " Maternal Maternal Lab History: PATIENT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.783\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.642\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.488\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.486\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.471\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.437\n", "\n", " Maternal Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs56:Cystic fibro:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.577\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.500\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Diagnosis:9ccs59:Anemia:0.106\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.475\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.475\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.166\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.482\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.253\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.188\n", "\n", " Maternal Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs72:Anxiety dx:1.000\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.377\n", " Maternal Diagnosis:9ccs7:Viral infect:0.353\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.301\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.147\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.563\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.439\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.427\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.935\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.923\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.245\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.170\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.152\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.151\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.135\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.330\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.246\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.210\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.203\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.194\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.135\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", "\n", " Maternal Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.301\n", " Diagnosis:9ccs163:Other GU dx:0.288\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:-0.360\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:-0.218\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.179\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.178\n", " Maternal Vital: RR-postPregnancy:-0.162\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.135\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Vital: Wt-postPregnancy:0.110\n", "\n", " Lab:297280 GLUCOSE REAGENT STRIP | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:297280 GLUCOSE REAGENT STRIP:1.000\n", " Diagnosis:9ccs232:Sprain:0.500\n", " Diagnosis:9ccs3:Oth bact inf:0.214\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.132\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.125\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.106\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.103\n", " Diagnosis:9ccs138:Esophgeal dx:0.082\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.081\n", "\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:-0.707\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.354\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.269\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.244\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.488\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.395\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.395\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", "\n", " Newborn Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.377\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.353\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.379\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.373\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.326\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.323\n", "\n", " Maternal Maternal Procedure History:20550-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:20550-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J3301-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.467\n", "\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.645\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.436\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.354\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.307\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.280\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.155\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: APTT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.585\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.518\n", " Diagnosis:9ccs72:Anxiety dx:-0.512\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.328\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.312\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.259\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.239\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.445\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.315\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Procedure History:92551-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:92551-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.423\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.416\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.410\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.342\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.316\n", " Maternal Vital: SpO2-postPregnancy:-0.311\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.299\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.293\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.277\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.327\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.295\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.147\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.114\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.085\n", "\n", " Maternal Diagnosis:9ccs36:Thyroid cncr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs36:Thyroid cncr:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.088\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.088\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.051\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.043\n", "\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.577\n", " Maternal Diagnosis:9ccs102:Chest pain:0.577\n", " Diagnosis:9ccs61:Sickle cell:0.287\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.216\n", " Maternal Diagnosis:9ccs7:Viral infect:0.202\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.171\n", " Maternal Diagnosis:9ccs168:PID:0.129\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", "\n", " Maternal Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.400\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.201\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.741\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", "\n", " Maternal Maternal Procedure History:97530-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97530-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.879\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.687\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.655\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.639\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.577\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.577\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.577\n", "\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.435\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.428\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.381\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.370\n", "\n", " Maternal Diagnosis:9ccs39:Leukemias | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs39:Leukemias:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.301\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.111\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.110\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.084\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.084\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.081\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.081\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.063\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.063\n", "\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.485\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.216\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.208\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.194\n", " Maternal Vital: Wt Percentile-postPregnancy:0.159\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.149\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.135\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.298\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.225\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.211\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.204\n", "\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.632\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.582\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.566\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.461\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:-0.390\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.390\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.354\n", "\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.365\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.289\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.289\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.296\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.258\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.199\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.172\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.464\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.429\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.212\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.197\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.174\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.166\n", "\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:0.866\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.214\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.214\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.204\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.185\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.767\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.383\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:1.000\n", " Maternal Vital: RR-otherPregnancy:0.492\n", " Maternal Vital: SpO2-otherPregnancy:-0.354\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.224\n", " Maternal Vital: SpO2-postPregnancy:-0.208\n", " Diagnosis:9ccs216:Nerv cong an:-0.205\n", " Diagnosis:9ccs205:Back problem:-0.197\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.189\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.999\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.923\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.599\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.504\n", " Diagnosis:9ccs141:Ot dx stomch:0.157\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.114\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.114\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LACTIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.289\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.260\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.227\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.172\n", " Maternal Maternal Lab History: PT-postPregnancy:0.172\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.144\n", "\n", " Maternal Maternal Procedure History:97035-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97035-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.509\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.500\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.447\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.434\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.618\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.249\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.176\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.076\n", "\n", " Maternal Maternal Lab History: T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.249\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.244\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.190\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.189\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.189\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.783\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.723\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.710\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.621\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.585\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.577\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.536\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.527\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.470\n", "\n", " Lab:306854 PLATELET COUNT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:306854 PLATELET COUNT - Sunrise:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.669\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.640\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.509\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.506\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.504\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.479\n", " Diagnosis:9ccs238:Complic proc:0.413\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.923\n", " Lab:306854 PLATELET COUNT - Sunrise:0.640\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.599\n", " Diagnosis:9ccs238:Complic proc:0.517\n", "\n", "Vital : 0.88586010865\n", "MatDeliveryAge : 0.0113357898709\n", "Number of Visits : 0.00847928312794\n", "Census : 0.0495071890016\n", "Newborn Diagnosis : 0.00346681896237\n", "Diagnosis : 0.012007208052\n", "Maternal Diagnosis : 0.0120972247561\n", "Maternal Vital : 0.00409981892154\n", "Maternal Maternal Lab History : 0.0110146749747\n", "Maternal Maternal Diagnosis : 0.00141088010994\n", "Maternal Maternal Procedure History : 0.000579750977419\n", "Lab : 0.000141252595734\n", "Time to run analysis 2:12:52.922318\n", "Total Time elapsed 2:16:41.376220\n", "-----------------------------------------------------\n", "\n", "boys no_min full gradientboost regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.277\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.274\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.285\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.720, Explained Variance Score Test: 0.188\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: 0.312\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.321\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.295\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.755, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.171\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.183\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.730, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.207\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.225\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.271\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.750, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.135\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.133\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.122\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.723, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.239\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.264\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.253\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.743, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.187\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.202\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.139\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.742, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.136\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.115\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.135\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.734, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.224\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.276\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.264\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.748, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.339\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.354\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.389\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.453\n", "AUC Test: 0.763, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.213\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.199\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.192\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.734, Explained Variance Score Test: 0.228\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.220\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.211\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.766, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.205\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.233\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.739, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.307\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.308\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.718, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.156\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.127\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.711, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.203\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.203\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.953\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.738, Explained Variance Score Test: 0.267\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.133\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.170\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.162\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.760, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.213\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.241\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.261\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.704, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.029\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.044\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.741, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.072\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.032\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.012\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.726, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.180\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.157\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: 0.139\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.722, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.278\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.264\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.167\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.766, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.200\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.235\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.173\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.737, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.135\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.166\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.166\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.775, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: 0.317\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.322\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.308\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.717, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.075\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.003\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.062\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.768, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.153\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.139\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.166\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.739, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.191\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.254\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.221\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.752\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.739, Explained Variance Score Test: 0.281\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.240\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.224\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.266\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.712, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.185\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.225\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.718, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.048\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.062\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.776, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.248\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.250\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.750, Explained Variance Score Test: 0.241\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.180\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.196\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.742, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.173\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.185\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.731, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.159\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.152\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.729, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.286\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.255\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.739, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.253\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.239\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.768, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.209\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.203\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.261\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.696\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.744, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.107\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.130\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.151\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.724, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.196\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.105\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.132\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.769, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: 0.088\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.166\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.736, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.110\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.144\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.957, R^2 test: 0.138\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.945\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.690, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.077\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.083\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.042\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.747, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.161\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.178\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.154\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.761, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.146\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.154\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.136\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.765, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.599, R^2 test: 0.140\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: 0.138\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: 0.123\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.751, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.625, R^2 test: 0.024\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.055\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.563, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.757, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: 0.288\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.285\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.753, Explained Variance Score Test: 0.232\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.276\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.259\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.309\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.772, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.010\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: -0.004\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: -0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.745, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.322\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.291\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.200\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.730\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.746, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.160\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.185\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.185\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.746, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.151\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.134\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.128\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.750, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.254\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.176\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.757, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.036\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.042\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.945, R^2 test: 0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.741, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.141\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.148\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.135\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.746, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.107\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: 0.120\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.939, R^2 test: 0.122\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.752, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.278\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.287\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.314\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.759, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.182\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.181\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.776, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.136\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.172\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.743, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.120\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.113\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.763, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.104\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: 0.068\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.748, Explained Variance Score Test: 0.250\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.249\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.252\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.766, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.272\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.282\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.745, Explained Variance Score Test: 0.279\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.183\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.175\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.726, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.094\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.085\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.728, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.095\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.082\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.727, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.296\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.253\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.288\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.760, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.202\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.148\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.195\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.739, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: 0.241\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.238\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.238\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.741, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: 0.163\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.171\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.191\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.751, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.240\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.276\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.258\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.150\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.170\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.158\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.750, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.334\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.355\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.325\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.739, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.241\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.251\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.752, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.136\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.130\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.143\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.720, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.420\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.410\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.440\n", "AUC Test: 0.727, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.152\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.169\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.791, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.164\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.132\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.748, Explained Variance Score Test: 0.260\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.066\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.059\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.072\n", "AUC Test: 0.715, Explained Variance Score Test: 0.238\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.388\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.389\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.397\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.743, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.073\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: -0.012\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: -0.024\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.756, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.195\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.229\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.787, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.296\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.280\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.340\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.774, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.036\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.018\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.706, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.153\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.140\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.747, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.082\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.102\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.726, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.156\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.162\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.726, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.250\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.290\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.281\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.779, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.239\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.278\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.279\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.761, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.173\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.167\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.188\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.745, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.326\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.291\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.333\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.773, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.144\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.171\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.171\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.730, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.244\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.250\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.745, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.255\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.939, R^2 test: 0.221\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.948, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.931\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.740, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.077\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.084\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.740, Explained Variance Score Test: 0.237\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.291\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.316\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.965, R^2 test: 0.301\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.693, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.259\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.239\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.256\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.684\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.730, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.310\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.286\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.305\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.697, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.161\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.164\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.748, Explained Variance Score Test: 0.297\n", "\n", "total Variables 19290 and total subjects: 1751\n", "->AUC validation: 0.733 95% CI: [0.722 , 0.744]\n", "->AUC test: 0.743 95% CI: [0.740 , 0.747]\n", "->R^2 validation: 0.212 95% CI: [0.195 , 0.229]\n", "->R^2 test: 0.251 95% CI: [0.246 , 0.256]\n", "->Explained Variance validation: 0.195 95% CI: [0.178 , 0.212]\n", "->Explained Variance test: 0.240 95% CI: [0.235 , 0.246]\n", "Test set metrics:\n", "@threshold:1.767, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.514, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.476, sens:0.060, spec:1.000, ppv:1.000, acc:0.777, f1:0.114, mcc:0.000, total+:5, total-:345\n", "@threshold:1.249, sens:0.096, spec:0.996, ppv:0.889, acc:0.783, f1:0.174, mcc:0.282, total+:9, total-:341\n", "@threshold:1.181, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:1.022, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:0.873, sens:0.133, spec:0.974, ppv:0.611, acc:0.774, f1:0.218, mcc:0.033, total+:18, total-:332\n", "@threshold:0.863, sens:0.133, spec:0.970, ppv:0.579, acc:0.771, f1:0.216, mcc:0.028, total+:19, total-:331\n", "@threshold:0.849, sens:0.145, spec:0.970, ppv:0.600, acc:0.774, f1:0.233, mcc:0.030, total+:20, total-:330\n", "@threshold:0.616, sens:0.217, spec:0.966, ppv:0.667, acc:0.789, f1:0.327, mcc:0.037, total+:27, total-:323\n", "@threshold:0.610, sens:0.229, spec:0.966, ppv:0.679, acc:0.791, f1:0.342, mcc:0.039, total+:28, total-:322\n", "@threshold:0.595, sens:0.241, spec:0.963, ppv:0.667, acc:0.791, f1:0.354, mcc:0.035, total+:30, total-:320\n", "@threshold:0.545, sens:0.253, spec:0.951, ppv:0.618, acc:0.786, f1:0.359, mcc:0.026, total+:34, total-:316\n", "@threshold:0.536, sens:0.277, spec:0.948, ppv:0.622, acc:0.789, f1:0.383, mcc:0.025, total+:37, total-:313\n", "@threshold:0.526, sens:0.289, spec:0.944, ppv:0.615, acc:0.789, f1:0.393, mcc:0.024, total+:39, total-:311\n", "@threshold:0.515, sens:0.289, spec:0.940, ppv:0.600, acc:0.786, f1:0.390, mcc:0.022, total+:40, total-:310\n", "@threshold:0.505, sens:0.301, spec:0.933, ppv:0.581, acc:0.783, f1:0.397, mcc:0.019, total+:43, total-:307\n", "@threshold:0.483, sens:0.325, spec:0.929, ppv:0.587, acc:0.786, f1:0.419, mcc:0.019, total+:46, total-:304\n", "@threshold:0.434, sens:0.337, spec:0.903, ppv:0.519, acc:0.769, f1:0.409, mcc:0.013, total+:54, total-:296\n", "@threshold:0.421, sens:0.337, spec:0.899, ppv:0.509, acc:0.766, f1:0.406, mcc:0.012, total+:55, total-:295\n", "@threshold:0.410, sens:0.349, spec:0.895, ppv:0.509, acc:0.766, f1:0.414, mcc:0.012, total+:57, total-:293\n", "@threshold:0.404, sens:0.373, spec:0.891, ppv:0.517, acc:0.769, f1:0.434, mcc:0.012, total+:60, total-:290\n", "@threshold:0.355, sens:0.386, spec:0.880, ppv:0.500, acc:0.763, f1:0.435, mcc:0.011, total+:64, total-:286\n", "@threshold:0.350, sens:0.386, spec:0.876, ppv:0.492, acc:0.760, f1:0.432, mcc:0.010, total+:65, total-:285\n", "@threshold:0.327, sens:0.398, spec:0.876, ppv:0.500, acc:0.763, f1:0.443, mcc:0.011, total+:66, total-:284\n", "@threshold:0.307, sens:0.410, spec:0.873, ppv:0.500, acc:0.763, f1:0.450, mcc:0.011, total+:68, total-:282\n", "@threshold:0.301, sens:0.422, spec:0.869, ppv:0.500, acc:0.763, f1:0.458, mcc:0.010, total+:70, total-:280\n", "@threshold:0.300, sens:0.422, spec:0.865, ppv:0.493, acc:0.760, f1:0.455, mcc:0.010, total+:71, total-:279\n", "@threshold:0.281, sens:0.434, spec:0.858, ppv:0.486, acc:0.757, f1:0.459, mcc:0.009, total+:74, total-:276\n", "@threshold:0.276, sens:0.434, spec:0.854, ppv:0.480, acc:0.754, f1:0.456, mcc:0.009, total+:75, total-:275\n", "@threshold:0.236, sens:0.446, spec:0.828, ppv:0.446, acc:0.737, f1:0.446, mcc:0.007, total+:83, total-:267\n", "@threshold:0.234, sens:0.446, spec:0.824, ppv:0.440, acc:0.734, f1:0.443, mcc:0.007, total+:84, total-:266\n", "@threshold:0.229, sens:0.458, spec:0.816, ppv:0.437, acc:0.731, f1:0.447, mcc:0.007, total+:87, total-:263\n", "@threshold:0.226, sens:0.458, spec:0.813, ppv:0.432, acc:0.729, f1:0.444, mcc:0.006, total+:88, total-:262\n", "@threshold:0.225, sens:0.470, spec:0.809, ppv:0.433, acc:0.729, f1:0.451, mcc:0.006, total+:90, total-:260\n", "@threshold:0.220, sens:0.470, spec:0.805, ppv:0.429, acc:0.726, f1:0.448, mcc:0.006, total+:91, total-:259\n", "@threshold:0.180, sens:0.482, spec:0.783, ppv:0.408, acc:0.711, f1:0.442, mcc:0.005, total+:98, total-:252\n", "@threshold:0.180, sens:0.482, spec:0.779, ppv:0.404, acc:0.709, f1:0.440, mcc:0.005, total+:99, total-:251\n", "@threshold:0.158, sens:0.494, spec:0.753, ppv:0.383, acc:0.691, f1:0.432, mcc:0.004, total+:107, total-:243\n", "@threshold:0.154, sens:0.494, spec:0.749, ppv:0.380, acc:0.689, f1:0.429, mcc:0.004, total+:108, total-:242\n", "@threshold:0.144, sens:0.506, spec:0.749, ppv:0.385, acc:0.691, f1:0.438, mcc:0.004, total+:109, total-:241\n", "@threshold:0.129, sens:0.518, spec:0.745, ppv:0.387, acc:0.691, f1:0.443, mcc:0.004, total+:111, total-:239\n", "@threshold:0.128, sens:0.530, spec:0.745, ppv:0.393, acc:0.694, f1:0.451, mcc:0.005, total+:112, total-:238\n", "@threshold:0.128, sens:0.530, spec:0.742, ppv:0.389, acc:0.691, f1:0.449, mcc:0.005, total+:113, total-:237\n", "@threshold:0.096, sens:0.542, spec:0.727, ppv:0.381, acc:0.683, f1:0.448, mcc:0.004, total+:118, total-:232\n", "@threshold:0.091, sens:0.542, spec:0.723, ppv:0.378, acc:0.680, f1:0.446, mcc:0.004, total+:119, total-:231\n", "@threshold:0.089, sens:0.554, spec:0.723, ppv:0.383, acc:0.683, f1:0.453, mcc:0.004, total+:120, total-:230\n", "@threshold:0.088, sens:0.554, spec:0.719, ppv:0.380, acc:0.680, f1:0.451, mcc:0.004, total+:121, total-:229\n", "@threshold:0.068, sens:0.566, spec:0.712, ppv:0.379, acc:0.677, f1:0.454, mcc:0.004, total+:124, total-:226\n", "@threshold:0.067, sens:0.566, spec:0.708, ppv:0.376, acc:0.674, f1:0.452, mcc:0.004, total+:125, total-:225\n", "@threshold:0.061, sens:0.578, spec:0.700, ppv:0.375, acc:0.671, f1:0.455, mcc:0.004, total+:128, total-:222\n", "@threshold:0.055, sens:0.578, spec:0.697, ppv:0.372, acc:0.669, f1:0.453, mcc:0.004, total+:129, total-:221\n", "@threshold:0.053, sens:0.590, spec:0.697, ppv:0.377, acc:0.671, f1:0.460, mcc:0.004, total+:130, total-:220\n", "@threshold:0.052, sens:0.590, spec:0.693, ppv:0.374, acc:0.669, f1:0.458, mcc:0.004, total+:131, total-:219\n", "@threshold:0.046, sens:0.602, spec:0.682, ppv:0.370, acc:0.663, f1:0.459, mcc:0.004, total+:135, total-:215\n", "@threshold:0.043, sens:0.602, spec:0.678, ppv:0.368, acc:0.660, f1:0.457, mcc:0.004, total+:136, total-:214\n", "@threshold:0.036, sens:0.614, spec:0.678, ppv:0.372, acc:0.663, f1:0.464, mcc:0.004, total+:137, total-:213\n", "@threshold:0.032, sens:0.627, spec:0.674, ppv:0.374, acc:0.663, f1:0.468, mcc:0.004, total+:139, total-:211\n", "@threshold:0.026, sens:0.639, spec:0.667, ppv:0.373, acc:0.660, f1:0.471, mcc:0.004, total+:142, total-:208\n", "@threshold:-0.001, sens:0.675, spec:0.663, ppv:0.384, acc:0.666, f1:0.489, mcc:0.004, total+:146, total-:204\n", "@threshold:-0.004, sens:0.687, spec:0.663, ppv:0.388, acc:0.669, f1:0.496, mcc:0.004, total+:147, total-:203\n", "@threshold:-0.008, sens:0.687, spec:0.659, ppv:0.385, acc:0.666, f1:0.494, mcc:0.004, total+:148, total-:202\n", "@threshold:-0.035, sens:0.699, spec:0.633, ppv:0.372, acc:0.649, f1:0.485, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.037, sens:0.699, spec:0.629, ppv:0.369, acc:0.646, f1:0.483, mcc:0.004, total+:157, total-:193\n", "@threshold:-0.040, sens:0.711, spec:0.629, ppv:0.373, acc:0.649, f1:0.490, mcc:0.004, total+:158, total-:192\n", "@threshold:-0.046, sens:0.711, spec:0.625, ppv:0.371, acc:0.646, f1:0.488, mcc:0.004, total+:159, total-:191\n", "@threshold:-0.069, sens:0.723, spec:0.614, ppv:0.368, acc:0.640, f1:0.488, mcc:0.004, total+:163, total-:187\n", "@threshold:-0.070, sens:0.723, spec:0.610, ppv:0.366, acc:0.637, f1:0.486, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.081, sens:0.735, spec:0.599, ppv:0.363, acc:0.631, f1:0.486, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.083, sens:0.735, spec:0.596, ppv:0.361, acc:0.629, f1:0.484, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.102, sens:0.747, spec:0.573, ppv:0.352, acc:0.614, f1:0.479, mcc:0.003, total+:176, total-:174\n", "@threshold:-0.105, sens:0.759, spec:0.569, ppv:0.354, acc:0.614, f1:0.483, mcc:0.003, total+:178, total-:172\n", "@threshold:-0.117, sens:0.771, spec:0.554, ppv:0.350, acc:0.606, f1:0.481, mcc:0.003, total+:183, total-:167\n", "@threshold:-0.120, sens:0.771, spec:0.551, ppv:0.348, acc:0.603, f1:0.479, mcc:0.003, total+:184, total-:166\n", "@threshold:-0.122, sens:0.783, spec:0.551, ppv:0.351, acc:0.606, f1:0.485, mcc:0.003, total+:185, total-:165\n", "@threshold:-0.122, sens:0.783, spec:0.547, ppv:0.349, acc:0.603, f1:0.483, mcc:0.003, total+:186, total-:164\n", "@threshold:-0.149, sens:0.795, spec:0.517, ppv:0.338, acc:0.583, f1:0.475, mcc:0.003, total+:195, total-:155\n", "@threshold:-0.152, sens:0.795, spec:0.513, ppv:0.337, acc:0.580, f1:0.473, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.168, sens:0.807, spec:0.502, ppv:0.335, acc:0.574, f1:0.473, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.172, sens:0.807, spec:0.498, ppv:0.333, acc:0.571, f1:0.472, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.204, sens:0.819, spec:0.472, ppv:0.325, acc:0.554, f1:0.466, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.204, sens:0.819, spec:0.468, ppv:0.324, acc:0.551, f1:0.464, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.204, sens:0.831, spec:0.468, ppv:0.327, acc:0.554, f1:0.469, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.205, sens:0.831, spec:0.464, ppv:0.325, acc:0.551, f1:0.468, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.205, sens:0.843, spec:0.461, ppv:0.327, acc:0.551, f1:0.471, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.206, sens:0.843, spec:0.457, ppv:0.326, acc:0.549, f1:0.470, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.237, sens:0.855, spec:0.431, ppv:0.318, acc:0.531, f1:0.464, mcc:0.003, total+:223, total-:127\n", "@threshold:-0.252, sens:0.867, spec:0.427, ppv:0.320, acc:0.531, f1:0.468, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.258, sens:0.880, spec:0.419, ppv:0.320, acc:0.529, f1:0.469, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.259, sens:0.880, spec:0.416, ppv:0.319, acc:0.526, f1:0.468, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.266, sens:0.892, spec:0.416, ppv:0.322, acc:0.529, f1:0.473, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.268, sens:0.892, spec:0.412, ppv:0.320, acc:0.526, f1:0.471, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.294, sens:0.904, spec:0.382, ppv:0.312, acc:0.506, f1:0.464, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.313, sens:0.904, spec:0.378, ppv:0.311, acc:0.503, f1:0.463, mcc:0.003, total+:241, total-:109\n", "@threshold:-0.343, sens:0.916, spec:0.341, ppv:0.302, acc:0.477, f1:0.454, mcc:0.002, total+:252, total-:98\n", "@threshold:-0.344, sens:0.916, spec:0.337, ppv:0.300, acc:0.474, f1:0.452, mcc:0.002, total+:253, total-:97\n", "@threshold:-0.357, sens:0.928, spec:0.330, ppv:0.301, acc:0.471, f1:0.454, mcc:0.002, total+:256, total-:94\n", "@threshold:-0.397, sens:0.940, spec:0.326, ppv:0.302, acc:0.471, f1:0.457, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.552, sens:0.952, spec:0.213, ppv:0.273, acc:0.389, f1:0.425, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.560, sens:0.952, spec:0.210, ppv:0.272, acc:0.386, f1:0.424, mcc:0.002, total+:290, total-:60\n", "@threshold:-0.561, sens:0.964, spec:0.210, ppv:0.275, acc:0.389, f1:0.428, mcc:0.002, total+:291, total-:59\n", "@threshold:-0.565, sens:0.964, spec:0.206, ppv:0.274, acc:0.386, f1:0.427, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.673, sens:0.976, spec:0.154, ppv:0.264, acc:0.349, f1:0.415, mcc:0.002, total+:307, total-:43\n", "@threshold:-0.674, sens:0.976, spec:0.150, ppv:0.263, acc:0.346, f1:0.414, mcc:0.002, total+:308, total-:42\n", "@threshold:-0.938, sens:0.988, spec:0.052, ppv:0.245, acc:0.274, f1:0.392, mcc:0.002, total+:335, total-:15\n", "@threshold:-0.939, sens:0.988, spec:0.049, ppv:0.244, acc:0.271, f1:0.391, mcc:0.001, total+:336, total-:14\n", "@threshold:-1.343, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.126\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.109\n", " Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", "\n", " Vital: Temp-avg10to13 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.074\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.073\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs116:Art embolism:-0.070\n", "\n", "* Vital: BMI-avg3to5 | coef 0.008 95% CI: [0.005 , 0.011] | OR_adj 1.008 [1.005 1.011] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", "\n", "* Vital: BMI-avg0to1 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Maternal Diagnosis:9ccs184:Early labor:-0.261\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.120\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.103\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.066\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.065\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.065\n", " Maternal Maternal Lab History: LH-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs159:UTI:0.061\n", " Maternal Diagnosis:9ccs202:Rheum arth:-0.060\n", "\n", "* Vital: BMI-avg16to19 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.102\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Diagnosis:9ccs214:GI cong anom:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.065\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", "\n", " Number of Visits | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Temp-avg7to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.083\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.078\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.077\n", "\n", "* Vital: Wt-gain3to7 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", "\n", " Vital: Temp-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.370\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.344\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.235\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.234\n", " Number of Visits:-0.231\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.182\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.173\n", "\n", " Vital: Temp-avg5to7 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.106\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.105\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.086\n", "\n", "* Vital: Wt Percentile-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", "* Vital: BMI-avg1to3 | coef 0.006 95% CI: [0.004 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.082\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.078\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.069\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.067\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.067\n", "\n", "* Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.059\n", "\n", " Vital: Temp-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.083\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", "\n", "* Vital: BMI-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.130\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.130\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", "\n", " Vital: Temp-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", " Vital: Wt-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.073\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", "\n", "* Vital: Wt-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:-0.079\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.072\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.070\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.068\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.131\n", " Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", "\n", " Vital: Wt-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", "\n", " Vital: Temp-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.161\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", "\n", " Vital: BMI-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.079\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", "\n", " Vital: HC-gain0to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:-0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Diagnosis:9ccs75:Hx mental dx:-0.069\n", " Maternal Diagnosis:9ccs169:Endometrios:-0.067\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", "\n", " Vital: Wt-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.084\n", "\n", "* Vital: Wt-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", " Vital: Temp-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.079\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.077\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.074\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", " Vital: HR-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.095\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.087\n", " Number of Visits:-0.082\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.072\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.066\n", "\n", "* Vital: BMI-gain0to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.097\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.096\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.092\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.088\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.078\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:-0.087\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.066\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.065\n", "\n", "* Vital: BMI-gain0to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", "\n", " MatDeliveryAge | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: BMI-avg5to7 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.083\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-postPregnancy:-0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.075\n", "\n", " Vital: Temp-avg3to5 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: SpO2-otherPregnancy:-0.076\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.071\n", "\n", " Vital: BMI-gain5to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.008] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", "* Vital: Wt-gain0to3 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.111\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", "\n", "* Vital: Wt-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt-gain7to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.104\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", "\n", "* Vital: Ht Percentile-latest | coef 0.005 95% CI: [0.003 , 0.008] | OR_adj 1.005 [1.003 1.008] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.085\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.077\n", " Diagnosis:9ccs229:Fx arm:0.077\n", " Maternal Vital: Ht-otherPregnancy:0.074\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.072\n", " Diagnosis:9ccs59:Anemia:-0.070\n", "\n", "* Vital: BMI-gain13to19 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.074\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.072\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.071\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.069\n", " Maternal Vital: RR-otherPregnancy:-0.068\n", " Diagnosis:9ccs130:Pleurisy:0.067\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.064\n", "\n", " Vital: Temp-avg16to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.073\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.069\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.068\n", "\n", "* Vital: Ht-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.088\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.084\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.152\n", " Diagnosis:9ccs120:Hemmorhoids:0.152\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.110\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.103\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:-0.091\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.067\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.066\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.064\n", "\n", "* Vital: Wt-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", "\n", " Vital: BMI-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.076\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.074\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Maternal Vital: BP-otherPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", "\n", "* Vital: Wt-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Maternal Diagnosis:9ccs244:Other injury:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.126\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:-0.112\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", "\n", " Vital: Ht-gain7to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.085\n", " Lab:292147 TSH - Sunrise:0.084\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", "\n", " Vital: Ht-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.085\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.073\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.072\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.069\n", " Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.066\n", "\n", " Vital: Ht-gain0to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:-0.095\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.091\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.081\n", "\n", "* Vital: BMI-avg19to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.097\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", "\n", " Vital: HC-gain7to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.096\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.080\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.077\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.072\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.070\n", "\n", " Vital: Ht-gain3to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.090\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.081\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.075\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.108\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", "\n", " Vital: HC-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.073\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.072\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", "\n", "* Vital: Ht-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.166\n", " Maternal Diagnosis:9ccs184:Early labor:-0.123\n", " Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Maternal Vital: Wt Change-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs244:Other injury:0.072\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs39:Leukemias:-0.098\n", " Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.079\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Maternal Vital: Wt Change-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:-0.073\n", "\n", "* Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.297\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.182\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", "\n", " Vital: BMI-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.071\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.066\n", " Diagnosis:9ccs115:Aneurysm:-0.066\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.065\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs167:Breast dx:-0.108\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.063\n", "\n", " Vital: BMI-gain7to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.098\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Diagnosis:9ccs61:Sickle cell:-0.086\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Maternal Diagnosis:9ccs39:Leukemias:0.075\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.074\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", "\n", " Vital: HC-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.060\n", "\n", " Vital: Ht-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.102\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.077\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:-0.072\n", "\n", " Vital: BMI-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.070\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:-0.069\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.067\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Maternal Diagnosis:9ccs208:Acq foot def:-0.065\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.125\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.118\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.108\n", "\n", " Vital: Ht-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.105\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Diagnosis:9ccs240:Burns:0.087\n", " Maternal Vital: Ht-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Maternal Diagnosis:9ccs244:Other injury:0.070\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.069\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.068\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.076\n", " Diagnosis:9ccs130:Pleurisy:0.075\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.070\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.066\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.061\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Maternal Diagnosis:9ccs244:Other injury:0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:-0.093\n", " Maternal Diagnosis:9ccs39:Leukemias:0.090\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs84:Headache/mig:-0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.097\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs93:Dizziness:0.081\n", " Maternal Diagnosis:9ccs135:Intest infct:0.077\n", "\n", " Vital: HC-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", "\n", "* Vital: Wt-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.105\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.069\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: Wt-gain0to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Diagnosis:9ccs244:Other injury:0.078\n", "\n", "* Vital: Ht-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.139\n", " Diagnosis:9ccs61:Sickle cell:0.136\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.128\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.120\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.087\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.085\n", "\n", "* Vital: HC-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Maternal Vital: BP-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.072\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.071\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.069\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs82:Paralysis:-0.105\n", " Lab:294048 STOOL CULTURE - LMC:0.094\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", "\n", "* Vital: Wt Change-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.163\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.155\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs61:Sickle cell:0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.123\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.122\n", "\n", "* Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.111\n", "\n", "* Vital: Wt-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.083\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 489 | OR_unadj: 0.990 [0.709 1.381] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.289\n", " Maternal Vital: PL-postPregnancy:0.208\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.180\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Vital: PL-otherPregnancy:0.143\n", " Maternal Vital: BP-postPregnancy:0.138\n", " Maternal Vital: Wt Change-postPregnancy:0.137\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.133\n", "\n", " Vital: Ht-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Diagnosis:9ccs244:Other injury:0.069\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", "\n", " Maternal Vital: BMI-postPregnancy | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 476 | OR_unadj: 1.407 [0.733 2.700] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.391\n", " Maternal Vital: BMI-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.336\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.331\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.314\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.297\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.287\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", "* Vital: Ht-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Maternal Diagnosis:9ccs184:Early labor:-0.207\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.157\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", "\n", " Vital: HC-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.083\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Maternal Diagnosis:9ccs208:Acq foot def:0.126\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.063\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.164\n", " Diagnosis:9ccs0:No DX:0.147\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.102\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.094\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Maternal Diagnosis:9ccs135:Intest infct:0.087\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.086\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.085\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.081\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.071\n", "\n", " Vital: HC-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:-0.087\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.084\n", " Maternal Diagnosis:9ccs102:Chest pain:0.082\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Maternal Diagnosis:9ccs238:Complic proc:0.077\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.067\n", "\n", "* Maternal Vital: Ht-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 482 | OR_unadj: 0.662 [0.460 0.953] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.602\n", " Maternal Vital: Wt-postPregnancy:0.305\n", " Maternal Vital: Wt-otherPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-postPregnancy:0.148\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.146\n", " Maternal Vital: BP-otherPregnancy:0.145\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:0.145\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.134\n", " Number of Visits:-0.133\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.119\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.119\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.115\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.110\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.103\n", "\n", " Vital: HR-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.146\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.098\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.097\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.090\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.090\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.144\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.129\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 581 | OR_unadj: 0.781 [0.558 1.093] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.422\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Vital: Wt-otherPregnancy:0.202\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Vital: PL-otherPregnancy:0.157\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.142\n", " Maternal Vital: HR-postPregnancy:0.138\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.121\n", "\n", "* Vital: Wt-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.141\n", " Maternal Diagnosis:9ccs202:Rheum arth:0.123\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.097\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.084\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.084\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.098\n", " Maternal Diagnosis:9ccs169:Endometrios:0.096\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", "\n", "* Vital: Ht-avg16to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:0.153\n", " Maternal Vital: Ht-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs184:Early labor:-0.096\n", " Maternal Vital: Ht-otherPregnancy:0.092\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.086\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.076\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:0.075\n", " Diagnosis:9ccs147:Anal/rectal:0.075\n", "\n", "* Vital: HC-avg1to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Maternal Diagnosis:9ccs184:Early labor:-0.244\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.164\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.147\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.106\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.094\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs244:Other injury:0.092\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.078\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.078\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.074\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.088\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.074\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Maternal Diagnosis:9ccs184:Early labor:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs102:Chest pain:0.081\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.081\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.138\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.131\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.119\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.112\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.108\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.098\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.090\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", "* Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.270\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.243\n", " Maternal Diagnosis:9ccs184:Early labor:-0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.096\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.087\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", "\n", "* Maternal Maternal Lab History: MPV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 481 | OR_unadj: 0.644 [0.440 0.942] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.207\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.163\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.160\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.157\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.147\n", " Diagnosis:9ccs255:Social admin:-0.137\n", "\n", " Vital: RR-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.141\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.136\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.128\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.121\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.118\n", " Diagnosis:9ccs188:Pelvic obstr:0.100\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.086\n", " Diagnosis:9ccs229:Fx arm:0.084\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.071\n", "\n", " Vital: HC-gain13to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.068\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.064\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.063\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.062\n", " Diagnosis:9ccs166:Oth male gen:-0.060\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:0.110\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.080\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Diagnosis:9ccs208:Acq foot def:0.079\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.098\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.096\n", " Diagnosis:9ccs129:Asp pneumon:0.094\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.083\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.082\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.078\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Maternal Diagnosis:9ccs135:Intest infct:0.102\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.100\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.089\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Maternal Vital: Wt-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 587 | OR_unadj: 1.252 [0.913 1.716] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.360\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.344\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.321\n", " Maternal Vital: BP-postPregnancy:0.321\n", " Maternal Vital: Ht-postPregnancy:0.305\n", " Maternal Vital: BP-otherPregnancy:0.276\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.256\n", " Maternal Vital: Ht-otherPregnancy:0.240\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.162\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.106\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.093\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.091\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.112\n", " Diagnosis:9ccs61:Sickle cell:-0.103\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs169:Endometrios:0.100\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 549 | OR_unadj: 1.015 [0.727 1.418] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.789\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.661\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.550\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.465\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.356\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.233\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.228\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.222\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Maternal Vital: Ht-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.085\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", "* Vital: HR-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.182\n", " Diagnosis:9ccs221:Resp distres:0.164\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.151\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.138\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.130\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.123\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.116\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.116\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", "* Vital: Ht-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.156\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.119\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.111\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.136\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.119\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.117\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.108\n", "\n", " Vital: HR-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.093\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.078\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.141\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.130\n", " Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.103\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.098\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 550 | OR_unadj: 0.945 [0.680 1.314] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.441\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.211\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.195\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.195\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.190\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.148\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 550 | OR_unadj: 0.781 [0.564 1.080] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.770\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.690\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.345\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.290\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.286\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.261\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.230\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 504 | OR_unadj: 1.043 [0.709 1.532] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.447\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.354\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.312\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.289\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.230\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.205\n", " Diagnosis:9ccs109:Acute CVD:0.175\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.166\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", " Maternal Maternal Lab History: MCH-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 550 | OR_unadj: 0.875 [0.645 1.187] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.447\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.345\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.273\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.211\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.084\n", " Diagnosis:9ccs229:Fx arm:0.084\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.084\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.071\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.136\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs140:Gastritis:0.118\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.113\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.097\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 550 | OR_unadj: 1.000 [0.742 1.347] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.690\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.325\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.274\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 550 | OR_unadj: 0.841 [0.617 1.148] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.551\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.464\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.414\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.351\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.322\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.220\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.219\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 435 | OR_unadj: 0.805 [0.541 1.197] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.789\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.701\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.616\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.226\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.078\n", " Maternal Vital: BP-postPregnancy:0.078\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.072\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.108\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.081\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.079\n", " Diagnosis:9ccs9:Sexual Infxs:-0.078\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.077\n", " Maternal Vital: Wt-postPregnancy:0.076\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.115\n", " Diagnosis:9ccs214:GI cong anom:-0.106\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.097\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.095\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.091\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 550 | OR_unadj: 0.926 [0.655 1.310] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.551\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.496\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.407\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 507 | OR_unadj: 0.769 [0.544 1.086] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.616\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.466\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.461\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.377\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.374\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.312\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.297\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:0.084\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.072\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.068\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.090\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.088\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.076\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 550 | OR_unadj: 0.931 [0.684 1.267] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.770\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.407\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.351\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.317\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.313\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 439 | OR_unadj: 0.858 [0.606 1.215] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.545\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.465\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.447\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.368\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.364\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.261\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.227\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.074\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.073\n", "\n", "* Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 439 | OR_unadj: 0.670 [0.455 0.986] | indivs AUC:0.455\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.562\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.175\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.122\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.117\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.114\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.105\n", " Maternal Maternal Lab History: AST-postPregnancy:0.104\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.073\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.150\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.137\n", " Diagnosis:9ccs181:Ot preg comp:0.135\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.131\n", " Diagnosis:9ccs129:Asp pneumon:-0.130\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:0.125\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.124\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.121\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.119\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.103\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.086\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:-0.128\n", " Number of Visits:-0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.102\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.099\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.093\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.099\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.098\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.093\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.085\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.088\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.084\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.082\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.099\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.097\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.087\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.084\n", "\n", "* Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.157\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.120\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.120\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.110\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.108\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:0.084\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.076\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.069\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.067\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.107\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.107\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.100\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.088\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.088\n", " Maternal Diagnosis:9ccs8:Oth infectns:-0.087\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.082\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.136\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.103\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.082\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 485 | OR_unadj: 0.826 [0.561 1.217] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.461\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.368\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.356\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.240\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.094\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:-0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 437 | OR_unadj: 0.870 [0.606 1.251] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.545\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.466\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.238\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.233\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.195\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.160\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.144\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.128\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:-0.124\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.113\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.107\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.097\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.091\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.090\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.087\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs170:Prolapse:0.085\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.087\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.086\n", " Maternal Maternal Lab History: LH-postPregnancy:0.085\n", " Lab:323854 CULTURE FECES - Sunrise:0.081\n", " Maternal Diagnosis:9ccs82:Paralysis:-0.079\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.077\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.096\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.092\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.085\n", " Lab:323854 CULTURE FECES - Sunrise:0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.100\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.091\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.093\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.087\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs129:Asp pneumon:-0.078\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.074\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.127\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Newborn Diagnosis:9ccs252:Fatigue:0.116\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.114\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.114\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 317 | OR_unadj: nan [ nan nan] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.435\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.366\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.331\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.211\n", " Maternal Vital: Temp-postPregnancy:0.196\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.195\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.169\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.303\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.233\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.155\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.141\n", " Diagnosis:9ccs61:Sickle cell:0.135\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.134\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.124\n", "\n", "* Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.123\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.106\n", " Diagnosis:9ccs214:GI cong anom:-0.105\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.101\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 561 | OR_unadj: 0.789 [0.525 1.186] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.308\n", " Maternal Vital: BMI-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.250\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.235\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.235\n", "\n", " Vital: RR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.140\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.135\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.099\n", " Diagnosis:9ccs2:Septicemia:0.099\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.077\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.072\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.139\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.115\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.110\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.109\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.103\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.099\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.127\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.110\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.102\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Maternal Vital: Wt Change-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.086\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.147\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.118\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.112\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.110\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 223 | OR_unadj: 0.953 [0.574 1.583] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Lab:294147 FREE T4 - LMC:-0.208\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.203\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.167\n", " Maternal Diagnosis:9ccs186:DM in preg:0.167\n", " Diagnosis:9ccs204:Ot joint dx:0.160\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.131\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.131\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs107:Cardia arrst:0.428\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.201\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.175\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.173\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.168\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.138\n", " Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.122\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs36:Thyroid cncr:0.083\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.075\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.075\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.069\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.068\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.066\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.066\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.168\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.159\n", " Diagnosis:9ccs222:Perint jaund:-0.119\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.119\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.110\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.108\n", " Lab:323854 CULTURE FECES - Sunrise:0.108\n", " Maternal Maternal Lab History: LH-postPregnancy:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.102\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 301 | OR_unadj: 0.727 [0.472 1.119] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.560\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.422\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.247\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 335 | OR_unadj: 1.210 [0.822 1.780] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.178\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.162\n", " Maternal Vital: RR-otherPregnancy:0.159\n", " Maternal Vital: Ht Percentile-postPregnancy:0.156\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.150\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.142\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.181\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.160\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.127\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.111\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.108\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.108\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.107\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.122\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.116\n", " Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.084\n", " Maternal Diagnosis:9ccs36:Thyroid cncr:0.080\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.072\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.068\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.067\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.103\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.083\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.070\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.065\n", " Diagnosis:9ccs244:Other injury:-0.063\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 242 | OR_unadj: 1.074 [0.524 2.198] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.232\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.158\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.146\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.138\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 315 | OR_unadj: 0.735 [0.466 1.159] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.134\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.129\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.127\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.127\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 255 | OR_unadj: 0.977 [0.645 1.479] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.246\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.241\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.189\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.182\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.177\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.146\n", "\n", "* Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 262 | OR_unadj: 0.615 [0.404 0.936] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.122\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.116\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.116\n", "\n", "* Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 317 | OR_unadj: 0.556 [0.345 0.895] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.314\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.275\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.177\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.174\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.171\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.170\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.145\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 436 | OR_unadj: 0.813 [0.567 1.167] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.701\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.661\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.562\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.377\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.364\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.176\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.173\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 262 | OR_unadj: 0.768 [0.482 1.225] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.179\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.169\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.166\n", " Diagnosis:10ccs238:Complic proc:-0.159\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.159\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.155\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs133:Oth low resp:-0.125\n", " Diagnosis:9ccs151:Oth liver dx:0.082\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.082\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Maternal Diagnosis:9ccs135:Intest infct:-0.078\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.074\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 302 | OR_unadj: 0.676 [0.384 1.190] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.625\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.247\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.226\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.224\n", "\n", "* Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 316 | OR_unadj: 0.608 [0.394 0.938] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.610\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.560\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.378\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.331\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.225\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 181 | OR_unadj: 1.193 [0.834 1.706] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.536\n", " Diagnosis:9ccs167:Breast dx:0.102\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.087\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.079\n", " Maternal Vital: SpO2-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.078\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:0.239\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:-0.133\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.098\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.088\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 300 | OR_unadj: 0.574 [0.322 1.022] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.445\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.288\n", " Maternal Maternal Lab History: AST-postPregnancy:0.284\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.282\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 171 | OR_unadj: 0.665 [0.363 1.217] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.421\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 315 | OR_unadj: 0.897 [0.598 1.346] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.329\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.234\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.144\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.142\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 0.683 [0.426 1.095] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.489\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.464\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.451\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.301\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.233\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.101\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 333 | OR_unadj: 0.596 [0.351 1.010] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.254\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.177\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.163\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.153\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.143\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.343\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.082\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 245 | OR_unadj: 0.933 [0.548 1.589] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.625\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.284\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.239\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.223\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.197\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.197\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.188\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.187\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.133\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.124\n", " Diagnosis:9ccs214:GI cong anom:-0.115\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.107\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.103\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.101\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 315 | OR_unadj: 0.791 [0.529 1.182] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.338\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.329\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.275\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.266\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.187\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.177\n", "\n", " Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 154 | OR_unadj: 0.843 [0.556 1.278] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.243\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.233\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.109\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.081\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.079\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.079\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.078\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 261 | OR_unadj: 0.945 [0.528 1.690] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.178\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.176\n", " Maternal Vital: Wt-otherPregnancy:0.173\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.164\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.154\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.152\n", "\n", " Maternal Diagnosis:9ccs183:HTN in preg | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 202 | OR_unadj: 1.377 [0.987 1.920] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.230\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.174\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.165\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.163\n", " Maternal Diagnosis:9ccs184:Early labor:0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.130\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.127\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Vital: BP-postPregnancy:0.111\n", "\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 126 | OR_unadj: 1.596 [0.876 2.909] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.344\n", " Maternal Vital: Wt-otherPregnancy:0.268\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.236\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.190\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.182\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.171\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.166\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Maternal Diagnosis:9ccs198:Ot infl skin:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 0.692 [0.417 1.148] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.688\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.290\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.218\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.213\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.213\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 261 | OR_unadj: 0.765 [0.475 1.231] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.602\n", " Maternal Vital: Wt-otherPregnancy:0.369\n", " Maternal Vital: BP-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.240\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.161\n", " Maternal Vital: Wt Percentile-postPregnancy:0.160\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.156\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 240 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.273\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.219\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.210\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.206\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.133\n", " Maternal Diagnosis:9ccs72:Anxiety dx:-0.124\n", " Diagnosis:9ccs214:GI cong anom:-0.115\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.107\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.103\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:-0.101\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 321 | OR_unadj: 0.850 [0.478 1.511] | indivs AUC:0.552\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:0.331\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.253\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.252\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.237\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.063 [0.590 1.915] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.351\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.259\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.251\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.208\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.208\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.207\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.186\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 304 | OR_unadj: 0.645 [0.353 1.178] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.176\n", " Diagnosis:9ccs142:Appendicitis:0.173\n", "\n", " Maternal Vital: Wt-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 266 | OR_unadj: 0.998 [0.625 1.594] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.575\n", " Maternal Vital: BP-otherPregnancy:0.451\n", " Maternal Vital: Ht-otherPregnancy:0.369\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.289\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.268\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.252\n", " Maternal Vital: Ht-postPregnancy:0.236\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.130\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Maternal Diagnosis:9ccs245:Syncope:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.111\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 268 | OR_unadj: 0.904 [0.578 1.413] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.451\n", " Maternal Vital: BP-postPregnancy:0.422\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.288\n", " Maternal Vital: Ht-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.276\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.246\n", " Maternal Vital: PL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.180\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.158\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.155\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.148\n", " Newborn Diagnosis:9ccs252:Fatigue:0.143\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.131\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 186 | OR_unadj: 1.175 [0.737 1.873] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.167\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:-0.166\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.157\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 302 | OR_unadj: 0.804 [0.538 1.202] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.610\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.338\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.274\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.895 [0.568 1.410] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.688\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.451\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.296\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Vital: BP-otherPregnancy:0.288\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 121 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.426\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.421\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.326\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.243\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.225\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.222\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 687 | OR_unadj: 0.815 [0.645 1.031] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.296\n", " Maternal Diagnosis:9ccs187:Malposition:-0.140\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " MatDeliveryAge:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.102\n", " Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.095 [0.706 1.699] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.441\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.240\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.237\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 206 | OR_unadj: 0.591 [0.325 1.076] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.404\n", " Diagnosis:9ccs162:Ot dx bladdr:0.300\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.189\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.177\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.165\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.159\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.149\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 418 | OR_unadj: 1.131 [0.872 1.468] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.343\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.151\n", " Maternal Diagnosis:9ccs184:Early labor:-0.146\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.141\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.118\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.082\n", " Maternal Diagnosis:9ccs128:Asthma:-0.076\n", " MatDeliveryAge:-0.074\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 244 | OR_unadj: 0.917 [0.577 1.459] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.310\n", " Maternal Vital: HR-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.191\n", " Maternal Vital: BP-otherPregnancy:0.185\n", " Maternal Vital: SpO2-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.175\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.162\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.108\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 180 | OR_unadj: 0.649 [0.338 1.249] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.146\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.136\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 794 | OR_unadj: 1.158 [0.923 1.452] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " MatDeliveryAge:0.147\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.122\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.088\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.087\n", " Diagnosis:9ccs76:Meningitis:-0.083\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.083\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.082\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.728 [0.461 1.147] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.534\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.447\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.414\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.323\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.281\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Maternal Diagnosis:9ccs184:Early labor:0.276\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.127\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.728 [0.448 1.182] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.534\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.313\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.289\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 125 | OR_unadj: 1.046 [0.558 1.963] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.291\n", " Maternal Vital: HR-postPregnancy:0.208\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.204\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.204\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.189\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.147\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 241 | OR_unadj: 0.986 [0.618 1.573] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.839\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.436\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.245\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.234\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 223 | OR_unadj: 0.788 [0.406 1.530] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.267\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.222\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.216\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 264 | OR_unadj: 0.961 [0.631 1.464] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.219\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.196\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.195\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.191\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.182\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 141 | OR_unadj: 1.165 [0.676 2.008] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.185\n", " Diagnosis:9ccs2:Septicemia:-0.162\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 179 | OR_unadj: 1.389 [0.741 2.603] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.592\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.415\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.411\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.260\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.224\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 234 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.241\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.211\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.185\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.163\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.163\n", "\n", " Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 260 | OR_unadj: 1.185 [0.871 1.613] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.296\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.233\n", " MatDeliveryAge:0.193\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.173\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.142\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.101\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.099\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 195 | OR_unadj: 1.037 [0.649 1.659] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.693\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.436\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.371\n", " Maternal Vital: Wt Percentile-postPregnancy:0.250\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 234 | OR_unadj: 0.751 [0.451 1.250] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.586\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.413\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.227\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.219\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 180 | OR_unadj: 0.852 [0.495 1.466] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.218\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.212\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 181 | OR_unadj: 1.186 [0.654 2.152] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.300\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.289\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.252\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.245\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.215\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 0.771 [0.398 1.497] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.589\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.486\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.273\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.243\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.206\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 184 | OR_unadj: 0.770 [0.496 1.197] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.853\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.161\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.128\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.124\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 190 | OR_unadj: 1.605 [1.150 2.240] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.347\n", " MatDeliveryAge:0.233\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.119\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.118\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.112\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.110\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.469\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.650\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.241\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.236\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 408 | OR_unadj: 1.221 [0.942 1.584] | indivs AUC:0.555\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.173\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.122\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.081\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.076\n", " Diagnosis:9ccs240:Burns:0.076\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.068\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 150 | OR_unadj: 1.129 [0.762 1.672] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.086\n", " Diagnosis:9ccs145:Int obstruct:0.086\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.085\n", " Diagnosis:9ccs141:Ot dx stomch:0.079\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.078\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.075\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.070\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 119 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.589\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.426\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.376\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.303\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.227\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.207\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.197\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.182\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 146 | OR_unadj: 0.683 [0.318 1.470] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.163\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.151\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.149\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.131\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 265 | OR_unadj: 1.208 [0.796 1.835] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.335\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.235\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.192\n", " Maternal Vital: BP-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.180\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.081\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 194 | OR_unadj: 0.655 [0.358 1.197] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.853\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.166\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.165\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.161\n", " Newborn Diagnosis:9ccs252:Fatigue:0.155\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.134\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Maternal Diagnosis:9ccs253:Allergy:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Diagnosis:9ccs7:Viral infect:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.070\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.069\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 194 | OR_unadj: 0.948 [0.556 1.615] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.611\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.273\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.171\n", " Maternal Vital: Ht-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.152 [0.595 2.231] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.351\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.346\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.338\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.260\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 213 | OR_unadj: 0.879 [0.510 1.514] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.294\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.194\n", " Diagnosis:9ccs109:Acute CVD:0.187\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.182\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.171\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.086\n", " Diagnosis:9ccs127:COPD:0.084\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 448 | OR_unadj: 1.076 [0.833 1.391] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.536\n", " Maternal Diagnosis:9ccs59:Anemia:0.373\n", " Maternal Diagnosis:9ccs128:Asthma:0.203\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.176\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.136\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.136\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.104\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.249 [0.758 2.058] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.373\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.150\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.123\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.122\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.106\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.106\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 166 | OR_unadj: 1.096 [0.751 1.599] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.139\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.109\n", " Newborn Diagnosis:9ccs253:Allergy:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.099\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs240:Burns:0.090\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.088\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.090\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.085\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 172 | OR_unadj: 1.437 [0.845 2.445] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.592\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.384\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.331\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.300\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.291\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.249\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.229\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.089\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 135 | OR_unadj: 0.746 [0.373 1.490] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.244\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.183\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.171\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.171\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.169\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.219 [0.627 2.372] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.460\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.329\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.303\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.298\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.244\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.191\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:0.137\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.122\n", " Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.073\n", " Maternal Vital: RR-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs128:Asthma:-0.069\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.062\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.190 [0.724 1.954] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.839\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.693\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.580\n", " Diagnosis:10ccs238:Complic proc:0.285\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.285\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.228\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.227\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.222\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 205 | OR_unadj: 0.903 [0.538 1.515] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.212\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.169\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.168\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:-0.131\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 0.902 [0.461 1.766] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.529\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.449\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.299\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.172\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.112\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.097\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.095\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.695 [0.395 1.225] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.201\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.196\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.194\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.962 [0.586 1.581] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.183\n", " Diagnosis:9ccs109:Acute CVD:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.177\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.162\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.779 [0.412 1.471] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.277\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.246\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.242\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.203\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.187\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 53 | OR_unadj: 0.670 [0.229 1.964] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.910\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.363\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.282\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.255\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.230\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.222\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.203\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.451 [0.788 2.673] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.660\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.544\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.529\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.502\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.433\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.222\n", " Diagnosis:9ccs109:Acute CVD:0.201\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.198\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.107\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.081\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.078\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.135 [0.693 1.860] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.586\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.238\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.237\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.184\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.159\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.152\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.115 [0.674 1.845] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.423\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.158\n", " Maternal Vital: SpO2-otherPregnancy:0.153\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.149\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.147\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 98 | OR_unadj: 1.401 [0.691 2.840] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.276\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.250\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.222\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.220\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.111\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Maternal Diagnosis:9ccs180:Ectopic preg:0.103\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.445\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.404\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.381\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.378\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.275\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.263\n", " Maternal Maternal Lab History: AST-postPregnancy:0.239\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.703 [0.290 1.701] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Lab:294495 LEAD, BLOOD - LMC:-0.201\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.194\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.182\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.166\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.166\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.165\n", " Diagnosis:9ccs142:Appendicitis:0.159\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.219\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.111\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.097\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 73 | OR_unadj: 2.078 [0.980 4.405] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.575\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.382\n", " Maternal Vital: Wt-postPregnancy:0.360\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.301\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.283\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.256\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs82:Paralysis:0.106\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.106\n", " Diagnosis:9ccs98:HTN:0.106\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.102\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.347\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.168\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.164\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.132\n", " Maternal Diagnosis:9ccs97:Carditis:0.116\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.116\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.188 [0.698 2.022] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.199\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.198\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.167\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.150\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.149\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.142\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.123\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.110\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.110\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.110\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.092\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.140\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.134\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.127\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Diagnosis:9ccs245:Syncope:0.191\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.158\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.137\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.423\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.172\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.999 [0.534 1.869] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.429\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.335\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.188\n", " Maternal Vital: Ht Percentile-postPregnancy:0.160\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.156\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.156\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Maternal Diagnosis:9ccs135:Intest infct:0.132\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", "\n", "* Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.572 [0.333 0.983] | indivs AUC:0.464\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.469\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.276\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.250\n", " Newborn Diagnosis:9ccs221:Resp distres:0.249\n", " Newborn Diagnosis:9ccs253:Allergy:0.168\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.161\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.147\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 0.865 [0.503 1.490] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.650\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.261\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.243\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.185\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 0.746 [0.443 1.257] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.136\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.132\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.114\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.103\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.099\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.056 [0.704 1.585] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.296\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.264\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.179\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.159\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.122\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.482 [0.169 1.381] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.317\n", " Diagnosis:10ccs238:Complic proc:0.253\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.253\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.170\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.142\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Number of Visits:0.117\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Maternal Diagnosis:9ccs184:Early labor:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.139\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.131\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.139\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Maternal Diagnosis:9ccs1:Tuberculosis:0.139\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.135\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.131\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.126\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.109\n", " Maternal Diagnosis:9ccs167:Breast dx:0.103\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.103\n", " Maternal Diagnosis:9ccs135:Intest infct:0.103\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.096\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.712 [0.369 1.376] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.333\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.233\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.174\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 139 | OR_unadj: 0.436 [0.153 1.241] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.240\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.228\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.227\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.215\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.202\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.975 [0.442 2.151] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.486\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.477\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.460\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.376\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.305\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.262\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.261\n", " Maternal Maternal Lab History: AST-postPregnancy:0.196\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.428 [0.724 2.816] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.660\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.449\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.350\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.258\n", " Maternal Vital: Wt-postPregnancy:0.256\n", " Diagnosis:9ccs142:Appendicitis:0.247\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.241\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.235\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 219 | OR_unadj: 1.116 [0.707 1.760] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.392\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.361\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.330\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.327\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.320\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.318\n", " Maternal Vital: RR-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.299\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 0.952 [0.550 1.647] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.187\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.173\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.163\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.161\n", " Newborn Diagnosis:9ccs97:Carditis:-0.161\n", " Diagnosis:9ccs9:Sexual Infxs:-0.161\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.326\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.217\n", " Lab:297275 STREP RAPID TEST (POCT):0.215\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.195\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.893\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.272\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.264\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.245\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.242\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.214\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.212\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.135\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.544\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.272\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.261\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.212\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.201\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.201\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.192\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.387\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.263\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.247\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.181\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.157\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.083\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.079\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", "\n", "* Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.931 [1.020 3.653] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Newborn Diagnosis:9ccs252:Fatigue:0.151\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.151\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.151\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.138\n", " Lab:294048 STOOL CULTURE - LMC:-0.125\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.107\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.064 [0.620 1.824] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.611\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.252\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.227\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.213\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 1.457 [0.665 3.192] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.416\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.398\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.386\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.254\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.252\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.200\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.176\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.144\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 1.062 [0.500 2.257] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.251\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.241\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.227\n", " Maternal Vital: Wt Change-otherPregnancy:-0.221\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.942 [0.428 2.071] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.142\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.137\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.133\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.131\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 1.185 [0.626 2.243] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.451\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.308\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.269\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.222\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.201\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.148\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.549\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.331\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.203\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.203\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 97 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.191\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 1.619 [0.853 3.076] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.161\n", " Diagnosis:9ccs5:HIV infectn:0.147\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.147\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.147\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.147\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.127\n", " MatDeliveryAge:0.121\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.250\n", " Maternal Diagnosis:9ccs140:Gastritis:0.217\n", " Diagnosis:9ccs98:HTN:0.217\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.217\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.215\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.201\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.131\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.197\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.182\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.177\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.176\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.174\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.434\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.272\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.271\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.259\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.537 [0.226 1.278] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.366\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.366\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.337\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.327\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.324\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.324\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.260\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Maternal Diagnosis:9ccs167:Breast dx:0.089\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.163\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.153\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.137\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.134\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.215\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Maternal Diagnosis:9ccs159:UTI:0.167\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 83 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.532\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.525\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.460\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.459\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.429\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.428\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.410\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.340\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.308\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.196\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.939 [1.401 6.164] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.242\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.201\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.184\n", " Newborn Diagnosis:9ccs252:Fatigue:0.184\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.184\n", " Maternal Diagnosis:9ccs128:Asthma:0.183\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.192\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 2.013 [0.882 4.591] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.298\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.289\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.287\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.272\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.163\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.782 [0.321 1.909] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.303\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.232\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.227\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.227\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.227\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.190\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.186\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.183\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.893\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.297\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.275\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.274\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.244\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.238\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.238\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.264\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.261\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.167\n", " Maternal Vital: Temp-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.156\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.154\n", " Diagnosis:10ccs238:Complic proc:0.148\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.148\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.304\n", " Maternal Vital: PL-postPregnancy:0.291\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.232\n", " Maternal Vital: BP-otherPregnancy:0.213\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.198\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.338\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.309\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.284\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.284\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.277\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.276\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.658 [0.273 1.585] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.220\n", " Maternal Vital: RR-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.196\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 81 | OR_unadj: 0.499 [0.194 1.282] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.265\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.177\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.177\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.846 [0.345 2.078] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.357\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.334\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.313\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.295\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.262\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.252\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.115\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.102\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.089\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.156\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.118\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.746 [0.327 1.699] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.413\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.324\n", " Diagnosis:9ccs109:Acute CVD:-0.278\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.277\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.242\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.252\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.250\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.171\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.167\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.162\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.156\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.392\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.179\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.210\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.172\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.143\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.127\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 59 | OR_unadj: 0.621 [0.181 2.131] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.633\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.496\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.496\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.496\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.438\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.347\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.313\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.120\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.111\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.107\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.107\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.964 [0.457 2.032] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.266\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.190\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.183\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.178\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.174\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.206\n", " Maternal Diagnosis:9ccs159:UTI:-0.194\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.158\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Maternal Diagnosis:9ccs184:Early labor:-0.134\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.154\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.136\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.120 [0.580 2.166] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.297\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.252\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.246\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.232\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.229\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.212\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.170\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.393 [0.639 3.036] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.203\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.183\n", " Maternal Diagnosis:9ccs140:Gastritis:0.175\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.175\n", " Newborn Diagnosis:9ccs252:Fatigue:0.175\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.175\n", " Newborn Diagnosis:9ccs229:Fx arm:0.175\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.936 [0.502 1.744] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.259\n", " Diagnosis:9ccs232:Sprain:-0.233\n", " Maternal Vital: Temp-postPregnancy:0.232\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.181\n", " Diagnosis:9ccs246:FUO:-0.176\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.169\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.142\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.618 [0.258 1.483] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.352\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.303\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.299\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.236\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:-0.224\n", "\n", "* Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 5.024 [1.585 15.918] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.259\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.237\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.205\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.193\n", " Lab:292147 TSH - Sunrise:-0.188\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 62 | OR_unadj: 1.078 [0.459 2.531] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.433\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.204\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.198\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.198\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.189\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.404\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.358\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.358\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.197\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.192\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.964 [0.388 2.394] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.166\n", " Maternal Diagnosis:9ccs253:Allergy:-0.161\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.158\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.156\n", " Maternal Vital: Wt Change-otherPregnancy:0.155\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.154\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.184\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.154\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.153\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.124\n", " Lab:294048 STOOL CULTURE - LMC:0.118\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.101\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.096\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.096\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.096\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.096\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.092\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.090\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.197\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Maternal Vital: SpO2-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.100\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.092\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.086\n", " Maternal Vital: SpO2-postPregnancy:0.082\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.266 [0.453 3.538] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.404\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.138\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.129\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.125\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.122\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.152\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Diagnosis:9ccs8:Oth infectns:0.162\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.210\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.206\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.180\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.177\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.176\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 1.090 [0.489 2.427] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.463\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.217\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.883 [0.329 2.367] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.706\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.347\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.277\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.211\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.195\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.190\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Maternal Diagnosis:9ccs169:Endometrios:0.184\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.155\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.153\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:0.140\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 204 | OR_unadj: 1.233 [0.723 2.104] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.483\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.325\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.197\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 0.439 [0.101 1.918] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.459\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.303\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.271\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.254\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.251\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.249\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.235\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.235\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.214\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.193\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.184\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.184\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.178\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.149\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.269\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.155\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.119\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.098\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.206 [0.027 1.553] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.209\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.203\n", " Diagnosis:9ccs9:Sexual Infxs:0.165\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.163\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.162\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:0.158\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.153\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.561\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.319\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.310\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.281\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.275\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.191\n", " Lab:294495 LEAD, BLOOD - LMC:0.155\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.152\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.152\n", " Maternal Diagnosis:9ccs238:Complic proc:0.139\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.122\n", " Diagnosis:9ccs52:Nutrit defic:0.122\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.105\n", " Diagnosis:9ccs214:GI cong anom:0.105\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.910\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.456\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.404\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.374\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.367\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.364\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.359\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.337\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: nan [ nan nan] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.169\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.168\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.163\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.157\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.134\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 1.365 [0.484 3.852] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.221\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.213\n", " Diagnosis:10ccs238:Complic proc:0.213\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.205\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.342\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.290\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.285\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.277\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.269\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.236\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.229\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.745\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.447\n", " Maternal Diagnosis:9ccs116:Art embolism:0.447\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.315\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.222\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.191\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.180\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.146\n", " Number of Visits:0.145\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 0.756 [0.216 2.644] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.190\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.184\n", " Diagnosis:9ccs120:Hemmorhoids:0.184\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.418\n", " Diagnosis:9ccs120:Hemmorhoids:0.402\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.402\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.363\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.336\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.311\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.311\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.284\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.284\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 69 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.502\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.428\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.313\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.288\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.243\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.204\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.660 [0.191 2.278] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.428\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.374\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.358\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.292 [0.571 2.925] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.478\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.434\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.220\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.179\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.359\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.351\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.161\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.500 [0.174 1.434] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.561\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.407\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.340\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.299\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.234\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.377\n", " Maternal Diagnosis:9ccs68:Senil/org mn:0.377\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.216\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.202\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.192\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.192\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.129\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.087\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Maternal Diagnosis:9ccs169:Endometrios:0.212\n", " Maternal Diagnosis:9ccs142:Appendicitis:0.212\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.185\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.175\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.175\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.255\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.206\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.195\n", " Diagnosis:9ccs55:Fluid/elc dx:0.168\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.150\n", " Diagnosis:9ccs163:Other GU dx:0.144\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: nan [ nan nan] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.127\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.411\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.159\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.132\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.129\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.126\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.252\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.228\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.158\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.152\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.123\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.749\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.211\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs168:PID:0.176\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: nan [ nan nan] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.435\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.199\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.163\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.161\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.147\n", " Maternal Vital: Temp-postPregnancy:0.144\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.363\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.355\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.316\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.157\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.181 [0.427 3.271] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:0.331\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.234\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.216\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.210\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.196\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.191\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.173\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.492\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.483\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.468\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.435\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.424\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.413\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.364\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 0.390 [0.090 1.687] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.192\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.189\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.178\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.160\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.152\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.147\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.220\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.214\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.366\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.307\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.237\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.200\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.754 [0.310 1.834] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.491\n", " Maternal Vital: Wt Percentile-postPregnancy:0.423\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.233\n", " Maternal Vital: Wt-postPregnancy:0.202\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.173\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.478 [0.142 1.606] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs230:Fx leg:0.199\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.111\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 72 | OR_unadj: 1.252 [0.490 3.198] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.460\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.350\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.241\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.162\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.122\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.117\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.504\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.483\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.451\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.236\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.201\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.302\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.275\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.275\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.267\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.267\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.265\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.211\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.543\n", " Diagnosis:10ccs238:Complic proc:0.543\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.383\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.199\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.152\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.151\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.705\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.604\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.600\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.580\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.553\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.548\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.497\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.492\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.358\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.217\n", " Maternal Diagnosis:9ccs116:Art embolism:0.217\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.213\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.190\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.176\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.164\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.155\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 1.784 [0.758 4.201] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.305\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.274\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.260\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.236\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.235\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.231\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.125\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.095\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.086\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.082\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.446\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.446\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.391\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.363\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.357\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.345\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.286\n", " Maternal Vital: BMI-postPregnancy:-0.272\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.469\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.186\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.179\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.587 [0.131 2.635] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.269\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.256\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.252\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.246\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.245\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.723\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.681\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.657\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.465\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.464\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.451\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.431\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 0.413 [0.095 1.795] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.561 [0.194 1.623] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.675\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.223\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.194\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.189\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.189\n", " Diagnosis:9ccs142:Appendicitis:-0.187\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.187\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.353\n", " Newborn Diagnosis:9ccs252:Fatigue:0.353\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.330\n", " Lab:294495 LEAD, BLOOD - LMC:0.251\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.202\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs128:Asthma:0.117\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.566\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.292\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 0.194 [0.026 1.461] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.228\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.228\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.228\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.228\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.228\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.176\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.142\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.129\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.129\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Maternal Diagnosis:9ccs116:Art embolism:0.315\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.315\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.131\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.115\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.101\n", " MatDeliveryAge:0.094\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.083\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.499\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.253\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.159\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 1.010 [0.331 3.088] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.234\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.199\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.170\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.157\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.155\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.921 [0.761 4.848] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.192\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.184\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.366\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.301\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.296\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.292\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.222\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.169\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.168\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.151\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.135\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.308\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.138\n", " Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.126\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.110\n", "\n", " Maternal Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Maternal Diagnosis:9ccs128:Asthma:0.175\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.279\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.255\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.249\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.200\n", " Maternal Vital: PL-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.188\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.173\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Diagnosis:9ccs212:Ot bone dx:0.194\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.114\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.109\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.095\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 47 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.491\n", " Lab:292147 TSH - Sunrise:0.366\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:0.332\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:0.332\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.243\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.235\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.308\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.266\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.200\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.188\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.187\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.186\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.234 [0.031 1.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.364\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.267\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.264\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.250\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.229\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.229\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.213\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: nan [ nan nan] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.549\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.220\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.146\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.256\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.252\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.243\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.202\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.264\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.195\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.193\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.186\n", "\n", " Maternal Maternal Procedure History:59430-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: nan [ nan nan] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Procedure History:59430-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.352\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.189\n", " Maternal Vital: BMI-postPregnancy:0.187\n", " Maternal Vital: Temp-otherPregnancy:0.181\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.159\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.149\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.136\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.342\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.333\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.324\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.324\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.277\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.353\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.350\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.350\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.350\n", " Diagnosis:9ccs120:Hemmorhoids:0.307\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.307\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Diagnosis:9ccs181:Ot preg comp:0.505\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.273\n", " Diagnosis:9ccs52:Nutrit defic:-0.258\n", " Lab:294495 LEAD, BLOOD - LMC:-0.239\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.228\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.223\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.182\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.173\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1740 | OR_unadj: 2.841 [0.363 22.266] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs39:Leukemias:-0.301\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.223\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:0.214\n", " Diagnosis:9ccs236:Opn wnd extr:-0.171\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.113\n", " Diagnosis:9ccs2:Septicemia:-0.110\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.110\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Maternal Diagnosis:9ccs82:Paralysis:0.276\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Maternal Diagnosis:9ccs107:Cardia arrst:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Maternal Diagnosis:9ccs184:Early labor:0.249\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.211\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.353\n", " Diagnosis:9ccs5:HIV infectn:0.353\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.289\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.251\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.239\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs204:Ot joint dx:0.350\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.188\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.126\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.096\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.093\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.289\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.225\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.213\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.452\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.387\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.333\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.262\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.342\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.312\n", " Lab:294048 STOOL CULTURE - LMC:-0.310\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.295\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.270\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:0.464\n", " Diagnosis:9ccs5:HIV infectn:0.464\n", " Maternal Diagnosis:9ccs69:Affective dx:0.232\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.164\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.083\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.075\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.534\n", " Diagnosis:9ccs120:Hemmorhoids:0.534\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.472\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.470\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.377\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.343\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.469 [0.107 2.059] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.261\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.241\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.227\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.294\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.262\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.236\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.214\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.157\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.150\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.842\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.504\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.481\n", " Diagnosis:9ccs141:Ot dx stomch:0.294\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.256\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.213\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.201\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.745\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.333\n", " Maternal Diagnosis:9ccs116:Art embolism:0.333\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.333\n", " Diagnosis:9ccs44:Neoplsm unsp:0.234\n", " Diagnosis:9ccs70:Schizo/rl dx:0.234\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.234\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.164\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.681\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.642\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.621\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.535\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.466\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.451\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.425\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.374\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.348\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.330\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.282\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.268\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.246\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.651\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.251\n", " Lab:323854 CULTURE FECES - Sunrise:-0.193\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.177\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.172\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.477\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.189\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.174\n", " Lab:323854 CULTURE FECES - Sunrise:-0.164\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.164\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.159\n", " Newborn Diagnosis:9ccs0:No DX:0.158\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.143\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.142\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.675\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.367\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.255\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.218\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.218\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.216\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.456\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.370\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Vital: RR-otherPregnancy:0.271\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.505\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.299\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.256\n", " Maternal Vital: RR-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.220\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.509\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.379\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.335\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.325\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.315\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.263\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.229\n", "\n", " Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.301\n", " Newborn Diagnosis:9ccs97:Carditis:0.301\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.301\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.301\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.250\n", "\n", " Maternal Maternal Procedure History:J7302-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.443\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.155\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.148\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.126\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.120\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.102\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:0.368\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.351\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.220\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.199\n", " Diagnosis:9ccs75:Hx mental dx:0.176\n", "\n", " Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.205\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.150\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.150\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.089\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.082\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.776 [0.532 5.930] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.419\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.267\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:-0.231\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.190\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.181\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.166\n", " Maternal Vital: Wt Change-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.138\n", " Diagnosis:9ccs214:GI cong anom:0.128\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Diagnosis:9ccs212:Ot bone dx:-0.118\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.251 [0.033 1.912] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.333\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.306\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.176\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.157\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.156\n", "\n", " Maternal Diagnosis:9ccs69:Affective dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:1.000\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.500\n", " Diagnosis:9ccs5:HIV infectn:0.500\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.448\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.409\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.359\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.354\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.334\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.219\n", " Lab:292147 TSH - Sunrise:0.175\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.143\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.133\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.705 [0.203 2.448] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.406\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.344\n", " Maternal Vital: Ht Percentile-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.182\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.160\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.246\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.191\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.196\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.179\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.176\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.155\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.288\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.147\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", "\n", " Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.259\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.211\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.173\n", " Diagnosis:9ccs8:Oth infectns:0.171\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.651\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.381\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.270\n", " Maternal Vital: SpO2-otherPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.181\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.171\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.164\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.467\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.217\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.210\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.199\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.194\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.208\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.132\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:-0.129\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.096\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.086\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.084\n", " Diagnosis:9ccs205:Back problem:0.082\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.558\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.262\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.250\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.242\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.305\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.301\n", " Maternal Diagnosis:9ccs97:Carditis:0.301\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.288\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.211\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:-0.198\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.175\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.160\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.437\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.437\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.222\n", " Diagnosis:9ccs214:GI cong anom:0.157\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.137\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.112\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.102\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.250\n", " Maternal Vital: Wt Change-postPregnancy:0.241\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.131\n", " Maternal Vital: BP-otherPregnancy:0.118\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.555\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.542\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.494\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.494\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.492\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.211\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.706\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.482\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.252\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.249\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.240\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.807\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.790\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.775\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.763\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.730\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.705\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.555\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.555\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.383\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.351\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.317\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.267\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.222\n", "\n", " Maternal Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs135:Intest infct:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.658\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.594\n", " Lab:306854 PLATELET COUNT - Sunrise:0.504\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.501\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.498\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.471\n", " Diagnosis:9ccs238:Complic proc:0.407\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.411\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.240\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.215\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.180 [0.318 4.381] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.326\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.275\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.249\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.231\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.269\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.222\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.222\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.190\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.094\n", " Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.061\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.377\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.372\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.400\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.371\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.362\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.348\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.348\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.317\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.242\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Maternal Diagnosis:9ccs116:Art embolism:0.333\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:0.333\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.273\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.250\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.236\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.236\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.236\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 2.972 [0.902 9.793] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.252\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.235\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.199\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.188\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.341\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.186\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.361\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.215\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.325\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.216\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.199\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.382\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.777\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.775\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.505\n", " Maternal Vital: RR-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.392\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.348\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.287\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.586 [0.172 2.000] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.187\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.177\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.121\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.105\n", " Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.054\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.409\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.381\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", "* Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 3.576 [1.147 11.152] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.353\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.341\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.304\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.284\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.217\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.215\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.317\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.297\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.270\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.256\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.194\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.175\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.163\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.395\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.336\n", " Diagnosis:9ccs120:Hemmorhoids:0.307\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.307\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.267\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.250\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.234\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.180\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Diagnosis:9ccs243:Poisn nonmed:0.119\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.099\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.098\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.094\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.086\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:-0.252\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.236\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.233\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.208\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.142\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.130\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.128\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.234\n", " Maternal Vital: RR-otherPregnancy:-0.230\n", " Maternal Diagnosis:9ccs69:Affective dx:0.221\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.210\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.159\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.331\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.229\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.204\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.197\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.196\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.358\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.357\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.266\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.207\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.200\n", " Diagnosis:9ccs219:Low birth wt:0.186\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.092\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.092\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.216\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.209\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.197\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.197\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.197\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.197\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.492\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.352\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.337\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.317\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.416\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.400\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.360\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.344\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.294\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.275\n", "\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.266\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.229\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.188\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.186\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.166\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.185\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.135\n", " Diagnosis:9ccs240:Burns:0.124\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.118\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.165\n", " Maternal Vital: PL-otherPregnancy:0.164\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.162\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.146\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.289 [0.408 4.071] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.323\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.317\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.302\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.286\n", " Maternal Vital: Ht Percentile-postPregnancy:0.265\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.220\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.683\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.488\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.423\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.352\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.299\n", " Maternal Vital: Wt Change-otherPregnancy:-0.293\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.735\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.312\n", " Maternal Vital: Wt Change-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.248\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.451\n", " Maternal Diagnosis:9ccs245:Syncope:0.367\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.125\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.122\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.106\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.169\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.169\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.157\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.145\n", " Diagnosis:9ccs76:Meningitis:0.097\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.072\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs59:Anemia:0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", "\n", " Maternal Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.030\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.205\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.146\n", " Maternal Vital: SpO2-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.118\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.118\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.589\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.401\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.389\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.244\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.242\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", " Maternal Diagnosis:9ccs69:Affective dx:0.191\n", " Maternal Vital: HR-postPregnancy:-0.157\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.187\n", " Maternal Diagnosis:9ccs253:Allergy:0.187\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.286\n", " Diagnosis:9ccs120:Hemmorhoids:-0.286\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.243\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:-0.231\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.217\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.192\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.181\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.563 [0.887 14.312] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.433\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.385\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.351\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.451\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.437\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.410\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.367\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.367\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.367\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.338\n", "\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.398\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.386\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.209\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.198\n", " Diagnosis:9ccs52:Nutrit defic:0.197\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.248\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.187\n", " Diagnosis:9ccs234:Crush injury:0.168\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.135\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.422\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.364\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.243\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.214\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.171\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.751\n", " Diagnosis:9ccs142:Appendicitis:0.681\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.411\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.277\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.234\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.231\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.228\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.222\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.306\n", " Maternal Vital: RR-otherPregnancy:0.301\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.106\n", " Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.097\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", "\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.581\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.270\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.248 3.146] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.635\n", " Maternal Vital: BMI Percentile-postPregnancy:0.557\n", " Maternal Vital: Wt Percentile-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.326\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.253\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.241\n", " Maternal Vital: Ht Percentile-postPregnancy:0.236\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Diagnosis:9ccs204:Ot joint dx:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:0.341\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.233\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.208\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.707\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.236\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.231\n", " Diagnosis:9ccs221:Resp distres:-0.204\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.178\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.240\n", " Maternal Diagnosis:9ccs212:Ot bone dx:-0.215\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.193\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.170\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.159\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.146\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.133\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.500\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.448\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.302\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.295\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.276\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.340\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.335\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.333\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.290\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.252\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.467\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.467\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.328\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.283\n", " Diagnosis:9ccs142:Appendicitis:0.270\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.248\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.840\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.735\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.489\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.437\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.386\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.246\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.245\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.184\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.180\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.293\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.293\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.279\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Diagnosis:9ccs194:Forceps del:0.187\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.465\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.251\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.234\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.229\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.223\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.202\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Diagnosis:9ccs97:Carditis:0.447\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.317\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.317\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.315\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.194\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.167\n", " Diagnosis:9ccs219:Low birth wt:0.158\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.131\n", " Maternal Diagnosis:9ccs184:Early labor:0.117\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.197\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.188\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.187\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.181\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:0.471\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.407\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.352\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:-0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.329\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.710\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.685\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.671\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.657\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.535\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.497\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.467\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.455\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.442\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.268\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.173\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.167\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.127\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.119\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.111\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.109\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.106\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.103\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.262\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.154\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.151\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.143\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.132\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.486\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.470\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.466\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.441\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.407\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.357\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.343\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.377\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.377\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.323\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.225\n", " Diagnosis:9ccs6:Hepatitis:0.216\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.202\n", "\n", " Maternal Diagnosis:9ccs194:Forceps del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:1.000\n", " Diagnosis:9ccs2:Septicemia:0.187\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.145\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs2603:E Codes: Fall:0.077\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs127:COPD:0.035\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.363\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.312\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.208\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.840\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.533\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.448\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.398\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.387\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.154\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.281\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.246\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.246\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.241\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.238\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.767\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.700\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.415\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.363\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.338\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.291\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.365\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.224\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.313\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.273\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.250\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.238\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.209\n", "\n", " Maternal Diagnosis:9ccs68:Senil/org mn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs68:Senil/org mn:1.000\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.377\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " MatDeliveryAge:-0.035\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.030\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.178\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.124\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.434\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.434\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.365\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.354\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.322\n", " Diagnosis:9ccs2:Septicemia:-0.293\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.266\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.234\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.311\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.244\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.240\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.237\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.208\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.197\n", " Maternal Vital: SpO2-otherPregnancy:0.193\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.175\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.294\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.281\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.221\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.146\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.141\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.120\n", "\n", " Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs98:HTN:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.636\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.398\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.363\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.337\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.315\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.315\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.409\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.409\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.354\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.344\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.292\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.244\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.190\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.594\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.536\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.497\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.388\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.348\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.343\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.931\n", " Maternal Diagnosis:9ccs7:Viral infect:0.330\n", " Diagnosis:9ccs64:Ot hematl dx:0.214\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.206\n", " Maternal Vital: Wt Change-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.174\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.173\n", " Maternal Diagnosis:9ccs128:Asthma:0.166\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.178\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.170\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Maternal Vital: Wt Change-postPregnancy:-0.117\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.089\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Maternal Diagnosis:9ccs8:Oth infectns:0.707\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.093\n", " MatDeliveryAge:0.068\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.233\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.189\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.171\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.452\n", " Diagnosis:9ccs221:Resp distres:-0.425\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.243\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.313\n", " Diagnosis:9ccs52:Nutrit defic:0.296\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.207\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.194\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.176\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.173\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.573\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.573\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.507\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.353\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.351\n", "\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.707\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.201\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Procedure History:85018-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:85018-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.388\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.342\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.337\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.289\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.239\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.200\n", " Maternal Vital: SpO2-postPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs97:Carditis:0.906\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.906\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.906\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.738\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.409\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.281\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.274\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.238\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.315\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.176\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.132\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.095\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:0.348\n", " Diagnosis:9ccs238:Complic proc:0.285\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.151\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.148\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.148\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.145\n", " Maternal Vital: PL-postPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.851\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.329\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.248\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.241\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.230\n", "\n", " Maternal Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.216\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.076\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.076\n", " Diagnosis:9ccs197:Skin infectn:0.075\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.073\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.389\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.365\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.316\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.296\n", " Maternal Vital: SpO2-postPregnancy:-0.282\n", "\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.448\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.437\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.339\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.193\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.188\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.165\n", "\n", " Maternal Diagnosis:9ccs170:Prolapse | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs170:Prolapse:1.000\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.655\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.243\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.241\n", " Diagnosis:9ccs109:Acute CVD:-0.241\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.241\n", " Diagnosis:9ccs120:Hemmorhoids:-0.241\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.239\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.114\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", "\n", " Lab:297280 GLUCOSE REAGENT STRIP | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:297280 GLUCOSE REAGENT STRIP:1.000\n", " Diagnosis:9ccs232:Sprain:0.500\n", " Diagnosis:9ccs3:Oth bact inf:0.214\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.132\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.125\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.106\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.103\n", " Diagnosis:9ccs138:Esophgeal dx:0.082\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.081\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.309\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.268\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.216\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.216\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.126\n", " Maternal Diagnosis:9ccs59:Anemia:0.112\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.109\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.107\n", "\n", " Maternal Diagnosis:9ccs1:Tuberculosis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Maternal Diagnosis:9ccs59:Anemia:0.106\n", " Number of Visits:0.073\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.577\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.444\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.409\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.167\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.166\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Diagnosis:9ccs9:Sexual Infxs:0.535\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.441\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.394\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.347\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.302\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.263\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:0.302\n", " Diagnosis:9ccs5:HIV infectn:0.302\n", " Maternal Diagnosis:9ccs69:Affective dx:0.151\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.097\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.691\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.645\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.277\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.168\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.148\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.487\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.230\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:-0.209\n", " Lab:292147 TSH - Sunrise:0.201\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.196\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.092\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Maternal Diagnosis:9ccs128:Asthma:0.097\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Maternal Diagnosis:9ccs184:Early labor:0.046\n", "\n", " Maternal Diagnosis:9ccs116:Art embolism | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs116:Art embolism:1.000\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.447\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Maternal Diagnosis:9ccs238:Complic proc:0.333\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.315\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.217\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.070\n", "\n", " Maternal Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs245:Syncope:1.000\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.367\n", " Diagnosis:9ccs234:Crush injury:0.191\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Lab:297275 STREP RAPID TEST (POCT):-0.081\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.050\n", "\n", " Maternal Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.353\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.272\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.227\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.222\n", " Diagnosis:9ccs208:Acq foot def:0.187\n", " Maternal Diagnosis:9ccs238:Complic proc:0.164\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.099\n", " Diagnosis:9ccs123:Influenza:0.088\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.404\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.340\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.260\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.205\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.182\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.177\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.174\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.392\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.388\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.274\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.290\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.229\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.229\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.229\n", " Diagnosis:9ccs3:Oth bact inf:0.222\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.489\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.247\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.203\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.160\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.554\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.392\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.198\n", " Maternal Vital: Wt Change-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.148\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.134\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.212\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.144\n", " Maternal Vital: Ht-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.135\n", " Diagnosis:9ccs244:Other injury:0.131\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.238\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.234\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.150\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.150\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.138\n", "\n", " Maternal Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs56:Cystic fibro:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.577\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.500\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Diagnosis:9ccs59:Anemia:0.106\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", "\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.322\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.290\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.279\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.239\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.166\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.269\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.574\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.572\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.463\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.434\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.434\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.434\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.434\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.434\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.414\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.599\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.472\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.472\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.453\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.581\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.302\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.171\n", " Newborn Diagnosis:9ccs221:Resp distres:0.168\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.145\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.527\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.452\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.405\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.365\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.350\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.350\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.350\n", "\n", " Maternal Diagnosis:9ccs131:Adlt resp fl | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs116:Art embolism:1.000\n", " Maternal Diagnosis:9ccs131:Adlt resp fl:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.447\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Maternal Diagnosis:9ccs238:Complic proc:0.333\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.315\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.217\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.070\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.318\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.151\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.132\n", " Diagnosis:9ccs133:Oth low resp:0.103\n", " Diagnosis:9ccs47:Ot bnign neo:0.087\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.086\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.086\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.599\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.435\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.435\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.429\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.429\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.407\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.372\n", "\n", " Maternal Maternal Procedure History:86701-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86701-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86701-postPregnancy:0.866\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.309\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.215\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.196\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.148\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.114\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.417\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.404\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.351\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.316\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.299\n", " Diagnosis:9ccs109:Acute CVD:-0.291\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.278\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.275\n", "\n", " Maternal Maternal Procedure History:76830-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:76830-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.281\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.259\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.234\n", " Diagnosis:9ccs221:Resp distres:-0.225\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.209\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.168\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.159\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.151\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs143:Abdom hernia:0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.290\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.231\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.224\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.224\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.224\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.224\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.741\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.741\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.471\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.395\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.329\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.212\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:-0.208\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.144\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.128\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.107\n", " Maternal Vital: Ht-postPregnancy:-0.101\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.099\n", " Diagnosis:9ccs215:gu cong anom:0.099\n", "\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cockroach IgE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.533\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.333\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.242\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.233\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.170\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.131\n", " Maternal Maternal Lab History: AST-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.106\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.508\n", " Maternal Vital: Wt Percentile-postPregnancy:0.502\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.275\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.261\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.247\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.236\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.686\n", " Maternal Vital: Ht Percentile-postPregnancy:0.502\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.501\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.430\n", " Maternal Vital: BMI Percentile-postPregnancy:0.423\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.250\n", " Maternal Vital: Wt-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.185\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:0.251\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.239\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.201\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.155\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.132\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.125\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.104\n", " Diagnosis:9ccs95:Oth nerv dx:-0.103\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.243\n", " Diagnosis:9ccs205:Back problem:0.157\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.115\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Maternal Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.316\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.122\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.118\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.115\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.686\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.686\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.594\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.568\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.525\n", " Maternal Vital: SpO2-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.400\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.428\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.338\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.316\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.204\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.165\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.165\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.154\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.849\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.687\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.672\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.493\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.493\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.493\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.493\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.401\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:-0.403\n", " Diagnosis:9ccs5:HIV infectn:-0.403\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.202\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.143\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.061\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.053\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.428\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.355\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.163\n", "\n", " Maternal Diagnosis:9ccs93:Dizziness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs93:Dizziness:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.707\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.158\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.134\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.088\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.085\n", " Diagnosis:9ccs0:No DX:0.069\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.485\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.213\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.191\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:-0.191\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.581\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.473\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.458\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.407\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.382\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.381\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.316\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.480\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.447\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.394\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.334\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.241\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.193\n", "\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:1.000\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.494\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.390\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.360\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.325\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.305\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.276\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.225\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.221\n", "\n", " Newborn Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Diagnosis:9ccs258:Other screen:0.163\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.275\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.202\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.182\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.172\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.343\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.324\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.311\n", " Maternal Vital: PL-otherPregnancy:0.304\n", " Maternal Vital: Temp-otherPregnancy:-0.259\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.250\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.242\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.223\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.194\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.154\n", " Maternal Diagnosis:9ccs194:Forceps del:-0.145\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.143\n", " Maternal Vital: HR-otherPregnancy:-0.137\n", "\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.216\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.206\n", " Maternal Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.101\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.077\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.077\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.410\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.177\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.175\n", " Maternal Vital: RR-postPregnancy:-0.171\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.353\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.299\n", " Diagnosis:9ccs72:Anxiety dx:-0.292\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.275\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.206\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.202\n", " Maternal Vital: SpO2-postPregnancy:0.175\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.166\n", "\n", " Maternal Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.377\n", " Maternal Diagnosis:9ccs197:Skin infectn:0.377\n", " Maternal Diagnosis:9ccs199:Ulcer skin:0.377\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.351\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.292\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:0.268\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.268\n", " Maternal Diagnosis:9ccs2:Septicemia:0.266\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.266\n", "\n", " Maternal Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Diagnosis:9ccs97:Carditis:0.707\n", " Maternal Diagnosis:9ccs159:UTI:0.315\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.211\n", " Newborn Diagnosis:9ccs259:Unclassified:0.164\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.101\n", " Diagnosis:9ccs255:Social admin:-0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Maternal Diagnosis:9ccs159:UTI:0.317\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.472\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.407\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.372\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.358\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.329\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.327\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.849\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.717\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.655\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.601\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.441\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.441\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.441\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.414\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Maternal Diagnosis:9ccs159:UTI:-0.317\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.396\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.367\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.307\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.273\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.268\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.266\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.258\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.122\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.094\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.090\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.450\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.237\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.226\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy:0.533\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.441\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.408\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.236\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.165\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.154\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.594\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.394\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.198\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.195\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.190\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.180\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.178\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.168\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.174\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.151\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.138\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.119\n", " Maternal Vital: SpO2-postPregnancy:0.118\n", " Maternal Vital: BMI-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs155:Other GI dx:-0.109\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.109\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs258:Other screen:0.230\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.204\n", " Diagnosis:10ccs58:Ot nutrit dx:0.164\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.148\n", " Diagnosis:9ccs127:COPD:0.126\n", " Number of Visits:0.118\n", " Diagnosis:9ccs217:Ot cong anom:0.116\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs239:Superfic inj:0.105\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.315\n", " Diagnosis:9ccs212:Ot bone dx:0.315\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Diagnosis:9ccs47:Ot bnign neo:0.109\n", " Diagnosis:9ccs91:Other eye dx:0.108\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs0:No DX:0.069\n", " Maternal Diagnosis:9ccs187:Malposition:0.064\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.357\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.357\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.326\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.300\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.292\n", " Diagnosis:9ccs2:Septicemia:-0.279\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.254\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.223\n", "\n", "* Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 4.754 [1.059 21.333] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.134\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.126\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Diagnosis:10ccs58:Ot nutrit dx:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.076\n", " Diagnosis:9ccs8:Oth infectns:0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.074\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Maternal Diagnosis:9ccs184:Early labor:0.168\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.732\n", " Diagnosis:9ccs120:Hemmorhoids:0.732\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.410\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.272\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.261\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.253\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.238\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.231\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.231\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.214\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.400\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.201\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.535\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.438\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.349\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.923\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.902\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.718\n", " Lab:306854 PLATELET COUNT - Sunrise:0.603\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.596\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.596\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.565\n", " Diagnosis:9ccs238:Complic proc:0.487\n", "\n", " Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs142:Appendicitis-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.530\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.198\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.157\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.147\n", " Maternal Vital: PL-postPregnancy:-0.146\n", " Diagnosis:9ccs89:Blindness:0.140\n", " Maternal Vital: HR-postPregnancy:0.121\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.119\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.653\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.641\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.632\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.533\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.487\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.764\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.520\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.417\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.394\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.338\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.318\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.280\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.246\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.223\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.508\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.267\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.219\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.100\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.099\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.094\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.562\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.421\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.277\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.274\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.273\n", "\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.395\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.393\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.386\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.381\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.328\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.777\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.715\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.456\n", " Maternal Vital: RR-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.395\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.288\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.869\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.790\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.656\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.553\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.453\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.195\n", " Maternal Vital: Temp-otherPregnancy:-0.176\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.728\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.485\n", " Diagnosis:9ccs120:Hemmorhoids:-0.466\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.466\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.455\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.397\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.383\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:0.491\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.442\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.407\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.401\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.401\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.401\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.401\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.471\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.470\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.357\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.326\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.412\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.412\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.308\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.226\n", " Maternal Vital: RR-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.707\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.515\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.446\n", " Diagnosis:9ccs56:Cystic fibro:0.421\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.334\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.278\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.635\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.520\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.518\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.485\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.484\n", "\n", " Maternal Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.301\n", " Diagnosis:9ccs163:Other GU dx:0.288\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", "\n", " Maternal Diagnosis:9ccs107:Cardia arrst | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs107:Cardia arrst:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.184\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Diagnosis:9ccs59:Anemia:0.106\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.731\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.731\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.413\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.452\n", " Diagnosis:9ccs9:Sexual Infxs:-0.400\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.395\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.303\n", " Diagnosis:9ccs221:Resp distres:-0.298\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.245\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.575\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.464\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.289\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.277\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.231\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.164\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.156\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.109\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.104\n", " Diagnosis:9ccs154:Gastroent:0.099\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.735\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.707\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.331\n", " Diagnosis:9ccs204:Ot joint dx:-0.287\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.213\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.206\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.527\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.527\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.518\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.409\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.407\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.290\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.497\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.418\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.690\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.551\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.551\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.511\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.360\n", "\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.028\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.242\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.223\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.175\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.170\n", "\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:1.000\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.727\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.582\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.473\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.417\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.400\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.335\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.292\n", "\n", " Maternal Maternal Procedure History:86701-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86701-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86701-otherPregnancy:0.866\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.268\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.186\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.177\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.166\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.155\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.152\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.240\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.195\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.170\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.152\n", " Diagnosis:9ccs142:Appendicitis:0.150\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.149\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.147\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.885\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.746\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.730\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.548\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.419\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.599\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.489\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.466\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.339\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.275\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.226\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.194\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.298\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.225\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.211\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.204\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.187\n", " Diagnosis:9ccs141:Ot dx stomch:0.148\n", " Diagnosis:9ccs138:Esophgeal dx:0.106\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Maternal Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.060\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.472\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.413\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.395\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.374\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.350\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.598\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.251\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.201\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.198\n", " Diagnosis:9ccs204:Ot joint dx:0.191\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.188\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.609\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.527\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.453\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.407\n", "\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HBV DNA-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CPK-postPregnancy:0.242\n", " Maternal Maternal Lab History: Cockroach IgE-postPregnancy:-0.242\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.227\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.209\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.194\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.147\n", "\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.248\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.232\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.216\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.213\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.619\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.458\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.447\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.447\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.387\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.387\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.356\n", " Diagnosis:9ccs221:Resp distres:-0.346\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.381\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.191\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.182\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.162\n", "\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:1.000\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.500\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.485\n", " Lab:292147 TSH - Sunrise:-0.376\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.267\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.902\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.761\n", " Lab:306854 PLATELET COUNT - Sunrise:0.669\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.661\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.658\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.626\n", " Diagnosis:9ccs238:Complic proc:0.541\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.862\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.559\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.485\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.417\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.389\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.445\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.315\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.194\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.564\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.396\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.373\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.369\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.369\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.369\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.452\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.225\n", " Maternal Vital: RR-otherPregnancy:-0.216\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.189\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Diagnosis:9ccs9:Sexual Infxs:0.460\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.254\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.226\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.224\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.619\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.545\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.497\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.472\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.472\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.472\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.433\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.275\n", " Diagnosis:9ccs64:Ot hematl dx:0.258\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.240\n", " Diagnosis:10ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs211:Ot conn tiss:0.208\n", " Diagnosis:9ccs2603:E Codes: Fall:0.156\n", " Diagnosis:9ccs258:Other screen:0.154\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.150\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Maternal Diagnosis:9ccs184:Early labor:0.060\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", "\n", " Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLAMYDIA AG RESULT-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.500\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.214\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.158\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.134\n", " Diagnosis:9ccs213:Cardiac anom:-0.096\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.088\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.085\n", " Diagnosis:9ccs0:No DX:0.077\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.833\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.485\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.454\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.419\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.390\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.367\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.361\n", "\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.581\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.535\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.421\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.421\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.389\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.365\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.344\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.336\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.641\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.537\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.507\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.497\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.458\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.407\n", "\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.736\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.582\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.536\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.516\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.485\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.454\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.412\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.336\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: RET ABS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.474\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.472\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.686\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.659\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.635\n", " Maternal Vital: Ht Percentile-postPregnancy:0.508\n", " Maternal Vital: BMI Percentile-postPregnancy:0.491\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.208\n", "\n", " Maternal Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs212:Ot bone dx:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.215\n", " Diagnosis:9ccs140:Gastritis:0.194\n", " Diagnosis:9ccs153:GI hemorrhag:0.152\n", " Diagnosis:9ccs234:Crush injury:0.133\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.128\n", " Diagnosis:9ccs127:COPD:0.126\n", " Diagnosis:9ccs165:Inf male gen:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs128:Asthma:0.094\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.598\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.479\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.409\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.334\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.249\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.245\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.691\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.575\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.558\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.482\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.436\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.347\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.292\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.275\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.904\n", " Maternal Maternal Procedure History:92551-postPregnancy:-0.410\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.339\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.284\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.260\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.241\n", " Maternal Vital: SpO2-postPregnancy:0.237\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.885\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.713\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.709\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.693\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.600\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.539\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.690\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.316\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.316\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.294\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.288\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.281\n", "\n", " Maternal Diagnosis:9ccs9:Sexual Infxs | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs9:Sexual Infxs:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.217\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " MatDeliveryAge:-0.051\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.357\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Maternal Diagnosis:9ccs187:Malposition:0.064\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.061\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.047\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.582\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.530\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.517\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.408\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.407\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.356\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.332\n", "\n", " Maternal Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs197:Skin infectn:0.500\n", " Maternal Diagnosis:9ccs199:Ulcer skin:0.500\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.500\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.500\n", " Maternal Diagnosis:9ccs2:Septicemia:0.353\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.187\n", " Diagnosis:9ccs208:Acq foot def:0.187\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.161\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", "\n", " Vital: BMI Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.060\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.052\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.354\n", " Lab:297275 STREP RAPID TEST (POCT):-0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.228\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.148\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.070\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.317\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.257\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.245\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.728\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.411\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.374\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.324\n", "\n", " Maternal Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.234\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.158\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.077\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.054\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.045\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.042\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.040\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.443\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.313\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.310\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.310\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.264\n", "\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.546\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:0.519\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.471\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.423\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.383\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.374\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.318\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-postPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.659\n", " Maternal Vital: Wt Percentile-postPregnancy:0.501\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.333\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.324\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.286\n", " Maternal Vital: BMI Percentile-postPregnancy:0.276\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.904\n", " Maternal Maternal Procedure History:92551-postPregnancy:0.416\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.352\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.306\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.269\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.263\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.253\n", "\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.547\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.535\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.289\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.212\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.205\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.746\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.428\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.428\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.416\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.385\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.383\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.372\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.359\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.317\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:0.543\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.446\n", " Diagnosis:9ccs56:Cystic fibro:0.444\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.293\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.281\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LACTIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.289\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.260\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.227\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.172\n", " Maternal Maternal Lab History: PT-postPregnancy:0.172\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.144\n", "\n", " Maternal Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs199:Ulcer skin:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:1.000\n", " Maternal Diagnosis:9ccs2:Septicemia:0.707\n", " Maternal Diagnosis:9ccs253:Allergy:0.500\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.377\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.061\n", "\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.674\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.584\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.269\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:-0.360\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:-0.218\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.179\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.178\n", " Maternal Vital: RR-postPregnancy:-0.162\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.135\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Vital: Wt-postPregnancy:0.110\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Lab:294048 STOOL CULTURE - LMC:-0.383\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.333\n", " Maternal Vital: Ht Percentile-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.261\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.211\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.761\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.718\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.637\n", " Lab:306854 PLATELET COUNT - Sunrise:0.509\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.504\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.504\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.501\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.477\n", " Diagnosis:9ccs238:Complic proc:0.412\n", "\n", " Maternal Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs143:Abdom hernia:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.353\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.315\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Diagnosis:9ccs123:Influenza:0.128\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.109\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.094\n", "\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.028\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.577\n", " Lab:306854 PLATELET COUNT - Sunrise:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Maternal Diagnosis:9ccs168:PID:-0.129\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.099\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.287\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.105\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Maternal Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.283\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.244\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.184\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.173\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.707\n", " Diagnosis:10ccs238:Complic proc:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.383\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.150\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.134\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.129\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.363\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.283\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.247\n", "\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.645\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.436\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.354\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.307\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.280\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.155\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.150\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.348\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.231\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.231\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.202\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.164\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.158\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.610\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.531\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.464\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.438\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.426\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.412\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.403\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.367\n", "\n", " Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: NTQR-LOCATION ID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.291\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.239\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.162\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.158\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.153\n", " Diagnosis:9ccs219:Low birth wt:0.150\n", " Diagnosis:9ccs251:Abdomnl pain:-0.129\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.842\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.361\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.357\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.347\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.221\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.184\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.198\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.074\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.066\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.250\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.220\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.192\n", "\n", " Maternal Diagnosis:9ccs121:Oth vein dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs199:Ulcer skin:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:1.000\n", " Maternal Diagnosis:9ccs2:Septicemia:0.707\n", " Maternal Diagnosis:9ccs253:Allergy:0.500\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.377\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.061\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", "\n", " Maternal Maternal Lab History: RET %-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.474\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.472\n", "\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.740\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.238\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.223\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.223\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: FOLATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.610\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.542\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.238\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.210\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.196\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.667\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.408\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.392\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.365\n", " Lab:292147 TSH - Sunrise:-0.307\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.236\n", "\n", " Maternal Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs199:Ulcer skin:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:1.000\n", " Maternal Diagnosis:9ccs2:Septicemia:0.707\n", " Maternal Diagnosis:9ccs253:Allergy:0.500\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.377\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.061\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.475\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.475\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.166\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.769\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.546\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.472\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.390\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.352\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.770\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.534\n", " Diagnosis:9ccs120:Hemmorhoids:-0.534\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.382\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.317\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.287\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.225\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.191\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.179\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.162\n", "\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.362\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.359\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.300\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.482\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.253\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.869\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.622\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.535\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.505\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.390\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.366\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.267\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.190\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.188\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.158\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.149\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.124\n", "\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.541\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.517\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.487\n", " Lab:306854 PLATELET COUNT - Sunrise:0.413\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.409\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.220\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.216\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.177\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.118\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.114\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.108\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.381\n", " Maternal Vital: SpO2-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.348\n", " Maternal Vital: PL-otherPregnancy:0.195\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.173\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.163\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.153\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.735\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:-0.549\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.434\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:0.397\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.387\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.384\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.343\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.327\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.295\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.147\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.114\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.085\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.054\n", " Diagnosis:9ccs128:Asthma:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.040\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.618\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.249\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-1.000\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.645\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.485\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.412\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.350\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.105\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.057\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.453\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.411\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.248\n", " Maternal Vital: BP-otherPregnancy:0.246\n", "\n", " Vital: BMI Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:-0.268\n", " Diagnosis:9ccs159:UTI:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.068\n", " Diagnosis:9ccs127:COPD:-0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.060\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.052\n", " MatDeliveryAge:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.746\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.693\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.656\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.622\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.424\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.416\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.362\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.351\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.349\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.862\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.833\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.583\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.536\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.461\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.374\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.373\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.152\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.123\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.117\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.327\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.292\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.286\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.229\n", "\n", " Maternal Vital: SpO2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: SpO2-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.420\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.373\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.354\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.852\n", " Diagnosis:9ccs120:Hemmorhoids:0.852\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.506\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.470\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.395\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.357\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.352\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.313\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.290\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.273\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.376\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.307\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.201\n", " Maternal Diagnosis:9ccs98:HTN:-0.188\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.175\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", "\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.740\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.235\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:-0.221\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.221\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.216\n", "\n", " Maternal Maternal Lab History: TSH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.645\n", " Maternal Maternal Lab History: LH-postPregnancy:0.565\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.500\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.500\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.496\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.485\n", "\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.833\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.685\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.387\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.357\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.316\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.265\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.260\n", " Diagnosis:9ccs64:Ot hematl dx:0.241\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.727\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.517\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.485\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.458\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.404\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.388\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.325\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.288\n", "\n", " Maternal Maternal Procedure History:45300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:45300-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.548\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.388\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.180\n", " Maternal Vital: Wt Change-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.175\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs59:Anemia:0.122\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.217\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.318\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.313\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.311\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.261\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.249\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.225\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.211\n", "\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.485\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.216\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.208\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.194\n", " Maternal Vital: Wt Percentile-postPregnancy:0.159\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.149\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Peanut IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Cottonwood Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Walnut Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Birch Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Maple Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Oak Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Elm Tree IgE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.231\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.169\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", "\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.565\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.539\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.494\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.378\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.323\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.284\n", "\n", " Diagnosis:9ccs115:Aneurysm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs115:Aneurysm:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.074\n", " MatDeliveryAge:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.040\n", "\n", " Maternal Maternal Procedure History:97530-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97530-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.879\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.687\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.655\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.639\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.577\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.577\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.577\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.352\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.252\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.205\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.170\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.333\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.126\n", "\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.261\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.236\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.594\n", " Diagnosis:9ccs120:Hemmorhoids:-0.594\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.433\n", "\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Diagnosis:9ccs72:Anxiety dx:0.577\n", " Maternal Diagnosis:9ccs102:Chest pain:0.577\n", " Diagnosis:9ccs61:Sickle cell:0.287\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.216\n", " Maternal Diagnosis:9ccs7:Viral infect:0.202\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.171\n", " Maternal Diagnosis:9ccs168:PID:0.129\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.630\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:0.618\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:0.618\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:-0.535\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.460\n", " Maternal Vital: SpO2-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.373\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.833\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.685\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.416\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.357\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.329\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.316\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.250\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.407\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.049\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.038\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.037\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.037\n", " Diagnosis:9ccs92:Otitis media:0.036\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.033\n", " Diagnosis:9ccs253:Allergy:-0.033\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.674\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.402\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:-0.333\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.399\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:0.315\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.244\n", "\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Maternal Diagnosis:9ccs128:Asthma:0.175\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.131\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.116\n", " Maternal Vital: Wt Change-postPregnancy:-0.107\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.104\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.315\n", "\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.408\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.401\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.329\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.315\n", "\n", " Maternal Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.266\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.133\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.071\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:0.040\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.627\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.485\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.485\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.485\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.485\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.485\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.438\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.424\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Maternal Diagnosis:9ccs259:Unclassified:0.199\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:0.866\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.214\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.214\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.204\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.185\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.147\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:-0.469\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.425\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.407\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.347\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.271\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.192\n", "\n", " Maternal Maternal Lab History: IRON-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.746\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.618\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.310\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.306\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.302\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.282\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.273\n", "\n", " Maternal Maternal Procedure History:90801-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.645\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:0.645\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.645\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.645\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.627\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.452\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.423\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.613\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.533\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.485\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.471\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.371\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.254\n", "\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.074\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.033\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Maternal Vital: Temp-otherPregnancy:-0.233\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.178\n", " Diagnosis:9ccs240:Burns:0.152\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.129\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.125\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.609\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.460\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.422\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.318\n", "\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:-0.707\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.354\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.269\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.241\n", " Maternal Vital: HR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.175\n", " Maternal Vital: RR-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.138\n", " Maternal Maternal Diagnosis:9ccs216:Nerv cong an-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.134\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.383\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.310\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.161\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.155\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.127\n", "\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G RATIO-postPregnancy:-1.000\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.500\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.496\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.485\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.412\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.350\n", "\n", " Maternal Diagnosis:9ccs180:Ectopic preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs180:Ectopic preg:1.000\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.070\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.069\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.076\n", "\n", " Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs225:Joint injury-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.303\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.268\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.150\n", " Maternal Vital: RR-postPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.132\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.081\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.879\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.672\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.601\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.574\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.530\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.530\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.530\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.530\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.645\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.645\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.396\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.288\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.285\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.259\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.244\n", "\n", " Maternal Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs75:Hx mental dx:0.315\n", " Maternal Diagnosis:9ccs187:Malposition:0.136\n", " Diagnosis:9ccs91:Other eye dx:0.108\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Newborn Diagnosis:9ccs259:Unclassified:0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.063\n", "\n", " Maternal Maternal Procedure History:92551-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:92551-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.423\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.416\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.410\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.342\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.316\n", " Maternal Vital: SpO2-postPregnancy:-0.311\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.299\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:-0.293\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.277\n", "\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.728\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.613\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:-0.575\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.519\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.400\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.350\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.344\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.992\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.764\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.357\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.325\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.284\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.269\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PT-postPregnancy:0.195\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.150\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.315\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.297\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.275\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.258\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.246\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.235\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.225\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.200\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.555\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.539\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.418\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.408\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.398\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.301\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.286\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.632\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.563\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.439\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.427\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.330\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Diagnosis:9ccs109:Acute CVD:-0.707\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.584\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.490\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.330\n", "\n", " Maternal Maternal Lab History: LH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.565\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:-0.565\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.225\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.146\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.094\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.764\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.700\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.389\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.378\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.286\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.259\n", " Maternal Vital: BMI-postPregnancy:0.197\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.160\n", "\n", " Newborn Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.051\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.047\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.596\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.455\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.298\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:10ccs251:Abdomnl pain-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.365\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:0.289\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.861\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.626\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.565\n", " Lab:306854 PLATELET COUNT - Sunrise:0.479\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.477\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.473\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.387\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.992\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.834\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.361\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.333\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.260\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.253\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:0.181\n", " Diagnosis:9ccs89:Blindness:0.155\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.296\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.258\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.199\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.172\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs243:Poisn nonmed-postPregnancy:0.866\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.248\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.247\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.242\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:-0.236\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.213\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.185\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.851\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.681\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.270\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.247\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.187\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.184\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.174\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.604\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.373\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:-0.292\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.283\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:0.239\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.217\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.834\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.764\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.306\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.304\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.186\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:-0.180\n", " Diagnosis:9ccs89:Blindness:0.153\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.147\n", "\n", " Vital: BMI Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.060\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.052\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.999\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.935\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.572\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.481\n", " Diagnosis:9ccs141:Ot dx stomch:0.150\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.146\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.117\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.109\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.109\n", "\n", " Maternal Maternal Procedure History:20550-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:20550-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J3301-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.467\n", "\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.499\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.386\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.312\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.289\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.262\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.251\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.451\n", " Newborn Diagnosis:9ccs97:Carditis:-0.451\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.451\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.446\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.409\n", " Maternal Maternal Diagnosis:9ccs67:Subst-r mntl-postPregnancy:0.400\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.388\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.367\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.285\n", "\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.464\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.429\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.212\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.197\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.174\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.166\n", "\n", " Maternal Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Diagnosis:9ccs244:Other injury:0.707\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.707\n", " Maternal Diagnosis:9ccs199:Ulcer skin:0.707\n", " Maternal Diagnosis:9ccs197:Skin infectn:0.707\n", " Maternal Diagnosis:9ccs253:Allergy:0.353\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.266\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs127:COPD:0.058\n", "\n", " Maternal Diagnosis:9ccs36:Thyroid cncr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs36:Thyroid cncr:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.088\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.088\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.051\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.043\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-otherPregnancy:1.000\n", " Diagnosis:9ccs167:Breast dx:-0.354\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.263\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.199\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.197\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.180\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.166\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.163\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.160\n", "\n", " Diagnosis:9ccs235:Opn wnd head | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs235:Opn wnd head:1.000\n", " Diagnosis:9ccs159:UTI:0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Maternal Diagnosis:9ccs186:DM in preg:0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.037\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.037\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.563\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.543\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.539\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.473\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.439\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.286\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.775\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.713\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.604\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.445\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.445\n", "\n", " Newborn Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.377\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.353\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.655\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.401\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROGESTERONE-postPregnancy:0.378\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.358\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:1.000\n", " Maternal Vital: RR-otherPregnancy:0.492\n", " Maternal Vital: SpO2-otherPregnancy:-0.354\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.224\n", " Maternal Vital: SpO2-postPregnancy:-0.208\n", " Diagnosis:9ccs216:Nerv cong an:-0.205\n", " Diagnosis:9ccs205:Back problem:-0.197\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.189\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.171\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Diagnosis:9ccs253:Allergy:0.500\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs244:Other injury-postPregnancy:1.000\n", " Maternal Maternal Lab History: CPK-postPregnancy:-0.612\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.317\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.277\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.277\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.255\n", " Maternal Maternal Lab History: LEAD LEVEL-postPregnancy:-0.236\n", "\n", " Maternal Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs197:Skin infectn:0.069\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.512\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.353\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.292\n", " Diagnosis:9ccs117:Ot circul dx:0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.143\n", " Maternal Vital: RR-postPregnancy:-0.129\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.116\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:-0.188\n", " Maternal Vital: Wt-postPregnancy:0.158\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Maternal Vital: Ht-postPregnancy:0.128\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.112\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.105\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.736\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:-0.632\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.583\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.559\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:0.494\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.448\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.419\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.365\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.999\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.923\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.599\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.504\n", " Diagnosis:9ccs141:Ot dx stomch:0.157\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.114\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.114\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.552\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.528\n", " Newborn Diagnosis:9ccs97:Carditis:-0.528\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.528\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.496\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.374\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.200\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.190\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.177\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.172\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.842\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.599\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.572\n", " Diagnosis:9ccs141:Ot dx stomch:0.262\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.245\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.243\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.190\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.190\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.176\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Diagnosis:9ccs89:Blindness:0.184\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Number of Visits:0.079\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", "\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.435\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.428\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.381\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.370\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-otherPregnancy:-0.189\n", " Maternal Vital: RR-otherPregnancy:-0.186\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.121\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.086\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.084\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.769\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.473\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.427\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.327\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.923\n", " Lab:306854 PLATELET COUNT - Sunrise:0.640\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.599\n", " Diagnosis:9ccs238:Complic proc:0.517\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.104\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Maternal Diagnosis:9ccs59:Anemia:0.071\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.368\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.251\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.183\n", "\n", " Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NY HBV DNA VIRAL LOG-postPregnancy:-0.575\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.490\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.455\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.414\n", "\n", " Maternal Diagnosis:9ccs102:Chest pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:1.000\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.077\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.075\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.074\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.027\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.279\n", " Maternal Vital: Wt Change-postPregnancy:0.246\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.166\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.163\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.163\n", " Maternal Vital: BP-otherPregnancy:0.146\n", " Diagnosis:9ccs232:Sprain:-0.120\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.543\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.459\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.424\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.320\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.775\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.715\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-otherPregnancy:0.593\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.430\n", " Maternal Vital: RR-otherPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.408\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.381\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.289\n", "\n", " Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.505\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.083\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.074\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.068\n", "\n", " Diagnosis:9ccs105:Conduction | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs105:Conduction:1.000\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.500\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs47:Ot bnign neo:0.158\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.113\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.113\n", " Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.717\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.639\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.604\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.503\n", " Maternal Maternal Procedure History:20550-postPregnancy:-0.474\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.474\n", " Maternal Maternal Procedure History:J3301-postPregnancy:-0.474\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.474\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.411\n", "\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.740\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.740\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.289\n", " Maternal Diagnosis:9ccs215:gu cong anom:-0.239\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.234\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.222\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.220\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.206\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.164\n", "\n", " Maternal Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs72:Anxiety dx:1.000\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.377\n", " Maternal Diagnosis:9ccs7:Viral infect:0.353\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.301\n", " Maternal Diagnosis:9ccs168:PID:0.228\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.147\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.500\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.485\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.475\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.216\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.175\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.155\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.142\n", "\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.555\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.463\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.446\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.438\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.419\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.353\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-otherPregnancy:-0.866\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-otherPregnancy:-0.866\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.730\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.545\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.537\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.507\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.447\n", "\n", " Newborn Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Maternal Diagnosis:9ccs128:Asthma:0.175\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.131\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.116\n", " Maternal Vital: Wt Change-postPregnancy:-0.107\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.104\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:0.500\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.488\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.488\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.395\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.395\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", "\n", " Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs61:Sickle cell-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs208:Acq foot def-postPregnancy:0.500\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.485\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.475\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.216\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.175\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.155\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.543\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.515\n", " Diagnosis:9ccs56:Cystic fibro:0.409\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.204\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.203\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.198\n", " Diagnosis:9ccs147:Anal/rectal:0.178\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.935\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.923\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.245\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.170\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.152\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.151\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.135\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.661\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.596\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.506\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.504\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.498\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.473\n", " Diagnosis:9ccs238:Complic proc:-0.409\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.300\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.161\n", " Maternal Vital: HR-otherPregnancy:-0.158\n", " Maternal Vital: BP-otherPregnancy:0.158\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.122\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.122\n", "\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TWIN B NT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.555\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.463\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.446\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.438\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.419\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.353\n", "\n", " Maternal Maternal Procedure History:J3301-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:20550-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J3301-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.493\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.474\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.467\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.543\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.285\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.253\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.213\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.198\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.607\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.464\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.429\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.212\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.197\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.174\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.166\n", "\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.861\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.661\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.632\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.596\n", " Lab:306854 PLATELET COUNT - Sunrise:0.506\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.504\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.498\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.409\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.632\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.564\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.518\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.347\n", " Diagnosis:9ccs2:Septicemia:-0.309\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.289\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.763\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.709\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.580\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: TWIN B CRL-postPregnancy:-0.438\n", " Maternal Maternal Lab History: TWIN B NT-postPregnancy:-0.438\n", "\n", " Maternal Maternal Lab History: PATIENT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.783\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.642\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.488\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.486\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.471\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.437\n", "\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.783\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.723\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.710\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.621\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.585\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.577\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.536\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.527\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.470\n", "\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.741\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", "\n", " Newborn Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:1.000\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.283\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.271\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.220\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.183\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.164\n", " Maternal Diagnosis:9ccs59:Anemia:0.150\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.146\n", "\n", " Maternal Diagnosis:9ccs67:Subst-r mntl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:1.000\n", " Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Diagnosis:9ccs69:Affective dx:0.500\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.353\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Maternal Diagnosis:9ccs186:DM in preg:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", "\n", " Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:1.000\n", " Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Diagnosis:9ccs69:Affective dx:0.500\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.353\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Maternal Diagnosis:9ccs186:DM in preg:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.683\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.666\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.489\n", " Maternal Vital: Wt Change-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.407\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.391\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.293\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.284\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.272\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.596\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.508\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.287\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.277\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.243\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.215\n", "\n", " Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS B DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS B DNA QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.741\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.645\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.500\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.350\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.298\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.223\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.577\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.547\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:-0.214\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.194\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.189\n", "\n", " Diagnosis:9ccs109:Acute CVD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs109:Acute CVD:1.000\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.707\n", " Maternal Maternal Diagnosis:10ccs171:Menstrual dx-postPregnancy:-0.707\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.471\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.345\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.291\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.252\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.814\n", " Newborn Diagnosis:9ccs97:Carditis:0.814\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.814\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.738\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.441\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.376\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.367\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.211\n", "\n", " Maternal Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs142:Appendicitis:1.000\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.267\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.244\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.212\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.193\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.118\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.104\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.101\n", "\n", " Maternal Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.043\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.026\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Maternal Maternal Procedure History:97035-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97035-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.577\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.509\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:J3301-postPregnancy:0.500\n", " Maternal Maternal Procedure History:20550-postPregnancy:0.500\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.447\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.434\n", "\n", " Maternal Diagnosis:9ccs82:Paralysis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs82:Paralysis:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.066\n", "\n", " Maternal Maternal Lab History: TEST NAME-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.330\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.246\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.210\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.203\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.194\n", "\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Maternal Diagnosis:9ccs128:Asthma:0.175\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.131\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.116\n", " Maternal Vital: Wt Change-postPregnancy:-0.107\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.104\n", "\n", " Maternal Maternal Procedure History:97803-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.577\n", " Diagnosis:9ccs9:Sexual Infxs:-0.408\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.389\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.323\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.237\n", "\n", " Maternal Diagnosis:9ccs39:Leukemias | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs39:Leukemias:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.301\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.111\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.110\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.084\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.084\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.081\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.081\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.063\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.063\n", "\n", " Maternal Maternal Lab History: T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.249\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.244\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.190\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:-0.189\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.189\n", "\n", " Maternal Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs90:Eye infectn:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Maternal Diagnosis:9ccs187:Malposition:0.096\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Diagnosis:9ccs186:DM in preg:0.069\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.057\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.041\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs135:Intest infct:0.039\n", "\n", " Maternal Maternal Lab History: APTT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.585\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.518\n", " Diagnosis:9ccs72:Anxiety dx:-0.512\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:-0.328\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.312\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.259\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.239\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.478\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.409\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.354\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs51:Ot endo dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.632\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.582\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.566\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.461\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: GENTAMICIN PEAK-postPregnancy:-0.390\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.390\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.354\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.666\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.597\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.488\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.348\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.330\n", " Maternal Vital: Wt Change-otherPregnancy:-0.329\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.767\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.383\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-otherPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: VLDL-otherPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:10ccs175:Ot femal gen-postPregnancy:0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.453\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.433\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.428\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.416\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.370\n", "\n", " Maternal Diagnosis:9ccs202:Rheum arth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs202:Rheum arth:1.000\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.058\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.057\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.056\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.055\n", "\n", " Newborn Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.931\n", " Maternal Diagnosis:9ccs7:Viral infect:0.353\n", " Diagnosis:9ccs64:Ot hematl dx:0.276\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.184\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.184\n", " Maternal Vital: Wt Change-postPregnancy:-0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:10ccs259:Unclassified-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.379\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.373\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.326\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.323\n", "\n", " Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: THYROPEROXIDASE AB (TPO)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.527\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.405\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.376\n", " Lab:294147 FREE T4 - LMC:0.341\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.333\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.328\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.267\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.247\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.237\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Maternal Maternal Diagnosis:9ccs185:Long pregncy-otherPregnancy:-0.707\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.543\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.285\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.253\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.213\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.198\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN A(RETINOL)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.671\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.645\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.597\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.577\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.531\n", " Maternal Maternal Lab History: BUN/CREATININE RATIO-postPregnancy:-0.500\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: A/G RATIO-postPregnancy:0.500\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.753297450738\n", "Number of Visits : 0.00689253626164\n", "MatDeliveryAge : 0.00566441496342\n", "Maternal Vital : 0.0231761412783\n", "Census : 0.0743305135644\n", "Maternal Maternal Lab History : 0.0834752588026\n", "Diagnosis : 0.0237451706132\n", "Maternal Maternal Diagnosis : 0.00935529226231\n", "Maternal Diagnosis : 0.00983734603501\n", "Lab : 0.00249003592735\n", "Newborn Diagnosis : 0.00390646814966\n", "Maternal Maternal Procedure History : 0.00382937140389\n", "Time to run analysis 2:08:30.563704\n", "Total Time elapsed 4:25:11.940179\n", "-----------------------------------------------------\n", "\n", "boys no_min no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.830\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.759, R^2 test: 0.151\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.655, R^2 test: 0.200\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.755, Explained Variance Score Test: 0.232\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.887, R^2 test: -0.723\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.694, R^2 test: 0.097\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.572, R^2 test: 0.186\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.767, Explained Variance Score Test: 0.289\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.950, R^2 test: -0.533\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.803, R^2 test: 0.039\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.695, R^2 test: 0.146\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.272\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.859, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.757, Explained Variance Score Test: 0.302\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.935, R^2 test: -0.270\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.756, R^2 test: 0.131\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.658, R^2 test: 0.167\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.432, R^2 test: 0.154\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.832, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.739, Explained Variance Score Test: 0.269\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.893, R^2 test: -1.477\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.731, R^2 test: -0.397\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.591, R^2 test: -0.068\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.748, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.929, R^2 test: -1.512\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.801, R^2 test: -0.474\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.720, R^2 test: -0.220\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.749, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.766, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.921, R^2 test: -1.127\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.772, R^2 test: 0.015\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.665, R^2 test: 0.218\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.742, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.907, R^2 test: -0.611\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.735, R^2 test: 0.017\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.623, R^2 test: 0.089\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.173, R^2 test: 0.125\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.704, Explained Variance Score Train: 0.173\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.763, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.904, R^2 test: -0.926\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.770, R^2 test: 0.199\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.346\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.468\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.469\n", "AUC Test: 0.740, Explained Variance Score Test: 0.247\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.931, R^2 test: -1.801\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.764, R^2 test: -0.069\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.641, R^2 test: 0.134\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.772, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.897, R^2 test: -1.467\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.717, R^2 test: -0.144\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.589, R^2 test: 0.098\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.768, Explained Variance Score Test: 0.273\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.906, R^2 test: -1.550\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.768, R^2 test: 0.022\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.672, R^2 test: 0.150\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.757, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.944, R^2 test: -2.531\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.755, R^2 test: -0.114\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.637, R^2 test: 0.104\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.757, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.950, R^2 test: -0.515\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.088\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.692, R^2 test: 0.079\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.773, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.952, R^2 test: -1.235\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.851, R^2 test: -0.224\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.768, R^2 test: 0.038\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.750, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.970, R^2 test: -0.819\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.812, R^2 test: -0.028\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.116\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.370, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.925, R^2 test: -0.398\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.800, R^2 test: -0.115\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.705, R^2 test: 0.031\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.759, Explained Variance Score Test: 0.306\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.662\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.696, R^2 test: 0.058\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.578, R^2 test: 0.289\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.753, Explained Variance Score Test: 0.290\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.950, R^2 test: -1.156\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.821, R^2 test: -0.202\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.712, R^2 test: 0.074\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.297\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.768, Explained Variance Score Test: 0.299\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.887, R^2 test: -2.384\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.752, R^2 test: -0.066\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.677, R^2 test: 0.172\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.761, Explained Variance Score Test: 0.299\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.620\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.826, R^2 test: -0.525\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.693, R^2 test: -0.161\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.197\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.807, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.780, Explained Variance Score Test: 0.313\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.952, R^2 test: -0.800\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.793, R^2 test: -0.045\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.682, R^2 test: 0.064\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.696, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.758, Explained Variance Score Test: 0.225\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.939, R^2 test: -1.303\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.737, R^2 test: -0.195\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.611, R^2 test: 0.066\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.758, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.762\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.756, R^2 test: -0.313\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.652, R^2 test: 0.025\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.206\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.757, Explained Variance Score Test: 0.249\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.941, R^2 test: -2.470\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.795, R^2 test: -0.414\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.702, R^2 test: -0.068\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.349\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.776, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.896, R^2 test: -0.423\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.750, R^2 test: 0.111\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.655, R^2 test: 0.179\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.755, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.954, R^2 test: -2.645\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.840, R^2 test: -0.457\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.771, R^2 test: -0.202\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.453, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.751, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.914, R^2 test: -0.718\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.786, R^2 test: -0.141\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.708, R^2 test: -0.132\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.749, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.928, R^2 test: -1.011\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.793, R^2 test: -0.127\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.703, R^2 test: 0.140\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.380\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.756, Explained Variance Score Test: 0.282\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.962, R^2 test: -1.034\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.818, R^2 test: -0.021\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.695, R^2 test: 0.165\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.761, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.941, R^2 test: -1.667\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.803, R^2 test: -0.339\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.706, R^2 test: -0.029\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.694, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.757, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.947, R^2 test: -1.218\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.821, R^2 test: -0.305\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.709, R^2 test: -0.114\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.756, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.761, Explained Variance Score Test: 0.253\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.945, R^2 test: -2.090\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.832, R^2 test: -0.736\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.756, R^2 test: -0.439\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.771, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.950, R^2 test: -1.144\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.111\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.696, R^2 test: 0.055\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.757, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.720\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.069\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.714, R^2 test: 0.118\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.159\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.761, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.964, R^2 test: -0.682\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.822, R^2 test: -0.101\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.707, R^2 test: 0.066\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.745, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.767, Explained Variance Score Test: 0.282\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.943, R^2 test: -0.505\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.776, R^2 test: 0.040\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.664, R^2 test: 0.180\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.763, Explained Variance Score Test: 0.271\n", "\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.654\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.815, R^2 test: -0.725\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.717, R^2 test: -0.434\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.083\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.755, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.889, R^2 test: -1.241\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.217\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.650, R^2 test: -0.110\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.327\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.758, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.918, R^2 test: -0.479\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.779, R^2 test: -0.061\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.684, R^2 test: 0.056\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.154\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.771, Explained Variance Score Test: 0.292\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.958, R^2 test: -1.242\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.792, R^2 test: -0.082\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.663, R^2 test: 0.161\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.768, Explained Variance Score Test: 0.289\n", "\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.955, R^2 test: -1.081\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.798, R^2 test: -0.124\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.695, R^2 test: 0.064\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.774, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.950, R^2 test: -1.181\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.834, R^2 test: -0.196\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.047\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.335\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.758, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.841, R^2 test: -2.129\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.677, R^2 test: -0.044\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.539, R^2 test: 0.092\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.761, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.938, R^2 test: -1.656\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.763, R^2 test: -0.236\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.650, R^2 test: 0.072\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.747, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.940, R^2 test: -1.164\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.797, R^2 test: -0.141\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.693, R^2 test: 0.015\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.366, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.756, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.946, R^2 test: -0.495\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.807, R^2 test: 0.135\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.298\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.320\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.766, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.958, R^2 test: -0.330\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.821, R^2 test: -0.001\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.674, R^2 test: 0.135\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.759, Explained Variance Score Test: 0.280\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.937, R^2 test: -4.221\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.770, R^2 test: -1.181\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.660, R^2 test: -0.655\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.769, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.936, R^2 test: -0.917\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.815, R^2 test: 0.005\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.730, R^2 test: 0.300\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.476, R^2 test: 0.418\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.422\n", "AUC Test: 0.771, Explained Variance Score Test: 0.311\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.955, R^2 test: -0.989\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.805, R^2 test: -0.071\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.117\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.759, Explained Variance Score Test: 0.302\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.922, R^2 test: -0.848\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.788, R^2 test: 0.045\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.678, R^2 test: 0.169\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.761, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.942, R^2 test: -1.319\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.008\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.703, R^2 test: 0.115\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.757, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.752\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.801, R^2 test: -0.025\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.122\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.774, Explained Variance Score Test: 0.307\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.942, R^2 test: -1.478\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.822, R^2 test: -0.370\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.733, R^2 test: -0.061\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.737, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.750, Explained Variance Score Test: 0.297\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.862, R^2 test: -1.044\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.715, R^2 test: -0.114\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.608, R^2 test: 0.051\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.297\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.888, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.775, Explained Variance Score Test: 0.307\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.879, R^2 test: -0.800\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.724, R^2 test: -0.002\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.632, R^2 test: 0.090\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.762, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.969, R^2 test: -0.628\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.854, R^2 test: -0.114\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.756, R^2 test: 0.045\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.352, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.764, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.967, R^2 test: -1.353\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.823, R^2 test: -0.456\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.671, R^2 test: -0.109\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.769, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.867, R^2 test: -0.765\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.725, R^2 test: 0.030\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.623, R^2 test: 0.206\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.770, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.963, R^2 test: -1.276\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.816, R^2 test: -0.189\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.691, R^2 test: 0.082\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.772, Explained Variance Score Test: 0.306\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.915, R^2 test: -2.149\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.749, R^2 test: -0.177\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.638, R^2 test: 0.082\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.761, Explained Variance Score Test: 0.242\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.330\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.281\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.698, R^2 test: -0.011\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.722, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.762, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.911, R^2 test: -1.148\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.742, R^2 test: -0.094\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.608, R^2 test: 0.172\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.335\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.755, Explained Variance Score Test: 0.294\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.969, R^2 test: -0.896\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.815, R^2 test: -0.182\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.690, R^2 test: -0.038\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.749, Explained Variance Score Test: 0.263\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.944, R^2 test: -0.981\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.791, R^2 test: -0.242\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.659, R^2 test: 0.011\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.828, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.768, Explained Variance Score Test: 0.292\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.902, R^2 test: -1.254\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.767, R^2 test: -0.438\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.649, R^2 test: -0.110\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.770, Explained Variance Score Test: 0.259\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.928, R^2 test: -0.725\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.814, R^2 test: -0.245\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.097\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.136\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.714, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.770, Explained Variance Score Test: 0.291\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.882, R^2 test: -1.581\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.730, R^2 test: -0.339\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.625, R^2 test: -0.092\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.752, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.910, R^2 test: -1.824\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.750, R^2 test: -0.285\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.649, R^2 test: 0.021\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.703, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.759, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.928, R^2 test: -1.252\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.753, R^2 test: -0.306\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.630, R^2 test: -0.075\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.758, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.966, R^2 test: -1.306\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.238\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.732, R^2 test: 0.019\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.780, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.921, R^2 test: -0.943\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.770, R^2 test: -0.186\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.621, R^2 test: 0.027\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.771, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.958, R^2 test: -1.126\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.835, R^2 test: -0.360\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.726, R^2 test: -0.076\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.770, Explained Variance Score Test: 0.290\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.888, R^2 test: -2.961\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.728, R^2 test: -0.392\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.617, R^2 test: -0.117\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.728, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.766, Explained Variance Score Test: 0.265\n", "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.927, R^2 test: -2.734\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.789, R^2 test: -0.522\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.663, R^2 test: -0.368\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.106\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.771, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.953, R^2 test: -1.317\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.810, R^2 test: -0.204\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.692, R^2 test: 0.121\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.750, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.755, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.906, R^2 test: -0.416\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.778, R^2 test: 0.014\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.684, R^2 test: 0.137\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.421, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.741, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.920, R^2 test: -1.695\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.742, R^2 test: -0.607\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.639, R^2 test: -0.262\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.760, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.964, R^2 test: -0.585\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.851, R^2 test: -0.151\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.717, R^2 test: 0.013\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.763, Explained Variance Score Test: 0.276\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.929, R^2 test: -1.794\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.729, R^2 test: -0.350\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.607, R^2 test: -0.066\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.769, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.908, R^2 test: -0.557\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.759, R^2 test: -0.009\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.657, R^2 test: 0.094\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.752, Explained Variance Score Test: 0.264\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.922, R^2 test: -0.455\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.786, R^2 test: 0.080\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.668, R^2 test: 0.228\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.764, Explained Variance Score Test: 0.290\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.964, R^2 test: -1.329\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.827, R^2 test: -0.374\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.690, R^2 test: -0.098\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.192, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.694, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.766, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.910, R^2 test: -4.960\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.695, R^2 test: -0.215\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.591, R^2 test: -0.135\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.769, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.907, R^2 test: -0.897\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.756, R^2 test: -0.099\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.634, R^2 test: -0.002\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.103\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.749, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.949, R^2 test: -0.658\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.802, R^2 test: 0.041\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.686, R^2 test: 0.189\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.770, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.951, R^2 test: -0.856\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.794, R^2 test: -0.062\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.662, R^2 test: 0.056\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.802, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.761, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.956, R^2 test: -0.931\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.810, R^2 test: -0.123\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.685, R^2 test: 0.031\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.750, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.962, R^2 test: -2.045\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.817, R^2 test: -0.308\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.690, R^2 test: 0.009\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.338, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.768, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.949, R^2 test: -0.696\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.830, R^2 test: 0.046\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.722, R^2 test: 0.184\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.760, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.915, R^2 test: -2.378\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.765, R^2 test: -0.583\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.649, R^2 test: -0.305\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.093\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.751, Explained Variance Score Test: 0.268\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.912, R^2 test: -0.806\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.772, R^2 test: -0.130\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.667, R^2 test: 0.050\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.764, Explained Variance Score Test: 0.300\n", "\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.914, R^2 test: -3.755\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.762, R^2 test: -0.795\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.660, R^2 test: -0.302\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.767, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.957, R^2 test: -1.284\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.829, R^2 test: -0.154\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.736, R^2 test: 0.007\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.743, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.951, R^2 test: -0.591\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.795, R^2 test: 0.030\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.653, R^2 test: 0.187\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.731, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.762, Explained Variance Score Test: 0.251\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.939, R^2 test: -1.092\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.802, R^2 test: -0.059\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.698, R^2 test: 0.091\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.761, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.931, R^2 test: -1.840\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.770, R^2 test: -0.490\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.645, R^2 test: -0.129\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.774, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.921, R^2 test: -1.814\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.775, R^2 test: -0.190\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.659, R^2 test: 0.195\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.768, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.953, R^2 test: 0.041\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.805, R^2 test: 0.311\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.694, R^2 test: 0.323\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "total Variables 2026 and total subjects: 1751\n", "->AUC validation: 0.762 95% CI: [0.753 , 0.771]\n", "->AUC test: 0.761 95% CI: [0.760 , 0.763]\n", "->R^2 validation: 0.245 95% CI: [0.232 , 0.259]\n", "->R^2 test: 0.285 95% CI: [0.281 , 0.289]\n", "->Explained Variance validation: 0.235 95% CI: [0.222 , 0.249]\n", "->Explained Variance test: 0.281 95% CI: [0.277 , 0.285]\n", "Test set metrics:\n", "@threshold:0.789, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.742, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:0.729, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:0.611, sens:0.048, spec:0.996, ppv:0.800, acc:0.771, f1:0.091, mcc:0.182, total+:5, total-:345\n", "@threshold:0.536, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:0.533, sens:0.072, spec:0.989, ppv:0.667, acc:0.771, f1:0.130, mcc:0.063, total+:9, total-:341\n", "@threshold:0.525, sens:0.084, spec:0.989, ppv:0.700, acc:0.774, f1:0.151, mcc:0.071, total+:10, total-:340\n", "@threshold:0.488, sens:0.157, spec:0.985, ppv:0.765, acc:0.789, f1:0.260, mcc:0.079, total+:17, total-:333\n", "@threshold:0.461, sens:0.169, spec:0.978, ppv:0.700, acc:0.786, f1:0.272, mcc:0.051, total+:20, total-:330\n", "@threshold:0.457, sens:0.169, spec:0.974, ppv:0.667, acc:0.783, f1:0.269, mcc:0.042, total+:21, total-:329\n", "@threshold:0.451, sens:0.181, spec:0.966, ppv:0.625, acc:0.780, f1:0.280, mcc:0.031, total+:24, total-:326\n", "@threshold:0.443, sens:0.193, spec:0.963, ppv:0.615, acc:0.780, f1:0.294, mcc:0.029, total+:26, total-:324\n", "@threshold:0.426, sens:0.205, spec:0.955, ppv:0.586, acc:0.777, f1:0.304, mcc:0.024, total+:29, total-:321\n", "@threshold:0.425, sens:0.205, spec:0.951, ppv:0.567, acc:0.774, f1:0.301, mcc:0.021, total+:30, total-:320\n", "@threshold:0.424, sens:0.217, spec:0.951, ppv:0.581, acc:0.777, f1:0.316, mcc:0.022, total+:31, total-:319\n", "@threshold:0.416, sens:0.229, spec:0.948, ppv:0.576, acc:0.777, f1:0.328, mcc:0.021, total+:33, total-:317\n", "@threshold:0.415, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.415, sens:0.241, spec:0.944, ppv:0.571, acc:0.777, f1:0.339, mcc:0.020, total+:35, total-:315\n", "@threshold:0.410, sens:0.253, spec:0.944, ppv:0.583, acc:0.780, f1:0.353, mcc:0.021, total+:36, total-:314\n", "@threshold:0.401, sens:0.253, spec:0.940, ppv:0.568, acc:0.777, f1:0.350, mcc:0.019, total+:37, total-:313\n", "@threshold:0.392, sens:0.265, spec:0.933, ppv:0.550, acc:0.774, f1:0.358, mcc:0.017, total+:40, total-:310\n", "@threshold:0.385, sens:0.277, spec:0.929, ppv:0.548, acc:0.774, f1:0.368, mcc:0.016, total+:42, total-:308\n", "@threshold:0.383, sens:0.289, spec:0.929, ppv:0.558, acc:0.777, f1:0.381, mcc:0.017, total+:43, total-:307\n", "@threshold:0.382, sens:0.289, spec:0.925, ppv:0.545, acc:0.774, f1:0.378, mcc:0.016, total+:44, total-:306\n", "@threshold:0.380, sens:0.301, spec:0.921, ppv:0.543, acc:0.774, f1:0.388, mcc:0.015, total+:46, total-:304\n", "@threshold:0.367, sens:0.313, spec:0.918, ppv:0.542, acc:0.774, f1:0.397, mcc:0.015, total+:48, total-:302\n", "@threshold:0.367, sens:0.325, spec:0.918, ppv:0.551, acc:0.777, f1:0.409, mcc:0.016, total+:49, total-:301\n", "@threshold:0.365, sens:0.325, spec:0.914, ppv:0.540, acc:0.774, f1:0.406, mcc:0.015, total+:50, total-:300\n", "@threshold:0.361, sens:0.337, spec:0.914, ppv:0.549, acc:0.777, f1:0.418, mcc:0.015, total+:51, total-:299\n", "@threshold:0.352, sens:0.349, spec:0.910, ppv:0.547, acc:0.777, f1:0.426, mcc:0.015, total+:53, total-:297\n", "@threshold:0.317, sens:0.361, spec:0.891, ppv:0.508, acc:0.766, f1:0.423, mcc:0.012, total+:59, total-:291\n", "@threshold:0.317, sens:0.361, spec:0.888, ppv:0.500, acc:0.763, f1:0.420, mcc:0.011, total+:60, total-:290\n", "@threshold:0.311, sens:0.373, spec:0.873, ppv:0.477, acc:0.754, f1:0.419, mcc:0.009, total+:65, total-:285\n", "@threshold:0.309, sens:0.373, spec:0.869, ppv:0.470, acc:0.751, f1:0.416, mcc:0.009, total+:66, total-:284\n", "@threshold:0.298, sens:0.386, spec:0.865, ppv:0.471, acc:0.751, f1:0.424, mcc:0.009, total+:68, total-:282\n", "@threshold:0.294, sens:0.386, spec:0.861, ppv:0.464, acc:0.749, f1:0.421, mcc:0.008, total+:69, total-:281\n", "@threshold:0.287, sens:0.398, spec:0.858, ppv:0.465, acc:0.749, f1:0.429, mcc:0.008, total+:71, total-:279\n", "@threshold:0.286, sens:0.398, spec:0.854, ppv:0.458, acc:0.746, f1:0.426, mcc:0.008, total+:72, total-:278\n", "@threshold:0.283, sens:0.410, spec:0.854, ppv:0.466, acc:0.749, f1:0.436, mcc:0.008, 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acc:0.726, f1:0.500, mcc:0.006, total+:109, total-:241\n", "@threshold:0.171, sens:0.578, spec:0.768, ppv:0.436, acc:0.723, f1:0.497, mcc:0.006, total+:110, total-:240\n", "@threshold:0.165, sens:0.590, spec:0.768, ppv:0.441, acc:0.726, f1:0.505, mcc:0.007, total+:111, total-:239\n", "@threshold:0.162, sens:0.590, spec:0.764, ppv:0.438, acc:0.723, f1:0.503, mcc:0.006, total+:112, total-:238\n", "@threshold:0.159, sens:0.602, spec:0.760, ppv:0.439, acc:0.723, f1:0.508, mcc:0.006, total+:114, total-:236\n", "@threshold:0.149, sens:0.602, spec:0.757, ppv:0.435, acc:0.720, f1:0.505, mcc:0.006, total+:115, total-:235\n", "@threshold:0.135, sens:0.614, spec:0.745, ppv:0.429, acc:0.714, f1:0.505, mcc:0.006, total+:119, total-:231\n", "@threshold:0.128, sens:0.614, spec:0.742, ppv:0.425, acc:0.711, f1:0.502, mcc:0.006, total+:120, total-:230\n", "@threshold:0.122, sens:0.627, spec:0.723, ppv:0.413, acc:0.700, f1:0.498, mcc:0.005, total+:126, total-:224\n", "@threshold:0.121, sens:0.627, spec:0.719, ppv:0.409, acc:0.697, f1:0.495, mcc:0.005, total+:127, total-:223\n", "@threshold:0.113, sens:0.639, spec:0.715, ppv:0.411, acc:0.697, f1:0.500, mcc:0.005, total+:129, total-:221\n", "@threshold:0.110, sens:0.639, spec:0.712, ppv:0.408, acc:0.694, f1:0.498, mcc:0.005, total+:130, total-:220\n", "@threshold:0.096, sens:0.651, spec:0.700, ppv:0.403, acc:0.689, f1:0.498, mcc:0.005, total+:134, total-:216\n", "@threshold:0.090, sens:0.663, spec:0.697, ppv:0.404, acc:0.689, f1:0.502, mcc:0.005, total+:136, total-:214\n", "@threshold:0.081, sens:0.675, spec:0.693, ppv:0.406, acc:0.689, f1:0.507, mcc:0.005, total+:138, total-:212\n", "@threshold:0.073, sens:0.675, spec:0.689, ppv:0.403, acc:0.686, f1:0.505, mcc:0.005, total+:139, total-:211\n", "@threshold:0.063, sens:0.687, spec:0.685, ppv:0.404, acc:0.686, f1:0.509, mcc:0.005, total+:141, total-:209\n", "@threshold:0.062, sens:0.687, spec:0.682, ppv:0.401, acc:0.683, f1:0.507, mcc:0.005, total+:142, total-:208\n", "@threshold:0.038, sens:0.699, spec:0.674, ppv:0.400, acc:0.680, f1:0.509, mcc:0.005, total+:145, total-:205\n", "@threshold:0.038, sens:0.699, spec:0.670, ppv:0.397, acc:0.677, f1:0.507, mcc:0.005, total+:146, total-:204\n", "@threshold:0.015, sens:0.711, spec:0.652, ppv:0.388, acc:0.666, f1:0.502, mcc:0.004, total+:152, total-:198\n", "@threshold:0.012, sens:0.711, spec:0.648, ppv:0.386, acc:0.663, f1:0.500, mcc:0.004, total+:153, total-:197\n", "@threshold:-0.002, sens:0.723, spec:0.633, ppv:0.380, acc:0.654, f1:0.498, mcc:0.004, total+:158, total-:192\n", "@threshold:-0.004, sens:0.723, spec:0.629, ppv:0.377, acc:0.651, f1:0.496, mcc:0.004, total+:159, total-:191\n", "@threshold:-0.034, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.035, sens:0.735, spec:0.607, ppv:0.367, acc:0.637, f1:0.490, mcc:0.004, total+:166, total-:184\n", "@threshold:-0.037, sens:0.747, spec:0.599, ppv:0.367, acc:0.634, f1:0.492, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.040, sens:0.747, spec:0.596, ppv:0.365, acc:0.631, f1:0.490, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.052, sens:0.759, spec:0.592, ppv:0.366, acc:0.631, f1:0.494, mcc:0.004, total+:172, total-:178\n", "@threshold:-0.055, sens:0.759, spec:0.588, ppv:0.364, acc:0.629, f1:0.492, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.066, sens:0.783, spec:0.536, ppv:0.344, acc:0.594, f1:0.478, mcc:0.003, total+:189, total-:161\n", "@threshold:-0.070, sens:0.795, spec:0.532, ppv:0.346, acc:0.594, f1:0.482, mcc:0.003, total+:191, total-:159\n", "@threshold:-0.086, sens:0.807, spec:0.513, ppv:0.340, acc:0.583, f1:0.479, mcc:0.003, total+:197, total-:153\n", "@threshold:-0.089, sens:0.819, spec:0.509, ppv:0.342, acc:0.583, f1:0.482, mcc:0.003, total+:199, total-:151\n", "@threshold:-0.104, sens:0.831, spec:0.491, ppv:0.337, acc:0.571, f1:0.479, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.105, sens:0.831, spec:0.487, ppv:0.335, acc:0.569, f1:0.478, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.110, sens:0.843, spec:0.472, ppv:0.332, acc:0.560, f1:0.476, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.113, sens:0.843, spec:0.468, ppv:0.330, acc:0.557, f1:0.475, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.122, sens:0.855, spec:0.457, ppv:0.329, acc:0.551, f1:0.475, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.125, sens:0.880, spec:0.453, ppv:0.333, acc:0.554, f1:0.483, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.183, sens:0.892, spec:0.401, ppv:0.316, acc:0.517, f1:0.467, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.187, sens:0.892, spec:0.397, ppv:0.315, acc:0.514, f1:0.465, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.217, sens:0.904, spec:0.367, ppv:0.307, acc:0.494, f1:0.459, mcc:0.003, total+:244, total-:106\n", "@threshold:-0.219, sens:0.904, spec:0.363, ppv:0.306, acc:0.491, f1:0.457, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.220, sens:0.916, spec:0.363, ppv:0.309, acc:0.494, f1:0.462, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.220, sens:0.916, spec:0.360, ppv:0.308, acc:0.491, f1:0.461, mcc:0.003, total+:247, total-:103\n", "@threshold:-0.242, sens:0.928, spec:0.322, ppv:0.298, acc:0.466, f1:0.452, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.250, sens:0.928, spec:0.318, ppv:0.297, acc:0.463, f1:0.450, mcc:0.002, total+:259, total-:91\n", "@threshold:-0.253, sens:0.940, spec:0.318, ppv:0.300, acc:0.466, f1:0.455, mcc:0.003, total+:260, total-:90\n", "@threshold:-0.256, sens:0.940, spec:0.315, ppv:0.299, acc:0.463, f1:0.453, mcc:0.002, total+:261, total-:89\n", "@threshold:-0.272, sens:0.952, spec:0.307, ppv:0.299, acc:0.460, f1:0.455, mcc:0.003, total+:264, total-:86\n", "@threshold:-0.281, sens:0.952, spec:0.303, ppv:0.298, acc:0.457, f1:0.454, mcc:0.003, total+:265, total-:85\n", "@threshold:-0.288, sens:0.964, spec:0.300, ppv:0.300, acc:0.457, f1:0.457, mcc:0.003, total+:267, total-:83\n", "@threshold:-0.290, sens:0.964, spec:0.296, ppv:0.299, acc:0.454, f1:0.456, mcc:0.003, total+:268, total-:82\n", "@threshold:-0.330, sens:0.976, spec:0.273, ppv:0.295, acc:0.440, f1:0.453, mcc:0.003, total+:275, total-:75\n", "@threshold:-0.331, sens:0.976, spec:0.270, ppv:0.293, acc:0.437, f1:0.451, mcc:0.003, total+:276, total-:74\n", "@threshold:-0.505, sens:0.988, spec:0.165, ppv:0.269, acc:0.360, f1:0.423, mcc:0.002, total+:305, total-:45\n", "@threshold:-0.512, sens:0.988, spec:0.161, ppv:0.268, acc:0.357, f1:0.422, mcc:0.002, total+:306, total-:44\n", "@threshold:-1.070, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-gain0to24 | coef 0.088 95% CI: [0.064 , 0.112] | OR_adj 1.092 [1.066 1.118] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs86:Cataract:-0.066\n", "\n", "* Vital: BMI-latest | coef 0.085 95% CI: [0.066 , 0.104] | OR_adj 1.089 [1.069 1.110] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs214:GI cong anom:-0.054\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", "\n", "* Vital: Wt-avg19to24 | coef 0.081 95% CI: [0.062 , 0.101] | OR_adj 1.085 [1.064 1.106] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.045 95% CI: [0.029 , 0.062] | OR_adj 1.046 [1.029 1.064] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt-gain0to24 | coef 0.045 95% CI: [0.030 , 0.060] | OR_adj 1.046 [1.030 1.062] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: BMI-avg19to24 | coef 0.022 95% CI: [0.008 , 0.036] | OR_adj 1.022 [1.009 1.036] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.018 95% CI: [0.010 , 0.025] | OR_adj 1.018 [1.010 1.025] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", "\n", "* Vital: BMI-avg16to19 | coef 0.018 95% CI: [0.009 , 0.026] | OR_adj 1.018 [1.009 1.026] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs235:Opn wnd head:0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", " Diagnosis:9ccs56:Cystic fibro:-0.057\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs86:Cataract:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs246:FUO:0.053\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.016 95% CI: [0.009 , 0.023] | OR_adj 1.016 [1.009 1.023] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs129:Asp pneumon:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.050\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.015 95% CI: [0.006 , 0.023] | OR_adj 1.015 [1.006 1.023] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", "\n", "* Vital: Wt-latest | coef 0.015 95% CI: [0.008 , 0.021] | OR_adj 1.015 [1.008 1.021] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: BMI-avg7to10 | coef 0.014 95% CI: [0.006 , 0.022] | OR_adj 1.014 [1.006 1.022] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Diagnosis:9ccs167:Breast dx:0.067\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.011 95% CI: [0.006 , 0.016] | OR_adj 1.011 [1.006 1.016] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.058\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.010 95% CI: [0.003 , 0.017] | OR_adj 1.010 [1.003 1.017] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.055\n", " Diagnosis:9ccs167:Breast dx:0.054\n", " Diagnosis:9ccs129:Asp pneumon:-0.053\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.010 95% CI: [0.004 , 0.015] | OR_adj 1.010 [1.004 1.015] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", "\n", "* Vital: Wt-avg3to5 | coef 0.009 95% CI: [0.004 , 0.014] | OR_adj 1.009 [1.004 1.015] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", "\n", " MatDeliveryAge | coef 0.008 95% CI: [0.004 , 0.011] | OR_adj 1.008 [1.004 1.011] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", "* Vital: Wt-avg16to19 | coef 0.007 95% CI: [0.002 , 0.012] | OR_adj 1.007 [1.002 1.013] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.070\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.006 95% CI: [0.003 , 0.009] | OR_adj 1.006 [1.003 1.010] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs129:Asp pneumon:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.006 95% CI: [0.002 , 0.010] | OR_adj 1.006 [1.002 1.010] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Diagnosis:9ccs86:Cataract:-0.068\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.006 95% CI: [0.003 , 0.009] | OR_adj 1.006 [1.003 1.009] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.052\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.001 , 0.009] | OR_adj 1.005 [1.001 1.009] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs204:Ot joint dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.063\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.060\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", "\n", " Vital: Temp-latest | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.004 95% CI: [0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", "* Vital: Wt-gain13to19 | coef 0.004 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.006] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs230:Fx leg:0.057\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs235:Opn wnd head:0.049\n", " Diagnosis:9ccs5:HIV infectn:-0.049\n", " Diagnosis:9ccs98:HTN:0.049\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.047\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.047\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.006] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", "* Vital: BMI-avg10to13 | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", "\n", " Vital: HR-avg3to5 | coef -0.003 95% CI: [-0.008 , 0.003] | OR_adj 0.997 [0.992 1.003] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", "* Vital: Wt Percentile-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs238:Complic proc:-0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.062\n", " Diagnosis:9ccs145:Int obstruct:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef -0.003 95% CI: [-0.008 , 0.003] | OR_adj 0.997 [0.992 1.003] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Diagnosis:9ccs258:Other screen:0.102\n", "\n", " Vital: Ht-avg7to10 | coef -0.003 95% CI: [-0.007 , 0.002] | OR_adj 0.997 [0.993 1.002] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:10ccs238:Complic proc:-0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.057\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.002 95% CI: [-0.005 , 0.000] | OR_adj 0.998 [0.995 1.000] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", "* Vital: BMI-avg13to16 | coef 0.002 95% CI: [-0.001 , 0.006] | OR_adj 1.002 [0.999 1.006] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.067\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs86:Cataract:-0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", "\n", "* Vital: BMI-avg3to5 | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs52:Nutrit defic:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.056\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.060\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.059\n", "\n", "* Vital: Wt-avg0to1 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", "* Vital: Wt-gain3to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs181:Ot preg comp:-0.070\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.070\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:-0.068\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.062\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2:Septicemia:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.059\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", " Diagnosis:9ccs0:No DX | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs61:Sickle cell:0.077\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs9:Sexual Infxs:-0.060\n", "\n", " Vital: Ht Percentile-avg13to16 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", "* Vital: BMI-avg1to3 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.062\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", "\n", " Vital: BMI-gain1to5 | coef -0.002 95% CI: [-0.004 , 0.001] | OR_adj 0.998 [0.996 1.001] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.086\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Diagnosis:9ccs239:Superfic inj:0.063\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs98:HTN:0.051\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs9:Sexual Infxs:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs56:Cystic fibro:-0.063\n", " Diagnosis:9ccs129:Asp pneumon:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.061\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.093\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.087\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs129:Asp pneumon:-0.078\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs214:GI cong anom:-0.071\n", "\n", " Vital: HC-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:0.135\n", " Diagnosis:9ccs129:Asp pneumon:-0.130\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.124\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.107\n", " Lab:292147 TSH - Sunrise:0.104\n", " Diagnosis:9ccs162:Ot dx bladdr:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.067\n", "\n", " Vital: Wt-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.061\n", " Diagnosis:9ccs86:Cataract:-0.060\n", " Diagnosis:9ccs104:Oth heart dx:-0.059\n", "\n", " Vital: BMI-gain7to13 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:10ccs238:Complic proc:0.065\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.054\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.106\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs72:Anxiety dx:-0.081\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs230:Fx leg:-0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs245:Syncope:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.070\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs129:Asp pneumon:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Lab:323854 CULTURE FECES - Sunrise:0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.164\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.084\n", " Diagnosis:9ccs231:Oth fracture:0.084\n", " Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.064\n", "\n", " Vital: RR-avg10to13 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.062\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.060\n", " Diagnosis:9ccs221:Resp distres:0.057\n", "\n", " Vital: Temp-avg3to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", "\n", " Vital: Ht-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef -0.001 95% CI: [-0.004 , 0.002] | OR_adj 0.999 [0.996 1.002] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Number of Visits | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", "\n", " Vital: RR-avg1to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs145:Int obstruct:-0.057\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:-0.052\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Diagnosis:9ccs86:Cataract:0.116\n", " Diagnosis:9ccs5:HIV infectn:0.116\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.116\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.116\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Vital: Temp-avg10to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs86:Cataract:-0.054\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", "* Vital: BMI-gain0to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.076\n", " Diagnosis:9ccs86:Cataract:0.074\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.066\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.061\n", " Diagnosis:9ccs8:Oth infectns:0.058\n", " Diagnosis:9ccs44:Neoplsm unsp:0.054\n", " Diagnosis:9ccs140:Gastritis:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs181:Ot preg comp:-0.059\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", "\n", " Vital: HC-gain0to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Diagnosis:9ccs92:Otitis media:-0.081\n", " Diagnosis:9ccs125:Bronchitis:-0.076\n", " Diagnosis:9ccs127:COPD:-0.073\n", " Diagnosis:9ccs257:Ot aftercare:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.067\n", " Diagnosis:9ccs109:Acute CVD:-0.065\n", " Diagnosis:9ccs51:Ot endo dsor:-0.064\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.098\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.095\n", " Diagnosis:9ccs9:Sexual Infxs:0.088\n", " Diagnosis:9ccs51:Ot endo dsor:0.088\n", " Diagnosis:9ccs61:Sickle cell:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Diagnosis:9ccs129:Asp pneumon:-0.071\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", "* Vital: Wt Change-latest | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs61:Sickle cell:0.143\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Diagnosis:9ccs135:Intest infct:-0.089\n", " Diagnosis:9ccs155:Other GI dx:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.068\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.066\n", "\n", "* Vital: BMI Percentile-latest | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.105\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.087\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs245:Syncope:-0.078\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.072\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.071\n", "\n", "* Vital: Wt-gain0to3 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs159:UTI:0.057\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs86:Cataract:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", "\n", "* Vital: BMI-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs181:Ot preg comp:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs230:Fx leg:0.053\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Newborn Diagnosis:9ccs97:Carditis:-0.050\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.050\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", " Diagnosis:9ccs230:Fx leg:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Diagnosis:9ccs72:Anxiety dx:0.051\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Vital: HC-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.045\n", " Diagnosis:9ccs142:Appendicitis:0.044\n", "\n", " Vital: Wt Change-avg7to10 | coef -0.000 95% CI: [-0.002 , 0.001] | OR_adj 1.000 [0.998 1.001] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Diagnosis:9ccs166:Oth male gen:-0.085\n", " Diagnosis:9ccs257:Ot aftercare:-0.084\n", " Diagnosis:9ccs128:Asthma:-0.082\n", " Diagnosis:9ccs7:Viral infect:-0.073\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.115\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.088\n", " Diagnosis:9ccs230:Fx leg:-0.083\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.079\n", " Newborn Diagnosis:9ccs252:Fatigue:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Diagnosis:9ccs9:Sexual Infxs:0.085\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs115:Aneurysm:0.085\n", "\n", " Vital: Wt-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs214:GI cong anom:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs98:HTN:-0.056\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.066\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:0.060\n", " Diagnosis:9ccs135:Intest infct:-0.060\n", " Diagnosis:9ccs61:Sickle cell:0.058\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.052\n", "\n", " Vital: HC-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Diagnosis:9ccs51:Ot endo dsor:0.046\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs98:HTN:0.046\n", "\n", " Vital: HR-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs145:Int obstruct:-0.071\n", " Diagnosis:9ccs63:Wht blood dx:0.069\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", "\n", " Vital: Ht-gain0to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs129:Asp pneumon:-0.066\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", "* Vital: HC-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.138\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.098\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.075\n", " Diagnosis:9ccs72:Anxiety dx:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", "\n", "* Vital: Wt-avg13to16 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs120:Hemmorhoids:0.062\n", " Diagnosis:9ccs106:Dysrhythmia:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", "\n", "* Vital: Wt-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.065\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs5:HIV infectn:0.052\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", "* Vital: Wt-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.069\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs137:Mouth dx:-0.066\n", " Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.057\n", "\n", " Vital: BMI-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs181:Ot preg comp:0.062\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.060\n", " Diagnosis:10ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.058\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.057\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.057\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.057\n", "\n", " Vital: Ht-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", " Vital: Wt Change-avg0to1 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.119\n", " Lab:323854 CULTURE FECES - Sunrise:0.108\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.102\n", " Diagnosis:9ccs120:Hemmorhoids:0.102\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.090\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.078\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs127:COPD:0.061\n", "\n", "* Vital: HC-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Vital: BMI-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs142:Appendicitis:-0.055\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs230:Fx leg:-0.049\n", "\n", " Vital: Wt Percentile-gain10to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.147\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.084\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs72:Anxiety dx:0.064\n", " Diagnosis:9ccs98:HTN:-0.063\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs56:Cystic fibro:0.063\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs72:Anxiety dx:-0.051\n", " Diagnosis:9ccs135:Intest infct:0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.046\n", "\n", "* Vital: HC-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", " Vital: Wt-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Diagnosis:9ccs181:Ot preg comp:0.069\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", "* Vital: Ht-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", "* Vital: Ht-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.092\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.089\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs106:Dysrhythmia:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.061\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.059\n", " Diagnosis:9ccs212:Ot bone dx:-0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.054\n", " Number of Visits:0.054\n", "\n", " Vital: Ht Percentile-gain16to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Lab:297280 GLUCOSE REAGENT STRIP:-0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", "\n", " Vital: Wt Percentile-gain5to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.103\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Lab:292147 TSH - Sunrise:-0.074\n", " Diagnosis:9ccs98:HTN:0.068\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.061\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.061\n", " Diagnosis:9ccs257:Ot aftercare:0.059\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.058\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.078\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.056\n", " Diagnosis:10ccs238:Complic proc:0.056\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.052\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Vital: HC-gain1to5 | coef 0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.092\n", " Lab:323854 CULTURE FECES - Sunrise:0.085\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.078\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.078\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.078\n", "\n", "* Vital: Wt Change-avg19to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.152\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.152\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", " Diagnosis:9ccs6:Hepatitis:0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", "\n", "* Vital: BMI-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs218:Liveborn:0.058\n", " Newborn Diagnosis:9ccs0:No DX:-0.056\n", "\n", "* Vital: Ht-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", "* Vital: BMI-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.072\n", " Diagnosis:9ccs216:Nerv cong an:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.069\n", " Newborn Diagnosis:9ccs252:Fatigue:0.061\n", "\n", " Vital: Ht-gain10to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs142:Appendicitis:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.054\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.053\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs204:Ot joint dx:-0.049\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:-0.059\n", " Diagnosis:9ccs56:Cystic fibro:0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292147 TSH - Sunrise:-0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:-0.124\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.107\n", " Diagnosis:9ccs214:GI cong anom:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.075\n", " Diagnosis:9ccs109:Acute CVD:-0.074\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs258:Other screen:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.064\n", " Lab:292147 TSH - Sunrise:-0.064\n", "\n", " Vital: BMI-gain3to7 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:-0.062\n", "\n", " Vital: HR-avg0to1 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs6:Hepatitis:-0.078\n", " Diagnosis:9ccs4:Mycoses:0.075\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs181:Ot preg comp:0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", "\n", " Vital: BMI-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs115:Aneurysm:-0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.058\n", " Diagnosis:9ccs181:Ot preg comp:0.057\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", "Vital : 0.576416678667\n", "MatDeliveryAge : 0.00750478145939\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Diagnosis : -0.00265897942713\n", "Newborn Diagnosis : -0.00033583282612\n", "Number of Visits : -0.000757902647339\n", "Time to run analysis 0:00:41.530622\n", "Total Time elapsed 4:25:53.470981\n", "-----------------------------------------------------\n", "\n", "boys no_min no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.240\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.241\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.303\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.871, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.768, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.175\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.180\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.195\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.772, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: -0.086\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: -0.112\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.033\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.762, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: 0.276\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.296\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.290\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.728, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.287\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.294\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.292\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.310\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.760, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.315\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.296\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.329\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.753, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: -0.048\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: -0.010\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.764, R^2 test: 0.046\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.695, R^2 test: 0.077\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.752, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.135\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.176\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.249\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.563, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.763, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.005\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.041\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.073\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.739, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.200\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.202\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.204\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.729, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.023\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.018\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.023\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.904, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.758, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.217\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.219\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.192\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.760, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.073\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.074\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.751, R^2 test: 0.069\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.684, R^2 test: 0.071\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.753, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.216\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.214\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.238\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.611, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.611\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.744, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.250\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.267\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: 0.306\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.574, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.749, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.131\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.137\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.161\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.638\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.724, Explained Variance Score Test: 0.243\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: -0.037\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: -0.010\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.772, R^2 test: -0.010\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.715, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.642, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.776, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.147\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.149\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.208\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.611, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.611\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.769, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.285\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.290\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.301\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.722, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.210\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.203\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.153\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.746, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.215\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.230\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.236\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.763, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.021\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.058\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.069\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.781, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.347\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.375\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.371\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.364\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.387\n", "AUC Test: 0.764, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.019\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.032\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.065\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.047\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.754, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.214\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.879, R^2 test: 0.219\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.258\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.762, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.245\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.765, R^2 test: 0.265\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.694, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.766, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.073\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.074\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.078\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.750, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.287\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.310\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.337\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.594\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.770, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.313\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.304\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.753, R^2 test: 0.325\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.322\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.765, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.068\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.086\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.139\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.645\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.757, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.241\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.254\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.227\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.773, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.426\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.434\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.462\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.475\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.466\n", "AUC Test: 0.761, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.076\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.081\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.736, R^2 test: 0.105\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.750, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.244\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.247\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.763, R^2 test: 0.251\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.700, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.760, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.272\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.276\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.733, R^2 test: 0.284\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.752, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.450\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.445\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.423\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.596, R^2 test: 0.419\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.778, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.096\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.116\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: 0.109\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.638\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.735, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.040\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.041\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.049\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.768, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.225\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: 0.234\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.768, R^2 test: 0.235\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.698, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.698\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.738, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.177\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.182\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.169\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.783, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.258\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.229\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.225\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.761, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.270\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.267\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.271\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.759, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.224\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.222\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.277\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.753, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.339\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.339\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.346\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.768, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.062\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.064\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: -0.015\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.755, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: -0.071\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: -0.067\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: -0.047\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.665, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.770, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.434\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.440\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.428\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.632, R^2 test: 0.424\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.874, Explained Variance Score Validation: 0.426\n", "AUC Test: 0.756, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.250\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: 0.242\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: 0.313\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: 0.326\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.761, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.311\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.338\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.362\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.361\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.755, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.040\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.045\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.048\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.786, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.260\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.255\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.279\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.680, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.760, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.094\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.115\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.137\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.653\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.720, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.221\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.238\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.233\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.752, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: -0.001\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.017\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.032\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.032\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.739, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.438\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.435\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.448\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.449\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.689\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.453\n", "AUC Test: 0.763, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.167\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.164\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.152\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.748, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.270\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.281\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.254\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.769, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.205\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: 0.250\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.275\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.764, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.143\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.142\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.152\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.627\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.771, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: 0.080\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.104\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.762, R^2 test: 0.133\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.702, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.774, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.205\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.204\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.226\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.577\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.763, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.089\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.091\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.758, R^2 test: 0.099\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.691, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.756, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.152\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.163\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.181\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.737, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.278\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.274\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.269\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.739, Explained Variance Score Test: 0.249\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.144\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.130\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.760, R^2 test: 0.115\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.703, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.760, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.114\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.119\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: 0.129\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.750, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.412\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.412\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.758, R^2 test: 0.409\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.406\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.412\n", "AUC Test: 0.759, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.266\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.252\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.250\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.774, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.308\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.318\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.307\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.541, R^2 test: 0.305\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.541\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.781, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.058\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.091\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.733, R^2 test: 0.126\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.760, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.235\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.247\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.240\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.752, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: 0.204\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.222\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.665, R^2 test: 0.257\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.745, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.169\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.175\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.169\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.771, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.165\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.194\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.247\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.736, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.232\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.237\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.758, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.277\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.288\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.288\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.755, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.180\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.180\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.164\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.886, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.584, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.760, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.354\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.378\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.382\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.432\n", "AUC Test: 0.744, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.063\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.065\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.759, R^2 test: 0.039\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.744, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.243\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.244\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.221\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.755, Explained Variance Score Test: 0.265\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.160\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.161\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.175\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.749, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.168\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.161\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.162\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.553, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.553\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.733, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.227\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.238\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.656, R^2 test: 0.261\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.580, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.580\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.753, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.107\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.132\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.154\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.652\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.779, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.087\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.094\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.141\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.765, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.203\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.202\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.211\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.636\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.766, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.148\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.155\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.178\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.745, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.130\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.148\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.172\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.751, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: 0.253\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.262\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.273\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.757, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.192\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.188\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.202\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.656\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.776, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.219\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.213\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.197\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.733, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: -0.049\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: -0.039\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: -0.028\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: -0.038\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.632, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.772, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.269\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.275\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.250\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.769, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.085\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.143\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.181\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.569\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.774, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.161\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.183\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.197\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.545, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.738, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: -0.125\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.891, R^2 test: -0.118\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.783, R^2 test: -0.097\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.720, R^2 test: -0.084\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.646, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.789, Explained Variance Score Test: 0.310\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.058\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.071\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.137\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.741, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.265\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.260\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.266\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.725, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.224\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.250\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.265\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.754, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.430\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.426\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.420\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.410\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.431\n", "AUC Test: 0.767, Explained Variance Score Test: 0.303\n", "\n", "total Variables 2026 and total subjects: 1751\n", "->AUC validation: 0.736 95% CI: [0.723 , 0.749]\n", "->AUC test: 0.757 95% CI: [0.754 , 0.760]\n", "->R^2 validation: 0.219 95% CI: [0.197 , 0.240]\n", "->R^2 test: 0.276 95% CI: [0.271 , 0.281]\n", "->Explained Variance validation: 0.206 95% CI: [0.184 , 0.228]\n", "->Explained Variance test: 0.273 95% CI: [0.268 , 0.278]\n", "Test set metrics:\n", "@threshold:1.700, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.584, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.524, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.443, sens:0.072, spec:0.996, ppv:0.857, acc:0.777, f1:0.133, mcc:0.237, total+:7, total-:343\n", "@threshold:1.404, sens:0.084, spec:0.996, ppv:0.875, acc:0.780, f1:0.154, mcc:0.261, total+:8, total-:342\n", "@threshold:1.400, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:1.373, sens:0.096, spec:0.989, ppv:0.727, acc:0.777, f1:0.170, mcc:0.079, total+:11, total-:339\n", "@threshold:1.334, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:1.327, sens:0.133, spec:0.985, ppv:0.733, acc:0.783, f1:0.224, mcc:0.070, total+:15, total-:335\n", "@threshold:1.290, sens:0.145, spec:0.981, ppv:0.706, acc:0.783, f1:0.240, mcc:0.057, total+:17, total-:333\n", "@threshold:1.233, sens:0.157, spec:0.978, ppv:0.684, acc:0.783, f1:0.255, mcc:0.048, total+:19, total-:331\n", "@threshold:1.196, sens:0.157, spec:0.974, ppv:0.650, acc:0.780, f1:0.252, mcc:0.039, total+:20, total-:330\n", "@threshold:1.126, sens:0.169, spec:0.974, ppv:0.667, acc:0.783, f1:0.269, mcc:0.042, total+:21, total-:329\n", "@threshold:1.090, sens:0.181, spec:0.970, ppv:0.652, acc:0.783, f1:0.283, mcc:0.037, total+:23, total-:327\n", "@threshold:1.036, sens:0.193, spec:0.966, ppv:0.640, acc:0.783, f1:0.296, mcc:0.033, total+:25, total-:325\n", "@threshold:1.011, sens:0.205, spec:0.963, ppv:0.630, acc:0.783, f1:0.309, mcc:0.030, total+:27, total-:323\n", "@threshold:0.949, sens:0.217, spec:0.963, ppv:0.643, acc:0.786, f1:0.324, mcc:0.032, total+:28, total-:322\n", "@threshold:0.909, sens:0.217, spec:0.959, ppv:0.621, acc:0.783, f1:0.321, mcc:0.028, total+:29, total-:321\n", "@threshold:0.900, sens:0.229, spec:0.959, ppv:0.633, acc:0.786, f1:0.336, mcc:0.030, total+:30, total-:320\n", "@threshold:0.838, sens:0.289, spec:0.955, ppv:0.667, acc:0.797, f1:0.403, mcc:0.032, total+:36, total-:314\n", "@threshold:0.800, sens:0.301, spec:0.948, ppv:0.641, acc:0.794, f1:0.410, mcc:0.027, total+:39, total-:311\n", "@threshold:0.795, sens:0.301, spec:0.944, ppv:0.625, acc:0.791, f1:0.407, mcc:0.025, total+:40, total-:310\n", "@threshold:0.786, sens:0.313, spec:0.944, ppv:0.634, acc:0.794, f1:0.419, mcc:0.026, total+:41, total-:309\n", "@threshold:0.761, sens:0.313, spec:0.940, ppv:0.619, acc:0.791, f1:0.416, mcc:0.024, total+:42, total-:308\n", "@threshold:0.751, sens:0.325, spec:0.936, ppv:0.614, acc:0.791, f1:0.425, mcc:0.023, total+:44, total-:306\n", "@threshold:0.724, sens:0.361, spec:0.933, ppv:0.625, acc:0.797, f1:0.458, mcc:0.023, total+:48, total-:302\n", "@threshold:0.720, sens:0.373, spec:0.933, ppv:0.633, acc:0.800, f1:0.470, mcc:0.024, total+:49, total-:301\n", "@threshold:0.689, sens:0.386, spec:0.929, ppv:0.627, acc:0.800, f1:0.478, mcc:0.023, total+:51, total-:299\n", "@threshold:0.608, sens:0.398, spec:0.891, ppv:0.532, acc:0.774, f1:0.455, mcc:0.013, total+:62, total-:288\n", "@threshold:0.577, sens:0.434, spec:0.888, ppv:0.545, acc:0.780, f1:0.483, mcc:0.014, total+:66, total-:284\n", "@threshold:0.567, sens:0.446, spec:0.876, ppv:0.529, acc:0.774, f1:0.484, mcc:0.012, total+:70, total-:280\n", "@threshold:0.564, sens:0.446, spec:0.873, ppv:0.521, acc:0.771, f1:0.481, mcc:0.012, total+:71, total-:279\n", "@threshold:0.530, sens:0.458, spec:0.850, ppv:0.487, acc:0.757, f1:0.472, mcc:0.009, total+:78, total-:272\n", "@threshold:0.524, sens:0.458, spec:0.846, ppv:0.481, acc:0.754, f1:0.469, mcc:0.009, total+:79, total-:271\n", "@threshold:0.453, sens:0.470, spec:0.824, ppv:0.453, acc:0.740, f1:0.462, mcc:0.007, total+:86, total-:264\n", "@threshold:0.449, sens:0.482, spec:0.820, ppv:0.455, acc:0.740, f1:0.468, mcc:0.007, total+:88, total-:262\n", "@threshold:0.442, sens:0.494, spec:0.820, ppv:0.461, acc:0.743, f1:0.477, mcc:0.008, total+:89, total-:261\n", "@threshold:0.424, sens:0.494, spec:0.816, ppv:0.456, acc:0.740, f1:0.474, mcc:0.007, total+:90, total-:260\n", "@threshold:0.420, sens:0.506, spec:0.816, ppv:0.462, acc:0.743, f1:0.483, mcc:0.008, total+:91, total-:259\n", "@threshold:0.419, sens:0.518, spec:0.813, ppv:0.462, acc:0.743, f1:0.489, mcc:0.008, total+:93, total-:257\n", "@threshold:0.406, sens:0.530, spec:0.809, ppv:0.463, acc:0.743, f1:0.494, mcc:0.008, total+:95, total-:255\n", "@threshold:0.397, sens:0.530, spec:0.805, ppv:0.458, acc:0.740, f1:0.492, mcc:0.007, total+:96, total-:254\n", "@threshold:0.386, sens:0.542, spec:0.801, ppv:0.459, acc:0.740, f1:0.497, mcc:0.007, total+:98, total-:252\n", "@threshold:0.381, sens:0.542, spec:0.798, ppv:0.455, acc:0.737, f1:0.495, mcc:0.007, total+:99, total-:251\n", "@threshold:0.332, sens:0.554, spec:0.787, ppv:0.447, acc:0.731, f1:0.495, mcc:0.007, total+:103, total-:247\n", "@threshold:0.320, sens:0.566, spec:0.783, ppv:0.448, acc:0.731, f1:0.500, mcc:0.007, total+:105, total-:245\n", "@threshold:0.272, sens:0.578, spec:0.764, ppv:0.432, acc:0.720, f1:0.495, mcc:0.006, total+:111, total-:239\n", "@threshold:0.271, sens:0.578, spec:0.760, ppv:0.429, acc:0.717, f1:0.492, mcc:0.006, total+:112, total-:238\n", "@threshold:0.238, sens:0.590, spec:0.753, ppv:0.426, acc:0.714, f1:0.495, mcc:0.006, total+:115, total-:235\n", "@threshold:0.237, sens:0.590, spec:0.749, ppv:0.422, acc:0.711, f1:0.492, mcc:0.006, total+:116, total-:234\n", "@threshold:0.226, sens:0.602, spec:0.742, ppv:0.420, acc:0.709, f1:0.495, mcc:0.006, total+:119, total-:231\n", "@threshold:0.219, sens:0.602, spec:0.738, ppv:0.417, acc:0.706, f1:0.493, mcc:0.005, total+:120, total-:230\n", "@threshold:0.200, sens:0.614, spec:0.738, ppv:0.421, acc:0.709, f1:0.500, mcc:0.006, total+:121, total-:229\n", "@threshold:0.197, sens:0.614, spec:0.734, ppv:0.418, acc:0.706, f1:0.498, mcc:0.006, total+:122, total-:228\n", "@threshold:0.192, sens:0.627, spec:0.730, ppv:0.419, acc:0.706, f1:0.502, mcc:0.006, total+:124, total-:226\n", "@threshold:0.188, sens:0.627, spec:0.727, ppv:0.416, acc:0.703, f1:0.500, mcc:0.005, total+:125, total-:225\n", "@threshold:0.187, sens:0.639, spec:0.727, ppv:0.421, acc:0.706, f1:0.507, mcc:0.006, total+:126, total-:224\n", "@threshold:0.178, sens:0.639, spec:0.723, ppv:0.417, acc:0.703, f1:0.505, mcc:0.005, total+:127, total-:223\n", "@threshold:0.153, sens:0.651, spec:0.704, ppv:0.406, acc:0.691, f1:0.500, mcc:0.005, total+:133, total-:217\n", "@threshold:0.152, sens:0.651, spec:0.700, ppv:0.403, acc:0.689, f1:0.498, mcc:0.005, total+:134, total-:216\n", "@threshold:0.139, sens:0.663, spec:0.693, ppv:0.401, acc:0.686, f1:0.500, mcc:0.005, total+:137, total-:213\n", "@threshold:0.130, sens:0.687, spec:0.689, ppv:0.407, acc:0.689, f1:0.511, mcc:0.005, total+:140, total-:210\n", "@threshold:0.129, sens:0.699, spec:0.689, ppv:0.411, acc:0.691, f1:0.518, mcc:0.005, total+:141, total-:209\n", "@threshold:0.121, sens:0.711, spec:0.685, ppv:0.413, acc:0.691, f1:0.522, mcc:0.005, total+:143, total-:207\n", "@threshold:0.079, sens:0.723, spec:0.667, ppv:0.403, acc:0.680, f1:0.517, mcc:0.005, total+:149, total-:201\n", "@threshold:0.071, sens:0.735, spec:0.663, ppv:0.404, acc:0.680, f1:0.521, mcc:0.005, total+:151, total-:199\n", "@threshold:0.069, sens:0.747, spec:0.655, ppv:0.403, acc:0.677, f1:0.523, mcc:0.005, total+:154, total-:196\n", "@threshold:0.065, sens:0.747, spec:0.652, ppv:0.400, acc:0.674, f1:0.521, mcc:0.005, total+:155, total-:195\n", "@threshold:0.057, sens:0.759, spec:0.652, ppv:0.404, acc:0.677, f1:0.527, mcc:0.005, total+:156, total-:194\n", "@threshold:0.053, sens:0.759, spec:0.648, ppv:0.401, acc:0.674, f1:0.525, mcc:0.005, total+:157, total-:193\n", "@threshold:0.023, sens:0.771, spec:0.633, ppv:0.395, acc:0.666, f1:0.522, mcc:0.005, total+:162, total-:188\n", "@threshold:0.020, sens:0.771, spec:0.629, ppv:0.393, acc:0.663, f1:0.520, mcc:0.005, total+:163, total-:187\n", "@threshold:0.020, sens:0.783, spec:0.629, ppv:0.396, acc:0.666, f1:0.526, mcc:0.005, total+:164, total-:186\n", "@threshold:0.018, sens:0.783, spec:0.625, ppv:0.394, acc:0.663, f1:0.524, mcc:0.005, total+:165, total-:185\n", "@threshold:0.010, sens:0.795, spec:0.622, ppv:0.395, acc:0.663, f1:0.528, mcc:0.005, total+:167, total-:183\n", "@threshold:0.005, sens:0.795, spec:0.618, ppv:0.393, acc:0.660, f1:0.526, mcc:0.005, total+:168, total-:182\n", "@threshold:-0.007, sens:0.807, spec:0.607, ppv:0.390, acc:0.654, f1:0.525, mcc:0.005, total+:172, total-:178\n", "@threshold:-0.009, sens:0.807, spec:0.603, ppv:0.387, acc:0.651, f1:0.523, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.041, sens:0.819, spec:0.577, ppv:0.376, acc:0.634, f1:0.515, mcc:0.004, total+:181, total-:169\n", "@threshold:-0.042, sens:0.819, spec:0.573, ppv:0.374, acc:0.631, f1:0.513, mcc:0.004, total+:182, total-:168\n", "@threshold:-0.081, sens:0.831, spec:0.539, ppv:0.359, acc:0.609, f1:0.502, mcc:0.004, total+:192, total-:158\n", "@threshold:-0.081, sens:0.831, spec:0.536, ppv:0.358, acc:0.606, f1:0.500, mcc:0.004, total+:193, total-:157\n", "@threshold:-0.126, sens:0.843, spec:0.502, ppv:0.345, acc:0.583, f1:0.490, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.130, sens:0.843, spec:0.498, ppv:0.343, acc:0.580, f1:0.488, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.161, sens:0.855, spec:0.483, ppv:0.340, acc:0.571, f1:0.486, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.170, sens:0.855, spec:0.479, ppv:0.338, acc:0.569, f1:0.485, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.179, sens:0.867, spec:0.479, ppv:0.341, acc:0.571, f1:0.490, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.181, sens:0.867, spec:0.476, ppv:0.340, acc:0.569, f1:0.488, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.189, sens:0.880, spec:0.468, ppv:0.340, acc:0.566, f1:0.490, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.194, sens:0.880, spec:0.464, ppv:0.338, acc:0.563, f1:0.488, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.209, sens:0.892, spec:0.446, ppv:0.333, acc:0.551, f1:0.485, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.212, sens:0.892, spec:0.442, ppv:0.332, acc:0.549, f1:0.484, mcc:0.003, total+:223, total-:127\n", "@threshold:-0.213, sens:0.904, spec:0.442, ppv:0.335, acc:0.551, f1:0.489, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.215, sens:0.904, spec:0.438, ppv:0.333, acc:0.549, f1:0.487, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.221, sens:0.916, spec:0.434, ppv:0.335, acc:0.549, f1:0.490, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.236, sens:0.916, spec:0.431, ppv:0.333, acc:0.546, f1:0.489, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.271, sens:0.928, spec:0.412, ppv:0.329, acc:0.534, f1:0.486, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.273, sens:0.928, spec:0.408, ppv:0.328, acc:0.531, f1:0.484, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.338, sens:0.940, spec:0.348, ppv:0.310, acc:0.489, f1:0.466, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.345, sens:0.952, spec:0.345, ppv:0.311, acc:0.489, f1:0.469, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.455, sens:0.964, spec:0.206, ppv:0.274, acc:0.386, f1:0.427, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.465, sens:0.964, spec:0.202, ppv:0.273, acc:0.383, f1:0.426, mcc:0.002, total+:293, total-:57\n", "@threshold:-0.489, sens:0.976, spec:0.176, ppv:0.269, acc:0.366, f1:0.422, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.489, sens:0.976, spec:0.172, ppv:0.268, acc:0.363, f1:0.421, mcc:0.002, total+:302, total-:48\n", "@threshold:-0.611, sens:0.988, spec:0.045, ppv:0.243, acc:0.269, f1:0.390, mcc:0.001, total+:337, total-:13\n", "@threshold:-0.615, sens:0.988, spec:0.041, ppv:0.243, acc:0.266, f1:0.390, mcc:0.001, total+:338, total-:12\n", "@threshold:-0.706, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.073 95% CI: [0.063 , 0.083] | OR_adj 1.076 [1.065 1.087] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs214:GI cong anom:-0.054\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", "\n", "* Vital: BMI-gain0to24 | coef 0.045 95% CI: [0.035 , 0.056] | OR_adj 1.046 [1.036 1.057] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs86:Cataract:-0.066\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.044 95% CI: [0.035 , 0.052] | OR_adj 1.045 [1.036 1.054] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.037 95% CI: [0.029 , 0.045] | OR_adj 1.038 [1.029 1.046] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.032 95% CI: [0.027 , 0.037] | OR_adj 1.033 [1.027 1.038] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.032 95% CI: [0.027 , 0.037] | OR_adj 1.032 [1.027 1.038] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt-latest | coef 0.030 95% CI: [0.023 , 0.036] | OR_adj 1.030 [1.024 1.037] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: BMI-avg19to24 | coef 0.029 95% CI: [0.023 , 0.034] | OR_adj 1.029 [1.023 1.035] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.026 95% CI: [0.021 , 0.032] | OR_adj 1.027 [1.021 1.033] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.024 95% CI: [0.018 , 0.029] | OR_adj 1.024 [1.018 1.030] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", "\n", "* Vital: Wt-avg19to24 | coef 0.020 95% CI: [0.017 , 0.024] | OR_adj 1.021 [1.017 1.024] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: Wt Percentile-latest | coef 0.017 95% CI: [0.013 , 0.022] | OR_adj 1.018 [1.013 1.022] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs238:Complic proc:-0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.062\n", " Diagnosis:9ccs145:Int obstruct:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", "* Vital: Wt-gain0to24 | coef 0.017 95% CI: [0.013 , 0.021] | OR_adj 1.017 [1.013 1.021] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: BMI-avg16to19 | coef 0.017 95% CI: [0.013 , 0.020] | OR_adj 1.017 [1.014 1.021] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs235:Opn wnd head:0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", " Diagnosis:9ccs56:Cystic fibro:-0.057\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs86:Cataract:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs246:FUO:0.053\n", "\n", " MatDeliveryAge | coef 0.017 95% CI: [0.014 , 0.019] | OR_adj 1.017 [1.014 1.020] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.015 [1.012 1.018] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.058\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", "\n", " Number of Visits | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.016] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt-avg16to19 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.012 [1.009 1.016] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.070\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.012 95% CI: [0.008 , 0.015] | OR_adj 1.012 [1.008 1.015] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs129:Asp pneumon:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.050\n", "\n", "* Vital: Wt-avg0to1 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.009 [1.007 1.012] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.009 95% CI: [0.005 , 0.013] | OR_adj 1.009 [1.005 1.013] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.106\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs72:Anxiety dx:-0.081\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs230:Fx leg:-0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs245:Syncope:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.070\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.006 , 0.011] | OR_adj 1.008 [1.006 1.011] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs129:Asp pneumon:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Diagnosis:9ccs86:Cataract:-0.068\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", "* Vital: Wt-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.067\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs86:Cataract:-0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", "\n", "* Vital: Wt-avg10to13 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.059\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.058\n", "\n", "* Vital: BMI Percentile-latest | coef 0.006 95% CI: [0.003 , 0.009] | OR_adj 1.006 [1.003 1.009] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.105\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.087\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs245:Syncope:-0.078\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.072\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.071\n", "\n", "* Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs230:Fx leg:0.057\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs235:Opn wnd head:0.049\n", " Diagnosis:9ccs5:HIV infectn:-0.049\n", " Diagnosis:9ccs98:HTN:0.049\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.047\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.047\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.052\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Diagnosis:9ccs167:Breast dx:0.067\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", "\n", " Vital: Temp-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.079\n", " Diagnosis:9ccs254:Rehab:0.069\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.062\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs204:Ot joint dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.055\n", " Diagnosis:9ccs167:Breast dx:0.054\n", " Diagnosis:9ccs129:Asp pneumon:-0.053\n", "\n", "* Vital: BMI-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.072\n", " Diagnosis:9ccs216:Nerv cong an:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.069\n", " Newborn Diagnosis:9ccs252:Fatigue:0.061\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs214:GI cong anom:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs98:HTN:-0.056\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs120:Hemmorhoids:0.062\n", " Diagnosis:9ccs106:Dysrhythmia:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", "\n", " Vital: Wt-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.061\n", " Diagnosis:9ccs86:Cataract:-0.060\n", " Diagnosis:9ccs104:Oth heart dx:-0.059\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.052\n", " Diagnosis:9ccs254:Rehab:-0.052\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.049\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs9:Sexual Infxs:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs56:Cystic fibro:-0.063\n", " Diagnosis:9ccs129:Asp pneumon:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.061\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.060\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.059\n", "\n", "* Vital: Ht-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.063\n", " Diagnosis:9ccs86:Cataract:-0.060\n", " Diagnosis:9ccs104:Oth heart dx:-0.059\n", " Diagnosis:9ccs135:Intest infct:0.054\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", "\n", " Vital: Temp-avg19to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Diagnosis:9ccs217:Ot cong anom:-0.075\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.046\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.045\n", "\n", " Vital: Temp-avg13to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs159:UTI:0.057\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs86:Cataract:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", "\n", " Vital: Temp-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.069\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs137:Mouth dx:-0.066\n", " Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.057\n", "\n", " Vital: Temp-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Number of Visits:-0.081\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.065\n", " Diagnosis:9ccs232:Sprain:-0.064\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs129:Asp pneumon:-0.066\n", "\n", " Vital: HC-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: BMI-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs218:Liveborn:0.058\n", " Newborn Diagnosis:9ccs0:No DX:-0.056\n", "\n", " Vital: Ht-gain0to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", " Vital: Temp-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", "* Vital: BMI-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs52:Nutrit defic:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.056\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.075\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs181:Ot preg comp:-0.053\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs230:Fx leg:0.051\n", " Diagnosis:9ccs98:HTN:0.051\n", " Diagnosis:9ccs142:Appendicitis:0.050\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.049\n", " Newborn Diagnosis:9ccs97:Carditis:-0.049\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.063\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.060\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", "\n", " Vital: Temp-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Number of Visits:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.060\n", " Diagnosis:9ccs51:Ot endo dsor:0.059\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.058\n", " Diagnosis:9ccs130:Pleurisy:0.057\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Diagnosis:9ccs59:Anemia:-0.064\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.055\n", " Diagnosis:9ccs253:Allergy:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.051\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.078\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.056\n", " Diagnosis:10ccs238:Complic proc:0.056\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.052\n", "\n", " Vital: BMI-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs181:Ot preg comp:0.062\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.060\n", " Diagnosis:10ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.058\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.057\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.057\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.057\n", "\n", " Vital: HC-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", "\n", "* Vital: BMI-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.076\n", " Diagnosis:9ccs86:Cataract:0.074\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.066\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.061\n", " Diagnosis:9ccs8:Oth infectns:0.058\n", " Diagnosis:9ccs44:Neoplsm unsp:0.054\n", " Diagnosis:9ccs140:Gastritis:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:306854 PLATELET COUNT - Sunrise:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Diagnosis:9ccs61:Sickle cell:-0.065\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", " Diagnosis:9ccs113:Late eff CVD:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Diagnosis:9ccs167:Breast dx:0.049\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", "* Vital: Wt Change-latest | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs61:Sickle cell:0.143\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Diagnosis:9ccs135:Intest infct:-0.089\n", " Diagnosis:9ccs155:Other GI dx:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.068\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.066\n", "\n", "* Vital: Wt-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.065\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.063\n", " Diagnosis:9ccs259:Unclassified:-0.058\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.058\n", " Diagnosis:9ccs125:Bronchitis:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.054\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", " Vital: Ht-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", " Vital: Wt-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Diagnosis:9ccs181:Ot preg comp:0.069\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", " Vital: BMI-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs115:Aneurysm:-0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.058\n", " Diagnosis:9ccs181:Ot preg comp:0.057\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", "\n", "* Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", " Vital: HC-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs235:Opn wnd head:0.060\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.054\n", " MatDeliveryAge:0.053\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", "\n", "* Vital: Wt-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.065\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs5:HIV infectn:0.052\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs181:Ot preg comp:-0.059\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs230:Fx leg:-0.049\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:-0.062\n", "\n", " Vital: Ht-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs142:Appendicitis:-0.050\n", "\n", "* Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.073\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", "* Vital: Wt-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs181:Ot preg comp:-0.070\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs142:Appendicitis:-0.055\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:-0.059\n", " Diagnosis:9ccs56:Cystic fibro:0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292147 TSH - Sunrise:-0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.054\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.053\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs204:Ot joint dx:-0.049\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", "\n", "* Vital: HC-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs181:Ot preg comp:-0.052\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.051\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", "\n", " Vital: HC-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs51:Ot endo dsor:0.052\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.050\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.049\n", "\n", "* Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.152\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.152\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", " Diagnosis:9ccs6:Hepatitis:0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", "\n", "* Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs181:Ot preg comp:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs230:Fx leg:0.053\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Newborn Diagnosis:9ccs97:Carditis:-0.050\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.050\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.050\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.086\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Vital: HC-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.045\n", " Diagnosis:9ccs142:Appendicitis:0.044\n", "\n", " Vital: HR-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.063\n", " Diagnosis:9ccs104:Oth heart dx:0.063\n", " Diagnosis:9ccs228:Fx skull fac:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.066\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:0.060\n", " Diagnosis:9ccs135:Intest infct:-0.060\n", " Diagnosis:9ccs61:Sickle cell:0.058\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.052\n", "\n", "* Vital: Ht-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Vital: BMI-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:10ccs238:Complic proc:0.065\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.054\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.115\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.088\n", " Diagnosis:9ccs230:Fx leg:-0.083\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.079\n", " Newborn Diagnosis:9ccs252:Fatigue:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Vital: Ht-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.056\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Newborn Diagnosis:9ccs97:Carditis:-0.056\n", "\n", "* Vital: HC-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", " Vital: HC-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.058\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", " Number of Visits:0.052\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.115\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.088\n", " Diagnosis:9ccs230:Fx leg:-0.083\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.079\n", " Newborn Diagnosis:9ccs252:Fatigue:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Vital: HC-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs56:Cystic fibro:-0.079\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs105:Conduction:0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", " Diagnosis:9ccs230:Fx leg:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Diagnosis:9ccs72:Anxiety dx:0.051\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Vital: Ht-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:10ccs238:Complic proc:-0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.057\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.077\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.055\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.054\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Lab:297280 GLUCOSE REAGENT STRIP:-0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", "\n", "* Vital: Ht-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Diagnosis:9ccs51:Ot endo dsor:0.046\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs98:HTN:0.046\n", "\n", "* Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs86:Cataract:-0.054\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.065\n", " Diagnosis:9ccs235:Opn wnd head:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs106:Dysrhythmia:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.052\n", " Diagnosis:9ccs0:No DX:-0.050\n", " Diagnosis:9ccs254:Rehab:0.050\n", " Diagnosis:9ccs217:Ot cong anom:0.046\n", " Diagnosis:9ccs246:FUO:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.043\n", "\n", "* Vital: HC-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs56:Cystic fibro:0.063\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs72:Anxiety dx:-0.051\n", " Diagnosis:9ccs135:Intest infct:0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.046\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.108\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.079\n", " Diagnosis:9ccs9:Sexual Infxs:-0.078\n", " Diagnosis:9ccs214:GI cong anom:-0.072\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.063\n", " Diagnosis:9ccs129:Asp pneumon:-0.062\n", " Newborn Diagnosis:9ccs97:Carditis:-0.061\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.086\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Diagnosis:9ccs239:Superfic inj:0.063\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs98:HTN:0.051\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", "\n", " Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.058\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.058\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.058\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", "\n", "* Vital: HC-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs181:Ot preg comp:0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.063\n", " Diagnosis:9ccs253:Allergy:0.060\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", " Vital: HC-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", "* Vital: Ht-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs229:Fx arm:0.058\n", "\n", " Vital: RR-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.100\n", " Diagnosis:9ccs254:Rehab:0.086\n", " Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs61:Sickle cell:0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.062\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.103\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Lab:292147 TSH - Sunrise:-0.074\n", " Diagnosis:9ccs98:HTN:0.068\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.061\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.061\n", " Diagnosis:9ccs257:Ot aftercare:0.059\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.058\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", "* Vital: Ht-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs229:Fx arm:0.058\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.057\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs229:Fx arm:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Lab:323854 CULTURE FECES - Sunrise:0.060\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.147\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.084\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs72:Anxiety dx:0.064\n", " Diagnosis:9ccs98:HTN:-0.063\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs56:Cystic fibro:-0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.066\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.094\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.049\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.093\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.087\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs129:Asp pneumon:-0.078\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs214:GI cong anom:-0.071\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs61:Sickle cell:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs105:Conduction:0.054\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs129:Asp pneumon:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Lab:323854 CULTURE FECES - Sunrise:0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.058\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs109:Acute CVD:-0.053\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Number of Visits:-0.133\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", " Diagnosis:9ccs125:Bronchitis:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.080\n", " Diagnosis:9ccs128:Asthma:-0.072\n", " Diagnosis:9ccs166:Oth male gen:-0.069\n", " Diagnosis:9ccs113:Late eff CVD:-0.068\n", " Diagnosis:9ccs122:Pneumonia:-0.065\n", " Diagnosis:9ccs7:Viral infect:-0.063\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.164\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.084\n", " Diagnosis:9ccs231:Oth fracture:0.084\n", " Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.064\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs231:Oth fracture:0.058\n", " Diagnosis:9ccs229:Fx arm:-0.056\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:-0.104\n", " Diagnosis:9ccs72:Anxiety dx:-0.097\n", " Diagnosis:9ccs230:Fx leg:0.093\n", " Diagnosis:9ccs229:Fx arm:0.090\n", " Diagnosis:9ccs231:Oth fracture:0.086\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.084\n", " Diagnosis:9ccs151:Oth liver dx:-0.080\n", " Diagnosis:9ccs239:Superfic inj:-0.076\n", " Diagnosis:9ccs198:Ot infl skin:-0.068\n", " Diagnosis:9ccs51:Ot endo dsor:0.066\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Diagnosis:9ccs162:Ot dx bladdr:0.072\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Diagnosis:9ccs166:Oth male gen:-0.085\n", " Diagnosis:9ccs257:Ot aftercare:-0.084\n", " Diagnosis:9ccs128:Asthma:-0.082\n", " Diagnosis:9ccs7:Viral infect:-0.073\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", " Newborn Diagnosis:9ccs97:Carditis:-0.079\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.079\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Lab:323854 CULTURE FECES - Sunrise:0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.072\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Diagnosis:9ccs61:Sickle cell:0.136\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.120\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Diagnosis:9ccs7:Viral infect:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs61:Sickle cell:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.067\n", " Diagnosis:9ccs259:Unclassified:0.066\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.061\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs231:Oth fracture:0.067\n", " Diagnosis:9ccs238:Complic proc:0.067\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.092\n", " Lab:323854 CULTURE FECES - Sunrise:0.085\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.078\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.078\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.078\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.062\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.060\n", " Diagnosis:9ccs221:Resp distres:0.057\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.138\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.098\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.075\n", " Diagnosis:9ccs72:Anxiety dx:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs213:Cardiac anom:0.059\n", " Diagnosis:9ccs124:Tonsillitis:0.059\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.092\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.089\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs106:Dysrhythmia:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.061\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.059\n", " Diagnosis:9ccs212:Ot bone dx:-0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.054\n", " Number of Visits:0.054\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Newborn Diagnosis:9ccs252:Fatigue:0.076\n", " Diagnosis:9ccs181:Ot preg comp:0.075\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.065\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.063\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs61:Sickle cell:0.077\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs9:Sexual Infxs:-0.060\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs145:Int obstruct:-0.071\n", " Diagnosis:9ccs63:Wht blood dx:0.069\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.122\n", " Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Diagnosis:9ccs162:Ot dx bladdr:0.063\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.058\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.056\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.056\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:-0.068\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.062\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2:Septicemia:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.059\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Diagnosis:9ccs86:Cataract:0.116\n", " Diagnosis:9ccs5:HIV infectn:0.116\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.116\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.116\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Diagnosis:9ccs92:Otitis media:-0.081\n", " Diagnosis:9ccs125:Bronchitis:-0.076\n", " Diagnosis:9ccs127:COPD:-0.073\n", " Diagnosis:9ccs257:Ot aftercare:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.067\n", " Diagnosis:9ccs109:Acute CVD:-0.065\n", " Diagnosis:9ccs51:Ot endo dsor:-0.064\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs6:Hepatitis:-0.078\n", " Diagnosis:9ccs4:Mycoses:0.075\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.061\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Lab:323854 CULTURE FECES - Sunrise:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs162:Ot dx bladdr:0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.073\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Diagnosis:9ccs245:Syncope:0.088\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:0.135\n", " Diagnosis:9ccs129:Asp pneumon:-0.130\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.124\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.107\n", " Lab:292147 TSH - Sunrise:0.104\n", " Diagnosis:9ccs162:Ot dx bladdr:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.067\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:-0.124\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.107\n", " Diagnosis:9ccs214:GI cong anom:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.075\n", " Diagnosis:9ccs109:Acute CVD:-0.074\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs258:Other screen:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.064\n", " Lab:292147 TSH - Sunrise:-0.064\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:0.103\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:-0.099\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.099\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.099\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:294048 STOOL CULTURE - LMC:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs98:HTN:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.082\n", " Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.079\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.083\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.098\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.095\n", " Diagnosis:9ccs9:Sexual Infxs:0.088\n", " Diagnosis:9ccs51:Ot endo dsor:0.088\n", " Diagnosis:9ccs61:Sickle cell:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Diagnosis:9ccs129:Asp pneumon:-0.071\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.095\n", " Diagnosis:9ccs120:Hemmorhoids:0.093\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.093\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.089\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.080\n", " Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Diagnosis:9ccs61:Sickle cell:0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs145:Int obstruct:-0.057\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:-0.052\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.148\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.124\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.109\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.097\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.084\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Lab:292147 TSH - Sunrise:0.072\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs127:COPD:-0.061\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.070\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.122\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs254:Rehab:0.112\n", " Diagnosis:9ccs105:Conduction:0.102\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.058\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Lab:294495 LEAD, BLOOD - LMC:-0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.062\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", " Diagnosis:9ccs86:Cataract:0.135\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.135\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.119\n", " Lab:323854 CULTURE FECES - Sunrise:0.108\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.102\n", " Diagnosis:9ccs120:Hemmorhoids:0.102\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.090\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.078\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs127:COPD:0.061\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Diagnosis:9ccs9:Sexual Infxs:0.085\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs115:Aneurysm:0.085\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Diagnosis:9ccs258:Other screen:0.102\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.119\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs129:Asp pneumon:0.111\n", " Diagnosis:9ccs230:Fx leg:0.111\n", " Diagnosis:9ccs214:GI cong anom:0.106\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Lab:323854 CULTURE FECES - Sunrise:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Lab:306854 PLATELET COUNT - Sunrise:0.096\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Lab:294048 STOOL CULTURE - LMC:-0.119\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.111\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.062\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.074\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.096\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Diagnosis:9ccs98:HTN:0.106\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.079\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.071\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", " Diagnosis:9ccs89:Blindness:0.041\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.132\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs216:Nerv cong an:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.045\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Lab:292147 TSH - Sunrise:0.175\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:10ccs238:Complic proc:0.132\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.132\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.068\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Diagnosis:9ccs7:Viral infect:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Number of Visits:0.134\n", " Diagnosis:9ccs221:Resp distres:0.128\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs56:Cystic fibro:0.103\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.068\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.104\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.131\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs72:Anxiety dx:0.128\n", " Diagnosis:9ccs70:Schizo/rl dx:0.128\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.128\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:-0.084\n", " Diagnosis:9ccs141:Ot dx stomch:0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs165:Inf male gen:-0.065\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.120\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.120\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.096\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.139\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs127:COPD:0.044\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Lab:292147 TSH - Sunrise:-0.169\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", " Diagnosis:9ccs136:Teeth dx:0.033\n", " Diagnosis:9ccs217:Ot cong anom:0.031\n", " Diagnosis:9ccs256:Exam/eval:0.030\n", " Diagnosis:9ccs257:Ot aftercare:0.029\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Lab:294048 STOOL CULTURE - LMC:0.139\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Diagnosis:9ccs231:Oth fracture:0.103\n", " Diagnosis:9ccs229:Fx arm:0.103\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Diagnosis:9ccs234:Crush injury:0.056\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Diagnosis:9ccs229:Fx arm:0.141\n", " Diagnosis:9ccs56:Cystic fibro:0.141\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:294048 STOOL CULTURE - LMC:0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.157\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs89:Blindness:0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs94:Other ear dx:-0.044\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Diagnosis:9ccs236:Opn wnd extr:0.202\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", " Number of Visits:0.100\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.097\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.091\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.117\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.117\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.113\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs105:Conduction:-0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.070\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.130\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.130\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.126\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.118\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", " Newborn Diagnosis:9ccs253:Allergy:-0.043\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs145:Int obstruct:-0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.035\n", " Diagnosis:9ccs51:Ot endo dsor:-0.034\n", " Diagnosis:9ccs253:Allergy:0.032\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.464\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:294048 STOOL CULTURE - LMC:0.080\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.197\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Lab:292147 TSH - Sunrise:-0.181\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Lab:323854 CULTURE FECES - Sunrise:-0.080\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs232:Sprain:0.152\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Number of Visits:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs240:Burns:0.152\n", " Diagnosis:9ccs256:Exam/eval:0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.106\n", " Diagnosis:9ccs159:UTI:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", "\n", " Vital: BMI Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs155:Other GI dx:0.038\n", " Diagnosis:9ccs125:Bronchitis:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", "\n", " Vital: BMI Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:-0.268\n", " Diagnosis:9ccs159:UTI:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.068\n", " Diagnosis:9ccs127:COPD:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " MatDeliveryAge:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.038\n", " Diagnosis:9ccs125:Bronchitis:-0.038\n", " Diagnosis:9ccs200:Oth skin dx:-0.037\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:-0.103\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs94:Other ear dx:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.302\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs91:Other eye dx:-0.045\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:0.037\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.026\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Diagnosis:9ccs147:Anal/rectal:0.120\n", " Diagnosis:9ccs165:Inf male gen:-0.119\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.080\n", " Diagnosis:9ccs256:Exam/eval:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Diagnosis:9ccs204:Ot joint dx:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs90:Eye infectn:-0.041\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs55:Fluid/elc dx:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.109\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Lab:306854 PLATELET COUNT - Sunrise:0.413\n", " Diagnosis:9ccs151:Oth liver dx:0.080\n", " Diagnosis:9ccs124:Tonsillitis:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.050\n", " MatDeliveryAge:-0.038\n", " Diagnosis:9ccs7:Viral infect:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", " Diagnosis:9ccs257:Ot aftercare:-0.037\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Vital: BMI Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs155:Other GI dx:0.038\n", " Diagnosis:9ccs125:Bronchitis:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:294048 STOOL CULTURE - LMC:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Diagnosis:9ccs123:Influenza:0.103\n", " Diagnosis:9ccs91:Other eye dx:0.084\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs159:UTI:0.064\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs159:UTI:0.035\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", " Number of Visits:0.066\n", " Diagnosis:9ccs198:Ot infl skin:0.064\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs204:Ot joint dx:0.350\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Diagnosis:9ccs259:Unclassified:0.050\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Lab:292147 TSH - Sunrise:-0.106\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.169\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.106\n", " Diagnosis:9ccs95:Oth nerv dx:-0.095\n", " Diagnosis:9ccs213:Cardiac anom:-0.088\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.403\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Number of Visits:0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Diagnosis:9ccs127:COPD:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.049\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", " Diagnosis:10ccs58:Ot nutrit dx:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.043\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", " Diagnosis:9ccs256:Exam/eval:0.038\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.243\n", " Diagnosis:9ccs205:Back problem:0.157\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.115\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Diagnosis:9ccs123:Influenza:0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.139\n", " Diagnosis:9ccs244:Other injury:-0.113\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs259:Unclassified:-0.075\n", " Diagnosis:9ccs91:Other eye dx:-0.066\n", " Diagnosis:9ccs239:Superfic inj:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Newborn Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Diagnosis:9ccs258:Other screen:0.163\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.074\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Diagnosis:9ccs123:Influenza:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:0.042\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs253:Allergy:-0.033\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " MatDeliveryAge:0.026\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs159:UTI:0.064\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs94:Other ear dx:0.034\n", " Diagnosis:9ccs134:Ot uppr resp:0.034\n", " Diagnosis:9ccs151:Oth liver dx:0.033\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Number of Visits:0.078\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.056\n", " Diagnosis:9ccs127:COPD:-0.051\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs135:Intest infct:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.029\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs256:Exam/eval:-0.023\n", " Diagnosis:9ccs222:Perint jaund:-0.019\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs147:Anal/rectal:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.070\n", " Lab:297275 STREP RAPID TEST (POCT):-0.070\n", " Diagnosis:9ccs122:Pneumonia:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs91:Other eye dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.157\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.120\n", " Diagnosis:9ccs124:Tonsillitis:-0.113\n", " Diagnosis:9ccs215:gu cong anom:-0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Diagnosis:9ccs90:Eye infectn:-0.046\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Diagnosis:9ccs92:Otitis media:-0.037\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.126\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.104\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.058\n", " Diagnosis:9ccs259:Unclassified:0.044\n", " Diagnosis:9ccs113:Late eff CVD:0.033\n", " Diagnosis:9ccs4:Mycoses:0.031\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.071\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Diagnosis:9ccs253:Allergy:-0.041\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.039\n", "\n", " Newborn Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs74:Ot mentl cnd:0.093\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", "\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Diagnosis:9ccs109:Acute CVD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs109:Acute CVD:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", " Number of Visits:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Newborn Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " Diagnosis:9ccs200:Oth skin dx:-0.022\n", " Diagnosis:9ccs125:Bronchitis:-0.021\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", " Diagnosis:9ccs127:COPD:0.044\n", " Diagnosis:9ccs253:Allergy:-0.041\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs122:Pneumonia:-0.057\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.057\n", " Diagnosis:9ccs59:Anemia:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", " Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " MatDeliveryAge:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.022\n", "\n", " Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs255:Social admin:-0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs7:Viral infect:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.315\n", " Diagnosis:9ccs47:Ot bnign neo:0.109\n", " Diagnosis:9ccs91:Other eye dx:0.108\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs0:No DX:0.069\n", " Diagnosis:9ccs126:Ot up rsp in:-0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs242:Poisn ot med:-0.266\n", " Diagnosis:9ccs52:Nutrit defic:0.104\n", " Diagnosis:9ccs143:Abdom hernia:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.086\n", " Diagnosis:9ccs256:Exam/eval:-0.074\n", " Diagnosis:9ccs239:Superfic inj:-0.069\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs136:Teeth dx:0.044\n", " MatDeliveryAge:-0.039\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Number of Visits:0.035\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.124\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs258:Other screen:-0.096\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs4:Mycoses:0.068\n", " Diagnosis:9ccs166:Oth male gen:-0.062\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", "\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", " Diagnosis:9ccs247:Lymph enlarg:0.096\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs89:Blindness:0.184\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Number of Visits:0.079\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Newborn Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.102\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Diagnosis:9ccs154:Gastroent:0.099\n", " Diagnosis:9ccs166:Oth male gen:0.093\n", " Diagnosis:9ccs161:Ot dx kidney:-0.091\n", " Diagnosis:9ccs140:Gastritis:-0.080\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", "\n", "Vital : 0.951175372637\n", "MatDeliveryAge : 0.0166882175228\n", "Number of Visits : 0.0130914959658\n", "Newborn Diagnosis : 0.00464764018939\n", "Diagnosis : 0.0140755226765\n", "Lab : 0.000321751008754\n", "Time to run analysis 0:26:37.332400\n", "Total Time elapsed 4:52:30.804302\n", "-----------------------------------------------------\n", "\n", "boys no_min no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.024\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.038\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.028\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.753, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.191\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.204\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.941, R^2 test: 0.178\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.767, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.141\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.156\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.753, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: 0.262\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: 0.217\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.735, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.251\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.262\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.263\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.727, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.260\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.267\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.245\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.713, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.141\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.136\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.745, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.083\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.037\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.965, R^2 test: 0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.701, Explained Variance Score Test: 0.143\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.304\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.293\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: 0.322\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.766, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.054\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.036\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.035\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.776, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.176\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.162\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.170\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.748\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.750, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.313\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.290\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.353\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.922\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.702, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.073\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.075\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.051\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.487, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.709, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.224\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.229\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.741, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: 0.215\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.205\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.717, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.098\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.081\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.075\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.062\n", "AUC Test: 0.716, Explained Variance Score Test: 0.210\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.317\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.308\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: 0.298\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.375\n", "AUC Test: 0.728, Explained Variance Score Test: 0.287\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.205\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.229\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.238\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.716, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.238\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.274\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.217\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.720, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.191\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.150\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.728, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.208\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.209\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.221\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.751, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.227\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.260\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.297\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.751, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.179\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.173\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.192\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.934\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.733, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.257\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.213\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.766, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.219\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.195\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.209\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.730, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.331\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.410\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.744, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.000\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.005\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: -0.042\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.741, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.220\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.231\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.928\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.731, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.268\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.277\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.744, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.179\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.221\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.776, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.076\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.047\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.719, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.139\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.157\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.732, Explained Variance Score Test: 0.252\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.249\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.243\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.207\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.735, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.289\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.237\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.755, Explained Variance Score Test: 0.275\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.211\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.240\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.226\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.757, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.143\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.117\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.722, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.290\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.274\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.337\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.759, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.219\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.186\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.227\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.285\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.311\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.314\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.760, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.119\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.134\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.100\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.752, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.203\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.210\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.208\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.734, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.184\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.181\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.200\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.769, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.243\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.222\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.739, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.257\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.248\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.239\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.762, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.226\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.207\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.240\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.701, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.276\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.286\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.305\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.679, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.040\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.040\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.757, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.164\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.159\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.747, Explained Variance Score Test: 0.259\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.207\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.160\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.932, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.716, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.201\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.176\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.183\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.758, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.210\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.219\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.717, Explained Variance Score Test: 0.252\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.236\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.133\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.710, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.319\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.336\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.349\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.732, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.311\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.265\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.331\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.741, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.255\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.241\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.273\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.124\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.152\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.123\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.749, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.072\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.071\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.939, R^2 test: 0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.598, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.728, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.181\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.197\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.192\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.757, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.186\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.112\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.183\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.750, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.137\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.122\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.736, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.149\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.158\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.139\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.908\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.115\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.124\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.757, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.006\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: -0.027\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.011\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.728, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.076\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.037\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.082\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.908\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.767, Explained Variance Score Test: 0.310\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.209\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.223\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.254\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.726, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.292\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.288\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.271\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.740, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.318\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.324\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.302\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.757, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.291\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.277\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.309\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.739, Explained Variance Score Test: 0.259\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.217\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.233\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.204\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.744, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.094\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.097\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.752\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.723, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.171\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.180\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.734, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.209\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.184\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.210\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.741, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: 0.159\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.146\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.734, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.117\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.132\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.080\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.764, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.066\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.053\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.084\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.749, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.276\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.228\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.783\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.741, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.149\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.933, R^2 test: 0.142\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.757, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.132\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.133\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.120\n", "AUC Test: 0.732, Explained Variance Score Test: 0.149\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.220\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.207\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.920\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.768, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.277\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.276\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.935, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.942\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.711, Explained Variance Score Test: 0.187\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.207\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.225\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.231\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.766, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.319\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.317\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.731, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.136\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.137\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.120\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.719, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.162\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.154\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.728, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.240\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.266\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.258\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.761, Explained Variance Score Test: 0.261\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.182\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.182\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.745, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.082\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.031\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.048\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.765, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.252\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.278\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.750, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.291\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.274\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.252\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.750, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.176\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.183\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.134\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.745, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.173\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.185\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.184\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.736, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: 0.244\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.213\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.244\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.755, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.114\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.167\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.157\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.755, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.183\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: 0.179\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.936\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.718, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.343\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.341\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.377\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.754, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.129\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.161\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.103\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.954\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.740, Explained Variance Score Test: 0.276\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.059\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.086\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.067\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.776, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.063\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.068\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.939\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.725, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.223\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.226\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.750, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.215\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.214\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.755, Explained Variance Score Test: 0.276\n", "\n", "total Variables 2026 and total subjects: 1751\n", "->AUC validation: 0.729 95% CI: [0.717 , 0.742]\n", "->AUC test: 0.741 95% CI: [0.737 , 0.745]\n", "->R^2 validation: 0.209 95% CI: [0.192 , 0.226]\n", "->R^2 test: 0.250 95% CI: [0.244 , 0.257]\n", "->Explained Variance validation: 0.189 95% CI: [0.173 , 0.206]\n", "->Explained Variance test: 0.238 95% CI: [0.231 , 0.245]\n", "Test set metrics:\n", "@threshold:2.396, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.597, sens:0.060, spec:1.000, ppv:1.000, acc:0.777, f1:0.114, mcc:0.000, total+:5, total-:345\n", "@threshold:1.456, sens:0.072, spec:1.000, ppv:1.000, acc:0.780, f1:0.135, mcc:0.000, total+:6, total-:344\n", "@threshold:1.222, sens:0.084, spec:0.996, ppv:0.875, acc:0.780, f1:0.154, mcc:0.261, total+:8, total-:342\n", "@threshold:1.193, sens:0.096, spec:0.996, ppv:0.889, acc:0.783, f1:0.174, mcc:0.282, total+:9, total-:341\n", "@threshold:1.030, sens:0.133, spec:0.993, ppv:0.846, acc:0.789, f1:0.229, mcc:0.159, total+:13, total-:337\n", "@threshold:0.951, sens:0.145, spec:0.993, ppv:0.857, acc:0.791, f1:0.247, mcc:0.168, total+:14, total-:336\n", "@threshold:0.936, sens:0.145, spec:0.989, ppv:0.800, acc:0.789, f1:0.245, mcc:0.106, total+:15, total-:335\n", "@threshold:0.864, sens:0.157, spec:0.981, ppv:0.722, acc:0.786, f1:0.257, mcc:0.060, total+:18, total-:332\n", "@threshold:0.857, sens:0.157, spec:0.978, ppv:0.684, acc:0.783, f1:0.255, mcc:0.048, total+:19, total-:331\n", "@threshold:0.776, sens:0.169, spec:0.966, ppv:0.609, acc:0.777, f1:0.264, mcc:0.029, total+:23, total-:327\n", "@threshold:0.751, sens:0.169, spec:0.963, ppv:0.583, acc:0.774, f1:0.262, mcc:0.025, total+:24, total-:326\n", "@threshold:0.655, sens:0.181, spec:0.955, ppv:0.556, acc:0.771, f1:0.273, mcc:0.021, total+:27, total-:323\n", "@threshold:0.619, sens:0.193, spec:0.951, ppv:0.552, acc:0.771, f1:0.286, mcc:0.020, total+:29, total-:321\n", "@threshold:0.615, sens:0.205, spec:0.951, ppv:0.567, acc:0.774, f1:0.301, mcc:0.021, total+:30, total-:320\n", "@threshold:0.562, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.560, sens:0.253, spec:0.948, ppv:0.600, acc:0.783, f1:0.356, mcc:0.023, total+:35, total-:315\n", "@threshold:0.529, sens:0.277, spec:0.944, ppv:0.605, acc:0.786, f1:0.380, mcc:0.023, total+:38, total-:312\n", "@threshold:0.495, sens:0.289, spec:0.944, ppv:0.615, acc:0.789, f1:0.393, mcc:0.024, total+:39, total-:311\n", "@threshold:0.483, sens:0.289, spec:0.940, ppv:0.600, acc:0.786, f1:0.390, mcc:0.022, total+:40, total-:310\n", "@threshold:0.481, sens:0.301, spec:0.940, ppv:0.610, acc:0.789, f1:0.403, mcc:0.023, total+:41, total-:309\n", "@threshold:0.478, sens:0.301, spec:0.936, ppv:0.595, acc:0.786, f1:0.400, mcc:0.021, total+:42, total-:308\n", "@threshold:0.468, sens:0.313, spec:0.933, ppv:0.591, acc:0.786, f1:0.409, mcc:0.020, total+:44, total-:306\n", "@threshold:0.464, sens:0.313, spec:0.929, ppv:0.578, acc:0.783, f1:0.406, mcc:0.019, total+:45, total-:305\n", "@threshold:0.456, sens:0.325, spec:0.929, ppv:0.587, acc:0.786, f1:0.419, mcc:0.019, total+:46, total-:304\n", "@threshold:0.433, sens:0.337, spec:0.925, ppv:0.583, acc:0.786, f1:0.427, mcc:0.019, total+:48, total-:302\n", "@threshold:0.428, sens:0.349, spec:0.925, ppv:0.592, acc:0.789, f1:0.439, mcc:0.019, total+:49, total-:301\n", "@threshold:0.396, sens:0.361, spec:0.921, ppv:0.588, acc:0.789, f1:0.448, mcc:0.019, total+:51, total-:299\n", "@threshold:0.374, sens:0.373, spec:0.910, ppv:0.564, acc:0.783, f1:0.449, mcc:0.016, total+:55, total-:295\n", "@threshold:0.373, sens:0.373, spec:0.906, ppv:0.554, acc:0.780, f1:0.446, mcc:0.015, total+:56, total-:294\n", "@threshold:0.323, sens:0.386, spec:0.888, ppv:0.516, acc:0.769, f1:0.441, mcc:0.012, total+:62, total-:288\n", "@threshold:0.319, sens:0.386, spec:0.884, ppv:0.508, acc:0.766, f1:0.438, mcc:0.011, total+:63, total-:287\n", "@threshold:0.317, sens:0.398, spec:0.880, ppv:0.508, acc:0.766, f1:0.446, mcc:0.011, total+:65, total-:285\n", "@threshold:0.310, sens:0.398, spec:0.876, ppv:0.500, acc:0.763, f1:0.443, mcc:0.011, total+:66, total-:284\n", "@threshold:0.303, sens:0.410, spec:0.873, ppv:0.500, acc:0.763, f1:0.450, mcc:0.011, total+:68, total-:282\n", "@threshold:0.299, sens:0.410, spec:0.869, ppv:0.493, acc:0.760, f1:0.447, mcc:0.010, total+:69, total-:281\n", "@threshold:0.295, sens:0.422, spec:0.869, ppv:0.500, acc:0.763, f1:0.458, mcc:0.010, total+:70, total-:280\n", "@threshold:0.294, sens:0.422, spec:0.865, ppv:0.493, acc:0.760, f1:0.455, mcc:0.010, total+:71, total-:279\n", "@threshold:0.271, sens:0.434, spec:0.854, ppv:0.480, acc:0.754, f1:0.456, mcc:0.009, total+:75, total-:275\n", "@threshold:0.268, sens:0.434, spec:0.850, ppv:0.474, acc:0.751, f1:0.453, mcc:0.009, total+:76, total-:274\n", "@threshold:0.268, sens:0.446, spec:0.846, ppv:0.474, acc:0.751, f1:0.460, mcc:0.009, total+:78, total-:272\n", "@threshold:0.264, sens:0.458, spec:0.843, ppv:0.475, acc:0.751, f1:0.466, mcc:0.009, total+:80, total-:270\n", "@threshold:0.246, sens:0.470, spec:0.835, ppv:0.470, acc:0.749, f1:0.470, mcc:0.008, total+:83, total-:267\n", "@threshold:0.244, sens:0.470, spec:0.831, ppv:0.464, acc:0.746, f1:0.467, mcc:0.008, total+:84, total-:266\n", "@threshold:0.238, sens:0.482, spec:0.831, ppv:0.471, acc:0.749, f1:0.476, mcc:0.008, total+:85, total-:265\n", "@threshold:0.214, sens:0.506, spec:0.828, ppv:0.477, acc:0.751, f1:0.491, mcc:0.009, total+:88, total-:262\n", "@threshold:0.187, sens:0.518, spec:0.813, ppv:0.462, acc:0.743, f1:0.489, mcc:0.008, total+:93, total-:257\n", "@threshold:0.186, sens:0.518, spec:0.809, ppv:0.457, acc:0.740, f1:0.486, mcc:0.007, total+:94, total-:256\n", "@threshold:0.169, sens:0.530, spec:0.794, ppv:0.444, acc:0.731, f1:0.484, mcc:0.007, total+:99, total-:251\n", "@threshold:0.166, sens:0.530, spec:0.790, ppv:0.440, acc:0.729, f1:0.481, mcc:0.007, total+:100, total-:250\n", "@threshold:0.143, sens:0.542, spec:0.783, ppv:0.437, acc:0.726, f1:0.484, mcc:0.006, total+:103, total-:247\n", "@threshold:0.140, sens:0.542, spec:0.779, ppv:0.433, acc:0.723, f1:0.481, mcc:0.006, total+:104, total-:246\n", "@threshold:0.110, sens:0.554, spec:0.749, ppv:0.407, acc:0.703, f1:0.469, mcc:0.005, total+:113, total-:237\n", "@threshold:0.105, sens:0.554, spec:0.745, ppv:0.404, acc:0.700, f1:0.467, mcc:0.005, total+:114, total-:236\n", "@threshold:0.085, sens:0.566, spec:0.738, ppv:0.402, acc:0.697, f1:0.470, mcc:0.005, total+:117, total-:233\n", "@threshold:0.084, sens:0.578, spec:0.734, ppv:0.403, acc:0.697, f1:0.475, mcc:0.005, total+:119, total-:231\n", "@threshold:0.076, sens:0.590, spec:0.734, ppv:0.408, acc:0.700, f1:0.483, mcc:0.005, total+:120, total-:230\n", "@threshold:0.074, sens:0.590, spec:0.730, ppv:0.405, acc:0.697, f1:0.480, mcc:0.005, total+:121, total-:229\n", "@threshold:0.064, sens:0.602, spec:0.723, ppv:0.403, acc:0.694, f1:0.483, mcc:0.005, total+:124, total-:226\n", "@threshold:0.056, sens:0.614, spec:0.719, ppv:0.405, acc:0.694, f1:0.488, mcc:0.005, total+:126, total-:224\n", "@threshold:0.051, sens:0.627, spec:0.715, ppv:0.406, acc:0.694, f1:0.493, mcc:0.005, total+:128, total-:222\n", "@threshold:0.050, sens:0.627, spec:0.712, ppv:0.403, acc:0.691, f1:0.491, mcc:0.005, total+:129, total-:221\n", "@threshold:0.035, sens:0.639, spec:0.708, ppv:0.405, acc:0.691, f1:0.495, mcc:0.005, total+:131, total-:219\n", "@threshold:0.035, sens:0.639, spec:0.704, ppv:0.402, acc:0.689, f1:0.493, mcc:0.005, total+:132, total-:218\n", "@threshold:0.034, sens:0.651, spec:0.704, ppv:0.406, acc:0.691, f1:0.500, mcc:0.005, total+:133, total-:217\n", "@threshold:0.024, sens:0.651, spec:0.700, ppv:0.403, acc:0.689, f1:0.498, mcc:0.005, total+:134, total-:216\n", "@threshold:0.018, sens:0.663, spec:0.693, ppv:0.401, acc:0.686, f1:0.500, mcc:0.005, total+:137, total-:213\n", "@threshold:0.017, sens:0.663, spec:0.689, ppv:0.399, acc:0.683, f1:0.498, mcc:0.005, total+:138, total-:212\n", "@threshold:0.001, sens:0.675, spec:0.670, ppv:0.389, acc:0.671, f1:0.493, mcc:0.004, total+:144, total-:206\n", "@threshold:-0.009, sens:0.687, spec:0.667, ppv:0.390, acc:0.671, f1:0.498, mcc:0.004, total+:146, total-:204\n", "@threshold:-0.016, sens:0.699, spec:0.663, ppv:0.392, acc:0.671, f1:0.502, mcc:0.005, total+:148, total-:202\n", "@threshold:-0.020, sens:0.723, spec:0.659, ppv:0.397, acc:0.674, f1:0.513, mcc:0.005, total+:151, total-:199\n", "@threshold:-0.048, sens:0.735, spec:0.614, ppv:0.372, acc:0.643, f1:0.494, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.049, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.067, sens:0.747, spec:0.603, ppv:0.369, acc:0.637, f1:0.494, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.069, sens:0.747, spec:0.599, ppv:0.367, acc:0.634, f1:0.492, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.073, sens:0.759, spec:0.599, ppv:0.371, acc:0.637, f1:0.498, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.080, sens:0.759, spec:0.596, ppv:0.368, acc:0.634, f1:0.496, mcc:0.004, total+:171, total-:179\n", "@threshold:-0.085, sens:0.771, spec:0.596, ppv:0.372, acc:0.637, f1:0.502, mcc:0.004, total+:172, total-:178\n", "@threshold:-0.093, sens:0.771, spec:0.592, ppv:0.370, acc:0.634, f1:0.500, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.093, sens:0.783, spec:0.592, ppv:0.374, acc:0.637, f1:0.506, mcc:0.004, total+:174, total-:176\n", "@threshold:-0.096, sens:0.783, spec:0.588, ppv:0.371, acc:0.634, f1:0.504, mcc:0.004, total+:175, total-:175\n", "@threshold:-0.100, sens:0.795, spec:0.584, ppv:0.373, acc:0.634, f1:0.508, mcc:0.004, total+:177, total-:173\n", "@threshold:-0.106, sens:0.795, spec:0.581, ppv:0.371, acc:0.631, f1:0.506, mcc:0.004, total+:178, total-:172\n", "@threshold:-0.124, sens:0.807, spec:0.573, ppv:0.370, acc:0.629, f1:0.508, mcc:0.004, total+:181, total-:169\n", "@threshold:-0.129, sens:0.807, spec:0.569, ppv:0.368, acc:0.626, f1:0.506, mcc:0.004, total+:182, total-:168\n", "@threshold:-0.146, sens:0.819, spec:0.554, ppv:0.364, acc:0.617, f1:0.504, mcc:0.004, total+:187, total-:163\n", "@threshold:-0.150, sens:0.819, spec:0.551, ppv:0.362, acc:0.614, f1:0.502, mcc:0.004, total+:188, total-:162\n", "@threshold:-0.182, sens:0.831, spec:0.528, ppv:0.354, acc:0.600, f1:0.496, mcc:0.004, total+:195, total-:155\n", "@threshold:-0.185, sens:0.831, spec:0.524, ppv:0.352, acc:0.597, f1:0.495, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.207, sens:0.843, spec:0.509, ppv:0.348, acc:0.589, f1:0.493, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.207, sens:0.843, spec:0.506, ppv:0.347, acc:0.586, f1:0.491, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.236, sens:0.855, spec:0.476, ppv:0.336, acc:0.566, f1:0.483, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.242, sens:0.855, spec:0.464, ppv:0.332, acc:0.557, f1:0.478, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.246, sens:0.855, spec:0.457, ppv:0.329, acc:0.551, f1:0.475, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.277, sens:0.867, spec:0.419, ppv:0.317, acc:0.526, f1:0.465, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.279, sens:0.867, spec:0.416, ppv:0.316, acc:0.523, f1:0.463, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.281, sens:0.880, spec:0.416, ppv:0.319, acc:0.526, f1:0.468, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.287, sens:0.880, spec:0.412, ppv:0.317, acc:0.523, f1:0.466, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.312, sens:0.892, spec:0.382, ppv:0.310, acc:0.503, f1:0.460, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.316, sens:0.892, spec:0.378, ppv:0.308, acc:0.500, f1:0.458, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.332, sens:0.904, spec:0.363, ppv:0.306, acc:0.491, f1:0.457, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.339, sens:0.916, spec:0.360, ppv:0.308, acc:0.491, f1:0.461, mcc:0.003, total+:247, total-:103\n", "@threshold:-0.360, sens:0.928, spec:0.322, ppv:0.298, acc:0.466, f1:0.452, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.362, sens:0.928, spec:0.318, ppv:0.297, acc:0.463, f1:0.450, mcc:0.002, total+:259, total-:91\n", "@threshold:-0.363, sens:0.940, spec:0.315, ppv:0.299, acc:0.463, f1:0.453, mcc:0.002, total+:261, total-:89\n", "@threshold:-0.363, sens:0.952, spec:0.311, ppv:0.300, acc:0.463, f1:0.457, mcc:0.003, total+:263, total-:87\n", "@threshold:-0.408, sens:0.964, spec:0.240, ppv:0.283, acc:0.411, f1:0.437, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.409, sens:0.964, spec:0.236, ppv:0.282, acc:0.409, f1:0.436, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.510, sens:0.976, spec:0.161, ppv:0.266, acc:0.354, f1:0.418, mcc:0.002, total+:305, total-:45\n", "@threshold:-0.512, sens:0.976, spec:0.157, ppv:0.265, acc:0.351, f1:0.416, mcc:0.002, total+:306, total-:44\n", "@threshold:-0.584, sens:0.988, spec:0.105, ppv:0.255, acc:0.314, f1:0.406, mcc:0.002, total+:321, total-:29\n", "@threshold:-0.589, sens:0.988, spec:0.101, ppv:0.255, acc:0.311, f1:0.405, mcc:0.002, total+:322, total-:28\n", "@threshold:-1.038, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.011 1.014] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs214:GI cong anom:-0.054\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", "\n", " Vital: Temp-avg10to13 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", "\n", " Number of Visits | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Temp-avg7to10 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Number of Visits:-0.081\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.065\n", " Diagnosis:9ccs232:Sprain:-0.064\n", "\n", " Vital: Temp-avg13to16 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.010 [1.007 1.012] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", " Vital: Temp-avg5to7 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.011] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Number of Visits:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.060\n", " Diagnosis:9ccs51:Ot endo dsor:0.059\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.058\n", " Diagnosis:9ccs130:Pleurisy:0.057\n", "\n", "* Vital: Wt-gain16to24 | coef 0.009 95% CI: [0.006 , 0.012] | OR_adj 1.009 [1.006 1.012] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.065\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.063\n", " Diagnosis:9ccs259:Unclassified:-0.058\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.058\n", " Diagnosis:9ccs125:Bronchitis:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.054\n", "\n", "* Vital: BMI-avg0to1 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.072\n", " Diagnosis:9ccs216:Nerv cong an:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.069\n", " Newborn Diagnosis:9ccs252:Fatigue:0.061\n", "\n", " Vital: Temp-avg19to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Diagnosis:9ccs217:Ot cong anom:-0.075\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.046\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.045\n", "\n", "* Vital: Wt Percentile-latest | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs238:Complic proc:-0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.062\n", " Diagnosis:9ccs145:Int obstruct:-0.061\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.078\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.056\n", " Diagnosis:10ccs238:Complic proc:0.056\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.052\n", "\n", " Vital: Temp-avg1to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.079\n", " Diagnosis:9ccs254:Rehab:0.069\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", "\n", " Vital: Temp-avg0to1 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.052\n", " Diagnosis:9ccs254:Rehab:-0.052\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.049\n", "\n", "* Vital: BMI-avg16to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs235:Opn wnd head:0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", " Diagnosis:9ccs56:Cystic fibro:-0.057\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs86:Cataract:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs246:FUO:0.053\n", "\n", " Vital: Temp-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", "* Vital: Wt-avg1to3 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", " Vital: Ht-gain7to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", "* Vital: BMI-avg10to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", " Vital: Temp-avg16to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.086\n", "\n", " Vital: HC-gain0to3 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:0.091\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs129:Asp pneumon:-0.066\n", "\n", " Vital: BMI-gain1to5 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", "\n", "* Vital: Wt-avg0to1 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", " Vital: Temp-avg3to5 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", "\n", "* Vital: Wt-gain0to3 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs159:UTI:0.057\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs86:Cataract:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", "\n", " MatDeliveryAge | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", "* Vital: Wt-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs129:Asp pneumon:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.060\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.059\n", "\n", "* Vital: BMI-avg3to5 | coef 0.007 95% CI: [0.005 , 0.010] | OR_adj 1.007 [1.005 1.010] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.076\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs61:Sickle cell:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs52:Nutrit defic:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.056\n", "\n", "* Vital: Wt-gain13to19 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs230:Fx leg:0.057\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs235:Opn wnd head:0.049\n", " Diagnosis:9ccs5:HIV infectn:-0.049\n", " Diagnosis:9ccs98:HTN:0.049\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.047\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.047\n", "\n", " Vital: HR-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.063\n", " Diagnosis:9ccs104:Oth heart dx:0.063\n", " Diagnosis:9ccs228:Fx skull fac:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.009] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Lab:297280 GLUCOSE REAGENT STRIP:-0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", "\n", "* Vital: Wt-gain7to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.065\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs5:HIV infectn:0.052\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:306854 PLATELET COUNT - Sunrise:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Diagnosis:9ccs61:Sickle cell:-0.065\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", " Diagnosis:9ccs113:Late eff CVD:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Diagnosis:9ccs167:Breast dx:0.049\n", "\n", " Vital: Wt-gain1to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.061\n", " Diagnosis:9ccs86:Cataract:-0.060\n", " Diagnosis:9ccs104:Oth heart dx:-0.059\n", "\n", " Vital: Wt-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.009] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Diagnosis:9ccs181:Ot preg comp:0.069\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", "* Vital: BMI-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.076\n", " Diagnosis:9ccs86:Cataract:0.074\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.066\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.061\n", " Diagnosis:9ccs8:Oth infectns:0.058\n", " Diagnosis:9ccs44:Neoplsm unsp:0.054\n", " Diagnosis:9ccs140:Gastritis:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:-0.059\n", " Diagnosis:9ccs56:Cystic fibro:0.059\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292147 TSH - Sunrise:-0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", "\n", "* Vital: Ht-avg10to13 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", " Vital: BMI-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs181:Ot preg comp:0.062\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.060\n", " Diagnosis:10ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.058\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.057\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.057\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.057\n", "\n", "* Vital: Wt-gain3to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Lab:294048 STOOL CULTURE - LMC:-0.080\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs181:Ot preg comp:-0.070\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.152\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.152\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", " Diagnosis:9ccs6:Hepatitis:0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs230:Fx leg:-0.049\n", "\n", "* Vital: Ht Percentile-latest | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.077\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.055\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.054\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", "\n", "* Vital: BMI-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.080\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs218:Liveborn:0.058\n", " Newborn Diagnosis:9ccs0:No DX:-0.056\n", "\n", " Vital: Wt-gain10to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs214:GI cong anom:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs98:HTN:-0.056\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs115:Aneurysm:-0.082\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.082\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs181:Ot preg comp:0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs86:Cataract:-0.079\n", " Diagnosis:9ccs235:Opn wnd head:0.074\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", "\n", " Vital: Ht-gain0to3 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs181:Ot preg comp:-0.059\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.147\n", " Diagnosis:9ccs230:Fx leg:-0.093\n", " Diagnosis:9ccs105:Conduction:0.091\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.084\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs72:Anxiety dx:0.064\n", " Diagnosis:9ccs98:HTN:-0.063\n", "\n", " Vital: HC-avg0to1 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.063\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.060\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", "\n", " Vital: HC-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.058\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", " Number of Visits:0.052\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", "\n", " Vital: BMI-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs115:Aneurysm:-0.066\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.058\n", " Diagnosis:9ccs181:Ot preg comp:0.057\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", "\n", "* Vital: BMI-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.062\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", "\n", " Vital: BMI-gain3to7 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.007] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:-0.062\n", "\n", "* Vital: Wt Change-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs61:Sickle cell:0.143\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Diagnosis:9ccs135:Intest infct:-0.089\n", " Diagnosis:9ccs155:Other GI dx:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.068\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.066\n", "\n", " Vital: BMI-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.065\n", " Diagnosis:10ccs238:Complic proc:0.065\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.065\n", " Diagnosis:9ccs72:Anxiety dx:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.054\n", "\n", " Vital: Ht-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs142:Appendicitis:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs115:Aneurysm:-0.070\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.066\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.063\n", " Diagnosis:9ccs181:Ot preg comp:0.060\n", " Diagnosis:9ccs135:Intest infct:-0.060\n", " Diagnosis:9ccs61:Sickle cell:0.058\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.052\n", "\n", "* Vital: Ht-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.063\n", " Diagnosis:9ccs86:Cataract:-0.060\n", " Diagnosis:9ccs104:Oth heart dx:-0.059\n", " Diagnosis:9ccs135:Intest infct:0.054\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", "\n", " Vital: Ht-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.054\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.053\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs204:Ot joint dx:-0.049\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:-0.104\n", " Diagnosis:9ccs72:Anxiety dx:-0.097\n", " Diagnosis:9ccs230:Fx leg:0.093\n", " Diagnosis:9ccs229:Fx arm:0.090\n", " Diagnosis:9ccs231:Oth fracture:0.086\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.084\n", " Diagnosis:9ccs151:Oth liver dx:-0.080\n", " Diagnosis:9ccs239:Superfic inj:-0.076\n", " Diagnosis:9ccs198:Ot infl skin:-0.068\n", " Diagnosis:9ccs51:Ot endo dsor:0.066\n", "\n", "* Vital: BMI-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.067\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs86:Cataract:-0.058\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.058\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs204:Ot joint dx:0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.063\n", "\n", " Vital: Ht-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.075\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs181:Ot preg comp:-0.053\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs230:Fx leg:0.051\n", " Diagnosis:9ccs98:HTN:0.051\n", " Diagnosis:9ccs142:Appendicitis:0.050\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.049\n", " Newborn Diagnosis:9ccs97:Carditis:-0.049\n", "\n", " Vital: Ht-gain5to10 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.056\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Newborn Diagnosis:9ccs97:Carditis:-0.056\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs56:Cystic fibro:0.063\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs72:Anxiety dx:-0.051\n", " Diagnosis:9ccs135:Intest infct:0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.046\n", "\n", " Vital: HC-gain7to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs235:Opn wnd head:0.060\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.054\n", " MatDeliveryAge:0.053\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", "\n", " Vital: HC-gain1to5 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.069\n", " Diagnosis:9ccs86:Cataract:-0.068\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.072\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs86:Cataract:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.058\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: Ht-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:10ccs238:Complic proc:-0.057\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.057\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs86:Cataract:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Newborn Diagnosis:9ccs166:Oth male gen:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: BMI-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs142:Appendicitis:-0.055\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.054\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: BMI-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs106:Dysrhythmia:0.081\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs120:Hemmorhoids:0.062\n", " Diagnosis:9ccs106:Dysrhythmia:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", "\n", "* Vital: Ht-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", "* Vital: BMI-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Diagnosis:9ccs167:Breast dx:0.067\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", "\n", " Vital: Ht-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.073\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", "* Vital: HC-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs181:Ot preg comp:-0.052\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.051\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.086\n", " Diagnosis:9ccs230:Fx leg:0.077\n", " Diagnosis:9ccs239:Superfic inj:0.063\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs98:HTN:0.051\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", "\n", "* Vital: BMI-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs181:Ot preg comp:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs230:Fx leg:0.053\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Newborn Diagnosis:9ccs97:Carditis:-0.050\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.050\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.050\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.055\n", " Diagnosis:9ccs167:Breast dx:0.054\n", " Diagnosis:9ccs129:Asp pneumon:-0.053\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs142:Appendicitis:-0.064\n", " Diagnosis:9ccs230:Fx leg:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Diagnosis:9ccs72:Anxiety dx:0.051\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.069\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs137:Mouth dx:-0.066\n", " Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.057\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", "\n", "* Vital: BMI-gain0to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs106:Dysrhythmia:0.087\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs235:Opn wnd head:0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs86:Cataract:-0.066\n", "\n", " Vital: HC-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.045\n", " Diagnosis:9ccs142:Appendicitis:0.044\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs204:Ot joint dx:0.079\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Lab:294048 STOOL CULTURE - LMC:-0.064\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", "\n", " Vital: HC-gain5to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs51:Ot endo dsor:0.052\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.050\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.049\n", "\n", " Vital: Ht-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.058\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.058\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs204:Ot joint dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", "\n", " Vital: HC-gain13to19 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Diagnosis:9ccs51:Ot endo dsor:0.046\n", " Diagnosis:9ccs230:Fx leg:0.046\n", " Diagnosis:9ccs98:HTN:0.046\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", "* Vital: Wt-avg16to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.070\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs86:Cataract:-0.063\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", "\n", "* Vital: Ht-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Vital: HR-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.058\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs109:Acute CVD:-0.053\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", "\n", " Vital: HR-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.094\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.049\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Diagnosis:9ccs120:Hemmorhoids:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs129:Asp pneumon:-0.059\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs229:Fx arm:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Lab:323854 CULTURE FECES - Sunrise:0.060\n", "\n", "* Vital: Wt-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.059\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.058\n", "\n", "* Vital: HC-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", "* Vital: Ht-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Number of Visits:-0.133\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", " Diagnosis:9ccs125:Bronchitis:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.080\n", " Diagnosis:9ccs128:Asthma:-0.072\n", " Diagnosis:9ccs166:Oth male gen:-0.069\n", " Diagnosis:9ccs113:Late eff CVD:-0.068\n", " Diagnosis:9ccs122:Pneumonia:-0.065\n", " Diagnosis:9ccs7:Viral infect:-0.063\n", "\n", "* Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", "* Vital: HC-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", "\n", "* Vital: Ht-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.058\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", "\n", " Vital: HC-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", "* Vital: Ht-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Diagnosis:9ccs61:Sickle cell:0.136\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.120\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Diagnosis:9ccs7:Viral infect:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs56:Cystic fibro:-0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.066\n", "\n", "* Vital: Wt-gain0to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs120:Hemmorhoids:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " Diagnosis:9ccs86:Cataract:-0.065\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Vital: HC-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs9:Sexual Infxs:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs56:Cystic fibro:-0.063\n", " Diagnosis:9ccs129:Asp pneumon:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.061\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.065\n", " Diagnosis:9ccs235:Opn wnd head:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs106:Dysrhythmia:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.052\n", " Diagnosis:9ccs0:No DX:-0.050\n", " Diagnosis:9ccs254:Rehab:0.050\n", " Diagnosis:9ccs217:Ot cong anom:0.046\n", " Diagnosis:9ccs246:FUO:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.043\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs231:Oth fracture:0.058\n", " Diagnosis:9ccs229:Fx arm:-0.056\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", " Vital: HR-avg19to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Diagnosis:9ccs166:Oth male gen:-0.085\n", " Diagnosis:9ccs257:Ot aftercare:-0.084\n", " Diagnosis:9ccs128:Asthma:-0.082\n", " Diagnosis:9ccs7:Viral infect:-0.073\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", "\n", "* Vital: HR-avg5to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.164\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.084\n", " Diagnosis:9ccs231:Oth fracture:0.084\n", " Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.064\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs214:GI cong anom:-0.076\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs86:Cataract:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs129:Asp pneumon:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.050\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:-0.138\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.098\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.075\n", " Diagnosis:9ccs72:Anxiety dx:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs61:Sickle cell:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.067\n", " Diagnosis:9ccs259:Unclassified:0.066\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.063\n", " Diagnosis:9ccs253:Allergy:0.060\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.052\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Diagnosis:9ccs59:Anemia:-0.064\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.055\n", " Diagnosis:9ccs253:Allergy:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.051\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.092\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.089\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs106:Dysrhythmia:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.061\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.059\n", " Diagnosis:9ccs212:Ot bone dx:-0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.054\n", " Number of Visits:0.054\n", "\n", " Vital: RR-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.100\n", " Diagnosis:9ccs254:Rehab:0.086\n", " Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs61:Sickle cell:0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.062\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs56:Cystic fibro:-0.079\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs105:Conduction:0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs214:GI cong anom:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs86:Cataract:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.103\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Lab:292147 TSH - Sunrise:-0.074\n", " Diagnosis:9ccs98:HTN:0.068\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.061\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.061\n", " Diagnosis:9ccs257:Ot aftercare:0.059\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.058\n", "\n", " Vital: HR-avg1to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs145:Int obstruct:-0.071\n", " Diagnosis:9ccs63:Wht blood dx:0.069\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.084\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs61:Sickle cell:0.077\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs9:Sexual Infxs:-0.060\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:0.103\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:-0.099\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.099\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.099\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Diagnosis:9ccs162:Ot dx bladdr:0.072\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.108\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.079\n", " Diagnosis:9ccs9:Sexual Infxs:-0.078\n", " Diagnosis:9ccs214:GI cong anom:-0.072\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.063\n", " Diagnosis:9ccs129:Asp pneumon:-0.062\n", " Newborn Diagnosis:9ccs97:Carditis:-0.061\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.061\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.078\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:0.135\n", " Diagnosis:9ccs129:Asp pneumon:-0.130\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.124\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.107\n", " Lab:292147 TSH - Sunrise:0.104\n", " Diagnosis:9ccs162:Ot dx bladdr:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.067\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs129:Asp pneumon:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Lab:323854 CULTURE FECES - Sunrise:0.079\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", "\n", "* Vital: Ht-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs229:Fx arm:0.058\n", "\n", " Vital: HR-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs86:Cataract:-0.054\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs204:Ot joint dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", "* Vital: Ht-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs229:Fx arm:0.058\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.057\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.106\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs72:Anxiety dx:-0.081\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs230:Fx leg:-0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs245:Syncope:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.070\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.069\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.093\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.087\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs129:Asp pneumon:-0.078\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs214:GI cong anom:-0.071\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.084\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Lab:292147 TSH - Sunrise:0.072\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs127:COPD:-0.061\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs61:Sickle cell:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs105:Conduction:0.054\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", " Newborn Diagnosis:9ccs97:Carditis:-0.079\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.079\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Lab:323854 CULTURE FECES - Sunrise:0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.072\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:-0.124\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.107\n", " Diagnosis:9ccs214:GI cong anom:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.075\n", " Diagnosis:9ccs109:Acute CVD:-0.074\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs258:Other screen:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.064\n", " Lab:292147 TSH - Sunrise:-0.064\n", "\n", " Vital: RR-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.062\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.060\n", " Diagnosis:9ccs221:Resp distres:0.057\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Diagnosis:9ccs92:Otitis media:-0.081\n", " Diagnosis:9ccs125:Bronchitis:-0.076\n", " Diagnosis:9ccs127:COPD:-0.073\n", " Diagnosis:9ccs257:Ot aftercare:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.067\n", " Diagnosis:9ccs109:Acute CVD:-0.065\n", " Diagnosis:9ccs51:Ot endo dsor:-0.064\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.092\n", " Lab:323854 CULTURE FECES - Sunrise:0.085\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.078\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.078\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.078\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs98:HTN:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.082\n", " Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.079\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:294048 STOOL CULTURE - LMC:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs6:Hepatitis:-0.078\n", " Diagnosis:9ccs4:Mycoses:0.075\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Lab:323854 CULTURE FECES - Sunrise:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs162:Ot dx bladdr:0.074\n", " Diagnosis:9ccs120:Hemmorhoids:0.073\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Newborn Diagnosis:9ccs252:Fatigue:0.076\n", " Diagnosis:9ccs181:Ot preg comp:0.075\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.065\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.063\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.111\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.062\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", "\n", "* Vital: RR-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.083\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.098\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.095\n", " Diagnosis:9ccs9:Sexual Infxs:0.088\n", " Diagnosis:9ccs51:Ot endo dsor:0.088\n", " Diagnosis:9ccs61:Sickle cell:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Diagnosis:9ccs129:Asp pneumon:-0.071\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.122\n", " Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Diagnosis:9ccs162:Ot dx bladdr:0.063\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.058\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.056\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.056\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.095\n", " Diagnosis:9ccs120:Hemmorhoids:0.093\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.093\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.089\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.080\n", " Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Diagnosis:9ccs61:Sickle cell:0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:-0.068\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.062\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2:Septicemia:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.059\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", "\n", "* Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.105\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.087\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs245:Syncope:-0.078\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Newborn Diagnosis:9ccs252:Fatigue:0.072\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.071\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs145:Int obstruct:-0.057\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:-0.052\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.119\n", " Lab:323854 CULTURE FECES - Sunrise:0.108\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.102\n", " Diagnosis:9ccs120:Hemmorhoids:0.102\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.090\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.078\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs127:COPD:0.061\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.122\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs254:Rehab:0.112\n", " Diagnosis:9ccs105:Conduction:0.102\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.058\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Diagnosis:9ccs245:Syncope:0.088\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Lab:294495 LEAD, BLOOD - LMC:-0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.062\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.115\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.088\n", " Diagnosis:9ccs230:Fx leg:-0.083\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.079\n", " Newborn Diagnosis:9ccs252:Fatigue:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:-0.115\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs72:Anxiety dx:-0.088\n", " Diagnosis:9ccs230:Fx leg:-0.083\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.079\n", " Newborn Diagnosis:9ccs252:Fatigue:0.075\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.075\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Diagnosis:9ccs9:Sexual Infxs:0.085\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs115:Aneurysm:0.085\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Diagnosis:9ccs98:HTN:0.106\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.079\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.071\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Lab:306854 PLATELET COUNT - Sunrise:0.096\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.074\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.070\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.109\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.097\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs231:Oth fracture:0.067\n", " Diagnosis:9ccs238:Complic proc:0.067\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Diagnosis:9ccs258:Other screen:0.102\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.132\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Lab:323854 CULTURE FECES - Sunrise:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.096\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Lab:294048 STOOL CULTURE - LMC:-0.119\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Diagnosis:9ccs86:Cataract:0.116\n", " Diagnosis:9ccs5:HIV infectn:0.116\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.116\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.116\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.119\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs216:Nerv cong an:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.045\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", " Diagnosis:9ccs86:Cataract:0.135\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.135\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs129:Asp pneumon:0.111\n", " Diagnosis:9ccs230:Fx leg:0.111\n", " Diagnosis:9ccs214:GI cong anom:0.106\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.120\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.120\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.096\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.104\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs145:Int obstruct:-0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.035\n", " Diagnosis:9ccs51:Ot endo dsor:-0.034\n", " Diagnosis:9ccs253:Allergy:0.032\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:10ccs238:Complic proc:0.132\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.132\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.139\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", " Number of Visits:0.100\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.097\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.091\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Number of Visits:0.134\n", " Diagnosis:9ccs221:Resp distres:0.128\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs56:Cystic fibro:0.103\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.068\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.068\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.118\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", " Newborn Diagnosis:9ccs253:Allergy:-0.043\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.130\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.130\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.126\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", " Diagnosis:9ccs89:Blindness:0.041\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Diagnosis:9ccs7:Viral infect:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Lab:294048 STOOL CULTURE - LMC:0.139\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.131\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs72:Anxiety dx:0.128\n", " Diagnosis:9ccs70:Schizo/rl dx:0.128\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Lab:292147 TSH - Sunrise:-0.169\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs105:Conduction:-0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.070\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.117\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.117\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.113\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Diagnosis:9ccs231:Oth fracture:0.103\n", " Diagnosis:9ccs229:Fx arm:0.103\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Diagnosis:9ccs234:Crush injury:0.056\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.148\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.124\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Lab:292147 TSH - Sunrise:-0.106\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Diagnosis:9ccs229:Fx arm:0.141\n", " Diagnosis:9ccs56:Cystic fibro:0.141\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:294048 STOOL CULTURE - LMC:0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs232:Sprain:0.152\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.128\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:-0.084\n", " Diagnosis:9ccs141:Ot dx stomch:0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs165:Inf male gen:-0.065\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.157\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs89:Blindness:0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs94:Other ear dx:-0.044\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Lab:323854 CULTURE FECES - Sunrise:-0.080\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Number of Visits:0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", " Diagnosis:9ccs136:Teeth dx:0.033\n", " Diagnosis:9ccs217:Ot cong anom:0.031\n", " Diagnosis:9ccs256:Exam/eval:0.030\n", " Diagnosis:9ccs257:Ot aftercare:0.029\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.197\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Lab:292147 TSH - Sunrise:-0.181\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.464\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.022\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.302\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs91:Other eye dx:-0.045\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:0.037\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.026\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs159:UTI:0.035\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:294048 STOOL CULTURE - LMC:0.080\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.135\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Number of Visits:0.078\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Lab:292147 TSH - Sunrise:0.175\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs204:Ot joint dx:0.350\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Diagnosis:9ccs259:Unclassified:0.050\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:294048 STOOL CULTURE - LMC:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.403\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", " Number of Visits:0.066\n", " Diagnosis:9ccs198:Ot infl skin:0.064\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.157\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.120\n", " Diagnosis:9ccs124:Tonsillitis:-0.113\n", " Diagnosis:9ccs215:gu cong anom:-0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Diagnosis:9ccs90:Eye infectn:-0.046\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Diagnosis:9ccs92:Otitis media:-0.037\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.061\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs55:Fluid/elc dx:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.109\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs127:COPD:0.044\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Diagnosis:9ccs127:COPD:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.049\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", " Diagnosis:10ccs58:Ot nutrit dx:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.043\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", " Diagnosis:9ccs256:Exam/eval:0.038\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Diagnosis:9ccs204:Ot joint dx:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs90:Eye infectn:-0.041\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs213:Cardiac anom:0.059\n", " Diagnosis:9ccs124:Tonsillitis:0.059\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:-0.103\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs94:Other ear dx:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Diagnosis:9ccs123:Influenza:0.103\n", " Diagnosis:9ccs91:Other eye dx:0.084\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs159:UTI:0.064\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", " Diagnosis:9ccs247:Lymph enlarg:0.096\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.169\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.106\n", " Diagnosis:9ccs95:Oth nerv dx:-0.095\n", " Diagnosis:9ccs213:Cardiac anom:-0.088\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", " Lab:297280 GLUCOSE REAGENT STRIP | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:297280 GLUCOSE REAGENT STRIP:1.000\n", " Diagnosis:9ccs232:Sprain:0.500\n", " Diagnosis:9ccs3:Oth bact inf:0.214\n", " Diagnosis:9ccs138:Esophgeal dx:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs133:Oth low resp:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", "\n", " Newborn Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Diagnosis:9ccs258:Other screen:0.163\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Diagnosis:9ccs236:Opn wnd extr:0.202\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", "\n", " Diagnosis:9ccs109:Acute CVD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs109:Acute CVD:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", " Number of Visits:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.124\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs258:Other screen:-0.096\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs4:Mycoses:0.068\n", " Diagnosis:9ccs166:Oth male gen:-0.062\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs240:Burns:0.152\n", " Diagnosis:9ccs256:Exam/eval:0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.106\n", " Diagnosis:9ccs159:UTI:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", "\n", " Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs98:HTN:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs242:Poisn ot med:-0.266\n", " Diagnosis:9ccs52:Nutrit defic:0.104\n", " Diagnosis:9ccs143:Abdom hernia:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.086\n", " Diagnosis:9ccs256:Exam/eval:-0.074\n", " Diagnosis:9ccs239:Superfic inj:-0.069\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs136:Teeth dx:0.044\n", " MatDeliveryAge:-0.039\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.148\n", " Diagnosis:9ccs138:Esophgeal dx:0.106\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs135:Intest infct:0.052\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.243\n", " Diagnosis:9ccs205:Back problem:0.157\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.115\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.315\n", " Diagnosis:9ccs47:Ot bnign neo:0.109\n", " Diagnosis:9ccs91:Other eye dx:0.108\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs0:No DX:0.069\n", " Diagnosis:9ccs126:Ot up rsp in:-0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs143:Abdom hernia:0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Diagnosis:9ccs253:Allergy:-0.041\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.039\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Diagnosis:9ccs147:Anal/rectal:0.120\n", " Diagnosis:9ccs165:Inf male gen:-0.119\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.080\n", " Diagnosis:9ccs256:Exam/eval:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs159:UTI:0.064\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs94:Other ear dx:0.034\n", " Diagnosis:9ccs134:Ot uppr resp:0.034\n", " Diagnosis:9ccs151:Oth liver dx:0.033\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", " Diagnosis:9ccs127:COPD:0.044\n", " Diagnosis:9ccs253:Allergy:-0.041\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs128:Asthma:-0.053\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", " Diagnosis:9ccs135:Intest infct:-0.038\n", " Diagnosis:9ccs125:Bronchitis:-0.038\n", " Diagnosis:9ccs200:Oth skin dx:-0.037\n", " Diagnosis:9ccs257:Ot aftercare:-0.034\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.034\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Diagnosis:9ccs123:Influenza:0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.139\n", " Diagnosis:9ccs244:Other injury:-0.113\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs259:Unclassified:-0.075\n", " Diagnosis:9ccs91:Other eye dx:-0.066\n", " Diagnosis:9ccs239:Superfic inj:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Diagnosis:9ccs123:Influenza:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:0.042\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs253:Allergy:-0.033\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " MatDeliveryAge:0.026\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.071\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n", " Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " MatDeliveryAge:0.032\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Diagnosis:9ccs115:Aneurysm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs115:Aneurysm:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.074\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.056\n", " Diagnosis:9ccs127:COPD:-0.051\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs135:Intest infct:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.029\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs256:Exam/eval:-0.023\n", " Diagnosis:9ccs222:Perint jaund:-0.019\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs122:Pneumonia:-0.057\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.057\n", " Diagnosis:9ccs59:Anemia:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs147:Anal/rectal:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.070\n", " Lab:297275 STREP RAPID TEST (POCT):-0.070\n", " Diagnosis:9ccs122:Pneumonia:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs91:Other eye dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.407\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.038\n", " Diagnosis:9ccs92:Otitis media:0.036\n", " Diagnosis:9ccs253:Allergy:-0.033\n", " Diagnosis:9ccs155:Other GI dx:-0.020\n", " Diagnosis:9ccs90:Eye infectn:-0.020\n", " Diagnosis:9ccs126:Ot up rsp in:-0.018\n", " Diagnosis:9ccs135:Intest infct:0.018\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs258:Other screen:0.230\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.204\n", " Diagnosis:10ccs58:Ot nutrit dx:0.164\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.148\n", " Diagnosis:9ccs127:COPD:0.126\n", " Number of Visits:0.118\n", " Diagnosis:9ccs217:Ot cong anom:0.116\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs239:Superfic inj:0.105\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Lab:306854 PLATELET COUNT - Sunrise:0.413\n", " Diagnosis:9ccs151:Oth liver dx:0.080\n", " Diagnosis:9ccs124:Tonsillitis:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.050\n", " MatDeliveryAge:-0.038\n", " Diagnosis:9ccs7:Viral infect:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", " Diagnosis:9ccs257:Ot aftercare:-0.037\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs255:Social admin:-0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs7:Viral infect:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Diagnosis:9ccs154:Gastroent:0.099\n", " Diagnosis:9ccs166:Oth male gen:0.093\n", " Diagnosis:9ccs161:Ot dx kidney:-0.091\n", " Diagnosis:9ccs140:Gastritis:-0.080\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Number of Visits:0.035\n", "\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs74:Ot mentl cnd:0.093\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", "\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", "\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Newborn Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " Diagnosis:9ccs200:Oth skin dx:-0.022\n", " Diagnosis:9ccs125:Bronchitis:-0.021\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.126\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.104\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.058\n", " Diagnosis:9ccs259:Unclassified:0.044\n", " Diagnosis:9ccs113:Late eff CVD:0.033\n", " Diagnosis:9ccs4:Mycoses:0.031\n", "\n", " Newborn Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Newborn Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.377\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.353\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", "\n", " Diagnosis:9ccs105:Conduction | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs105:Conduction:1.000\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.500\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs47:Ot bnign neo:0.158\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", " Lab:297275 STREP RAPID TEST (POCT):-0.081\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.577\n", " Lab:306854 PLATELET COUNT - Sunrise:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", "\n", " Diagnosis:9ccs235:Opn wnd head | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs235:Opn wnd head:1.000\n", " Diagnosis:9ccs159:UTI:0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.032\n", " Diagnosis:9ccs7:Viral infect:-0.031\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs89:Blindness:0.184\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Number of Visits:0.079\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Vital: BMI Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs155:Other GI dx:0.038\n", " Diagnosis:9ccs125:Bronchitis:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", "\n", " Newborn Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs4:Mycoses:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " MatDeliveryAge:-0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", "\n", " Newborn Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.276\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", "\n", " Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " MatDeliveryAge:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.022\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.102\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Number of Visits:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.155\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs198:Ot infl skin:0.085\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", "\n", " Vital: BMI Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:0.268\n", " Diagnosis:9ccs159:UTI:0.088\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs91:Other eye dx:-0.059\n", " MatDeliveryAge:-0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs155:Other GI dx:0.038\n", " Diagnosis:9ccs125:Bronchitis:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", "\n", " Newborn Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs253:Allergy:0.024\n", " Diagnosis:9ccs92:Otitis media:-0.022\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", " Diagnosis:9ccs125:Bronchitis:-0.015\n", "\n", " Vital: BMI Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:-0.268\n", " Diagnosis:9ccs159:UTI:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.068\n", " Diagnosis:9ccs127:COPD:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " MatDeliveryAge:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.038\n", " Diagnosis:9ccs125:Bronchitis:-0.038\n", " Diagnosis:9ccs200:Oth skin dx:-0.037\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Lab:306854 PLATELET COUNT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:306854 PLATELET COUNT - Sunrise:1.000\n", " Diagnosis:9ccs238:Complic proc:0.413\n", " Newborn Diagnosis:9ccs218:Liveborn:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.194\n", " Diagnosis:9ccs89:Blindness:-0.131\n", " Diagnosis:9ccs124:Tonsillitis:0.096\n", " Diagnosis:9ccs213:Cardiac anom:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.941285518001\n", "Number of Visits : 0.00975679593693\n", "MatDeliveryAge : 0.00737221852104\n", "Diagnosis : 0.0334046857051\n", "Lab : 0.00330996359575\n", "Newborn Diagnosis : 0.00487081824049\n", "Time to run analysis 0:13:20.672044\n", "Total Time elapsed 5:05:51.476556\n", "-----------------------------------------------------\n", "\n", "boys no_min no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.815, R^2 test: -0.813\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.618, R^2 test: -0.279\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.475, R^2 test: -0.155\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.052, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.720, Explained Variance Score Train: 0.052\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.553, Explained Variance Score Test: 0.007\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.811, R^2 test: -0.958\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.577, R^2 test: -0.164\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.444, R^2 test: -0.097\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.063, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.431, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.594, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.861, R^2 test: -4.145\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.641, R^2 test: -0.825\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.496, R^2 test: -0.283\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.022, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.556, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.867, R^2 test: -1.723\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.669, R^2 test: -0.234\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.543, R^2 test: -0.192\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.559, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.451, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.797, R^2 test: -1.226\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.581, R^2 test: -0.345\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.453, R^2 test: -0.196\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.608, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.438, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.482, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.898, R^2 test: -0.633\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.646, R^2 test: -0.186\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.451, R^2 test: -0.119\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.597, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.528, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.823, R^2 test: -1.998\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.616, R^2 test: -0.486\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.484, R^2 test: -0.212\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.043, R^2 test: -0.051\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.659, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.454, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.521, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.850, R^2 test: -2.321\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.632, R^2 test: -0.538\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.450, R^2 test: -0.218\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.002, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.569, Explained Variance Score Train: 0.002\n", "AUC Validation: 0.499, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.536, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.849, R^2 test: -2.741\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.630, R^2 test: -0.743\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.506, R^2 test: -0.507\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.026, R^2 test: 0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.515, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.561, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.871, R^2 test: -2.051\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.624, R^2 test: -0.371\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.457, R^2 test: -0.113\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.010, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.010\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.526, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.799, R^2 test: -1.045\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.560, R^2 test: -0.160\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.429, R^2 test: -0.028\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.013, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.559, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.564, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.902, R^2 test: -1.920\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.830\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.567, R^2 test: -0.469\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.058\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.675, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.455, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.460, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.871, R^2 test: -1.428\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.638, R^2 test: -0.565\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.510, R^2 test: -0.359\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.591, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.383, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.576, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.871, R^2 test: -3.444\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.663, R^2 test: -1.330\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.560, R^2 test: -0.932\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.097, R^2 test: -0.103\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.711, Explained Variance Score Train: 0.097\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.580, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.931, R^2 test: -1.322\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.772, R^2 test: -0.395\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.632, R^2 test: -0.150\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.075, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.671, Explained Variance Score Train: 0.075\n", "AUC Validation: 0.549, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.581, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.844, R^2 test: -3.991\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.601, R^2 test: -0.817\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.473, R^2 test: -0.431\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.025, R^2 test: 0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.608, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.516, Explained Variance Score Test: 0.005\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.845, R^2 test: -1.232\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.512, R^2 test: -0.192\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.341, R^2 test: -0.071\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.802, R^2 test: -1.846\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.477, R^2 test: -0.218\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.338, R^2 test: -0.120\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.663, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.611, Explained Variance Score Test: 0.002\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.792, R^2 test: -1.903\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.601, R^2 test: -0.511\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.463, R^2 test: -0.162\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.459, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.521, Explained Variance Score Test: 0.004\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.943, R^2 test: -1.396\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.802, R^2 test: -0.731\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.685, R^2 test: -0.432\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.069, R^2 test: -0.082\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.638, Explained Variance Score Train: 0.069\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.546, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.830, R^2 test: -1.359\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.600, R^2 test: -0.190\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.479, R^2 test: -0.151\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.716, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.423, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.542, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.854, R^2 test: -3.455\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.626, R^2 test: -0.719\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.505, R^2 test: -0.361\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.049, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.569, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.892, R^2 test: -4.062\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.720, R^2 test: -1.671\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.605, R^2 test: -0.970\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.024\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.688, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.373, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.559, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.786, R^2 test: -1.927\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.549, R^2 test: -0.359\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.384, R^2 test: -0.139\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.010, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.554, Explained Variance Score Train: 0.010\n", "AUC Validation: 0.497, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.529, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.877, R^2 test: -2.195\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.717\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.567, R^2 test: -0.344\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.081, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.081\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.548, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.871, R^2 test: -2.026\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.616, R^2 test: -0.293\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.438, R^2 test: -0.095\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.016, R^2 test: 0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.626, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.564, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.918, R^2 test: -2.036\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.712, R^2 test: -1.032\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.560, R^2 test: -0.494\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.684, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.582, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.870, R^2 test: -1.946\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.613, R^2 test: -0.541\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.438, R^2 test: -0.349\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.716, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.601, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.826, R^2 test: -2.136\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.618, R^2 test: -0.782\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.470, R^2 test: -0.463\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.619, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.540, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.844, R^2 test: -2.516\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.589, R^2 test: -0.386\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.467, R^2 test: -0.181\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.018, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.743, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.586, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.494, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.898, R^2 test: -2.757\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.659, R^2 test: -0.825\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.486, R^2 test: -0.267\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.059, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.589, Explained Variance Score Train: 0.059\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.566, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.831, R^2 test: -1.792\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.652, R^2 test: -0.690\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.503, R^2 test: -0.302\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.048, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.659, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.440, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.550, Explained Variance Score Test: 0.004\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.881, R^2 test: -1.901\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.648, R^2 test: -0.564\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.492, R^2 test: -0.286\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.065, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.602, Explained Variance Score Train: 0.065\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.614, Explained Variance Score Test: 0.034\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.923, R^2 test: -1.442\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.695, R^2 test: -0.487\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.531, R^2 test: -0.346\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.666, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.398, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.528, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.833, R^2 test: -1.208\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.635, R^2 test: -0.424\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.516, R^2 test: -0.237\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.067, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.587, Explained Variance Score Train: 0.067\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.553, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.827, R^2 test: -1.796\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.635, R^2 test: -0.449\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.494, R^2 test: -0.155\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.582, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.513, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.498, Explained Variance Score Test: -0.005\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.893, R^2 test: -1.745\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.690, R^2 test: -0.896\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.571, R^2 test: -0.564\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.039, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.639, Explained Variance Score Train: 0.039\n", "AUC Validation: 0.558, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.478, Explained Variance Score Test: -0.003\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.899, R^2 test: -3.417\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.760\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.593, R^2 test: -0.263\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.055, R^2 test: -0.059\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.687, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.534, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.838, R^2 test: -3.202\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.570, R^2 test: -0.548\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.398, R^2 test: -0.277\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.544, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.483, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.931, R^2 test: -2.074\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.629\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.635, R^2 test: -0.294\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.072, R^2 test: 0.052\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.637, Explained Variance Score Train: 0.072\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.601, Explained Variance Score Test: 0.032\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.868, R^2 test: -2.243\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.670, R^2 test: -0.604\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.547, R^2 test: -0.325\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.087, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.087\n", "AUC Validation: 0.592, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.577, Explained Variance Score Test: 0.014\n", "\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.897, R^2 test: -1.741\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.696, R^2 test: -0.389\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.543, R^2 test: -0.164\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.050, R^2 test: 0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.603, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.884, R^2 test: -2.350\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.695, R^2 test: -0.728\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.565, R^2 test: -0.293\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.625, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.553, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.905, R^2 test: -1.419\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.677, R^2 test: -0.459\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.522, R^2 test: -0.166\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.014, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.656, Explained Variance Score Train: 0.014\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.468, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.806, R^2 test: -1.087\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.575, R^2 test: -0.278\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.465, R^2 test: -0.196\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.070\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.536, Explained Variance Score Test: -0.005\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.885, R^2 test: -1.530\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.679, R^2 test: -0.530\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.522, R^2 test: -0.422\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.074, R^2 test: -0.045\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.656, Explained Variance Score Train: 0.074\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.530, Explained Variance Score Test: -0.002\n", "\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.910, R^2 test: -1.666\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.748, R^2 test: -0.636\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.634, R^2 test: -0.375\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.051, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.610, Explained Variance Score Train: 0.051\n", "AUC Validation: 0.479, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.488, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.876, R^2 test: -2.897\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.674, R^2 test: -0.681\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.478, R^2 test: -0.167\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.029, R^2 test: -0.094\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.623, Explained Variance Score Train: 0.029\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.541, Explained Variance Score Test: -0.008\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.811, R^2 test: -2.602\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.560, R^2 test: -0.766\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.423, R^2 test: -0.375\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.045, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.561, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.590, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.438, Explained Variance Score Test: -0.021\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.873, R^2 test: -4.368\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.674, R^2 test: -0.595\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.547, R^2 test: -0.201\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.020, R^2 test: -0.049\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.634, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.523, Explained Variance Score Test: 0.003\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.850, R^2 test: -1.399\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.642, R^2 test: -0.385\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.505, R^2 test: -0.240\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.069, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.069\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.578, Explained Variance Score Test: 0.013\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.847, R^2 test: -3.603\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.600, R^2 test: -1.030\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.472, R^2 test: -0.548\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.037\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.567, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.526, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.544, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.828, R^2 test: -1.797\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.623, R^2 test: -0.393\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.465, R^2 test: -0.190\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.027, R^2 test: -0.040\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.691, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.467, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.490, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.855, R^2 test: -1.913\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.618, R^2 test: -0.530\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.460, R^2 test: -0.300\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.607, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.575, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.870, R^2 test: -1.487\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.680, R^2 test: -0.450\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.526, R^2 test: -0.291\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.039, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.039\n", "AUC Validation: 0.490, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.529, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.869, R^2 test: -3.648\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.674, R^2 test: -1.195\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.530, R^2 test: -0.707\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.049\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.624, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.431, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.493, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.857, R^2 test: -1.293\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.671, R^2 test: -0.400\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.535, R^2 test: -0.132\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.063, R^2 test: 0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.727, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.544, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.828, R^2 test: -1.369\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.585, R^2 test: -0.430\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.452, R^2 test: -0.218\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.004, R^2 test: -0.043\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.616, Explained Variance Score Train: 0.004\n", "AUC Validation: 0.509, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.562, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.900, R^2 test: -1.531\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.730, R^2 test: -0.406\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.586, R^2 test: -0.090\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.026, R^2 test: 0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.637, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.497, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.844, R^2 test: -1.730\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.590, R^2 test: -0.414\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.460, R^2 test: -0.190\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.011, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.566, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.562, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.863, R^2 test: -0.990\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.659, R^2 test: -0.313\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.509, R^2 test: -0.149\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.016, R^2 test: -0.047\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.446, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.609, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.886, R^2 test: -2.788\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.647, R^2 test: -0.649\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.502, R^2 test: -0.276\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.118, R^2 test: 0.046\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.715, Explained Variance Score Train: 0.118\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.590, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.921, R^2 test: -2.917\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.741, R^2 test: -0.961\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.575, R^2 test: -0.369\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.054, R^2 test: 0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.697, Explained Variance Score Train: 0.054\n", "AUC Validation: 0.564, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.578, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.902, R^2 test: -2.107\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.692, R^2 test: -0.652\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.385\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.051, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.694, Explained Variance Score Train: 0.051\n", "AUC Validation: 0.581, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.540, Explained Variance Score Test: 0.006\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.884, R^2 test: -0.922\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.635, R^2 test: -0.210\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.459, R^2 test: -0.090\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.666, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.483, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.487, Explained Variance Score Test: 0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.775, R^2 test: -2.007\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.574, R^2 test: -0.619\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.468, R^2 test: -0.410\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.018, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.671, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.600, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.859, R^2 test: -1.090\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.649, R^2 test: -0.174\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.515, R^2 test: -0.027\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.550, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.555, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.894, R^2 test: -3.010\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.680, R^2 test: -0.846\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.344\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.581, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.515, Explained Variance Score Test: -0.011\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.886, R^2 test: -2.107\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.626, R^2 test: -0.555\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.453, R^2 test: -0.161\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.050, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.667, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.523, Explained Variance Score Test: -0.002\n", "\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.830, R^2 test: -1.961\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.582, R^2 test: -0.460\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.410, R^2 test: -0.184\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.026, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.622, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.538, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.919, R^2 test: -2.129\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.718, R^2 test: -0.990\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.597, R^2 test: -0.733\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.105, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.678, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.561, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.801, R^2 test: -3.568\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.603, R^2 test: -0.901\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.492, R^2 test: -0.659\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.053, R^2 test: 0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.683, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.551, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.903, R^2 test: -1.228\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.703, R^2 test: -0.452\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.537, R^2 test: -0.204\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.050, R^2 test: 0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.617, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.552, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.889, R^2 test: -2.583\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.677, R^2 test: -0.212\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.516, R^2 test: 0.051\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.029, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.617, Explained Variance Score Train: 0.029\n", "AUC Validation: 0.438, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.521, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.858, R^2 test: -1.982\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.653, R^2 test: -0.573\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.518, R^2 test: -0.369\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.034, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.547, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.531, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.533, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.869, R^2 test: -1.453\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.678, R^2 test: -0.574\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.526, R^2 test: -0.226\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.082, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.082\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.516, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.920, R^2 test: -1.637\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.699, R^2 test: -0.564\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.563, R^2 test: -0.278\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.067, R^2 test: 0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.647, Explained Variance Score Train: 0.067\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.469, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.869, R^2 test: -0.952\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.081\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.539, R^2 test: 0.046\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.014, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.593, Explained Variance Score Train: 0.014\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.611, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.877, R^2 test: -1.601\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.667, R^2 test: -0.484\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.207\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.039, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.039\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.481, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.802, R^2 test: -1.249\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.575, R^2 test: -0.376\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.428, R^2 test: -0.205\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.050\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.854, R^2 test: -2.427\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.553, R^2 test: -0.618\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.406, R^2 test: -0.245\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.002, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.450, Explained Variance Score Train: 0.002\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.464, Explained Variance Score Test: -0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.832, R^2 test: -1.426\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.629, R^2 test: -0.376\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.490, R^2 test: -0.354\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.062, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.062\n", "AUC Validation: 0.445, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.554, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.867, R^2 test: -1.022\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.661, R^2 test: -0.252\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.550, R^2 test: -0.084\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.606, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.445, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.520, Explained Variance Score Test: 0.007\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.869, R^2 test: -2.846\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.651, R^2 test: -0.670\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.468, R^2 test: -0.120\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.601, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.528, Explained Variance Score Test: 0.000\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.900, R^2 test: -0.420\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.697, R^2 test: -0.180\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.557, R^2 test: -0.086\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.104, R^2 test: -0.072\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.668, Explained Variance Score Train: 0.104\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.544, Explained Variance Score Test: 0.010\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.813, R^2 test: -0.668\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.607, R^2 test: -0.185\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.472, R^2 test: -0.132\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.072, R^2 test: -0.065\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.628, Explained Variance Score Train: 0.072\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.482, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.925, R^2 test: -1.613\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.756, R^2 test: -0.748\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.597, R^2 test: -0.289\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.069, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.069\n", "AUC Validation: 0.519, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.517, Explained Variance Score Test: -0.011\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.760, R^2 test: -0.995\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.536, R^2 test: -0.172\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.400, R^2 test: -0.092\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.587, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.546, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.483, Explained Variance Score Test: -0.000\n", "\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.783, R^2 test: -2.399\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.520, R^2 test: -0.492\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.370, R^2 test: -0.257\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.042, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.042\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.540, Explained Variance Score Test: 0.001\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.901, R^2 test: -1.809\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.702, R^2 test: -0.663\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.348\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.083, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.489, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.638, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.883, R^2 test: -2.654\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.677, R^2 test: -0.614\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.552, R^2 test: -0.241\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.079, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.665, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.559, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.620, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.875, R^2 test: -5.637\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.624, R^2 test: -1.351\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.441, R^2 test: -0.418\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.599, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.598, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.860, R^2 test: -1.012\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.653, R^2 test: -0.144\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.497, R^2 test: 0.034\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.040, R^2 test: 0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.667, Explained Variance Score Train: 0.040\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.529, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.901, R^2 test: -2.260\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.727, R^2 test: -0.403\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.639, R^2 test: -0.232\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.057, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.057\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.596, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.910, R^2 test: -2.972\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.690, R^2 test: -0.823\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.558, R^2 test: -0.470\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.006, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.572, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.574, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.884, R^2 test: -2.744\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.728, R^2 test: -1.060\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.628, R^2 test: -0.663\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.110, R^2 test: -0.037\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.110\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.581, Explained Variance Score Test: 0.023\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.871, R^2 test: -1.205\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.661, R^2 test: -0.296\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.543, R^2 test: -0.099\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.064, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.701, Explained Variance Score Train: 0.064\n", "AUC Validation: 0.493, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.542, Explained Variance Score Test: -0.021\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.851, R^2 test: -0.932\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.627, R^2 test: -0.263\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.464, R^2 test: -0.079\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.849, R^2 test: -1.591\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.614, R^2 test: -0.347\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.468, R^2 test: -0.126\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.636, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.523, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.894, R^2 test: -1.318\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.673, R^2 test: -0.241\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.502, R^2 test: -0.082\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.045, R^2 test: 0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.564, Explained Variance Score Test: 0.018\n", "\n", "total Variables 1918 and total subjects: 1751\n", "->AUC validation: 0.538 95% CI: [0.524 , 0.551]\n", "->AUC test: 0.541 95% CI: [0.532 , 0.549]\n", "->R^2 validation: 0.002 95% CI: [-0.001 , 0.006]\n", "->R^2 test: 0.004 95% CI: [0.002 , 0.007]\n", "->Explained Variance validation: -0.013 95% CI: [-0.018 , -0.007]\n", "->Explained Variance test: -0.000 95% CI: [-0.003 , 0.003]\n", "Test set metrics:\n", "@threshold:0.965, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.035, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.046, sens:0.000, spec:0.993, ppv:0.000, acc:0.757, f1:0.000, mcc:-0.024, total+:2, total-:348\n", "@threshold:-0.047, sens:0.000, spec:0.989, ppv:0.000, acc:0.754, f1:0.000, mcc:-0.020, total+:3, total-:347\n", "@threshold:-0.052, sens:0.036, spec:0.989, ppv:0.500, acc:0.763, f1:0.067, mcc:0.031, total+:6, total-:344\n", "@threshold:-0.052, sens:0.048, spec:0.989, ppv:0.571, acc:0.766, f1:0.089, mcc:0.043, total+:7, total-:343\n", "@threshold:-0.053, sens:0.048, spec:0.985, ppv:0.500, acc:0.763, f1:0.088, mcc:0.027, total+:8, total-:342\n", "@threshold:-0.056, sens:0.060, spec:0.985, ppv:0.556, acc:0.766, f1:0.109, mcc:0.035, total+:9, total-:341\n", "@threshold:-0.057, sens:0.072, spec:0.978, ppv:0.500, acc:0.763, f1:0.126, mcc:0.022, total+:12, total-:338\n", "@threshold:-0.057, sens:0.084, spec:0.978, ppv:0.538, acc:0.766, f1:0.146, mcc:0.027, total+:13, total-:337\n", "@threshold:-0.057, sens:0.084, spec:0.974, ppv:0.500, acc:0.763, f1:0.144, mcc:0.021, total+:14, total-:336\n", "@threshold:-0.058, sens:0.096, spec:0.974, ppv:0.533, acc:0.766, f1:0.163, mcc:0.024, total+:15, total-:335\n", "@threshold:-0.060, sens:0.096, spec:0.955, ppv:0.400, acc:0.751, f1:0.155, mcc:0.009, total+:20, total-:330\n", "@threshold:-0.060, sens:0.096, spec:0.951, ppv:0.381, acc:0.749, f1:0.154, mcc:0.008, total+:21, total-:329\n", "@threshold:-0.060, sens:0.108, spec:0.951, ppv:0.409, acc:0.751, f1:0.171, mcc:0.009, total+:22, total-:328\n", "@threshold:-0.060, sens:0.108, spec:0.948, ppv:0.391, acc:0.749, f1:0.170, mcc:0.008, total+:23, total-:327\n", "@threshold:-0.060, sens:0.120, spec:0.940, ppv:0.385, acc:0.746, f1:0.183, mcc:0.007, total+:26, total-:324\n", "@threshold:-0.061, sens:0.120, spec:0.936, ppv:0.370, acc:0.743, f1:0.182, mcc:0.006, total+:27, total-:323\n", "@threshold:-0.061, sens:0.120, spec:0.925, ppv:0.333, acc:0.734, f1:0.177, mcc:0.004, total+:30, total-:320\n", "@threshold:-0.061, sens:0.120, spec:0.921, ppv:0.323, acc:0.731, f1:0.175, mcc:0.004, total+:31, total-:319\n", "@threshold:-0.061, sens:0.145, spec:0.918, ppv:0.353, acc:0.734, f1:0.205, mcc:0.005, total+:34, total-:316\n", "@threshold:-0.061, sens:0.145, spec:0.914, ppv:0.343, acc:0.731, f1:0.203, mcc:0.004, total+:35, total-:315\n", "@threshold:-0.062, sens:0.157, spec:0.910, ppv:0.351, acc:0.731, f1:0.217, mcc:0.005, total+:37, total-:313\n", "@threshold:-0.062, sens:0.169, spec:0.891, ppv:0.326, acc:0.720, f1:0.222, mcc:0.003, total+:43, total-:307\n", "@threshold:-0.062, sens:0.169, spec:0.888, ppv:0.318, acc:0.717, f1:0.220, mcc:0.003, total+:44, total-:306\n", "@threshold:-0.062, sens:0.181, spec:0.888, ppv:0.333, acc:0.720, f1:0.234, mcc:0.003, total+:45, total-:305\n", "@threshold:-0.062, sens:0.193, spec:0.884, ppv:0.340, acc:0.720, f1:0.246, mcc:0.004, total+:47, total-:303\n", "@threshold:-0.062, sens:0.193, spec:0.880, ppv:0.333, acc:0.717, f1:0.244, mcc:0.003, total+:48, total-:302\n", "@threshold:-0.063, sens:0.217, spec:0.876, ppv:0.353, acc:0.720, f1:0.269, mcc:0.004, total+:51, total-:299\n", "@threshold:-0.063, sens:0.229, spec:0.873, ppv:0.358, acc:0.720, f1:0.279, mcc:0.004, total+:53, total-:297\n", "@threshold:-0.063, sens:0.229, spec:0.869, ppv:0.352, acc:0.717, f1:0.277, mcc:0.004, total+:54, total-:296\n", "@threshold:-0.064, sens:0.241, spec:0.869, ppv:0.364, acc:0.720, f1:0.290, mcc:0.004, total+:55, total-:295\n", "@threshold:-0.066, sens:0.241, spec:0.861, ppv:0.351, acc:0.714, f1:0.286, mcc:0.004, total+:57, total-:293\n", "@threshold:-0.066, sens:0.253, spec:0.861, ppv:0.362, acc:0.717, f1:0.298, mcc:0.004, total+:58, total-:292\n", "@threshold:-0.067, sens:0.253, spec:0.858, ppv:0.356, acc:0.714, f1:0.296, mcc:0.004, total+:59, total-:291\n", "@threshold:-0.068, sens:0.289, spec:0.843, ppv:0.364, acc:0.711, f1:0.322, mcc:0.004, total+:66, total-:284\n", "@threshold:-0.068, sens:0.289, spec:0.831, ppv:0.348, acc:0.703, f1:0.316, mcc:0.004, total+:69, total-:281\n", "@threshold:-0.068, sens:0.289, spec:0.824, ppv:0.338, acc:0.697, f1:0.312, mcc:0.003, total+:71, total-:279\n", "@threshold:-0.068, sens:0.301, spec:0.820, ppv:0.342, acc:0.697, f1:0.321, mcc:0.003, total+:73, total-:277\n", "@threshold:-0.069, sens:0.325, spec:0.813, ppv:0.351, acc:0.697, f1:0.338, mcc:0.004, total+:77, total-:273\n", "@threshold:-0.069, sens:0.325, spec:0.805, ppv:0.342, acc:0.691, f1:0.333, mcc:0.003, total+:79, total-:271\n", "@threshold:-0.069, sens:0.325, spec:0.801, ppv:0.338, acc:0.689, f1:0.331, mcc:0.003, total+:80, total-:270\n", "@threshold:-0.069, sens:0.337, spec:0.794, ppv:0.337, acc:0.686, f1:0.337, mcc:0.003, 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f1:0.321, mcc:0.001, total+:104, total-:246\n", "@threshold:-0.076, sens:0.361, spec:0.719, ppv:0.286, acc:0.634, f1:0.319, mcc:0.001, total+:105, total-:245\n", "@threshold:-0.077, sens:0.373, spec:0.697, ppv:0.277, acc:0.620, f1:0.318, mcc:0.001, total+:112, total-:238\n", "@threshold:-0.078, sens:0.373, spec:0.693, ppv:0.274, acc:0.617, f1:0.316, mcc:0.001, total+:113, total-:237\n", "@threshold:-0.078, sens:0.410, spec:0.682, ppv:0.286, acc:0.617, f1:0.337, mcc:0.001, total+:119, total-:231\n", "@threshold:-0.078, sens:0.410, spec:0.678, ppv:0.283, acc:0.614, f1:0.335, mcc:0.001, total+:120, total-:230\n", "@threshold:-0.078, sens:0.422, spec:0.678, ppv:0.289, acc:0.617, f1:0.343, mcc:0.001, total+:121, total-:229\n", "@threshold:-0.079, sens:0.434, spec:0.670, ppv:0.290, acc:0.614, f1:0.348, mcc:0.001, total+:124, total-:226\n", "@threshold:-0.079, sens:0.458, spec:0.663, ppv:0.297, acc:0.614, f1:0.360, mcc:0.002, total+:128, total-:222\n", "@threshold:-0.079, sens:0.458, spec:0.655, ppv:0.292, acc:0.609, f1:0.357, mcc:0.002, total+:130, total-:220\n", "@threshold:-0.079, sens:0.470, spec:0.655, ppv:0.298, acc:0.611, f1:0.364, mcc:0.002, total+:131, total-:219\n", "@threshold:-0.079, sens:0.470, spec:0.644, ppv:0.291, acc:0.603, f1:0.359, mcc:0.001, total+:134, total-:216\n", "@threshold:-0.079, sens:0.614, spec:0.483, ppv:0.270, acc:0.514, f1:0.375, mcc:0.001, total+:189, total-:161\n", "@threshold:-0.079, sens:0.614, spec:0.479, ppv:0.268, acc:0.511, f1:0.374, mcc:0.001, total+:190, total-:160\n", "@threshold:-0.079, sens:0.627, spec:0.468, ppv:0.268, acc:0.506, f1:0.375, mcc:0.001, total+:194, total-:156\n", "@threshold:-0.079, sens:0.627, spec:0.461, ppv:0.265, acc:0.500, f1:0.373, mcc:0.001, total+:196, total-:154\n", "@threshold:-0.079, sens:0.627, spec:0.446, ppv:0.260, acc:0.489, f1:0.367, mcc:0.001, total+:200, total-:150\n", "@threshold:-0.080, sens:0.627, spec:0.442, ppv:0.259, acc:0.486, f1:0.366, mcc:0.001, total+:201, total-:149\n", "@threshold:-0.080, sens:0.639, spec:0.431, ppv:0.259, acc:0.480, f1:0.368, mcc:0.001, total+:205, total-:145\n", "@threshold:-0.080, sens:0.651, spec:0.408, ppv:0.255, acc:0.466, f1:0.366, mcc:0.001, total+:212, total-:138\n", "@threshold:-0.080, sens:0.651, spec:0.404, ppv:0.254, acc:0.463, f1:0.365, mcc:0.001, total+:213, total-:137\n", "@threshold:-0.080, sens:0.651, spec:0.393, ppv:0.250, acc:0.454, f1:0.361, mcc:0.000, total+:216, total-:134\n", "@threshold:-0.080, sens:0.651, spec:0.390, ppv:0.249, acc:0.451, f1:0.360, mcc:0.000, total+:217, total-:133\n", "@threshold:-0.080, sens:0.675, spec:0.375, ppv:0.251, acc:0.446, f1:0.366, mcc:0.000, total+:223, total-:127\n", "@threshold:-0.080, sens:0.687, spec:0.375, ppv:0.254, acc:0.449, f1:0.371, mcc:0.001, total+:224, total-:126\n", "@threshold:-0.080, sens:0.699, spec:0.363, ppv:0.254, acc:0.443, f1:0.373, mcc:0.001, total+:228, total-:122\n", "@threshold:-0.080, sens:0.699, spec:0.360, ppv:0.253, acc:0.440, f1:0.372, mcc:0.001, total+:229, total-:121\n", "@threshold:-0.080, sens:0.723, spec:0.337, ppv:0.253, acc:0.429, f1:0.375, mcc:0.001, total+:237, total-:113\n", "@threshold:-0.080, sens:0.723, spec:0.333, ppv:0.252, acc:0.426, f1:0.374, mcc:0.001, total+:238, total-:112\n", "@threshold:-0.081, sens:0.747, spec:0.318, ppv:0.254, acc:0.420, f1:0.379, mcc:0.001, total+:244, total-:106\n", "@threshold:-0.081, sens:0.747, spec:0.311, ppv:0.252, acc:0.414, f1:0.377, mcc:0.001, total+:246, total-:104\n", "@threshold:-0.081, sens:0.747, spec:0.307, ppv:0.251, acc:0.411, f1:0.376, mcc:0.001, total+:247, total-:103\n", "@threshold:-0.082, sens:0.759, spec:0.288, ppv:0.249, acc:0.400, f1:0.375, mcc:0.000, total+:253, total-:97\n", "@threshold:-0.082, sens:0.783, spec:0.285, ppv:0.254, acc:0.403, f1:0.383, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.084, sens:0.795, spec:0.270, ppv:0.253, acc:0.394, f1:0.384, mcc:0.001, total+:261, total-:89\n", "@threshold:-0.084, sens:0.795, spec:0.266, ppv:0.252, acc:0.391, f1:0.383, mcc:0.001, total+:262, total-:88\n", "@threshold:-0.086, sens:0.819, spec:0.240, ppv:0.251, acc:0.377, f1:0.384, mcc:0.001, total+:271, total-:79\n", "@threshold:-0.086, sens:0.831, spec:0.236, ppv:0.253, acc:0.377, f1:0.388, mcc:0.001, total+:273, total-:77\n", "@threshold:-0.086, sens:0.843, spec:0.232, ppv:0.255, acc:0.377, f1:0.391, mcc:0.001, total+:275, total-:75\n", "@threshold:-0.086, sens:0.843, spec:0.228, ppv:0.254, acc:0.374, f1:0.390, mcc:0.001, total+:276, total-:74\n", "@threshold:-0.088, sens:0.855, spec:0.225, ppv:0.255, acc:0.374, f1:0.393, mcc:0.001, total+:278, total-:72\n", "@threshold:-0.089, sens:0.855, spec:0.221, ppv:0.254, acc:0.371, f1:0.392, mcc:0.001, total+:279, total-:71\n", "@threshold:-0.089, sens:0.867, spec:0.217, ppv:0.256, acc:0.371, f1:0.396, mcc:0.001, total+:281, total-:69\n", "@threshold:-0.089, sens:0.880, spec:0.217, ppv:0.259, acc:0.374, f1:0.400, mcc:0.001, total+:282, total-:68\n", "@threshold:-0.089, sens:0.880, spec:0.213, ppv:0.258, acc:0.371, f1:0.399, mcc:0.001, total+:283, total-:67\n", "@threshold:-0.090, sens:0.880, spec:0.206, ppv:0.256, acc:0.366, f1:0.397, mcc:0.001, total+:285, total-:65\n", "@threshold:-0.090, sens:0.880, spec:0.202, ppv:0.255, acc:0.363, f1:0.396, mcc:0.001, total+:286, total-:64\n", "@threshold:-0.090, sens:0.880, spec:0.191, ppv:0.253, acc:0.354, f1:0.392, mcc:0.001, total+:289, total-:61\n", "@threshold:-0.090, sens:0.880, spec:0.187, ppv:0.252, acc:0.351, f1:0.391, mcc:0.001, total+:290, total-:60\n", "@threshold:-0.090, sens:0.880, spec:0.180, ppv:0.250, acc:0.346, f1:0.389, mcc:0.001, total+:292, total-:58\n", "@threshold:-0.090, sens:0.892, spec:0.165, ppv:0.249, acc:0.337, f1:0.389, mcc:0.001, total+:297, total-:53\n", "@threshold:-0.090, sens:0.892, spec:0.161, ppv:0.248, acc:0.334, f1:0.388, mcc:0.001, total+:298, total-:52\n", "@threshold:-0.093, sens:0.904, spec:0.142, ppv:0.247, acc:0.323, f1:0.388, mcc:0.001, total+:304, total-:46\n", "@threshold:-0.094, sens:0.904, spec:0.139, ppv:0.246, acc:0.320, f1:0.387, mcc:0.001, total+:305, total-:45\n", "@threshold:-0.095, sens:0.916, spec:0.120, ppv:0.244, acc:0.309, f1:0.386, mcc:0.001, total+:311, total-:39\n", "@threshold:-0.095, sens:0.916, spec:0.116, ppv:0.244, acc:0.306, f1:0.385, mcc:0.001, total+:312, total-:38\n", "@threshold:-0.095, sens:0.928, spec:0.116, ppv:0.246, acc:0.309, f1:0.389, mcc:0.001, total+:313, total-:37\n", "@threshold:-0.095, sens:0.928, spec:0.112, ppv:0.245, acc:0.306, f1:0.388, mcc:0.001, total+:314, total-:36\n", "@threshold:-0.096, sens:0.940, spec:0.097, ppv:0.245, acc:0.297, f1:0.388, mcc:0.001, total+:319, total-:31\n", "@threshold:-0.096, sens:0.940, spec:0.094, ppv:0.244, acc:0.294, f1:0.387, mcc:0.001, total+:320, total-:30\n", "@threshold:-0.097, sens:0.952, spec:0.094, ppv:0.246, acc:0.297, f1:0.391, mcc:0.001, total+:321, total-:29\n", "@threshold:-0.097, sens:0.952, spec:0.090, ppv:0.245, acc:0.294, f1:0.390, mcc:0.001, total+:322, total-:28\n", "@threshold:-0.097, sens:0.952, spec:0.079, ppv:0.243, acc:0.286, f1:0.387, mcc:0.001, total+:325, total-:25\n", "@threshold:-0.097, sens:0.964, spec:0.067, ppv:0.243, acc:0.280, f1:0.388, mcc:0.001, total+:329, total-:21\n", "@threshold:-0.098, sens:0.964, spec:0.064, ppv:0.242, acc:0.277, f1:0.387, mcc:0.001, total+:330, total-:20\n", "@threshold:-0.098, sens:0.976, spec:0.064, ppv:0.245, acc:0.280, f1:0.391, mcc:0.001, total+:331, total-:19\n", "@threshold:-0.098, sens:0.976, spec:0.060, ppv:0.244, acc:0.277, f1:0.390, mcc:0.001, total+:332, total-:18\n", "@threshold:-0.099, sens:0.976, spec:0.052, ppv:0.243, acc:0.271, f1:0.388, mcc:0.001, total+:334, total-:16\n", "@threshold:-0.099, sens:0.976, spec:0.049, ppv:0.242, acc:0.269, f1:0.388, mcc:0.001, total+:335, total-:15\n", "@threshold:-0.100, sens:0.988, spec:0.049, ppv:0.244, acc:0.271, f1:0.391, mcc:0.001, total+:336, total-:14\n", "@threshold:-0.100, sens:0.988, spec:0.037, ppv:0.242, acc:0.263, f1:0.389, mcc:0.001, total+:339, total-:11\n", "@threshold:-0.101, sens:0.988, spec:0.034, ppv:0.241, acc:0.260, f1:0.388, mcc:0.001, total+:340, total-:10\n", "@threshold:-0.107, sens:1.000, spec:0.034, ppv:0.243, acc:0.263, f1:0.392, mcc:0.002, total+:341, total-:9\n", "@threshold:-0.107, sens:1.000, spec:0.030, ppv:0.243, acc:0.260, f1:0.391, mcc:0.002, total+:342, total-:8\n", "@threshold:-0.117, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Ht-avg16to19 | coef 0.016 95% CI: [0.007 , 0.024] | OR_adj 1.016 [1.007 1.025] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.058\n", "\n", "* Vital: HC-avg19to24 | coef 0.011 95% CI: [0.002 , 0.019] | OR_adj 1.011 [1.002 1.019] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: HC-avg7to10 | coef 0.010 95% CI: [0.003 , 0.016] | OR_adj 1.010 [1.003 1.016] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", "\n", "* Vital: Ht-avg1to3 | coef 0.008 95% CI: [0.004 , 0.013] | OR_adj 1.008 [1.004 1.013] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.006 95% CI: [0.003 , 0.009] | OR_adj 1.006 [1.003 1.009] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", "* Vital: HC-gain0to24 | coef 0.006 95% CI: [-0.001 , 0.013] | OR_adj 1.006 [0.999 1.013] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs61:Sickle cell:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs105:Conduction:0.054\n", "\n", " MatDeliveryAge | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", "\n", " Vital: Ht-avg7to10 | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", "\n", " Vital: HC-gain1to5 | coef -0.005 95% CI: [-0.008 , -0.002] | OR_adj 0.995 [0.992 0.998] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", "* Vital: Ht-avg0to1 | coef 0.005 95% CI: [0.000 , 0.009] | OR_adj 1.005 [1.000 1.009] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs229:Fx arm:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs56:Cystic fibro:-0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.066\n", "\n", "* Vital: Ht Percentile-latest | coef 0.004 95% CI: [0.002 , 0.007] | OR_adj 1.004 [1.002 1.007] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.077\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.055\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.054\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.004 95% CI: [-0.006 , -0.001] | OR_adj 0.996 [0.994 0.999] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs56:Cystic fibro:-0.079\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs105:Conduction:0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", "\n", " Vital: Ht-gain7to13 | coef -0.003 95% CI: [-0.006 , 0.000] | OR_adj 0.997 [0.994 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", " Vital: Ht-gain13to19 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.075\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs181:Ot preg comp:-0.053\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs5:HIV infectn:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Diagnosis:9ccs230:Fx leg:0.051\n", " Diagnosis:9ccs98:HTN:0.051\n", " Diagnosis:9ccs142:Appendicitis:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", "* Vital: Ht-latest | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs162:Ot dx bladdr:0.072\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", "\n", " Vital: Ht-gain10to16 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", " Number of Visits | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: HC-gain0to3 | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef -0.001 95% CI: [-0.003 , -0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Vital: HC-latest | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Vital: Temp-avg3to5 | coef 0.001 95% CI: [-0.002 , 0.004] | OR_adj 1.001 [0.998 1.004] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.061\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", "\n", "* Vital: Ht-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Vital: HC-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", " Diagnosis:9ccs7:Viral infect | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: Ht-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.079\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Lab:323854 CULTURE FECES - Sunrise:0.074\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.072\n", "\n", " Vital: Ht-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.056\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.056\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Vital: Temp-latest | coef 0.000 95% CI: [-0.003 , 0.003] | OR_adj 1.000 [0.997 1.003] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", "* Vital: HC-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", " Vital: Ht-gain16to24 | coef 0.000 95% CI: [-0.001 , 0.002] | OR_adj 1.000 [0.999 1.002] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.065\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", "Vital : 0.0943873149398\n", "MatDeliveryAge : 0.00520976254667\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.0112800887297\n", "Number of Visits : 0.00166007495861\n", "Diagnosis : 0.000567345857583\n", "Newborn Diagnosis : 9.67914796105e-05\n", "Time to run analysis 0:00:45.543741\n", "Total Time elapsed 5:06:37.022133\n", "-----------------------------------------------------\n", "\n", "boys no_min no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.078\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.038\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: -0.029\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: -0.028\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.502\n", "AUC Validation: 0.618, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.608, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.075\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.030\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.010\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.642, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.071\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.074\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.595, R^2 test: -0.096\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.602, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: 0.002\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: -0.025\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.540, R^2 test: -0.035\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.448, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.526, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.561, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.219\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.744, R^2 test: -0.138\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.525, R^2 test: -0.067\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: -0.076\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.634, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.126\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: -0.077\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.035\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.502\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.579, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.241\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.112\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.015\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.588, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.074\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.047\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.555, R^2 test: -0.007\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: -0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.548, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.581, Explained Variance Score Test: -0.019\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.019\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.022\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: -0.032\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.528, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.622, Explained Variance Score Test: 0.066\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.070\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: -0.072\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.590, R^2 test: -0.051\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.516, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.034\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.072\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.590, R^2 test: -0.082\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: -0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.632, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.648, Explained Variance Score Test: 0.090\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: 0.032\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: 0.030\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.596, R^2 test: 0.037\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.493, R^2 test: 0.032\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.493\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.591, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: 0.042\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: 0.046\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.068\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.459, R^2 test: 0.072\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.581, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: -0.355\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: -0.362\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.625, R^2 test: -0.336\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: -0.273\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.171\n", "AUC Test: 0.531, Explained Variance Score Test: -0.041\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.160\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: -0.159\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.132\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.505, R^2 test: -0.118\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.156\n", "AUC Test: 0.576, Explained Variance Score Test: -0.096\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.144\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.776, R^2 test: -0.189\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.549, R^2 test: -0.181\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: -0.131\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.142\n", "AUC Test: 0.608, Explained Variance Score Test: -0.042\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.032\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: 0.008\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: 0.053\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: 0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.612, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.115\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: -0.091\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.559, R^2 test: 0.070\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.061\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.600, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.092\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.079\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.107\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: -0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.087\n", "AUC Test: 0.583, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: 0.003\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: 0.047\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.560, R^2 test: 0.064\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.473, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.640, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.089\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.780, R^2 test: -0.112\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.123\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: -0.109\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.387, Explained Variance Score Validation: -0.106\n", "AUC Test: 0.622, Explained Variance Score Test: 0.067\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.162\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.755, R^2 test: -0.152\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: -0.122\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: -0.131\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.462, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.542, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.106\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.776, R^2 test: 0.003\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: 0.044\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.492, R^2 test: 0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.537, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.084\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.128\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.034\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.528, R^2 test: -0.030\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.568, Explained Variance Score Test: -0.060\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.047\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.040\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.587, R^2 test: 0.003\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.630, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.164\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.157\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: -0.091\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.519, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.519\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.066\n", "AUC Test: 0.557, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: -0.079\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.082\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.558, R^2 test: -0.097\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: -0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.895, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.521, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.650, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.170\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: -0.066\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: -0.022\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.579, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.609, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.035\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.050\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: 0.021\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.605, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.124\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.091\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.590, R^2 test: -0.034\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.490, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.561, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.100\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.087\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.546, R^2 test: -0.045\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.454, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.541, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.104\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.062\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.514, R^2 test: -0.032\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.581, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.600, Explained Variance Score Test: 0.018\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.009\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.745, R^2 test: 0.001\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: -0.014\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.465, R^2 test: -0.022\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.564, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: 0.005\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.739, R^2 test: -0.000\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.530, R^2 test: 0.013\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.427, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.505, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.330\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.039\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.023\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: -0.011\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.565, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.078\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.076\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.036\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.551\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.557, Explained Variance Score Test: -0.049\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.085\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: 0.114\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: 0.123\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.494, R^2 test: 0.089\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.622, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.276\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.727, R^2 test: -0.158\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.480, R^2 test: -0.104\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.399, R^2 test: -0.090\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.429, Explained Variance Score Validation: -0.089\n", "AUC Test: 0.542, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.059\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.022\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.550, R^2 test: 0.015\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.584, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.199\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.776, R^2 test: -0.238\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.146\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.160\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.196\n", "AUC Test: 0.625, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.078\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.043\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: -0.030\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.494, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.611, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.072\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: -0.077\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: -0.013\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.570, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.016\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.029\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.595, R^2 test: 0.004\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.494, R^2 test: 0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.569, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.088\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.041\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: 0.051\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.510, Explained Variance Score Test: -0.042\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.096\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.736, R^2 test: 0.019\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.558, R^2 test: 0.043\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.609, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.120\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.750, R^2 test: -0.116\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.529, R^2 test: -0.026\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: -0.024\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.645, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.642, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.179\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.079\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: -0.049\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.501, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.574, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.235\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.192\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: -0.101\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: -0.043\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.627, Explained Variance Score Test: 0.006\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.107\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.084\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.052\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.654, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.063\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: -0.070\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: -0.090\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.541, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.529, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.172\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.741, R^2 test: -0.178\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.554, R^2 test: -0.106\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: -0.108\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.435, Explained Variance Score Validation: -0.062\n", "AUC Test: 0.563, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.009\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.052\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: -0.056\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.490, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.608, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.154\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.133\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: -0.116\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: -0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.596, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.031\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: -0.003\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.562, R^2 test: 0.030\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.043\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.532, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: -0.115\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: -0.140\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: -0.154\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: -0.170\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.602, Explained Variance Score Validation: -0.118\n", "AUC Test: 0.609, Explained Variance Score Test: -0.087\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.058\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: -0.065\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.021\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.499, R^2 test: -0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.571, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.545, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: 0.035\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: 0.059\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.545, R^2 test: 0.024\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.459, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.660, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.122\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: 0.154\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: 0.161\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.491, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.580\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.553, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.037\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: -0.078\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: 0.034\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.601, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.009\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.010\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.600, R^2 test: -0.006\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.497, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.610, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.162\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: -0.136\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.552, R^2 test: -0.073\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: -0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.552, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: 0.121\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: 0.090\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.560, R^2 test: 0.107\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.542, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: 0.051\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: 0.045\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.549, R^2 test: 0.027\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: 0.028\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.638, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.092\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.108\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.058\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: -0.024\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.598, Explained Variance Score Test: -0.036\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.074\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: 0.086\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: 0.085\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: 0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.599, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: -0.090\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: -0.118\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: -0.088\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.479, Explained Variance Score Validation: -0.082\n", "AUC Test: 0.554, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.040\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: 0.023\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.012\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.515, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.619, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.272\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: -0.084\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.037\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.621, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: 0.005\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.007\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.616, R^2 test: 0.023\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.510, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.579, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.560, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.010\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.004\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.613, R^2 test: 0.003\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.616, Explained Variance Score Test: 0.050\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.047\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.744, R^2 test: -0.051\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.520, R^2 test: -0.076\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.427, R^2 test: -0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.549, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.005\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.025\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.026\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.611, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.050\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.062\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.589, R^2 test: -0.035\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.628, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.836, R^2 test: 0.118\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.750, R^2 test: 0.113\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: 0.081\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.469, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.469\n", "AUC Validation: 0.506, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.546, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.057\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.070\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.553, R^2 test: -0.044\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.456, R^2 test: -0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.583, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.531, Explained Variance Score Test: -0.039\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.102\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.102\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.045\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.568, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.034\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.010\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.025\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.508, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.580, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.115\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.083\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: -0.038\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: -0.038\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.585, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.371\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.729, R^2 test: -0.409\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: -0.315\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.438, R^2 test: -0.277\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.094\n", "AUC Test: 0.591, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.147\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: -0.065\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.557, R^2 test: -0.037\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.467, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.547, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.623, Explained Variance Score Test: 0.036\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.172\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.137\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: -0.091\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.491, R^2 test: -0.091\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.596, Explained Variance Score Test: 0.050\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.019\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.020\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: -0.008\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.608, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.580, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.004\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: 0.004\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: -0.004\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: -0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.652, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: 0.013\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.010\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.592, R^2 test: -0.032\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.570, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.013\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.039\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.008\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.473\n", "AUC Validation: 0.483, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.576, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.233\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.248\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.046\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.471, R^2 test: 0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.564, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.626, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.392\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.328\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.585, R^2 test: -0.199\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.148\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.549, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.058\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.040\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.015\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.624, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.003\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: 0.049\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: 0.058\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: 0.026\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.539, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.053\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.026\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.003\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.532, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.538, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.032\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.003\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: 0.013\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.602, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.079\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.087\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.573, R^2 test: -0.049\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.567, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.127\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.121\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.553, R^2 test: -0.028\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: -0.047\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.621, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.279\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: -0.228\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.532, R^2 test: -0.165\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.142\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.111\n", "AUC Test: 0.628, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.097\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.090\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.042\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.511, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.513, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.539, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.038\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.044\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.073\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.586, Explained Variance Score Test: 0.037\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.024\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.739, R^2 test: -0.112\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.541, R^2 test: 0.050\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.458, R^2 test: 0.052\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.571, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: 0.100\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: 0.095\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: 0.084\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.477, R^2 test: 0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.612, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.095\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.010\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: -0.022\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.635, Explained Variance Score Test: 0.060\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: 0.015\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.024\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.064\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.604, Explained Variance Score Test: 0.020\n", "\n", "total Variables 1918 and total subjects: 1751\n", "->AUC validation: 0.570 95% CI: [0.556 , 0.583]\n", "->AUC test: 0.588 95% CI: [0.581 , 0.595]\n", "->R^2 validation: -0.006 95% CI: [-0.019 , 0.006]\n", "->R^2 test: 0.003 95% CI: [-0.004 , 0.010]\n", "->Explained Variance validation: -0.022 95% CI: [-0.036 , -0.007]\n", "->Explained Variance test: -0.001 95% CI: [-0.008 , 0.006]\n", "Test set metrics:\n", "@threshold:1.688, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.688, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.534, sens:0.000, spec:0.985, ppv:0.000, acc:0.751, f1:0.000, mcc:-0.017, total+:4, total-:346\n", "@threshold:0.511, sens:0.012, spec:0.981, ppv:0.167, acc:0.751, f1:0.022, mcc:-0.005, total+:6, total-:344\n", "@threshold:0.489, sens:0.024, spec:0.970, ppv:0.200, acc:0.746, f1:0.043, mcc:-0.002, total+:10, total-:340\n", "@threshold:0.483, sens:0.024, spec:0.966, ppv:0.182, acc:0.743, f1:0.043, mcc:-0.003, total+:11, total-:339\n", "@threshold:0.446, sens:0.036, spec:0.951, ppv:0.188, acc:0.734, f1:0.061, mcc:-0.002, total+:16, total-:334\n", "@threshold:0.442, sens:0.036, spec:0.948, ppv:0.176, acc:0.731, f1:0.060, mcc:-0.003, total+:17, total-:333\n", "@threshold:0.436, sens:0.048, spec:0.944, ppv:0.211, acc:0.731, f1:0.078, mcc:-0.001, total+:19, total-:331\n", "@threshold:0.433, sens:0.048, spec:0.940, ppv:0.200, acc:0.729, f1:0.078, mcc:-0.002, total+:20, total-:330\n", "@threshold:0.427, sens:0.060, spec:0.933, ppv:0.217, acc:0.726, f1:0.094, mcc:-0.001, total+:23, total-:327\n", "@threshold:0.423, sens:0.060, spec:0.929, ppv:0.208, acc:0.723, f1:0.093, mcc:-0.001, total+:24, total-:326\n", "@threshold:0.401, sens:0.072, spec:0.921, ppv:0.222, acc:0.720, f1:0.109, mcc:-0.001, total+:27, total-:323\n", "@threshold:0.399, sens:0.072, spec:0.918, ppv:0.214, acc:0.717, f1:0.108, mcc:-0.001, total+:28, total-:322\n", "@threshold:0.369, sens:0.084, spec:0.899, ppv:0.206, acc:0.706, f1:0.120, mcc:-0.001, total+:34, total-:316\n", "@threshold:0.365, sens:0.084, spec:0.895, ppv:0.200, acc:0.703, f1:0.119, mcc:-0.001, total+:35, total-:315\n", "@threshold:0.354, sens:0.096, spec:0.891, ppv:0.216, acc:0.703, f1:0.133, mcc:-0.001, total+:37, total-:313\n", "@threshold:0.344, sens:0.108, spec:0.888, ppv:0.231, acc:0.703, f1:0.148, mcc:-0.000, total+:39, total-:311\n", "@threshold:0.327, sens:0.120, spec:0.880, ppv:0.238, acc:0.700, f1:0.160, mcc:0.000, total+:42, total-:308\n", "@threshold:0.327, sens:0.120, spec:0.876, ppv:0.233, acc:0.697, f1:0.159, mcc:-0.000, total+:43, total-:307\n", "@threshold:0.319, sens:0.133, spec:0.865, ppv:0.234, acc:0.691, f1:0.169, mcc:-0.000, total+:47, total-:303\n", "@threshold:0.317, sens:0.133, spec:0.861, ppv:0.229, acc:0.689, f1:0.168, mcc:-0.000, total+:48, total-:302\n", "@threshold:0.304, sens:0.145, spec:0.858, ppv:0.240, acc:0.689, f1:0.180, mcc:0.000, total+:50, total-:300\n", "@threshold:0.304, sens:0.145, spec:0.854, ppv:0.235, acc:0.686, f1:0.179, mcc:-0.000, total+:51, total-:299\n", "@threshold:0.301, sens:0.157, spec:0.846, ppv:0.241, acc:0.683, f1:0.190, mcc:0.000, total+:54, total-:296\n", "@threshold:0.297, sens:0.157, spec:0.843, ppv:0.236, acc:0.680, f1:0.188, mcc:-0.000, total+:55, total-:295\n", "@threshold:0.280, sens:0.169, spec:0.828, ppv:0.233, acc:0.671, f1:0.196, mcc:-0.000, total+:60, total-:290\n", "@threshold:0.275, sens:0.169, spec:0.824, ppv:0.230, acc:0.669, f1:0.194, mcc:-0.000, total+:61, total-:289\n", "@threshold:0.274, sens:0.181, spec:0.824, ppv:0.242, acc:0.671, f1:0.207, mcc:0.000, total+:62, total-:288\n", "@threshold:0.269, sens:0.181, spec:0.820, ppv:0.238, acc:0.669, f1:0.205, mcc:0.000, total+:63, total-:287\n", "@threshold:0.264, sens:0.193, spec:0.816, ppv:0.246, acc:0.669, f1:0.216, mcc:0.000, total+:65, total-:285\n", "@threshold:0.263, sens:0.193, spec:0.813, ppv:0.242, acc:0.666, f1:0.215, mcc:0.000, total+:66, total-:284\n", "@threshold:0.246, sens:0.205, spec:0.798, ppv:0.239, acc:0.657, f1:0.221, mcc:0.000, total+:71, total-:279\n", "@threshold:0.241, sens:0.205, spec:0.794, ppv:0.236, acc:0.654, f1:0.219, mcc:-0.000, total+:72, total-:278\n", "@threshold:0.230, sens:0.217, spec:0.790, ppv:0.243, acc:0.654, f1:0.229, mcc:0.000, total+:74, total-:276\n", "@threshold:0.230, sens:0.217, spec:0.787, ppv:0.240, acc:0.651, f1:0.228, mcc:0.000, total+:75, total-:275\n", "@threshold:0.228, sens:0.229, spec:0.783, ppv:0.247, acc:0.651, f1:0.237, mcc:0.000, total+:77, total-:273\n", "@threshold:0.227, sens:0.229, spec:0.779, ppv:0.244, acc:0.649, f1:0.236, mcc:0.000, total+:78, total-:272\n", "@threshold:0.223, sens:0.241, spec:0.775, ppv:0.250, acc:0.649, f1:0.245, mcc:0.000, total+:80, total-:270\n", "@threshold:0.206, sens:0.241, spec:0.772, ppv:0.247, acc:0.646, f1:0.244, mcc:0.000, total+:81, total-:269\n", "@threshold:0.205, sens:0.253, spec:0.772, ppv:0.256, acc:0.649, f1:0.255, mcc:0.001, total+:82, total-:268\n", "@threshold:0.201, sens:0.253, spec:0.768, ppv:0.253, acc:0.646, f1:0.253, mcc:0.000, total+:83, total-:267\n", "@threshold:0.186, sens:0.265, spec:0.749, ppv:0.247, acc:0.634, f1:0.256, mcc:0.000, total+:89, total-:261\n", "@threshold:0.183, sens:0.265, spec:0.745, ppv:0.244, acc:0.631, f1:0.254, mcc:0.000, total+:90, total-:260\n", "@threshold:0.181, sens:0.277, spec:0.745, ppv:0.253, acc:0.634, f1:0.264, mcc:0.000, total+:91, total-:259\n", "@threshold:0.176, sens:0.289, spec:0.742, ppv:0.258, acc:0.634, f1:0.273, mcc:0.001, total+:93, total-:257\n", "@threshold:0.173, sens:0.301, spec:0.734, ppv:0.260, acc:0.631, f1:0.279, mcc:0.001, total+:96, total-:254\n", "@threshold:0.160, sens:0.337, spec:0.730, ppv:0.280, acc:0.637, f1:0.306, mcc:0.001, total+:100, total-:250\n", "@threshold:0.145, sens:0.349, spec:0.715, ppv:0.276, acc:0.629, f1:0.309, mcc:0.001, total+:105, total-:245\n", "@threshold:0.141, sens:0.349, spec:0.712, ppv:0.274, acc:0.626, f1:0.307, mcc:0.001, total+:106, total-:244\n", "@threshold:0.137, sens:0.361, spec:0.708, ppv:0.278, acc:0.626, f1:0.314, mcc:0.001, total+:108, total-:242\n", "@threshold:0.136, sens:0.361, spec:0.704, ppv:0.275, acc:0.623, f1:0.312, mcc:0.001, total+:109, total-:241\n", "@threshold:0.134, sens:0.373, spec:0.704, ppv:0.282, acc:0.626, f1:0.321, mcc:0.001, total+:110, total-:240\n", "@threshold:0.127, sens:0.398, spec:0.700, ppv:0.292, acc:0.629, f1:0.337, mcc:0.001, total+:113, total-:237\n", "@threshold:0.124, sens:0.410, spec:0.700, ppv:0.298, acc:0.631, f1:0.345, mcc:0.002, total+:114, total-:236\n", "@threshold:0.120, sens:0.434, spec:0.697, ppv:0.308, acc:0.634, f1:0.360, mcc:0.002, total+:117, total-:233\n", "@threshold:0.116, sens:0.446, spec:0.685, ppv:0.306, acc:0.629, f1:0.363, mcc:0.002, total+:121, total-:229\n", "@threshold:0.115, sens:0.446, spec:0.682, ppv:0.303, acc:0.626, f1:0.361, mcc:0.002, total+:122, total-:228\n", "@threshold:0.114, sens:0.458, spec:0.682, ppv:0.309, acc:0.629, f1:0.369, mcc:0.002, total+:123, total-:227\n", "@threshold:0.114, sens:0.458, spec:0.678, ppv:0.306, acc:0.626, f1:0.367, mcc:0.002, total+:124, total-:226\n", "@threshold:0.103, sens:0.470, spec:0.663, ppv:0.302, acc:0.617, f1:0.368, mcc:0.002, total+:129, total-:221\n", "@threshold:0.102, sens:0.470, spec:0.659, ppv:0.300, acc:0.614, f1:0.366, mcc:0.002, total+:130, total-:220\n", "@threshold:0.102, sens:0.482, spec:0.659, ppv:0.305, acc:0.617, f1:0.374, mcc:0.002, total+:131, total-:219\n", "@threshold:0.099, sens:0.494, spec:0.655, ppv:0.308, acc:0.617, f1:0.380, mcc:0.002, total+:133, total-:217\n", "@threshold:0.079, sens:0.506, spec:0.637, ppv:0.302, acc:0.606, f1:0.378, mcc:0.002, total+:139, total-:211\n", "@threshold:0.079, sens:0.506, spec:0.633, ppv:0.300, acc:0.603, f1:0.377, mcc:0.002, total+:140, total-:210\n", "@threshold:0.045, sens:0.518, spec:0.584, ppv:0.279, acc:0.569, f1:0.363, mcc:0.001, total+:154, total-:196\n", "@threshold:0.045, sens:0.518, spec:0.581, ppv:0.277, acc:0.566, f1:0.361, mcc:0.001, total+:155, total-:195\n", "@threshold:0.038, sens:0.530, spec:0.577, ppv:0.280, acc:0.566, f1:0.367, mcc:0.001, total+:157, total-:193\n", "@threshold:0.038, sens:0.530, spec:0.573, ppv:0.278, acc:0.563, f1:0.365, mcc:0.001, total+:158, total-:192\n", "@threshold:0.034, sens:0.542, spec:0.569, ppv:0.281, acc:0.563, f1:0.370, mcc:0.001, total+:160, total-:190\n", "@threshold:0.032, sens:0.542, spec:0.566, ppv:0.280, acc:0.560, f1:0.369, mcc:0.001, total+:161, total-:189\n", "@threshold:0.028, sens:0.554, spec:0.562, ppv:0.282, acc:0.560, f1:0.374, mcc:0.001, total+:163, total-:187\n", "@threshold:0.015, sens:0.566, spec:0.558, ppv:0.285, acc:0.560, f1:0.379, mcc:0.001, total+:165, total-:185\n", "@threshold:0.010, sens:0.578, spec:0.554, ppv:0.287, acc:0.560, f1:0.384, mcc:0.001, total+:167, total-:183\n", "@threshold:0.007, sens:0.578, spec:0.551, ppv:0.286, acc:0.557, f1:0.382, mcc:0.001, total+:168, total-:182\n", "@threshold:0.007, sens:0.590, spec:0.551, ppv:0.290, acc:0.560, f1:0.389, mcc:0.001, total+:169, total-:181\n", "@threshold:0.004, sens:0.602, spec:0.547, ppv:0.292, acc:0.560, f1:0.394, mcc:0.002, total+:171, total-:179\n", "@threshold:-0.008, sens:0.614, spec:0.528, ppv:0.288, acc:0.549, f1:0.392, mcc:0.001, total+:177, total-:173\n", "@threshold:-0.011, sens:0.614, spec:0.524, ppv:0.287, acc:0.546, f1:0.391, mcc:0.001, total+:178, total-:172\n", "@threshold:-0.026, sens:0.627, spec:0.494, ppv:0.278, acc:0.526, f1:0.385, mcc:0.001, total+:187, total-:163\n", "@threshold:-0.026, sens:0.627, spec:0.491, ppv:0.277, acc:0.523, f1:0.384, mcc:0.001, total+:188, total-:162\n", "@threshold:-0.029, sens:0.639, spec:0.487, ppv:0.279, acc:0.523, f1:0.388, mcc:0.001, total+:190, total-:160\n", "@threshold:-0.030, sens:0.651, spec:0.483, ppv:0.281, acc:0.523, f1:0.393, mcc:0.001, total+:192, total-:158\n", "@threshold:-0.032, sens:0.663, spec:0.483, ppv:0.285, acc:0.526, f1:0.399, mcc:0.001, total+:193, total-:157\n", "@threshold:-0.032, sens:0.663, spec:0.479, ppv:0.284, acc:0.523, f1:0.397, mcc:0.001, total+:194, total-:156\n", "@threshold:-0.047, sens:0.675, spec:0.464, ppv:0.281, acc:0.514, f1:0.397, mcc:0.001, total+:199, total-:151\n", "@threshold:-0.047, sens:0.675, spec:0.461, ppv:0.280, acc:0.511, f1:0.396, mcc:0.001, total+:200, total-:150\n", "@threshold:-0.070, sens:0.687, spec:0.438, ppv:0.275, acc:0.497, f1:0.393, mcc:0.001, total+:207, total-:143\n", "@threshold:-0.071, sens:0.687, spec:0.434, ppv:0.274, acc:0.494, f1:0.392, mcc:0.001, total+:208, total-:142\n", "@threshold:-0.073, sens:0.699, spec:0.431, ppv:0.276, acc:0.494, f1:0.396, mcc:0.001, total+:210, total-:140\n", "@threshold:-0.074, sens:0.699, spec:0.427, ppv:0.275, acc:0.491, f1:0.395, mcc:0.001, total+:211, total-:139\n", "@threshold:-0.079, sens:0.711, spec:0.416, ppv:0.274, acc:0.486, f1:0.396, mcc:0.001, total+:215, total-:135\n", "@threshold:-0.079, sens:0.711, spec:0.412, ppv:0.273, acc:0.483, f1:0.395, mcc:0.001, total+:216, total-:134\n", "@threshold:-0.088, sens:0.723, spec:0.397, ppv:0.271, acc:0.474, f1:0.395, mcc:0.001, total+:221, total-:129\n", "@threshold:-0.088, sens:0.723, spec:0.393, ppv:0.270, acc:0.471, f1:0.393, mcc:0.001, total+:222, total-:128\n", "@threshold:-0.089, sens:0.735, spec:0.393, ppv:0.274, acc:0.474, f1:0.399, mcc:0.001, total+:223, total-:127\n", "@threshold:-0.090, sens:0.735, spec:0.390, ppv:0.272, acc:0.471, f1:0.397, mcc:0.001, total+:224, total-:126\n", "@threshold:-0.095, sens:0.747, spec:0.386, ppv:0.274, acc:0.471, f1:0.401, mcc:0.001, total+:226, total-:124\n", "@threshold:-0.098, sens:0.759, spec:0.382, ppv:0.276, acc:0.471, f1:0.405, mcc:0.001, total+:228, total-:122\n", "@threshold:-0.099, sens:0.771, spec:0.378, ppv:0.278, acc:0.471, f1:0.409, mcc:0.001, total+:230, total-:120\n", "@threshold:-0.106, sens:0.807, spec:0.375, ppv:0.286, acc:0.477, f1:0.423, mcc:0.002, total+:234, total-:116\n", "@threshold:-0.139, sens:0.819, spec:0.322, ppv:0.273, acc:0.440, f1:0.410, mcc:0.001, total+:249, total-:101\n", "@threshold:-0.146, sens:0.819, spec:0.318, ppv:0.272, acc:0.437, f1:0.408, mcc:0.001, total+:250, total-:100\n", "@threshold:-0.148, sens:0.831, spec:0.315, ppv:0.274, acc:0.437, f1:0.412, mcc:0.001, total+:252, total-:98\n", "@threshold:-0.148, sens:0.831, spec:0.311, ppv:0.273, acc:0.434, f1:0.411, mcc:0.001, total+:253, total-:97\n", "@threshold:-0.166, sens:0.843, spec:0.300, ppv:0.272, acc:0.429, f1:0.412, mcc:0.001, total+:257, total-:93\n", "@threshold:-0.166, sens:0.843, spec:0.296, ppv:0.271, acc:0.426, f1:0.411, mcc:0.001, total+:258, total-:92\n", "@threshold:-0.174, sens:0.855, spec:0.288, ppv:0.272, acc:0.423, f1:0.413, mcc:0.001, total+:261, total-:89\n", "@threshold:-0.179, sens:0.855, spec:0.285, ppv:0.271, acc:0.420, f1:0.412, mcc:0.001, total+:262, total-:88\n", "@threshold:-0.185, sens:0.867, spec:0.262, ppv:0.268, acc:0.406, f1:0.409, mcc:0.001, total+:269, total-:81\n", "@threshold:-0.185, sens:0.867, spec:0.258, ppv:0.267, acc:0.403, f1:0.408, mcc:0.001, total+:270, total-:80\n", "@threshold:-0.197, sens:0.880, spec:0.236, ppv:0.264, acc:0.389, f1:0.406, mcc:0.001, total+:277, total-:73\n", "@threshold:-0.198, sens:0.880, spec:0.232, ppv:0.263, acc:0.386, f1:0.404, mcc:0.001, total+:278, total-:72\n", "@threshold:-0.205, sens:0.892, spec:0.228, ppv:0.264, acc:0.386, f1:0.408, mcc:0.001, total+:280, total-:70\n", "@threshold:-0.205, sens:0.892, spec:0.225, ppv:0.263, acc:0.383, f1:0.407, mcc:0.001, total+:281, total-:69\n", "@threshold:-0.229, sens:0.904, spec:0.195, ppv:0.259, acc:0.363, f1:0.402, mcc:0.001, total+:290, total-:60\n", "@threshold:-0.230, sens:0.904, spec:0.191, ppv:0.258, acc:0.360, f1:0.401, mcc:0.001, total+:291, total-:59\n", "@threshold:-0.268, sens:0.916, spec:0.139, ppv:0.248, acc:0.323, f1:0.391, mcc:0.001, total+:306, total-:44\n", "@threshold:-0.274, sens:0.916, spec:0.135, ppv:0.248, acc:0.320, f1:0.390, mcc:0.001, total+:307, total-:43\n", "@threshold:-0.276, sens:0.928, spec:0.135, ppv:0.250, acc:0.323, f1:0.394, mcc:0.001, total+:308, total-:42\n", "@threshold:-0.281, sens:0.928, spec:0.131, ppv:0.249, acc:0.320, f1:0.393, mcc:0.001, total+:309, total-:41\n", "@threshold:-0.325, sens:0.940, spec:0.090, ppv:0.243, acc:0.291, f1:0.386, mcc:0.001, total+:321, total-:29\n", "@threshold:-0.326, sens:0.940, spec:0.086, ppv:0.242, acc:0.289, f1:0.385, mcc:0.001, total+:322, total-:28\n", "@threshold:-0.333, sens:0.952, spec:0.082, ppv:0.244, acc:0.289, f1:0.388, mcc:0.001, total+:324, total-:26\n", "@threshold:-0.335, sens:0.952, spec:0.079, ppv:0.243, acc:0.286, f1:0.387, mcc:0.001, total+:325, total-:25\n", "@threshold:-0.340, sens:0.964, spec:0.079, ppv:0.245, acc:0.289, f1:0.391, mcc:0.001, total+:326, total-:24\n", "@threshold:-0.355, sens:0.964, spec:0.075, ppv:0.245, acc:0.286, f1:0.390, mcc:0.001, total+:327, total-:23\n", "@threshold:-0.381, sens:0.976, spec:0.049, ppv:0.242, acc:0.269, f1:0.388, mcc:0.001, total+:335, total-:15\n", "@threshold:-0.384, sens:0.976, spec:0.045, ppv:0.241, acc:0.266, f1:0.387, mcc:0.001, total+:336, total-:14\n", "@threshold:-0.505, sens:0.988, spec:0.007, ppv:0.236, acc:0.240, f1:0.381, mcc:-0.001, total+:347, total-:3\n", "@threshold:-0.535, sens:0.988, spec:0.004, ppv:0.236, acc:0.237, f1:0.381, mcc:-0.004, total+:348, total-:2\n", "@threshold:-0.553, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " MatDeliveryAge | coef 0.026 95% CI: [0.023 , 0.030] | OR_adj 1.027 [1.024 1.030] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", "\n", " Vital: HC-latest | coef 0.020 95% CI: [0.016 , 0.023] | OR_adj 1.020 [1.017 1.024] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", " Number of Visits | coef 0.019 95% CI: [0.015 , 0.023] | OR_adj 1.019 [1.015 1.023] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Temp-latest | coef 0.018 95% CI: [0.014 , 0.022] | OR_adj 1.019 [1.015 1.023] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", "* Vital: Ht-gain1to5 | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.014 1.020] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", "\n", " Vital: Temp-avg5to7 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.016 [1.014 1.019] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Number of Visits:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.060\n", "\n", " Vital: Temp-avg10to13 | coef 0.016 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.019] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs232:Sprain:-0.061\n", "\n", " Vital: HC-gain5to10 | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.013 1.019] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs51:Ot endo dsor:0.052\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", "\n", " Vital: Temp-avg19to24 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.018] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", "* Vital: Ht-avg0to1 | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.015 [1.012 1.018] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", "* Vital: HC-gain3to7 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs181:Ot preg comp:-0.052\n", "\n", " Vital: Temp-avg7to10 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.017] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", "* Vital: Ht-latest | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.017] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", " Vital: Temp-avg1to3 | coef 0.014 95% CI: [0.011 , 0.017] | OR_adj 1.014 [1.012 1.017] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.079\n", " Diagnosis:9ccs254:Rehab:0.069\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", "\n", " Vital: Ht-gain13to19 | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.017] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.075\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs181:Ot preg comp:-0.053\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs5:HIV infectn:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Diagnosis:9ccs230:Fx leg:0.051\n", " Diagnosis:9ccs98:HTN:0.051\n", " Diagnosis:9ccs142:Appendicitis:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", "\n", "* Vital: Ht-avg1to3 | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", " Vital: HC-gain1to5 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", " Vital: Temp-avg0to1 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.012 1.015] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", " Vital: Ht-gain3to7 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.073\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: Ht-gain16to24 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.013 [1.009 1.016] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs229:Fx arm:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", "\n", " Vital: HC-avg0to1 | coef 0.012 95% CI: [0.010 , 0.015] | OR_adj 1.012 [1.010 1.015] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: HC-gain0to24 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.012 [1.009 1.016] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs61:Sickle cell:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs105:Conduction:0.054\n", "\n", "* Vital: HC-avg7to10 | coef 0.012 95% CI: [0.010 , 0.015] | OR_adj 1.012 [1.010 1.015] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", "\n", " Vital: Ht-gain10to16 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", "\n", " Vital: HC-avg3to5 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.012 [1.009 1.016] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs56:Cystic fibro:-0.079\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs105:Conduction:0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", "\n", " Vital: HC-avg10to13 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Vital: Temp-avg13to16 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.014] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", "* Vital: Ht-avg16to19 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.058\n", "\n", "* Vital: HC-avg19to24 | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.015] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", " Vital: Temp-avg3to5 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", "\n", "* Vital: HC-avg1to3 | coef 0.011 95% CI: [0.009 , 0.014] | OR_adj 1.011 [1.009 1.014] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", " Vital: Ht-gain0to3 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", " Vital: HC-gain10to16 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.058\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.058\n", "\n", " Vital: Ht-gain7to13 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", "* Vital: HC-avg5to7 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.013] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", "\n", "* Vital: Ht-avg5to7 | coef 0.011 95% CI: [0.008 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.010 95% CI: [0.007 , 0.014] | OR_adj 1.010 [1.007 1.014] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs56:Cystic fibro:-0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.066\n", "\n", " Vital: HC-gain0to3 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " Vital: Ht-gain5to10 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.056\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.056\n", "\n", "* Vital: Ht-avg3to5 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: Temp-avg16to19 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.086\n", "\n", "* Vital: Ht-avg10to13 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", "* Vital: Ht Percentile-latest | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.077\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.055\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.054\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", "\n", " Vital: HC-gain7to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs235:Opn wnd head:0.060\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.054\n", " MatDeliveryAge:0.053\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", "\n", " Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.058\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.058\n", "\n", " Vital: HC-gain13to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", "\n", "* Vital: Ht-avg19to24 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", "\n", " Vital: HC-gain16to24 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", "\n", " Vital: HR-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.063\n", " Diagnosis:9ccs104:Oth heart dx:0.063\n", " Diagnosis:9ccs228:Fx skull fac:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", "\n", "* Vital: HC-avg16to19 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.063\n", " Diagnosis:9ccs253:Allergy:0.060\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", " Vital: Ht-avg7to10 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", "\n", " Vital: HC-avg13to16 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Vital: Ht-gain0to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", " Vital: RR-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.100\n", " Diagnosis:9ccs254:Rehab:0.086\n", " Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.072\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs61:Sickle cell:0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", "\n", " Vital: HR-avg10to13 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.094\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.049\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.006 95% CI: [0.003 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs162:Ot dx bladdr:0.072\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", "* Vital: HR-avg5to7 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.164\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.084\n", " Diagnosis:9ccs231:Oth fracture:0.084\n", " Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.064\n", "\n", " Vital: HR-avg7to10 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.058\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs109:Acute CVD:-0.053\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", " Vital: HR-avg19to24 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", " Vital: RR-avg10to13 | coef 0.005 95% CI: [0.002 , 0.007] | OR_adj 1.005 [1.002 1.007] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.062\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.060\n", " Diagnosis:9ccs221:Resp distres:0.057\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.065\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.079\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Lab:323854 CULTURE FECES - Sunrise:0.074\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.072\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.061\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs61:Sickle cell:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.067\n", " Diagnosis:9ccs259:Unclassified:0.066\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.098\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.095\n", " Diagnosis:9ccs9:Sexual Infxs:0.088\n", " Diagnosis:9ccs51:Ot endo dsor:0.088\n", " Diagnosis:9ccs61:Sickle cell:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Diagnosis:9ccs129:Asp pneumon:-0.071\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Vital: HR-avg0to1 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs6:Hepatitis:-0.078\n", " Diagnosis:9ccs4:Mycoses:0.075\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs231:Oth fracture:0.058\n", " Diagnosis:9ccs229:Fx arm:-0.056\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs98:HTN:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.082\n", " Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.079\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:294048 STOOL CULTURE - LMC:0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.050\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.061\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.060\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:0.103\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.099\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.099\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:-0.099\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Vital: RR-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs145:Int obstruct:-0.057\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.056\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", "\n", " Vital: HR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Vital: RR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.084\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Lab:292147 TSH - Sunrise:0.072\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.062\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Vital: HR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs145:Int obstruct:-0.071\n", " Diagnosis:9ccs63:Wht blood dx:0.069\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.065\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.065\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.083\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.109\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.097\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs231:Oth fracture:0.067\n", " Diagnosis:9ccs238:Complic proc:0.067\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Diagnosis:9ccs9:Sexual Infxs:0.085\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs115:Aneurysm:0.085\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.122\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs254:Rehab:0.112\n", " Diagnosis:9ccs105:Conduction:0.102\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.058\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Lab:294048 STOOL CULTURE - LMC:-0.119\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Lab:323854 CULTURE FECES - Sunrise:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.070\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Diagnosis:9ccs245:Syncope:0.088\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Diagnosis:9ccs98:HTN:0.106\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.079\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.071\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", " Diagnosis:9ccs86:Cataract:0.135\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.135\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.074\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.111\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.062\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.132\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Diagnosis:9ccs258:Other screen:0.102\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs213:Cardiac anom:0.059\n", " Diagnosis:9ccs124:Tonsillitis:0.059\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Diagnosis:9ccs5:HIV infectn:0.116\n", " Diagnosis:9ccs86:Cataract:0.116\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.116\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.116\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.090\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Lab:306854 PLATELET COUNT - Sunrise:0.096\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Number of Visits:0.100\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.097\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.091\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:10ccs238:Complic proc:0.132\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.132\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.148\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.124\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.053\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.104\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.139\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.096\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Diagnosis:9ccs231:Oth fracture:0.103\n", " Diagnosis:9ccs229:Fx arm:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs129:Asp pneumon:0.111\n", " Diagnosis:9ccs230:Fx leg:0.111\n", " Diagnosis:9ccs214:GI cong anom:0.106\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Number of Visits:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Lab:294048 STOOL CULTURE - LMC:0.139\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.131\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs72:Anxiety dx:0.128\n", " Diagnosis:9ccs70:Schizo/rl dx:0.128\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.119\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.120\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.120\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.096\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs127:COPD:0.044\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.117\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.117\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.113\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Lab:292147 TSH - Sunrise:0.175\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Lab:323854 CULTURE FECES - Sunrise:-0.080\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Number of Visits:0.134\n", " Diagnosis:9ccs221:Resp distres:0.128\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs56:Cystic fibro:0.103\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.072\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.068\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs105:Conduction:-0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.070\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Diagnosis:9ccs236:Opn wnd extr:0.202\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.077\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs232:Sprain:0.152\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", "\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.033\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.032\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.197\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Lab:292147 TSH - Sunrise:-0.181\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.118\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.061\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.061\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.577\n", " Lab:306854 PLATELET COUNT - Sunrise:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs229:Fx arm:0.141\n", " Diagnosis:9ccs56:Cystic fibro:0.141\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:294048 STOOL CULTURE - LMC:0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.403\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", " Diagnosis:9ccs136:Teeth dx:0.033\n", " Diagnosis:9ccs217:Ot cong anom:0.031\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.030\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.030\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.055\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Lab:292147 TSH - Sunrise:-0.169\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Lab:292147 TSH - Sunrise:-0.106\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.130\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.130\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.126\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.135\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:294048 STOOL CULTURE - LMC:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.302\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.048\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.157\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.120\n", " Diagnosis:9ccs124:Tonsillitis:-0.113\n", " Diagnosis:9ccs215:gu cong anom:-0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Diagnosis:9ccs90:Eye infectn:-0.046\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.464\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.050\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", "\n", " Newborn Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " Diagnosis:9ccs200:Oth skin dx:-0.022\n", " Diagnosis:9ccs125:Bronchitis:-0.021\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.106\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.106\n", " Diagnosis:9ccs123:Influenza:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.085\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.084\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Number of Visits:0.068\n", "\n", " Lab:297280 GLUCOSE REAGENT STRIP | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:297280 GLUCOSE REAGENT STRIP:1.000\n", " Diagnosis:9ccs232:Sprain:0.500\n", " Diagnosis:9ccs3:Oth bact inf:0.214\n", " Diagnosis:9ccs138:Esophgeal dx:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs133:Oth low resp:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.092\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.092\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.055\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs147:Anal/rectal:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.070\n", " Lab:297275 STREP RAPID TEST (POCT):-0.070\n", " Diagnosis:9ccs122:Pneumonia:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs91:Other eye dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs127:COPD:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.052\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs55:Fluid/elc dx:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.109\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.045\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.042\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Diagnosis:9ccs154:Gastroent:0.099\n", " Diagnosis:9ccs166:Oth male gen:0.093\n", " Diagnosis:9ccs161:Ot dx kidney:-0.091\n", " Diagnosis:9ccs140:Gastritis:-0.080\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Number of Visits:0.078\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:294048 STOOL CULTURE - LMC:0.080\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.089\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.088\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.124\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs258:Other screen:-0.096\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs4:Mycoses:0.068\n", " Diagnosis:9ccs166:Oth male gen:-0.062\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs128:Asthma:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.040\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", " Diagnosis:9ccs135:Intest infct:-0.038\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Diagnosis:9ccs253:Allergy:-0.041\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.039\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs159:UTI:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.038\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.038\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.056\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.148\n", " Diagnosis:9ccs138:Esophgeal dx:0.106\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs135:Intest infct:0.052\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs258:Other screen:0.230\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.204\n", " Diagnosis:10ccs58:Ot nutrit dx:0.164\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.148\n", " Diagnosis:9ccs127:COPD:0.126\n", " Number of Visits:0.118\n", " Diagnosis:9ccs217:Ot cong anom:0.116\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs239:Superfic inj:0.105\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.030\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.030\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Diagnosis:9ccs123:Influenza:0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.139\n", " Diagnosis:9ccs244:Other injury:-0.113\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs259:Unclassified:-0.075\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.067\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.066\n", " Diagnosis:9ccs91:Other eye dx:-0.066\n", " Diagnosis:9ccs239:Superfic inj:-0.064\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.407\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.038\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.037\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.037\n", " Diagnosis:9ccs92:Otitis media:0.036\n", " Diagnosis:9ccs253:Allergy:-0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.032\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.032\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Number of Visits:0.035\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.102\n", "\n", " Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.083\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.055\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.040\n", "\n", " Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs98:HTN:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.074\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", "\n", " Newborn Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Diagnosis:9ccs258:Other screen:0.163\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs240:Burns:0.152\n", " Diagnosis:9ccs256:Exam/eval:0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.106\n", " Diagnosis:9ccs159:UTI:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", " Diagnosis:9ccs125:Bronchitis:-0.015\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.051\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.169\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.106\n", " Diagnosis:9ccs95:Oth nerv dx:-0.095\n", " Diagnosis:9ccs213:Cardiac anom:-0.088\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Diagnosis:9ccs147:Anal/rectal:0.120\n", " Diagnosis:9ccs165:Inf male gen:-0.119\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.080\n", " Diagnosis:9ccs256:Exam/eval:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs122:Pneumonia:-0.057\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.057\n", " Diagnosis:9ccs59:Anemia:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.076\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.056\n", " Diagnosis:9ccs127:COPD:-0.051\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs135:Intest infct:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.029\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs256:Exam/eval:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.020\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs143:Abdom hernia:0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", "\n", " Newborn Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.051\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.047\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", " Diagnosis:9ccs247:Lymph enlarg:0.096\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", "MatDeliveryAge : 0.0264998480677\n", "Vital : 0.755274655135\n", "Number of Visits : 0.0188349817886\n", "Census : 0.145148243013\n", "Diagnosis : 0.045923864814\n", "Newborn Diagnosis : 0.00771075299797\n", "Lab : 0.000607654183165\n", "Time to run analysis 0:22:20.874787\n", "Total Time elapsed 5:28:57.898356\n", "-----------------------------------------------------\n", "\n", "boys no_min no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.049\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.058\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.011\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.556, Explained Variance Score Test: -0.048\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.093\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: -0.105\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.108\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.596, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.577, R^2 test: -0.107\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.125\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.114\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.558, Explained Variance Score Validation: -0.107\n", "AUC Test: 0.533, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.063\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.056\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.444, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.594, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: -0.146\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.110\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: -0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.442, Explained Variance Score Validation: -0.146\n", "AUC Test: 0.542, Explained Variance Score Test: -0.046\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: -0.113\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: -0.115\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.136\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.539, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: -0.024\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.013\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.604, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.543, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.152\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: -0.193\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.185\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.118\n", "AUC Test: 0.585, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.081\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: -0.111\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: -0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.094\n", "AUC Test: 0.535, Explained Variance Score Test: -0.085\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: -0.117\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.250\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.086\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.615, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.569, R^2 test: -0.077\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.117\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: -0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.572\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.525, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.049\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: -0.071\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: -0.050\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.066\n", "AUC Test: 0.629, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.090\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.100\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: -0.073\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.526, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.047\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: -0.045\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.591, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.531, Explained Variance Score Test: -0.075\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: -0.170\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.185\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.142\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.453, Explained Variance Score Validation: -0.163\n", "AUC Test: 0.606, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: 0.010\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.063\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.080\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.584, Explained Variance Score Validation: 0.120\n", "AUC Test: 0.624, Explained Variance Score Test: 0.025\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: -0.059\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.063\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.051\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.608, Explained Variance Score Test: -0.003\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: -0.113\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: -0.119\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.160\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.511, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.602, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.013\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.020\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.591, Explained Variance Score Test: -0.046\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: -0.133\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.488, R^2 test: -0.104\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.600, R^2 test: -0.071\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.488, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.471, Explained Variance Score Test: -0.031\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: -0.048\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.113\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: -0.085\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.091\n", "AUC Test: 0.542, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.616, R^2 test: -0.014\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: -0.017\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: -0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.615\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.551, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.596, R^2 test: -0.147\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: -0.151\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.654, R^2 test: -0.127\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.557, Explained Variance Score Validation: -0.056\n", "AUC Test: 0.501, Explained Variance Score Test: -0.052\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: -0.100\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.126\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.062\n", "AUC Test: 0.560, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.024\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.065\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.740\n", "AUC Validation: 0.517, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.576, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.128\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.110\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: -0.164\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.433, Explained Variance Score Validation: -0.122\n", "AUC Test: 0.596, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: -0.046\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.045\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: -0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.551, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.499, Explained Variance Score Test: -0.046\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.079\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.050\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: -0.040\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.573, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.114\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: -0.099\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.130\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.557, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.570, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.650, R^2 test: -0.108\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.102\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: -0.083\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.605, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: -0.127\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.110\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.137\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.542, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.569, R^2 test: -0.038\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: -0.029\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.566, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.590, Explained Variance Score Test: 0.008\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: -0.028\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: -0.030\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: -0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.493, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.571, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.542, R^2 test: -0.051\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: -0.020\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.517, Explained Variance Score Test: -0.048\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: -0.053\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.035\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: -0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.544, Explained Variance Score Test: -0.059\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.575, R^2 test: -0.092\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: -0.079\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.094\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.684\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.541, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.081\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.062\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: -0.043\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.765\n", "AUC Validation: 0.665, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.542, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: -0.090\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.095\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.097\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.617, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: -0.092\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: -0.091\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: -0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.621, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: -0.192\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.209\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: -0.211\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.565, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.011\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.031\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: -0.053\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.443, Explained Variance Score Validation: -0.046\n", "AUC Test: 0.541, Explained Variance Score Test: -0.046\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: -0.079\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.114\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.543, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.025\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: -0.043\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.018\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.433, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.561, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: -0.075\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.085\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: -0.081\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.653, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.632, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.559, R^2 test: 0.014\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.014\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.633, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.015\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.006\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.528, Explained Variance Score Test: -0.054\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.084\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.099\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.611, Explained Variance Score Validation: -0.112\n", "AUC Test: 0.624, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.004\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: -0.035\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: -0.004\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.589, Explained Variance Score Test: -0.019\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.007\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.009\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.509, Explained Variance Score Test: -0.111\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.040\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.070\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.043\n", "AUC Test: 0.573, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.018\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.060\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.722\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.569, Explained Variance Score Test: 0.000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.046\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: -0.135\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.071\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.597, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.507, R^2 test: -0.015\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.010\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.612, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.536, Explained Variance Score Test: -0.047\n", "\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.547, R^2 test: 0.019\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.015\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.650, R^2 test: 0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.547, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.583, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.188\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.238\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.169\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.624, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: 0.032\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.011\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.024\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.520, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.591, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.640, R^2 test: -0.108\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.526\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.476\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.517, Explained Variance Score Validation: -0.107\n", "AUC Test: 0.680, Explained Variance Score Test: 0.080\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.048\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: -0.071\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.587, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.078\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.081\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: -0.103\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.615, Explained Variance Score Test: -0.037\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.060\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.022\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: -0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.612, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.184\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.213\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.147\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.722\n", "AUC Validation: 0.412, Explained Variance Score Validation: -0.199\n", "AUC Test: 0.573, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.003\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.044\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: -0.006\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.540, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.505, R^2 test: -0.001\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: -0.021\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.608, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.521, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.609, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.653, R^2 test: -0.084\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: -0.208\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.110\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.091\n", "AUC Test: 0.495, Explained Variance Score Test: -0.075\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.035\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.069\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.009\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.462, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.540, Explained Variance Score Test: -0.023\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: -0.023\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.010\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: -0.059\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.689\n", "AUC Validation: 0.564, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.566, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.557, R^2 test: -0.101\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: -0.093\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.556, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.046\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: -0.031\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: -0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.565, Explained Variance Score Test: 0.004\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: -0.074\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: -0.047\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.060\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.612, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.553, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.527, R^2 test: -0.102\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: -0.153\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.101\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.073\n", "AUC Test: 0.528, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: -0.109\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.125\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.508, Explained Variance Score Test: -0.039\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.115\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.118\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: -0.150\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.405, Explained Variance Score Validation: -0.151\n", "AUC Test: 0.569, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: -0.104\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.136\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: -0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.541, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: -0.019\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: -0.027\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: -0.034\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.577, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.077\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.102\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.062\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.584, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.027\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.064\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.568, Explained Variance Score Test: -0.031\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.109\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.119\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: -0.144\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.112\n", "AUC Test: 0.562, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: -0.026\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.056\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: -0.036\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.630, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.040\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.058\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.537, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.106\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.078\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.050\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.557, Explained Variance Score Test: -0.070\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: -0.071\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: -0.100\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.179\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.742\n", "AUC Validation: 0.482, Explained Variance Score Validation: -0.082\n", "AUC Test: 0.526, Explained Variance Score Test: -0.040\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.013\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.008\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: -0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.906, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.589, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: 0.061\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: -0.053\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.584, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: -0.182\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.109\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.162\n", "AUC Test: 0.593, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.127\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.126\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.483, Explained Variance Score Validation: -0.089\n", "AUC Test: 0.596, Explained Variance Score Test: 0.024\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.578, R^2 test: -0.094\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: -0.069\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.598, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.560, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.074\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: -0.105\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: -0.124\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.618, Explained Variance Score Validation: -0.065\n", "AUC Test: 0.581, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.018\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.053\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.593, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: -0.091\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: -0.102\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.048\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.458, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.524, Explained Variance Score Test: -0.088\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.506, R^2 test: -0.038\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.542, R^2 test: -0.035\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: -0.030\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.589\n", "AUC Validation: 0.514, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.458, Explained Variance Score Test: -0.064\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: -0.054\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.066\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.065\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.528, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.605, R^2 test: 0.027\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: -0.002\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.008\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.612, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: -0.045\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: -0.050\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.097\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.554, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.028\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.029\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.049\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.571, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.067\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.043\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.047\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.570, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: -0.113\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.165\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: -0.134\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 1.000, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.586, Explained Variance Score Test: -0.063\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.069\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: -0.044\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.058\n", "AUC Test: 0.515, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: -0.037\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.041\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: -0.078\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.697\n", "AUC Validation: 0.503, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.574, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.059\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.086\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.603, Explained Variance Score Test: -0.071\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.138\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: -0.139\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.132\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.600, Explained Variance Score Test: 0.003\n", "\n", "total Variables 1918 and total subjects: 1751\n", "->AUC validation: 0.540 95% CI: [0.528 , 0.552]\n", "->AUC test: 0.568 95% CI: [0.560 , 0.575]\n", "->R^2 validation: -0.037 95% CI: [-0.048 , -0.026]\n", "->R^2 test: -0.017 95% CI: [-0.023 , -0.010]\n", "->Explained Variance validation: -0.061 95% CI: [-0.074 , -0.049]\n", "->Explained Variance test: -0.037 95% CI: [-0.044 , -0.030]\n", "Test set metrics:\n", "@threshold:1.262, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.262, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.103, sens:0.000, spec:0.981, ppv:0.000, acc:0.749, f1:0.000, mcc:-0.016, total+:5, total-:345\n", "@threshold:0.102, sens:0.000, spec:0.978, ppv:0.000, acc:0.746, f1:0.000, mcc:-0.014, total+:6, total-:344\n", "@threshold:-0.024, sens:0.012, spec:0.929, ppv:0.050, acc:0.711, f1:0.019, mcc:-0.007, total+:20, total-:330\n", "@threshold:-0.032, sens:0.012, spec:0.925, ppv:0.048, acc:0.709, f1:0.019, mcc:-0.007, total+:21, total-:329\n", "@threshold:-0.041, sens:0.024, spec:0.921, ppv:0.087, acc:0.709, f1:0.038, mcc:-0.005, total+:23, total-:327\n", "@threshold:-0.052, sens:0.024, spec:0.918, ppv:0.083, acc:0.706, f1:0.037, mcc:-0.005, total+:24, total-:326\n", "@threshold:-0.058, sens:0.036, spec:0.918, ppv:0.120, acc:0.709, f1:0.056, mcc:-0.004, total+:25, total-:325\n", "@threshold:-0.058, sens:0.036, spec:0.914, ppv:0.115, acc:0.706, f1:0.055, mcc:-0.004, total+:26, total-:324\n", "@threshold:-0.061, sens:0.048, spec:0.914, ppv:0.148, acc:0.709, f1:0.073, mcc:-0.003, total+:27, total-:323\n", "@threshold:-0.062, sens:0.048, spec:0.910, ppv:0.143, acc:0.706, f1:0.072, mcc:-0.003, total+:28, total-:322\n", "@threshold:-0.069, sens:0.060, spec:0.903, ppv:0.161, acc:0.703, f1:0.088, mcc:-0.003, total+:31, total-:319\n", "@threshold:-0.070, sens:0.060, spec:0.899, ppv:0.156, acc:0.700, f1:0.087, mcc:-0.003, total+:32, total-:318\n", "@threshold:-0.089, sens:0.072, spec:0.869, ppv:0.146, acc:0.680, f1:0.097, mcc:-0.003, total+:41, total-:309\n", "@threshold:-0.089, sens:0.072, spec:0.865, ppv:0.143, acc:0.677, f1:0.096, mcc:-0.003, total+:42, total-:308\n", "@threshold:-0.096, sens:0.084, spec:0.850, ppv:0.149, acc:0.669, f1:0.108, mcc:-0.003, total+:47, total-:303\n", "@threshold:-0.103, sens:0.108, spec:0.846, ppv:0.180, acc:0.671, f1:0.135, mcc:-0.002, total+:50, total-:300\n", "@threshold:-0.125, sens:0.120, spec:0.779, ppv:0.145, acc:0.623, f1:0.132, mcc:-0.002, total+:69, total-:281\n", "@threshold:-0.126, sens:0.120, spec:0.775, ppv:0.143, acc:0.620, f1:0.131, mcc:-0.002, total+:70, total-:280\n", "@threshold:-0.139, sens:0.133, spec:0.764, ppv:0.149, acc:0.614, f1:0.140, mcc:-0.002, total+:74, total-:276\n", "@threshold:-0.142, sens:0.133, spec:0.760, ppv:0.147, acc:0.611, f1:0.139, mcc:-0.002, total+:75, total-:275\n", "@threshold:-0.149, sens:0.145, spec:0.745, ppv:0.150, acc:0.603, f1:0.147, mcc:-0.002, total+:80, total-:270\n", "@threshold:-0.152, sens:0.145, spec:0.742, ppv:0.148, acc:0.600, f1:0.146, mcc:-0.002, total+:81, total-:269\n", "@threshold:-0.164, sens:0.157, spec:0.723, ppv:0.149, acc:0.589, f1:0.153, mcc:-0.002, total+:87, total-:263\n", "@threshold:-0.165, sens:0.157, spec:0.719, ppv:0.148, acc:0.586, f1:0.152, mcc:-0.002, total+:88, total-:262\n", "@threshold:-0.167, sens:0.169, spec:0.719, ppv:0.157, acc:0.589, f1:0.163, mcc:-0.002, total+:89, total-:261\n", "@threshold:-0.171, sens:0.169, spec:0.715, ppv:0.156, acc:0.586, f1:0.162, mcc:-0.002, total+:90, total-:260\n", "@threshold:-0.175, sens:0.181, spec:0.708, ppv:0.161, acc:0.583, f1:0.170, mcc:-0.002, total+:93, total-:257\n", "@threshold:-0.176, sens:0.181, spec:0.704, ppv:0.160, acc:0.580, f1:0.169, mcc:-0.002, total+:94, total-:256\n", "@threshold:-0.185, sens:0.193, spec:0.693, ppv:0.163, acc:0.574, f1:0.177, mcc:-0.002, total+:98, total-:252\n", "@threshold:-0.187, sens:0.193, spec:0.689, ppv:0.162, acc:0.571, f1:0.176, mcc:-0.002, total+:99, total-:251\n", "@threshold:-0.195, sens:0.205, spec:0.667, ppv:0.160, acc:0.557, f1:0.180, mcc:-0.002, total+:106, total-:244\n", "@threshold:-0.195, sens:0.205, spec:0.663, ppv:0.159, acc:0.554, f1:0.179, mcc:-0.002, total+:107, total-:243\n", "@threshold:-0.197, sens:0.217, spec:0.663, ppv:0.167, acc:0.557, f1:0.188, mcc:-0.002, total+:108, total-:242\n", "@threshold:-0.203, sens:0.241, spec:0.659, ppv:0.180, acc:0.560, f1:0.206, mcc:-0.001, total+:111, total-:239\n", "@threshold:-0.207, sens:0.253, spec:0.644, ppv:0.181, acc:0.551, f1:0.211, mcc:-0.001, total+:116, total-:234\n", "@threshold:-0.207, sens:0.253, spec:0.640, ppv:0.179, acc:0.549, f1:0.210, mcc:-0.001, total+:117, total-:233\n", "@threshold:-0.207, sens:0.265, spec:0.640, ppv:0.186, acc:0.551, f1:0.219, mcc:-0.001, total+:118, total-:232\n", "@threshold:-0.211, sens:0.265, spec:0.637, ppv:0.185, acc:0.549, f1:0.218, mcc:-0.001, total+:119, total-:231\n", "@threshold:-0.218, sens:0.277, spec:0.618, ppv:0.184, acc:0.537, f1:0.221, mcc:-0.001, total+:125, total-:225\n", "@threshold:-0.223, sens:0.289, spec:0.614, ppv:0.189, acc:0.537, f1:0.229, mcc:-0.001, total+:127, total-:223\n", "@threshold:-0.225, sens:0.301, spec:0.603, ppv:0.191, acc:0.531, f1:0.234, mcc:-0.001, total+:131, total-:219\n", "@threshold:-0.230, sens:0.301, spec:0.599, ppv:0.189, acc:0.529, f1:0.233, mcc:-0.001, total+:132, total-:218\n", "@threshold:-0.233, sens:0.313, spec:0.592, ppv:0.193, acc:0.526, f1:0.239, mcc:-0.001, total+:135, total-:215\n", "@threshold:-0.238, sens:0.337, spec:0.588, ppv:0.203, acc:0.529, f1:0.253, mcc:-0.001, total+:138, total-:212\n", "@threshold:-0.240, sens:0.349, spec:0.581, ppv:0.206, acc:0.526, f1:0.259, mcc:-0.001, total+:141, total-:209\n", "@threshold:-0.240, sens:0.349, spec:0.577, ppv:0.204, acc:0.523, f1:0.258, mcc:-0.001, total+:142, total-:208\n", "@threshold:-0.246, sens:0.361, spec:0.551, ppv:0.200, acc:0.506, f1:0.258, mcc:-0.001, total+:150, total-:200\n", "@threshold:-0.248, sens:0.361, spec:0.547, ppv:0.199, acc:0.503, f1:0.256, mcc:-0.001, total+:151, total-:199\n", "@threshold:-0.249, sens:0.373, spec:0.543, ppv:0.203, acc:0.503, f1:0.263, mcc:-0.001, total+:153, total-:197\n", "@threshold:-0.249, sens:0.373, spec:0.539, ppv:0.201, acc:0.500, f1:0.262, mcc:-0.001, total+:154, total-:196\n", "@threshold:-0.250, sens:0.386, spec:0.539, ppv:0.206, acc:0.503, f1:0.269, mcc:-0.001, total+:155, total-:195\n", "@threshold:-0.255, sens:0.398, spec:0.536, ppv:0.210, acc:0.503, f1:0.275, mcc:-0.001, total+:157, total-:193\n", "@threshold:-0.256, sens:0.410, spec:0.536, ppv:0.215, acc:0.506, f1:0.282, mcc:-0.001, total+:158, total-:192\n", "@threshold:-0.259, sens:0.410, spec:0.532, ppv:0.214, acc:0.503, f1:0.281, mcc:-0.001, total+:159, total-:191\n", "@threshold:-0.260, sens:0.422, spec:0.524, ppv:0.216, acc:0.500, f1:0.286, mcc:-0.001, total+:162, total-:188\n", "@threshold:-0.261, sens:0.422, spec:0.521, ppv:0.215, acc:0.497, f1:0.285, mcc:-0.001, total+:163, total-:187\n", "@threshold:-0.263, sens:0.434, spec:0.521, ppv:0.220, acc:0.500, f1:0.291, mcc:-0.000, total+:164, total-:186\n", "@threshold:-0.267, sens:0.434, spec:0.517, ppv:0.218, acc:0.497, f1:0.290, mcc:-0.001, total+:165, total-:185\n", "@threshold:-0.267, sens:0.446, spec:0.509, ppv:0.220, acc:0.494, f1:0.295, mcc:-0.000, total+:168, total-:182\n", "@threshold:-0.267, sens:0.446, spec:0.506, ppv:0.219, acc:0.491, f1:0.294, mcc:-0.001, total+:169, total-:181\n", "@threshold:-0.267, sens:0.446, spec:0.494, ppv:0.215, acc:0.483, f1:0.290, mcc:-0.001, total+:172, total-:178\n", "@threshold:-0.270, sens:0.458, spec:0.479, ppv:0.215, acc:0.474, f1:0.292, mcc:-0.001, total+:177, total-:173\n", "@threshold:-0.270, sens:0.458, spec:0.476, ppv:0.213, acc:0.471, f1:0.291, mcc:-0.001, total+:178, total-:172\n", "@threshold:-0.279, sens:0.470, spec:0.457, ppv:0.212, acc:0.460, f1:0.292, mcc:-0.001, total+:184, total-:166\n", "@threshold:-0.281, sens:0.482, spec:0.453, ppv:0.215, acc:0.460, f1:0.297, mcc:-0.001, total+:186, total-:164\n", "@threshold:-0.281, sens:0.494, spec:0.449, ppv:0.218, acc:0.460, f1:0.303, mcc:-0.001, total+:188, total-:162\n", "@threshold:-0.283, sens:0.494, spec:0.446, ppv:0.217, acc:0.457, f1:0.301, mcc:-0.001, total+:189, total-:161\n", "@threshold:-0.291, sens:0.506, spec:0.427, ppv:0.215, acc:0.446, f1:0.302, mcc:-0.001, total+:195, total-:155\n", "@threshold:-0.291, sens:0.506, spec:0.423, ppv:0.214, acc:0.443, f1:0.301, mcc:-0.001, total+:196, total-:154\n", "@threshold:-0.292, sens:0.518, spec:0.419, ppv:0.217, acc:0.443, f1:0.306, mcc:-0.001, total+:198, total-:152\n", "@threshold:-0.292, sens:0.518, spec:0.416, ppv:0.216, acc:0.440, f1:0.305, mcc:-0.001, total+:199, total-:151\n", "@threshold:-0.295, sens:0.530, spec:0.416, ppv:0.220, acc:0.443, f1:0.311, mcc:-0.001, total+:200, total-:150\n", "@threshold:-0.297, sens:0.542, spec:0.412, ppv:0.223, acc:0.443, f1:0.316, mcc:-0.000, total+:202, total-:148\n", "@threshold:-0.299, sens:0.554, spec:0.401, ppv:0.223, acc:0.437, f1:0.318, mcc:-0.000, total+:206, total-:144\n", "@threshold:-0.300, sens:0.554, spec:0.397, ppv:0.222, acc:0.434, f1:0.317, mcc:-0.000, total+:207, total-:143\n", "@threshold:-0.301, sens:0.566, spec:0.397, ppv:0.226, acc:0.437, f1:0.323, mcc:-0.000, total+:208, total-:142\n", "@threshold:-0.303, sens:0.578, spec:0.393, ppv:0.229, acc:0.437, f1:0.328, mcc:-0.000, total+:210, total-:140\n", "@threshold:-0.306, sens:0.590, spec:0.390, ppv:0.231, acc:0.437, f1:0.332, mcc:-0.000, total+:212, total-:138\n", "@threshold:-0.306, sens:0.590, spec:0.386, ppv:0.230, acc:0.434, f1:0.331, mcc:-0.000, total+:213, total-:137\n", "@threshold:-0.307, sens:0.602, spec:0.382, ppv:0.233, acc:0.434, f1:0.336, mcc:-0.000, total+:215, total-:135\n", "@threshold:-0.307, sens:0.602, spec:0.378, ppv:0.231, acc:0.431, f1:0.334, mcc:-0.000, total+:216, total-:134\n", "@threshold:-0.309, sens:0.614, spec:0.375, ppv:0.234, acc:0.431, f1:0.339, mcc:-0.000, total+:218, total-:132\n", "@threshold:-0.310, sens:0.627, spec:0.371, ppv:0.236, acc:0.431, f1:0.343, mcc:-0.000, total+:220, total-:130\n", "@threshold:-0.312, sens:0.639, spec:0.371, ppv:0.240, acc:0.434, f1:0.349, mcc:0.000, total+:221, total-:129\n", "@threshold:-0.314, sens:0.651, spec:0.367, ppv:0.242, acc:0.434, f1:0.353, mcc:0.000, total+:223, total-:127\n", "@threshold:-0.321, sens:0.663, spec:0.348, ppv:0.240, acc:0.423, f1:0.353, mcc:0.000, total+:229, total-:121\n", "@threshold:-0.321, sens:0.663, spec:0.345, ppv:0.239, acc:0.420, f1:0.351, mcc:0.000, total+:230, total-:120\n", "@threshold:-0.331, sens:0.675, spec:0.315, ppv:0.234, acc:0.400, f1:0.348, mcc:-0.000, total+:239, total-:111\n", "@threshold:-0.332, sens:0.675, spec:0.311, ppv:0.233, acc:0.397, f1:0.347, mcc:-0.000, total+:240, total-:110\n", "@threshold:-0.336, sens:0.687, spec:0.300, ppv:0.234, acc:0.391, f1:0.349, mcc:-0.000, total+:244, total-:106\n", "@threshold:-0.339, sens:0.723, spec:0.296, ppv:0.242, acc:0.397, f1:0.363, mcc:0.000, total+:248, total-:102\n", "@threshold:-0.344, sens:0.735, spec:0.296, ppv:0.245, acc:0.400, f1:0.367, mcc:0.000, total+:249, total-:101\n", "@threshold:-0.348, sens:0.735, spec:0.292, ppv:0.244, acc:0.397, f1:0.366, mcc:0.000, total+:250, total-:100\n", "@threshold:-0.350, sens:0.747, spec:0.292, ppv:0.247, acc:0.400, f1:0.371, mcc:0.000, total+:251, total-:99\n", "@threshold:-0.352, sens:0.771, spec:0.288, ppv:0.252, acc:0.403, f1:0.380, mcc:0.001, total+:254, total-:96\n", "@threshold:-0.361, sens:0.783, spec:0.258, ppv:0.247, acc:0.383, f1:0.376, mcc:0.000, total+:263, total-:87\n", "@threshold:-0.361, sens:0.783, spec:0.255, ppv:0.246, acc:0.380, f1:0.375, mcc:0.000, total+:264, total-:86\n", "@threshold:-0.363, sens:0.795, spec:0.251, ppv:0.248, acc:0.380, f1:0.378, mcc:0.001, total+:266, total-:84\n", "@threshold:-0.364, sens:0.795, spec:0.247, ppv:0.247, acc:0.377, f1:0.377, mcc:0.000, total+:267, total-:83\n", "@threshold:-0.365, sens:0.807, spec:0.247, ppv:0.250, acc:0.380, f1:0.382, mcc:0.001, total+:268, total-:82\n", "@threshold:-0.366, sens:0.807, spec:0.243, ppv:0.249, acc:0.377, f1:0.381, mcc:0.001, total+:269, total-:81\n", "@threshold:-0.368, sens:0.819, spec:0.240, ppv:0.251, acc:0.377, f1:0.384, mcc:0.001, total+:271, total-:79\n", "@threshold:-0.368, sens:0.819, spec:0.236, ppv:0.250, acc:0.374, f1:0.383, mcc:0.001, total+:272, total-:78\n", "@threshold:-0.368, sens:0.831, spec:0.236, ppv:0.253, acc:0.377, f1:0.388, mcc:0.001, total+:273, total-:77\n", "@threshold:-0.369, sens:0.831, spec:0.232, ppv:0.252, acc:0.374, f1:0.387, mcc:0.001, total+:274, total-:76\n", "@threshold:-0.374, sens:0.843, spec:0.221, ppv:0.252, acc:0.369, f1:0.388, mcc:0.001, total+:278, total-:72\n", "@threshold:-0.375, sens:0.843, spec:0.217, ppv:0.251, acc:0.366, f1:0.387, mcc:0.001, total+:279, total-:71\n", "@threshold:-0.377, sens:0.855, spec:0.217, ppv:0.254, acc:0.369, f1:0.391, mcc:0.001, total+:280, total-:70\n", "@threshold:-0.377, sens:0.855, spec:0.213, ppv:0.253, acc:0.366, f1:0.390, mcc:0.001, total+:281, total-:69\n", "@threshold:-0.399, sens:0.867, spec:0.180, ppv:0.247, acc:0.343, f1:0.385, mcc:0.001, total+:291, total-:59\n", "@threshold:-0.400, sens:0.880, spec:0.176, ppv:0.249, acc:0.343, f1:0.388, mcc:0.001, total+:293, total-:57\n", "@threshold:-0.410, sens:0.892, spec:0.169, ppv:0.250, acc:0.340, f1:0.391, mcc:0.001, total+:296, total-:54\n", "@threshold:-0.414, sens:0.892, spec:0.165, ppv:0.249, acc:0.337, f1:0.389, mcc:0.001, total+:297, total-:53\n", "@threshold:-0.438, sens:0.904, spec:0.135, ppv:0.245, acc:0.317, f1:0.386, mcc:0.001, total+:306, total-:44\n", "@threshold:-0.441, sens:0.916, spec:0.131, ppv:0.247, acc:0.317, f1:0.389, mcc:0.001, total+:308, total-:42\n", "@threshold:-0.452, sens:0.928, spec:0.124, ppv:0.248, acc:0.314, f1:0.391, mcc:0.001, total+:311, total-:39\n", "@threshold:-0.454, sens:0.928, spec:0.120, ppv:0.247, acc:0.311, f1:0.390, mcc:0.001, total+:312, total-:38\n", "@threshold:-0.479, sens:0.940, spec:0.086, ppv:0.242, acc:0.289, f1:0.385, mcc:0.001, total+:322, total-:28\n", "@threshold:-0.480, sens:0.940, spec:0.082, ppv:0.241, acc:0.286, f1:0.384, mcc:0.001, total+:323, total-:27\n", "@threshold:-0.490, sens:0.952, spec:0.075, ppv:0.242, acc:0.283, f1:0.386, mcc:0.001, total+:326, total-:24\n", "@threshold:-0.511, sens:0.964, spec:0.071, ppv:0.244, acc:0.283, f1:0.389, mcc:0.001, total+:328, total-:22\n", "@threshold:-0.573, sens:0.976, spec:0.041, ppv:0.240, acc:0.263, f1:0.386, mcc:0.001, total+:337, total-:13\n", "@threshold:-0.581, sens:0.976, spec:0.037, ppv:0.240, acc:0.260, f1:0.385, mcc:0.001, total+:338, total-:12\n", "@threshold:-0.657, sens:0.988, spec:0.007, ppv:0.236, acc:0.240, f1:0.381, mcc:-0.001, total+:347, total-:3\n", "@threshold:-0.716, sens:0.988, spec:0.004, ppv:0.236, acc:0.237, f1:0.381, mcc:-0.004, total+:348, total-:2\n", "@threshold:-0.791, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " Vital: Temp-avg10to13 | coef 0.016 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.015 1.018] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs232:Sprain:-0.061\n", "\n", " Vital: Temp-avg5to7 | coef 0.015 95% CI: [0.013 , 0.018] | OR_adj 1.015 [1.013 1.018] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Number of Visits:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.060\n", "\n", " Vital: Temp-latest | coef 0.015 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Lab:323854 CULTURE FECES - Sunrise:-0.075\n", " Lab:306854 PLATELET COUNT - Sunrise:0.074\n", " Diagnosis:9ccs238:Complic proc:0.069\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.014 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.017] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs181:Ot preg comp:0.056\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", "\n", " Vital: Temp-avg19to24 | coef 0.014 95% CI: [0.013 , 0.015] | OR_adj 1.014 [1.013 1.016] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", " Vital: Temp-avg3to5 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Lab:292147 TSH - Sunrise:0.070\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", "\n", "* Vital: Ht-gain1to5 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", "\n", " Vital: Temp-avg16to19 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.016] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.132\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs167:Breast dx:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.086\n", "\n", " Vital: Temp-avg1to3 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.079\n", " Diagnosis:9ccs254:Rehab:0.069\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", "\n", " Vital: HR-latest | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.073\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.071\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.063\n", " Diagnosis:9ccs104:Oth heart dx:0.063\n", " Diagnosis:9ccs228:Fx skull fac:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", "\n", " Vital: Ht-gain7to13 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:0.084\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Diagnosis:9ccs86:Cataract:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Diagnosis:9ccs238:Complic proc:0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.053\n", "\n", " Vital: Temp-avg0to1 | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:9ccs98:HTN:0.061\n", " Diagnosis:9ccs230:Fx leg:0.058\n", " Diagnosis:9ccs254:Rehab:0.055\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", "\n", " Number of Visits | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.015] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Temp-avg7to10 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", " Vital: Ht-gain0to3 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Diagnosis:9ccs86:Cataract:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs44:Neoplsm unsp:0.060\n", " Diagnosis:9ccs245:Syncope:-0.055\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.052\n", "\n", " Vital: HC-gain0to3 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:0.067\n", " Diagnosis:9ccs6:Hepatitis:0.066\n", " Newborn Diagnosis:9ccs91:Other eye dx:-0.065\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs120:Hemmorhoids:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.055\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.052\n", "\n", " MatDeliveryAge | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs86:Cataract:0.072\n", " Diagnosis:9ccs70:Schizo/rl dx:0.068\n", " Diagnosis:9ccs115:Aneurysm:0.068\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", "\n", " Vital: Ht-gain3to7 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.014] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Lab:294048 STOOL CULTURE - LMC:-0.073\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: Ht-gain5to10 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs181:Ot preg comp:0.059\n", " Diagnosis:10ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.059\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Newborn Diagnosis:9ccs97:Carditis:-0.056\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.056\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.056\n", "\n", "* Vital: Ht-avg0to1 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.068\n", "\n", "* Vital: Ht Percentile-latest | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.077\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.055\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.054\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.053\n", " Diagnosis:9ccs120:Hemmorhoids:0.053\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", "\n", "* Vital: Ht-avg1to3 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs254:Rehab:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.078\n", "\n", " Vital: Temp-avg13to16 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", " Vital: Ht-gain13to19 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:0.075\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs181:Ot preg comp:-0.053\n", " Diagnosis:9ccs106:Dysrhythmia:-0.053\n", " Diagnosis:9ccs5:HIV infectn:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Diagnosis:9ccs230:Fx leg:0.051\n", " Diagnosis:9ccs98:HTN:0.051\n", " Diagnosis:9ccs142:Appendicitis:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", "\n", " Vital: HC-gain7to13 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs235:Opn wnd head:0.060\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Newborn Diagnosis:9ccs68:Senil/org mn:-0.054\n", " MatDeliveryAge:0.053\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.051\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs105:Conduction:0.092\n", " Diagnosis:9ccs230:Fx leg:-0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.074\n", " Diagnosis:9ccs167:Breast dx:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.071\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs51:Ot endo dsor:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs72:Anxiety dx:0.061\n", "\n", " Vital: Ht-gain16to24 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.066\n", " Diagnosis:9ccs66:Alchl-r mntl:-0.062\n", " Diagnosis:9ccs115:Aneurysm:-0.061\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs181:Ot preg comp:0.053\n", "\n", "* Vital: Ht-avg10to13 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.072\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.072\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Vital: HC-gain16to24 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.061\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.058\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Diagnosis:9ccs6:Hepatitis:-0.052\n", " Lab:323854 CULTURE FECES - Sunrise:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", "\n", " Vital: Ht-gain10to16 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.012] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Diagnosis:9ccs214:GI cong anom:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs86:Cataract:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs230:Fx leg:-0.053\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs98:HTN:-0.053\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:-0.051\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.094\n", " Diagnosis:9ccs229:Fx arm:0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Newborn Diagnosis:9ccs136:Teeth dx:-0.079\n", " Diagnosis:9ccs231:Oth fracture:0.079\n", " Diagnosis:9ccs230:Fx leg:0.073\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.064\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", "\n", "* Vital: HC-avg1to3 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:-0.087\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", "\n", " Vital: Ht-avg7to10 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.059\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.059\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", "\n", " Vital: HC-latest | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", " Vital: HC-gain10to16 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.012] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.058\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.058\n", "\n", " Vital: HC-gain1to5 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs229:Fx arm:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", "\n", " Vital: HC-gain5to10 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.054\n", " Diagnosis:9ccs51:Ot endo dsor:0.052\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", "\n", "* Vital: HC-gain3to7 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs181:Ot preg comp:-0.052\n", "\n", "* Vital: HC-avg7to10 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs232:Sprain:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", "\n", " Vital: HC-avg3to5 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs56:Cystic fibro:-0.079\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs105:Conduction:0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", "\n", " Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.058\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.058\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.089\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.080\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.080\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs56:Cystic fibro:-0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.066\n", " Newborn Diagnosis:9ccs97:Carditis:-0.066\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:-0.083\n", " Lab:294048 STOOL CULTURE - LMC:-0.078\n", " Diagnosis:9ccs72:Anxiety dx:-0.076\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.071\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs9:Sexual Infxs:-0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", "\n", "* Vital: Ht-latest | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", "* Vital: Ht-avg16to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Diagnosis:9ccs245:Syncope:-0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs105:Conduction:0.064\n", " Lab:323854 CULTURE FECES - Sunrise:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.058\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:0.094\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.094\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", "\n", " Vital: HC-avg0to1 | coef 0.009 95% CI: [0.008 , 0.009] | OR_adj 1.009 [1.008 1.010] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: Ht-avg3to5 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: HC-avg13to16 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs229:Fx arm:0.067\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.059\n", " Diagnosis:9ccs70:Schizo/rl dx:0.059\n", " Lab:294048 STOOL CULTURE - LMC:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", "\n", "* Vital: Ht-avg19to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", "\n", " Vital: HR-avg7to10 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.011] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs155:Other GI dx:-0.058\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs109:Acute CVD:-0.053\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", "\n", "* Vital: HC-avg5to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:-0.326\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", "\n", " Vital: HC-gain13to19 | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.121\n", " Diagnosis:9ccs167:Breast dx:-0.062\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Lab:292147 TSH - Sunrise:0.057\n", " Diagnosis:9ccs228:Fx skull fac:-0.057\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs231:Oth fracture:-0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Vital: HR-avg10to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.094\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.049\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.088\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.088\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Lab:323854 CULTURE FECES - Sunrise:0.065\n", " Diagnosis:9ccs120:Hemmorhoids:0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Newborn Diagnosis:9ccs97:Carditis:-0.063\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs97:Carditis:-0.072\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.072\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.072\n", " Diagnosis:9ccs162:Ot dx bladdr:0.072\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", "\n", "* Vital: HC-avg19to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.082\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs245:Syncope:-0.066\n", " Diagnosis:9ccs61:Sickle cell:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Ht-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.127\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", "\n", "* Vital: Ht-gain0to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", " Vital: HR-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:0.156\n", " Newborn Diagnosis:9ccs252:Fatigue:0.087\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs214:GI cong anom:-0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs231:Oth fracture:0.058\n", " Diagnosis:9ccs229:Fx arm:-0.056\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:0.103\n", " Newborn Diagnosis:9ccs229:Fx arm:-0.099\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:-0.099\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:-0.099\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", "\n", " Vital: HR-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:0.137\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs228:Fx skull fac:0.098\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs61:Sickle cell:0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.067\n", " Diagnosis:9ccs259:Unclassified:0.066\n", "\n", " Vital: RR-latest | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.100\n", " Diagnosis:9ccs254:Rehab:0.086\n", " Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.072\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs61:Sickle cell:0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs120:Hemmorhoids:0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.061\n", "\n", " Vital: HR-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:0.082\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.081\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Lab:306854 PLATELET COUNT - Sunrise:0.058\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs145:Int obstruct:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", " Vital: HC-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:0.098\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.095\n", " Diagnosis:9ccs9:Sexual Infxs:0.088\n", " Diagnosis:9ccs51:Ot endo dsor:0.088\n", " Diagnosis:9ccs61:Sickle cell:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Diagnosis:9ccs129:Asp pneumon:-0.071\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", "* Vital: HC-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Lab:294048 STOOL CULTURE - LMC:-0.063\n", " Diagnosis:9ccs253:Allergy:0.060\n", "\n", "* Vital: HR-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.164\n", " Diagnosis:9ccs228:Fx skull fac:0.125\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.084\n", " Diagnosis:9ccs231:Oth fracture:0.084\n", " Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs115:Aneurysm:-0.068\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.064\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:0.084\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs105:Conduction:0.056\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs162:Ot dx bladdr:0.084\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.079\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.079\n", " Newborn Diagnosis:9ccs97:Carditis:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Lab:323854 CULTURE FECES - Sunrise:0.074\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.072\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", "* Vital: HC-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs214:GI cong anom:-0.083\n", " Diagnosis:9ccs229:Fx arm:0.072\n", " Diagnosis:9ccs245:Syncope:-0.067\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs61:Sickle cell:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs105:Conduction:0.054\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs98:HTN:-0.082\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.082\n", " Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.079\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Vital: HR-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.135\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs9:Sexual Infxs:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs145:Int obstruct:-0.071\n", " Diagnosis:9ccs63:Wht blood dx:0.069\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.065\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: HR-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:-0.102\n", " Diagnosis:9ccs9:Sexual Infxs:0.091\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.089\n", " Diagnosis:9ccs230:Fx leg:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Vital: RR-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.135\n", " Newborn Diagnosis:9ccs252:Fatigue:0.132\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.060\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Vital: HR-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:0.167\n", " Diagnosis:9ccs259:Unclassified:0.140\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.093\n", " Newborn Diagnosis:9ccs97:Carditis:-0.091\n", " Newborn Diagnosis:9ccs239:Superfic inj:-0.091\n", " Newborn Diagnosis:9ccs104:Oth heart dx:-0.091\n", " Diagnosis:9ccs162:Ot dx bladdr:-0.082\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs6:Hepatitis:-0.078\n", " Diagnosis:9ccs4:Mycoses:0.075\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Vital: RR-avg10to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.062\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.060\n", " Diagnosis:9ccs221:Resp distres:0.057\n", "\n", " Vital: RR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs105:Conduction:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.084\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Lab:292147 TSH - Sunrise:0.072\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.062\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.188\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.109\n", " Diagnosis:9ccs245:Syncope:0.088\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", "* Vital: RR-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.083\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", "\n", " Vital: RR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:0.238\n", " Diagnosis:9ccs181:Ot preg comp:-0.130\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Lab:294048 STOOL CULTURE - LMC:0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.050\n", "\n", " Vital: RR-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:0.111\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.062\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", "\n", " Vital: RR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.122\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs254:Rehab:0.112\n", " Diagnosis:9ccs105:Conduction:0.102\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.058\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Vital: RR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.146\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.070\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs145:Int obstruct:-0.057\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.056\n", "\n", " Vital: RR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.065\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs245:Syncope:0.115\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:-0.102\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.090\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs52:Nutrit defic:0.130\n", " Diagnosis:9ccs232:Sprain:0.106\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.065\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs92:Otitis media:0.082\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs245:Syncope:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.070\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.089\n", " Newborn Diagnosis:9ccs252:Fatigue:0.089\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.089\n", " Diagnosis:9ccs104:Oth heart dx:0.089\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs231:Oth fracture:0.067\n", " Diagnosis:9ccs238:Complic proc:0.067\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.121\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Vital: HC Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.122\n", " Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:0.108\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.130\n", " Diagnosis:9ccs188:Pelvic obstr:0.130\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Lab:306854 PLATELET COUNT - Sunrise:0.096\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs70:Schizo/rl dx:0.093\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.131\n", " Diagnosis:9ccs245:Syncope:0.131\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs105:Conduction:0.103\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs232:Sprain:0.114\n", " Diagnosis:9ccs258:Other screen:0.102\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Diagnosis:9ccs109:Acute CVD:0.110\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.074\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Diagnosis:9ccs98:HTN:0.106\n", " Diagnosis:9ccs51:Ot endo dsor:0.101\n", " Number of Visits:0.100\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.079\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.071\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.109\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.097\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Newborn Diagnosis:9ccs97:Carditis:0.132\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.132\n", " Diagnosis:9ccs105:Conduction:0.132\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.132\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.132\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs109:Acute CVD:0.085\n", " Diagnosis:9ccs9:Sexual Infxs:0.085\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs115:Aneurysm:0.085\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.098\n", " Newborn Diagnosis:9ccs252:Fatigue:-0.098\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.098\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.098\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs142:Appendicitis:0.102\n", " Diagnosis:9ccs230:Fx leg:0.102\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.102\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.102\n", " Newborn Diagnosis:9ccs229:Fx arm:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Lab:323854 CULTURE FECES - Sunrise:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs109:Acute CVD:0.135\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.135\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.135\n", " Diagnosis:9ccs86:Cataract:0.135\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.135\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs188:Pelvic obstr:0.103\n", " Diagnosis:9ccs115:Aneurysm:0.103\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.120\n", " Diagnosis:9ccs66:Alchl-r mntl:0.120\n", " Diagnosis:9ccs142:Appendicitis:0.120\n", " Diagnosis:9ccs162:Ot dx bladdr:0.120\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.197\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Diagnosis:9ccs98:HTN:0.139\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.139\n", " Diagnosis:9ccs162:Ot dx bladdr:0.139\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.139\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:0.142\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.142\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.142\n", " Newborn Diagnosis:9ccs252:Fatigue:0.142\n", " Diagnosis:9ccs9:Sexual Infxs:0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Lab:294048 STOOL CULTURE - LMC:-0.119\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Diagnosis:9ccs56:Cystic fibro:0.132\n", " Diagnosis:9ccs5:HIV infectn:0.116\n", " Diagnosis:9ccs86:Cataract:0.116\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.116\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.116\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.126\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs129:Asp pneumon:0.111\n", " Diagnosis:9ccs230:Fx leg:0.111\n", " Diagnosis:9ccs214:GI cong anom:0.106\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs66:Alchl-r mntl:0.154\n", " Diagnosis:9ccs162:Ot dx bladdr:0.154\n", " Diagnosis:9ccs115:Aneurysm:0.154\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.119\n", " Diagnosis:9ccs51:Ot endo dsor:0.114\n", " Lab:323854 CULTURE FECES - Sunrise:0.107\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.104\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs105:Conduction:0.158\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.155\n", " Diagnosis:9ccs44:Neoplsm unsp:0.109\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.142\n", " Diagnosis:9ccs86:Cataract:0.142\n", " Diagnosis:9ccs129:Asp pneumon:0.142\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:0.114\n", " Number of Visits:0.100\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.097\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.091\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.307\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.307\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:10ccs238:Complic proc:0.132\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.132\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Newborn Diagnosis:9ccs252:Fatigue:0.139\n", " Diagnosis:9ccs230:Fx leg:0.139\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.096\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.055\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.230\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.163\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.117\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.117\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.113\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:0.118\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.061\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.061\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.184\n", " Diagnosis:9ccs231:Oth fracture:0.103\n", " Diagnosis:9ccs229:Fx arm:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs145:Int obstruct:0.211\n", " Diagnosis:9ccs129:Asp pneumon:0.184\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.131\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs72:Anxiety dx:0.128\n", " Diagnosis:9ccs70:Schizo/rl dx:0.128\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Lab:292147 TSH - Sunrise:0.723\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.148\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.124\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.184\n", " Number of Visits:0.134\n", " Diagnosis:9ccs221:Resp distres:0.128\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs56:Cystic fibro:0.103\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.072\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:0.217\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:0.217\n", " Newborn Diagnosis:9ccs229:Fx arm:0.217\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Newborn Diagnosis:9ccs204:Ot joint dx:0.172\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.120\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.120\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.096\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Newborn Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.222\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.222\n", " Newborn Diagnosis:9ccs97:Carditis:0.222\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.167\n", " Diagnosis:9ccs120:Hemmorhoids:0.167\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Lab:294048 STOOL CULTURE - LMC:0.139\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.255\n", " Diagnosis:9ccs105:Conduction:0.222\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Diagnosis:9ccs52:Nutrit defic:0.126\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.164\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.068\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Lab:292147 TSH - Sunrise:-0.106\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.178\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.130\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.130\n", " Diagnosis:9ccs2611:E Codes: Natural/environment:0.126\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.157\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs145:Int obstruct:0.264\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs105:Conduction:-0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.070\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.249\n", " Diagnosis:9ccs229:Fx arm:0.141\n", " Diagnosis:9ccs56:Cystic fibro:0.141\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:294048 STOOL CULTURE - LMC:0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs232:Sprain:0.152\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Newborn Diagnosis:9ccs252:Fatigue:0.276\n", " Diagnosis:9ccs63:Wht blood dx:0.135\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.257\n", " Diagnosis:9ccs104:Oth heart dx:0.257\n", " Newborn Diagnosis:9ccs239:Superfic inj:0.257\n", " Newborn Diagnosis:9ccs97:Carditis:0.257\n", " Newborn Diagnosis:9ccs104:Oth heart dx:0.257\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Lab:292147 TSH - Sunrise:-0.169\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Number of Visits:0.068\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.122\n", " Diagnosis:9ccs63:Wht blood dx:0.105\n", " Diagnosis:9ccs61:Sickle cell:0.105\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.243\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.212\n", " Diagnosis:9ccs70:Schizo/rl dx:0.148\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.148\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs231:Oth fracture:0.119\n", " Diagnosis:9ccs229:Fx arm:0.119\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.119\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs204:Ot joint dx:0.350\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.055\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Lab:306854 PLATELET COUNT - Sunrise:-0.194\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:294048 STOOL CULTURE - LMC:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:-0.105\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs214:GI cong anom:0.148\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.276\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.089\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.088\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.202\n", " Diagnosis:9ccs145:Int obstruct:0.164\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.164\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.464\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.050\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Lab:292147 TSH - Sunrise:0.175\n", " Diagnosis:9ccs245:Syncope:0.151\n", " Diagnosis:9ccs52:Nutrit defic:0.151\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Lab:323854 CULTURE FECES - Sunrise:-0.080\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:0.190\n", " Lab:294048 STOOL CULTURE - LMC:0.178\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:-0.155\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:0.155\n", " Lab:323854 CULTURE FECES - Sunrise:0.127\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs232:Sprain:0.315\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.214\n", " Newborn Diagnosis:9ccs63:Wht blood dx:0.211\n", " Diagnosis:9ccs232:Sprain:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs130:Pleurisy:0.276\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.276\n", " Newborn Diagnosis:9ccs91:Other eye dx:0.276\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC:0.197\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-0.197\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Lab:292147 TSH - Sunrise:-0.181\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Lab:294048 STOOL CULTURE - LMC:0.082\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.171\n", " Diagnosis:9ccs51:Ot endo dsor:0.148\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.446\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs147:Anal/rectal:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.070\n", " Lab:297275 STREP RAPID TEST (POCT):-0.070\n", " Diagnosis:9ccs122:Pneumonia:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs91:Other eye dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.315\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.266\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.056\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs74:Ot mentl cnd:0.093\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.061\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Diagnosis:9ccs105:Conduction:0.500\n", " Diagnosis:9ccs117:Ot circul dx:0.220\n", " Newborn Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs219:Low birth wt:0.178\n", " Diagnosis:9ccs47:Ot bnign neo:0.155\n", " Diagnosis:9ccs48:Thyroid dsor:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Number of Visits:0.078\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.288\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.202\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs127:COPD:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.052\n", "\n", " Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs130:Pleurisy:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs255:Social admin:-0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.038\n", " Diagnosis:9ccs7:Viral infect:0.037\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.135\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs244:Other injury:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs7:Viral infect:0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", " Diagnosis:9ccs136:Teeth dx:0.033\n", " Diagnosis:9ccs217:Ot cong anom:0.031\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.030\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.030\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs130:Pleurisy:-0.577\n", " Lab:306854 PLATELET COUNT - Sunrise:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:294048 STOOL CULTURE - LMC:0.080\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs223:Birth trauma:0.122\n", " Diagnosis:9ccs8:Oth infectns:0.122\n", " Diagnosis:9ccs89:Blindness:0.103\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.092\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.092\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Diagnosis:9ccs4:Mycoses:0.076\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs89:Blindness:0.184\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Number of Visits:0.079\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.403\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs244:Other injury:0.096\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", "\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:321098 OCCULT BLOOD FECES - Sunrise:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.204\n", " Diagnosis:9ccs153:GI hemorrhag:0.190\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.124\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs258:Other screen:-0.096\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs4:Mycoses:0.068\n", " Diagnosis:9ccs166:Oth male gen:-0.062\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.302\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.048\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Newborn Diagnosis:9ccs166:Oth male gen:0.377\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Diagnosis:9ccs204:Ot joint dx:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.054\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.157\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.120\n", " Diagnosis:9ccs124:Tonsillitis:-0.113\n", " Diagnosis:9ccs215:gu cong anom:-0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Diagnosis:9ccs90:Eye infectn:-0.046\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.030\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.030\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.315\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs106:Dysrhythmia:0.222\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.353\n", " Newborn Diagnosis:9ccs68:Senil/org mn:0.353\n", " Diagnosis:9ccs236:Opn wnd extr:0.202\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.077\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs198:Ot infl skin:0.056\n", " Diagnosis:9ccs127:COPD:-0.051\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs135:Intest infct:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs126:Ot up rsp in:-0.029\n", " Diagnosis:9ccs7:Viral infect:0.026\n", " Diagnosis:9ccs256:Exam/eval:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.020\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.202\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", "\n", " Diagnosis:9ccs2611:E Codes: Natural/environment | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2611:E Codes: Natural/environment:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.175\n", " Diagnosis:9ccs95:Oth nerv dx:0.119\n", " Diagnosis:9ccs138:Esophgeal dx:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs94:Other ear dx:0.067\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs138:Esophgeal dx:0.377\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.187\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.148\n", " Diagnosis:9ccs138:Esophgeal dx:0.106\n", " Diagnosis:9ccs127:COPD:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs135:Intest infct:0.052\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", "\n", " Diagnosis:9ccs235:Opn wnd head | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs235:Opn wnd head:1.000\n", " Diagnosis:9ccs159:UTI:0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.037\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.037\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.032\n", "\n", " Diagnosis:9ccs115:Aneurysm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs115:Aneurysm:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " MatDeliveryAge:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.040\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:-0.103\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs94:Other ear dx:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.315\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.222\n", " Diagnosis:9ccs239:Superfic inj:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.102\n", " Diagnosis:9ccs258:Other screen:0.076\n", " Diagnosis:9ccs161:Ot dx kidney:0.072\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.061\n", "\n", " Diagnosis:9ccs104:Oth heart dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs104:Oth heart dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Number of Visits:-0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Diagnosis:9ccs253:Allergy:-0.023\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Diagnosis:9ccs216:Nerv cong an:0.164\n", " Diagnosis:9ccs55:Fluid/elc dx:0.157\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.109\n", "\n", " Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs6:Hepatitis:1.000\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs159:UTI:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.038\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.038\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.202\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs213:Cardiac anom:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs127:COPD:0.044\n", "\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.577\n", " Newborn Diagnosis:9ccs161:Ot dx kidney:0.407\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Newborn Diagnosis:9ccs221:Resp distres:0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.109\n", " Diagnosis:9ccs247:Lymph enlarg:0.096\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs56:Cystic fibro:0.287\n", " Newborn Diagnosis:9ccs221:Resp distres:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs213:Cardiac anom:0.059\n", " Diagnosis:9ccs124:Tonsillitis:0.059\n", "\n", " Newborn Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Diagnosis:9ccs258:Other screen:0.163\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs4:Mycoses:0.070\n", "\n", " Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs56:Cystic fibro:1.000\n", " Newborn Diagnosis:9ccs155:Other GI dx:0.287\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.106\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.106\n", " Diagnosis:9ccs123:Influenza:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.085\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.085\n", " Diagnosis:9ccs91:Other eye dx:0.084\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs128:Asthma:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.040\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", " Diagnosis:9ccs135:Intest infct:-0.038\n", "\n", " Lab:294048 STOOL CULTURE - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294048 STOOL CULTURE - LMC:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.178\n", " Diagnosis:9ccs154:Gastroent:0.139\n", " Diagnosis:9ccs147:Anal/rectal:0.120\n", " Diagnosis:9ccs165:Inf male gen:-0.119\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.080\n", " Diagnosis:9ccs256:Exam/eval:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:-0.066\n", " Diagnosis:9ccs4:Mycoses:0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.051\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Diagnosis:9ccs138:Esophgeal dx:0.111\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs127:COPD:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.105\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.038\n", " Diagnosis:9ccs259:Unclassified:0.035\n", "\n", " Newborn Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs134:Ot uppr resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.028\n", " Diagnosis:9ccs200:Oth skin dx:-0.022\n", " Diagnosis:9ccs125:Bronchitis:-0.021\n", "\n", " Newborn Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.407\n", " Diagnosis:9ccs161:Ot dx kidney:0.218\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.197\n", " Diagnosis:9ccs247:Lymph enlarg:0.120\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.053\n", "\n", " Lab:292147 TSH - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292147 TSH - Sunrise:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.723\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.181\n", " Diagnosis:9ccs48:Thyroid dsor:0.175\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.169\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.106\n", " Diagnosis:9ccs95:Oth nerv dx:-0.095\n", " Diagnosis:9ccs213:Cardiac anom:-0.088\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Number of Visits:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.037\n", " Diagnosis:9ccs198:Ot infl skin:0.036\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs242:Poisn ot med:-0.266\n", " Diagnosis:9ccs52:Nutrit defic:0.104\n", " Diagnosis:9ccs143:Abdom hernia:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.086\n", " Diagnosis:9ccs256:Exam/eval:-0.074\n", " Diagnosis:9ccs239:Superfic inj:-0.069\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs136:Teeth dx:0.044\n", " MatDeliveryAge:-0.039\n", "\n", " Lab:295490 17 HYDROXYPROGESTERONE - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:-1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Diagnosis:9ccs153:GI hemorrhag:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.130\n", " Diagnosis:9ccs258:Other screen:0.117\n", " Diagnosis:9ccs215:gu cong anom:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.155\n", " Diagnosis:9ccs89:Blindness:0.128\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs198:Ot infl skin:0.085\n", " Diagnosis:9ccs166:Oth male gen:0.068\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", "\n", " Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Newborn Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs113:Late eff CVD:0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.051\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.047\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.075\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.027\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.027\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.409\n", " Diagnosis:9ccs123:Influenza:0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.139\n", " Diagnosis:9ccs244:Other injury:-0.113\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs259:Unclassified:-0.075\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.067\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.066\n", " Diagnosis:9ccs91:Other eye dx:-0.066\n", " Diagnosis:9ccs239:Superfic inj:-0.064\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.407\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.038\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.037\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.037\n", " Diagnosis:9ccs92:Otitis media:0.036\n", " Diagnosis:9ccs253:Allergy:-0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.032\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.032\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.243\n", " Diagnosis:9ccs205:Back problem:0.157\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.146\n", " Diagnosis:9ccs96:Hrt valve dx:0.131\n", " Diagnosis:9ccs117:Ot circul dx:0.126\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.115\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs161:Ot dx kidney:0.085\n", "\n", " Newborn Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.276\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs244:Other injury:0.139\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs259:Unclassified:0.089\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Lab:294147 FREE T4 - LMC:-0.434\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.350\n", " Diagnosis:9ccs211:Ot conn tiss:0.255\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.055\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.407\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs7:Viral infect:0.045\n", "\n", " Lab:297280 GLUCOSE REAGENT STRIP | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:297280 GLUCOSE REAGENT STRIP:1.000\n", " Diagnosis:9ccs232:Sprain:0.500\n", " Diagnosis:9ccs3:Oth bact inf:0.214\n", " Diagnosis:9ccs138:Esophgeal dx:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs133:Oth low resp:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.038\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.132\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.075\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.027\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.027\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.151\n", " Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Diagnosis:9ccs211:Ot conn tiss:0.126\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.104\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.058\n", " Diagnosis:9ccs259:Unclassified:0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.036\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.073\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs122:Pneumonia:-0.057\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.057\n", " Diagnosis:9ccs59:Anemia:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.126\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.063\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs113:Late eff CVD:0.046\n", " Diagnosis:9ccs59:Anemia:0.044\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.315\n", " Diagnosis:9ccs47:Ot bnign neo:0.109\n", " Diagnosis:9ccs91:Other eye dx:0.108\n", " Diagnosis:9ccs213:Cardiac anom:0.090\n", " Diagnosis:9ccs224:Ot perint dx:0.074\n", " Diagnosis:9ccs0:No DX:0.069\n", " Diagnosis:9ccs126:Ot up rsp in:-0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.048\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", " Lab:323854 CULTURE FECES - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323854 CULTURE FECES - Sunrise:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.127\n", " Diagnosis:9ccs143:Abdom hernia:0.107\n", " Diagnosis:9ccs154:Gastroent:0.099\n", " Diagnosis:9ccs166:Oth male gen:0.093\n", " Diagnosis:9ccs161:Ot dx kidney:-0.091\n", " Diagnosis:9ccs140:Gastritis:-0.080\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", "\n", " Newborn Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.377\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.353\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.076\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.148\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.135\n", " Diagnosis:9ccs143:Abdom hernia:0.114\n", " Diagnosis:9ccs215:gu cong anom:0.101\n", " Diagnosis:9ccs165:Inf male gen:0.065\n", " Diagnosis:9ccs159:UTI:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.052\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Number of Visits:0.035\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs147:Anal/rectal:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.119\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.103\n", " Diagnosis:9ccs258:Other screen:0.090\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.081\n", " Diagnosis:9ccs165:Inf male gen:0.078\n", "\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:295490 17 HYDROXYPROGESTERONE - LMC:-1.000\n", " Lab:292405 17-HYDROXYPROGESTERONE - Sunrise:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.307\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.197\n", " Diagnosis:9ccs153:GI hemorrhag:0.155\n", " Diagnosis:9ccs219:Low birth wt:0.130\n", " Diagnosis:9ccs258:Other screen:-0.117\n", " Diagnosis:9ccs215:gu cong anom:-0.079\n", " Diagnosis:9ccs137:Mouth dx:-0.077\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.074\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.577\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Diagnosis:9ccs143:Abdom hernia:0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs259:Unclassified:0.089\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Lab:306854 PLATELET COUNT - Sunrise:0.413\n", " Diagnosis:9ccs151:Oth liver dx:0.080\n", " Diagnosis:9ccs124:Tonsillitis:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.042\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.041\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.041\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Diagnosis:9ccs123:Influenza:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.044\n", " Diagnosis:9ccs59:Anemia:0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.043\n", " Number of Visits:0.042\n", "\n", " Newborn Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.377\n", " Diagnosis:9ccs95:Oth nerv dx:0.142\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Diagnosis:9ccs7:Viral infect:0.026\n", "\n", " Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs98:HTN:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs215:gu cong anom:0.106\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs239:Superfic inj:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.264\n", " Diagnosis:9ccs89:Blindness:0.211\n", " Diagnosis:9ccs243:Poisn nonmed:0.171\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.048\n", " Diagnosis:9ccs253:Allergy:-0.041\n", " Diagnosis:9ccs217:Ot cong anom:0.039\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.039\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs258:Other screen:0.230\n", " Lab:321098 OCCULT BLOOD FECES - Sunrise:-0.204\n", " Diagnosis:10ccs58:Ot nutrit dx:0.164\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.148\n", " Diagnosis:9ccs127:COPD:0.126\n", " Number of Visits:0.118\n", " Diagnosis:9ccs217:Ot cong anom:0.116\n", " Diagnosis:9ccs2603:E Codes: Fall:0.114\n", " Diagnosis:9ccs239:Superfic inj:0.105\n", "\n", " Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.045\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.042\n", "\n", " Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs181:Ot preg comp:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.083\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.082\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.055\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.040\n", "\n", " Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Newborn Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Diagnosis:9ccs105:Conduction | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs105:Conduction:1.000\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.500\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs117:Ot circul dx:0.222\n", " Diagnosis:9ccs47:Ot bnign neo:0.158\n", " Diagnosis:9ccs213:Cardiac anom:0.132\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.113\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.113\n", " Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", "\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Newborn Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Newborn Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.217\n", " Diagnosis:9ccs165:Inf male gen:0.142\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Diagnosis:9ccs109:Acute CVD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs109:Acute CVD:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.135\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Diagnosis:9ccs127:COPD:0.089\n", " Number of Visits:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs217:Ot cong anom:0.082\n", " Diagnosis:9ccs256:Exam/eval:0.081\n", " Diagnosis:9ccs96:Hrt valve dx:0.076\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Lab:297280 GLUCOSE REAGENT STRIP:0.500\n", " Diagnosis:9ccs246:FUO:0.315\n", " Diagnosis:9ccs3:Oth bact inf:0.211\n", " Diagnosis:9ccs240:Burns:0.152\n", " Diagnosis:9ccs256:Exam/eval:0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.106\n", " Diagnosis:9ccs159:UTI:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.099\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.026\n", " Diagnosis:9ccs92:Otitis media:0.026\n", " Diagnosis:9ccs253:Allergy:-0.023\n", " Diagnosis:9ccs7:Viral infect:-0.022\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", " Diagnosis:9ccs125:Bronchitis:-0.015\n", "\n", " Lab:306854 PLATELET COUNT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:306854 PLATELET COUNT - Sunrise:1.000\n", " Diagnosis:9ccs238:Complic proc:0.413\n", " Newborn Diagnosis:9ccs218:Liveborn:0.404\n", " Newborn Diagnosis:9ccs0:No DX:-0.194\n", " Diagnosis:9ccs89:Blindness:-0.131\n", " Diagnosis:9ccs124:Tonsillitis:0.096\n", " Diagnosis:9ccs213:Cardiac anom:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", "\n", " Newborn Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs106:Dysrhythmia:0.353\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.315\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.148\n", " Diagnosis:9ccs258:Other screen:0.113\n", " Diagnosis:9ccs161:Ot dx kidney:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.093\n", " Number of Visits:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.053\n", "\n", " Newborn Diagnosis:9ccs162:Ot dx bladdr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs162:Ot dx bladdr:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.154\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.139\n", " Diagnosis:9ccs159:UTI:0.120\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs135:Intest infct:0.039\n", " Diagnosis:9ccs125:Bronchitis:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.033\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.032\n", " Diagnosis:9ccs257:Ot aftercare:0.027\n", "\n", " Newborn Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs91:Other eye dx:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:0.276\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.125\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.125\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.122\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.121\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.096\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.095\n", "\n", " Newborn Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.577\n", " Diagnosis:9ccs62:Coag/hemr dx:0.353\n", " Diagnosis:9ccs216:Nerv cong an:0.288\n", " Diagnosis:9ccs55:Fluid/elc dx:0.276\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.257\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.212\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.188\n", " Newborn Diagnosis:9ccs259:Unclassified:0.116\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.102\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.315\n", " Diagnosis:9ccs123:Influenza:0.184\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.184\n", " Diagnosis:9ccs124:Tonsillitis:0.130\n", " Diagnosis:9ccs137:Mouth dx:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.076\n", "\n", "Vital : 0.761160671355\n", "Number of Visits : 0.0127740938538\n", "MatDeliveryAge : 0.0123406327982\n", "Census : 0.146115322116\n", "Lab : 0.00636457067214\n", "Diagnosis : 0.0532997486761\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Newborn Diagnosis : 0.00794496052836\n", "Time to run analysis 0:10:21.255380\n", "Total Time elapsed 5:39:19.153843\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_19_24 lasso regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.290, R^2 test: 0.180\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.290, R^2 test: 0.181\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.290, R^2 test: 0.183\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.318\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.319\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.320\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.325\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.206, R^2 test: 0.347\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.206, R^2 test: 0.349\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.206, R^2 test: 0.351\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.359\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.195\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.228\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.227\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.226\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.759, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.162\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.210, R^2 test: 0.163\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.210, R^2 test: 0.163\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.196, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.711, Explained Variance Score Train: 0.210\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.141, R^2 test: 0.225\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.141, R^2 test: 0.224\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.141, R^2 test: 0.222\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.131, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.694, Explained Variance Score Train: 0.141\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.774, Explained Variance Score Test: 0.289\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.414\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.413\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.281, R^2 test: 0.412\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.271, R^2 test: 0.384\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.780, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.281, R^2 test: 0.285\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.281, R^2 test: 0.287\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.281, R^2 test: 0.288\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.741, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.145, R^2 test: 0.189\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.145, R^2 test: 0.189\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.145, R^2 test: 0.189\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.132, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.145\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.121, R^2 test: 0.350\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.121, R^2 test: 0.348\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.121, R^2 test: 0.345\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.107, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.121\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.774, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.210\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.211\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.212\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.770, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.264\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.265\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.266\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.198, R^2 test: 0.293\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.198, R^2 test: 0.292\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.198, R^2 test: 0.291\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.185, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.716, Explained Variance Score Train: 0.198\n", "AUC Validation: 0.884, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.248\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.249\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.250\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.186, R^2 test: 0.255\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.186, R^2 test: 0.254\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.186, R^2 test: 0.251\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.169, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.186\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.774, Explained Variance Score Test: 0.283\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.270, R^2 test: 0.184\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.270, R^2 test: 0.185\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.185\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.733, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.774, Explained Variance Score Test: 0.289\n", "\n", "\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.352\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.350\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.348\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.301\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.679, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.253\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.253\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.252\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.200, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.740, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.774, Explained Variance Score Test: 0.287\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.287, R^2 test: 0.236\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.287, R^2 test: 0.236\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.287, R^2 test: 0.236\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.797, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.247\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.247\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.247\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.312\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.311\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.309\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.752, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.774, Explained Variance Score Test: 0.285\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.382\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.190, R^2 test: 0.380\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.379\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.761, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.175, R^2 test: 0.191\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.175, R^2 test: 0.191\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.175, R^2 test: 0.191\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.162, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.264, R^2 test: 0.277\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.264, R^2 test: 0.276\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.264, R^2 test: 0.276\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.696, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.252, R^2 test: 0.238\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.252, R^2 test: 0.239\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.252, R^2 test: 0.240\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.237\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.806, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.129, R^2 test: 0.181\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.129, R^2 test: 0.181\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.129, R^2 test: 0.180\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.114, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.704, Explained Variance Score Train: 0.129\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.774, Explained Variance Score Test: 0.269\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.207, R^2 test: 0.275\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.207, R^2 test: 0.274\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.207, R^2 test: 0.274\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.706, Explained Variance Score Train: 0.207\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.174, R^2 test: 0.289\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.174, R^2 test: 0.288\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.173, R^2 test: 0.287\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.160, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.174\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.774, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.260, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.260, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.254\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.102\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.103\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.104\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.244, R^2 test: 0.116\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.727, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.288, R^2 test: 0.175\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.288, R^2 test: 0.175\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.288, R^2 test: 0.176\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.745, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.174\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.174\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.172\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.194, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.694, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.774, Explained Variance Score Test: 0.286\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.204, R^2 test: 0.208\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.204, R^2 test: 0.207\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.203, R^2 test: 0.205\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.701, Explained Variance Score Train: 0.204\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.774, Explained Variance Score Test: 0.277\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.123, R^2 test: 0.299\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.123, R^2 test: 0.296\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.123, R^2 test: 0.293\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.108, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.729, Explained Variance Score Train: 0.123\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.774, Explained Variance Score Test: 0.254\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.138, R^2 test: 0.284\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.138, R^2 test: 0.283\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.138, R^2 test: 0.280\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.124, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.683, Explained Variance Score Train: 0.138\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.774, Explained Variance Score Test: 0.280\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.201\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.201\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.202\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.203\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.768, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.215\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.219, R^2 test: 0.215\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.219, R^2 test: 0.215\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.740, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.774, Explained Variance Score Test: 0.289\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.243, R^2 test: 0.443\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.243, R^2 test: 0.441\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.243, R^2 test: 0.439\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.390\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.761, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.446\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.295, R^2 test: 0.216\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.295, R^2 test: 0.216\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.216\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.779, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.161, R^2 test: 0.188\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.161, R^2 test: 0.188\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.161, R^2 test: 0.188\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.142, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.707, Explained Variance Score Train: 0.161\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.119\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.118\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.235, R^2 test: 0.117\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.088\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.630, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.774, Explained Variance Score Test: 0.278\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.145, R^2 test: 0.311\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.145, R^2 test: 0.309\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.145, R^2 test: 0.306\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.130, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.145\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.774, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.322, R^2 test: 0.126\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.127\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.322, R^2 test: 0.128\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.161, R^2 test: 0.248\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.161, R^2 test: 0.248\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.161, R^2 test: 0.247\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.149, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.706, Explained Variance Score Train: 0.161\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.774, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.180, R^2 test: 0.258\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.180, R^2 test: 0.257\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.180, R^2 test: 0.255\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.163, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.652, Explained Variance Score Train: 0.180\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.774, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.349, R^2 test: 0.350\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.349, R^2 test: 0.350\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.349, R^2 test: 0.350\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.338\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.115, R^2 test: 0.279\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.115, R^2 test: 0.277\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.115, R^2 test: 0.275\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.106, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.699, Explained Variance Score Train: 0.115\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.774, Explained Variance Score Test: 0.279\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.301\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.189, R^2 test: 0.299\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.189, R^2 test: 0.296\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.171, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.707, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.774, Explained Variance Score Test: 0.284\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.245, R^2 test: 0.203\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.203\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.204\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.720, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.264, R^2 test: 0.158\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.264, R^2 test: 0.159\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.264, R^2 test: 0.160\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.169\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.209\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.209\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.209\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.736, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.195\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.195\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.194\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.774, Explained Variance Score Test: 0.287\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.326\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.325\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.323\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.781, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.334\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.203, R^2 test: 0.333\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.202, R^2 test: 0.333\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.188, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.753, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.774, Explained Variance Score Test: 0.288\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.260\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.259\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.192, R^2 test: 0.258\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.178, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.774, Explained Variance Score Test: 0.284\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.164\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.165\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.166\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.196, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.702, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.271, R^2 test: 0.203\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.204\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.271, R^2 test: 0.204\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.758, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.172, R^2 test: 0.070\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.171, R^2 test: 0.071\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.171, R^2 test: 0.073\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.156, R^2 test: 0.086\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.686, Explained Variance Score Train: 0.172\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.774, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.215\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.215\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.216\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.757, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.296, R^2 test: 0.244\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.296, R^2 test: 0.244\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.296, R^2 test: 0.244\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.714, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.254, R^2 test: 0.193\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.254, R^2 test: 0.193\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.254, R^2 test: 0.194\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.730, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.269, R^2 test: 0.260\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.269, R^2 test: 0.259\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.269, R^2 test: 0.259\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.761, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.374\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.372\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.370\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.777, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.271, R^2 test: 0.189\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.190\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.271, R^2 test: 0.191\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.746, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.234, R^2 test: 0.202\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.234, R^2 test: 0.202\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.202\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.197\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.777, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.294, R^2 test: 0.277\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.294, R^2 test: 0.276\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.294, R^2 test: 0.276\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.147\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.146\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.146\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.197, R^2 test: 0.131\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.727, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.187\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.188\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.189\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.195\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.807, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.288, R^2 test: -0.013\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.288, R^2 test: -0.010\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.288, R^2 test: -0.007\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.034\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.772, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.217\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.217\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.217\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.189, R^2 test: 0.195\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.189, R^2 test: 0.195\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.189, R^2 test: 0.194\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.189\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.261\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.261\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.260\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.163, R^2 test: 0.372\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.163, R^2 test: 0.370\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.163, R^2 test: 0.368\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.152, R^2 test: 0.322\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.735, Explained Variance Score Train: 0.163\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.250\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.214, R^2 test: 0.251\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.214, R^2 test: 0.252\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.199, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.799, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.316, R^2 test: 0.252\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.316, R^2 test: 0.251\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.251\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.237\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.768, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.292, R^2 test: 0.218\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.292, R^2 test: 0.219\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.292, R^2 test: 0.220\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.778, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.176, R^2 test: 0.194\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.176, R^2 test: 0.194\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.176, R^2 test: 0.194\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.161, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.661, Explained Variance Score Train: 0.176\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.223\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.224\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.224\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.247, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.793, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.157, R^2 test: 0.248\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.157, R^2 test: 0.246\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.157, R^2 test: 0.243\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.139, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.681, Explained Variance Score Train: 0.157\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.774, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.372, R^2 test: 0.239\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.372, R^2 test: 0.239\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.372, R^2 test: 0.238\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.795, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.225, R^2 test: 0.254\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.225, R^2 test: 0.254\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.225, R^2 test: 0.253\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.757, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.213, R^2 test: 0.201\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.213, R^2 test: 0.202\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.213, R^2 test: 0.203\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.196, R^2 test: 0.197\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.773, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.348, R^2 test: 0.212\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.348, R^2 test: 0.212\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.348, R^2 test: 0.212\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.756, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.333, R^2 test: 0.390\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.333, R^2 test: 0.389\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.333, R^2 test: 0.388\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.357\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.197, R^2 test: 0.201\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.201\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.196, R^2 test: 0.200\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.185, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.722, Explained Variance Score Train: 0.196\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.273, R^2 test: 0.121\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.122\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.123\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.131\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.766, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.255\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.255\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.255\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.681, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.283, R^2 test: 0.294\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.293\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.291\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.778, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.252, R^2 test: 0.272\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.252, R^2 test: 0.271\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.252, R^2 test: 0.269\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.235, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.197, R^2 test: 0.230\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.229\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.197, R^2 test: 0.228\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.195\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.271\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.272\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.272\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.244, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.781, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.179\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.173, R^2 test: 0.178\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.173, R^2 test: 0.177\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.158, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.675, Explained Variance Score Train: 0.173\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.774, Explained Variance Score Test: 0.281\n", "\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.286, R^2 test: 0.024\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.286, R^2 test: 0.027\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.285, R^2 test: 0.030\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.078\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.774, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.102\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.371, R^2 test: 0.104\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.371, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.134, R^2 test: 0.197\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.134, R^2 test: 0.196\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.133, R^2 test: 0.195\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.122, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.134\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.774, Explained Variance Score Test: 0.258\n", "\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.141\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.141\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.141\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.131\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.774, Explained Variance Score Test: 0.278\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.322, R^2 test: 0.091\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.093\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.322, R^2 test: 0.096\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.252\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.203, R^2 test: 0.251\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.203, R^2 test: 0.250\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.193, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.774, Explained Variance Score Test: 0.291\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.254, R^2 test: 0.130\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.254, R^2 test: 0.131\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.254, R^2 test: 0.134\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.161\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.739, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.774, Explained Variance Score Test: 0.290\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.231\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.229\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.227\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.182\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.707, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.774, Explained Variance Score Test: 0.286\n", "\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.753 95% CI: [0.742 , 0.763]\n", "->AUC test: 0.774 95% CI: [0.774 , 0.774]\n", "->R^2 validation: 0.244 95% CI: [0.230 , 0.258]\n", "->R^2 test: 0.288 95% CI: [0.287 , 0.290]\n", "->Explained Variance validation: 0.234 95% CI: [0.219 , 0.248]\n", "->Explained Variance test: 0.286 95% CI: [0.284 , 0.287]\n", "Test set metrics:\n", "@threshold:1.877, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.392, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.391, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.372, sens:0.048, spec:0.996, ppv:0.800, acc:0.771, f1:0.091, mcc:0.182, total+:5, total-:345\n", "@threshold:1.246, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:1.209, sens:0.084, spec:0.989, ppv:0.700, acc:0.774, f1:0.151, mcc:0.071, total+:10, total-:340\n", "@threshold:1.174, sens:0.096, spec:0.989, ppv:0.727, acc:0.777, f1:0.170, mcc:0.079, total+:11, total-:339\n", "@threshold:1.172, sens:0.096, spec:0.985, ppv:0.667, acc:0.774, f1:0.168, mcc:0.054, total+:12, total-:338\n", "@threshold:1.142, sens:0.108, spec:0.985, ppv:0.692, acc:0.777, f1:0.188, mcc:0.060, total+:13, total-:337\n", "@threshold:1.083, sens:0.108, spec:0.981, ppv:0.643, acc:0.774, f1:0.186, mcc:0.045, total+:14, total-:336\n", "@threshold:1.083, sens:0.120, spec:0.981, ppv:0.667, acc:0.777, f1:0.204, mcc:0.049, total+:15, total-:335\n", "@threshold:0.985, sens:0.145, spec:0.978, ppv:0.667, acc:0.780, f1:0.238, mcc:0.045, total+:18, total-:332\n", "@threshold:0.980, sens:0.157, spec:0.978, ppv:0.684, acc:0.783, f1:0.255, mcc:0.048, total+:19, total-:331\n", "@threshold:0.971, sens:0.157, spec:0.974, ppv:0.650, acc:0.780, f1:0.252, mcc:0.039, total+:20, total-:330\n", "@threshold:0.967, sens:0.169, spec:0.974, ppv:0.667, acc:0.783, f1:0.269, mcc:0.042, total+:21, total-:329\n", "@threshold:0.852, sens:0.205, spec:0.970, ppv:0.680, acc:0.789, f1:0.315, mcc:0.041, total+:25, total-:325\n", "@threshold:0.845, sens:0.217, spec:0.970, ppv:0.692, acc:0.791, f1:0.330, mcc:0.043, total+:26, total-:324\n", "@threshold:0.820, sens:0.241, spec:0.966, ppv:0.690, acc:0.794, f1:0.357, mcc:0.040, total+:29, total-:321\n", "@threshold:0.790, sens:0.253, spec:0.966, ppv:0.700, acc:0.797, f1:0.372, mcc:0.042, total+:30, total-:320\n", "@threshold:0.779, sens:0.265, spec:0.959, ppv:0.667, acc:0.794, f1:0.379, mcc:0.034, total+:33, total-:317\n", "@threshold:0.766, sens:0.277, spec:0.959, ppv:0.676, acc:0.797, f1:0.393, mcc:0.035, total+:34, total-:316\n", "@threshold:0.753, sens:0.289, spec:0.955, ppv:0.667, acc:0.797, f1:0.403, mcc:0.032, total+:36, total-:314\n", "@threshold:0.732, sens:0.301, spec:0.955, ppv:0.676, acc:0.800, f1:0.417, mcc:0.033, total+:37, total-:313\n", "@threshold:0.692, sens:0.313, spec:0.951, ppv:0.667, acc:0.800, f1:0.426, mcc:0.031, total+:39, total-:311\n", "@threshold:0.690, sens:0.325, spec:0.951, ppv:0.675, acc:0.803, f1:0.439, mcc:0.032, total+:40, total-:310\n", "@threshold:0.686, sens:0.325, spec:0.948, ppv:0.659, acc:0.800, f1:0.435, mcc:0.029, total+:41, total-:309\n", "@threshold:0.659, sens:0.337, spec:0.944, ppv:0.651, acc:0.800, f1:0.444, mcc:0.028, total+:43, total-:307\n", "@threshold:0.650, sens:0.337, spec:0.940, ppv:0.636, acc:0.797, f1:0.441, mcc:0.025, total+:44, total-:306\n", "@threshold:0.631, sens:0.349, spec:0.933, ppv:0.617, acc:0.794, f1:0.446, mcc:0.022, total+:47, total-:303\n", "@threshold:0.617, sens:0.349, spec:0.929, ppv:0.604, acc:0.791, f1:0.443, mcc:0.021, total+:48, total-:302\n", "@threshold:0.608, sens:0.361, spec:0.925, ppv:0.600, acc:0.791, f1:0.451, mcc:0.020, total+:50, total-:300\n", "@threshold:0.603, sens:0.386, spec:0.921, ppv:0.604, acc:0.794, f1:0.471, mcc:0.020, total+:53, total-:297\n", "@threshold:0.595, sens:0.398, spec:0.921, ppv:0.611, acc:0.797, f1:0.482, mcc:0.020, total+:54, total-:296\n", "@threshold:0.591, sens:0.398, spec:0.918, ppv:0.600, acc:0.794, f1:0.478, mcc:0.019, total+:55, total-:295\n", "@threshold:0.580, sens:0.410, spec:0.910, ppv:0.586, acc:0.791, f1:0.482, mcc:0.018, total+:58, total-:292\n", "@threshold:0.573, sens:0.410, spec:0.906, ppv:0.576, acc:0.789, f1:0.479, mcc:0.017, total+:59, total-:291\n", "@threshold:0.558, sens:0.422, spec:0.895, ppv:0.556, acc:0.783, f1:0.479, mcc:0.015, total+:63, total-:287\n", "@threshold:0.554, sens:0.422, spec:0.891, ppv:0.547, acc:0.780, f1:0.476, mcc:0.014, total+:64, total-:286\n", "@threshold:0.534, sens:0.434, spec:0.884, ppv:0.537, acc:0.777, f1:0.480, mcc:0.013, total+:67, total-:283\n", "@threshold:0.521, sens:0.458, spec:0.880, ppv:0.543, acc:0.780, f1:0.497, mcc:0.013, total+:70, total-:280\n", "@threshold:0.509, sens:0.470, spec:0.876, ppv:0.542, acc:0.780, f1:0.503, mcc:0.013, total+:72, total-:278\n", "@threshold:0.507, sens:0.470, spec:0.873, ppv:0.534, acc:0.777, f1:0.500, mcc:0.012, total+:73, total-:277\n", "@threshold:0.503, sens:0.470, spec:0.865, ppv:0.520, acc:0.771, f1:0.494, mcc:0.011, total+:75, total-:275\n", "@threshold:0.486, sens:0.482, spec:0.858, ppv:0.513, acc:0.769, f1:0.497, mcc:0.011, total+:78, total-:272\n", "@threshold:0.479, sens:0.482, spec:0.854, ppv:0.506, acc:0.766, f1:0.494, mcc:0.010, total+:79, total-:271\n", "@threshold:0.447, sens:0.494, spec:0.850, ppv:0.506, acc:0.766, f1:0.500, mcc:0.010, total+:81, total-:269\n", "@threshold:0.406, sens:0.530, spec:0.846, ppv:0.518, acc:0.771, f1:0.524, mcc:0.011, total+:85, total-:265\n", "@threshold:0.403, sens:0.542, spec:0.846, ppv:0.523, acc:0.774, f1:0.533, mcc:0.011, total+:86, total-:264\n", "@threshold:0.368, sens:0.542, spec:0.824, ppv:0.489, acc:0.757, f1:0.514, mcc:0.009, total+:92, total-:258\n", "@threshold:0.365, sens:0.542, spec:0.820, ppv:0.484, acc:0.754, f1:0.511, mcc:0.009, total+:93, total-:257\n", "@threshold:0.349, sens:0.566, spec:0.816, ppv:0.490, acc:0.757, f1:0.525, mcc:0.009, total+:96, total-:254\n", "@threshold:0.334, sens:0.578, spec:0.801, ppv:0.475, acc:0.749, f1:0.522, mcc:0.008, total+:101, total-:249\n", "@threshold:0.325, sens:0.578, spec:0.798, ppv:0.471, acc:0.746, f1:0.519, mcc:0.008, total+:102, total-:248\n", "@threshold:0.316, sens:0.590, spec:0.794, ppv:0.471, acc:0.746, f1:0.524, mcc:0.008, total+:104, total-:246\n", "@threshold:0.310, sens:0.602, spec:0.790, ppv:0.472, acc:0.746, f1:0.529, mcc:0.008, total+:106, total-:244\n", "@threshold:0.297, sens:0.614, spec:0.790, ppv:0.477, acc:0.749, f1:0.537, mcc:0.008, total+:107, total-:243\n", "@threshold:0.297, sens:0.614, spec:0.787, ppv:0.472, acc:0.746, f1:0.534, mcc:0.008, total+:108, total-:242\n", "@threshold:0.270, sens:0.627, spec:0.775, ppv:0.464, acc:0.740, f1:0.533, mcc:0.007, total+:112, total-:238\n", "@threshold:0.254, sens:0.627, spec:0.772, ppv:0.460, acc:0.737, f1:0.531, mcc:0.007, total+:113, total-:237\n", "@threshold:0.232, sens:0.639, spec:0.768, ppv:0.461, acc:0.737, f1:0.535, mcc:0.007, total+:115, total-:235\n", "@threshold:0.226, sens:0.639, spec:0.764, ppv:0.457, acc:0.734, f1:0.533, mcc:0.007, total+:116, total-:234\n", "@threshold:0.222, sens:0.639, spec:0.757, ppv:0.449, acc:0.729, f1:0.527, mcc:0.007, total+:118, total-:232\n", "@threshold:0.204, sens:0.639, spec:0.753, ppv:0.445, acc:0.726, f1:0.525, mcc:0.007, total+:119, total-:231\n", "@threshold:0.201, sens:0.651, spec:0.749, ppv:0.446, acc:0.726, f1:0.529, mcc:0.007, total+:121, total-:229\n", "@threshold:0.197, sens:0.651, spec:0.745, ppv:0.443, acc:0.723, f1:0.527, mcc:0.006, total+:122, total-:228\n", "@threshold:0.162, sens:0.675, spec:0.734, ppv:0.441, acc:0.720, f1:0.533, mcc:0.006, total+:127, total-:223\n", "@threshold:0.141, sens:0.675, spec:0.730, ppv:0.438, acc:0.717, f1:0.531, mcc:0.006, total+:128, total-:222\n", "@threshold:0.139, sens:0.687, spec:0.727, ppv:0.438, acc:0.717, f1:0.535, mcc:0.006, total+:130, total-:220\n", "@threshold:0.125, sens:0.687, spec:0.708, ppv:0.422, acc:0.703, f1:0.523, mcc:0.006, total+:135, total-:215\n", "@threshold:0.094, sens:0.687, spec:0.704, ppv:0.419, acc:0.700, f1:0.521, mcc:0.005, total+:136, total-:214\n", "@threshold:0.076, sens:0.687, spec:0.678, ppv:0.399, acc:0.680, f1:0.504, mcc:0.005, total+:143, total-:207\n", "@threshold:0.075, sens:0.687, spec:0.674, ppv:0.396, acc:0.677, f1:0.502, mcc:0.005, total+:144, total-:206\n", "@threshold:0.054, sens:0.880, spec:0.442, ppv:0.329, acc:0.546, f1:0.479, mcc:0.003, total+:222, total-:128\n", "@threshold:0.053, sens:0.880, spec:0.438, ppv:0.327, acc:0.543, f1:0.477, mcc:0.003, total+:223, total-:127\n", "@threshold:0.045, sens:0.892, spec:0.431, ppv:0.327, acc:0.540, f1:0.479, mcc:0.003, total+:226, total-:124\n", "@threshold:0.045, sens:0.892, spec:0.427, ppv:0.326, acc:0.537, f1:0.477, mcc:0.003, total+:227, total-:123\n", "@threshold:0.035, sens:0.904, spec:0.427, ppv:0.329, acc:0.540, f1:0.482, mcc:0.003, total+:228, total-:122\n", "@threshold:0.032, sens:0.904, spec:0.423, ppv:0.328, acc:0.537, f1:0.481, mcc:0.003, total+:229, total-:121\n", "@threshold:0.012, sens:0.916, spec:0.404, ppv:0.323, acc:0.526, f1:0.478, mcc:0.003, total+:235, total-:115\n", "@threshold:0.002, sens:0.916, spec:0.401, ppv:0.322, acc:0.523, f1:0.476, mcc:0.003, total+:236, total-:114\n", "@threshold:-0.079, sens:0.928, spec:0.386, ppv:0.320, acc:0.514, f1:0.475, mcc:0.003, total+:241, total-:109\n", "@threshold:-0.083, sens:0.928, spec:0.382, ppv:0.318, acc:0.511, f1:0.474, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.150, sens:0.940, spec:0.341, ppv:0.307, acc:0.483, f1:0.463, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.155, sens:0.940, spec:0.337, ppv:0.306, acc:0.480, f1:0.462, mcc:0.003, total+:255, total-:95\n", "@threshold:-0.164, sens:0.952, spec:0.330, ppv:0.306, acc:0.477, f1:0.463, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.168, sens:0.952, spec:0.326, ppv:0.305, acc:0.474, f1:0.462, mcc:0.003, total+:259, total-:91\n", "@threshold:-0.201, sens:0.964, spec:0.311, ppv:0.303, acc:0.466, f1:0.461, mcc:0.003, total+:264, total-:86\n", "@threshold:-0.201, sens:0.964, spec:0.307, ppv:0.302, acc:0.463, f1:0.460, mcc:0.003, total+:265, total-:85\n", "@threshold:-0.246, sens:0.976, spec:0.296, ppv:0.301, acc:0.457, f1:0.460, mcc:0.003, total+:269, total-:81\n", "@threshold:-0.247, sens:0.976, spec:0.292, ppv:0.300, acc:0.454, f1:0.459, mcc:0.003, total+:270, total-:80\n", "@threshold:-0.340, sens:0.976, spec:0.240, ppv:0.285, acc:0.414, f1:0.441, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.341, sens:0.976, spec:0.236, ppv:0.284, acc:0.411, f1:0.440, mcc:0.002, total+:285, total-:65\n", "@threshold:-0.345, sens:0.976, spec:0.217, ppv:0.279, acc:0.397, f1:0.434, mcc:0.002, total+:290, total-:60\n", "@threshold:-0.349, sens:0.988, spec:0.213, ppv:0.281, acc:0.397, f1:0.437, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.365, sens:1.000, spec:0.210, ppv:0.282, acc:0.397, f1:0.440, mcc:0.003, total+:294, total-:56\n", "@threshold:-0.400, sens:1.000, spec:0.206, ppv:0.281, acc:0.394, f1:0.439, mcc:0.003, total+:295, total-:55\n", "@threshold:-2.150, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: Wt for Length ZScore-avg19to24 | coef 0.528 95% CI: [0.517 , 0.540] | OR_adj 1.696 [1.677 1.716] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "\n", "Vital : 0.528387819932\n", "Time to run analysis 0:00:30.757274\n", "Total Time elapsed 5:39:49.912637\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_19_24 randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.782, R^2 test: 0.006\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.631, R^2 test: 0.037\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.106\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.368, R^2 test: 0.099\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.755, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.690, R^2 test: 0.140\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.523, R^2 test: 0.177\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.259\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.764, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.777, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.732, R^2 test: -0.041\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.557, R^2 test: 0.085\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.386, R^2 test: 0.189\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.346, R^2 test: 0.201\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.792, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.740, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: -0.150\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.639, R^2 test: -0.065\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: 0.007\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.465, R^2 test: 0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.872, Explained Variance Score Train: 0.465\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.748, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: -0.425\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.470, R^2 test: -0.095\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.300, R^2 test: 0.037\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.263, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.756, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: -0.009\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.610, R^2 test: -0.024\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.472, R^2 test: 0.076\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.425, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.771, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.630, R^2 test: -0.250\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.462, R^2 test: 0.015\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: 0.230\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.299, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.322\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: -0.135\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.356, R^2 test: 0.029\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.321, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.773, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.595, R^2 test: -0.064\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.434, R^2 test: 0.108\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.267, R^2 test: 0.207\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.240, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.789, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.753, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.689, R^2 test: -0.038\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.532, R^2 test: 0.043\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.140\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.759, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.764, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: 0.051\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.572, R^2 test: 0.174\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.424, R^2 test: 0.232\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.400, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.745, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.789, R^2 test: 0.162\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.552, R^2 test: 0.172\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.184\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.372, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.773, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: -0.206\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.488, R^2 test: -0.137\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: -0.109\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: -0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.736, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.704, R^2 test: -0.238\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: 0.043\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.345, R^2 test: 0.123\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.304, R^2 test: 0.189\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.758, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.664, R^2 test: 0.053\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.509, R^2 test: 0.218\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.283\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.300, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.775, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.758, R^2 test: -0.048\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.125\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.360, R^2 test: 0.187\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.730, Explained Variance Score Test: 0.225\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.777, R^2 test: -1.764\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.683, R^2 test: -1.129\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: -0.358\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: -0.313\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.860, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.740, Explained Variance Score Validation: -0.160\n", "AUC Test: 0.761, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.661, R^2 test: -0.040\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: 0.085\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.322, R^2 test: 0.088\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.264, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.731, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: 0.154\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.191\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: 0.119\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.732, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.783, R^2 test: -0.528\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.619, R^2 test: -0.309\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.468, R^2 test: -0.204\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: -0.190\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.777, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.186\n", "AUC Test: 0.754, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.651, R^2 test: -0.433\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.447, R^2 test: -0.170\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.304, R^2 test: 0.011\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.261, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.770, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.623, R^2 test: 0.059\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.468, R^2 test: 0.225\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.325, R^2 test: 0.265\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.764, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.650, R^2 test: 0.142\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: 0.170\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: 0.174\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.392, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.758, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.760, R^2 test: -0.107\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: 0.096\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.393, R^2 test: 0.167\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.773, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.706, R^2 test: 0.010\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.521, R^2 test: 0.142\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.171\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.773, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.775, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.726, R^2 test: -0.251\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.574, R^2 test: -0.199\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: -0.066\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.669, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.764, Explained Variance Score Test: 0.274\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: -0.037\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.488, R^2 test: 0.122\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.330, R^2 test: 0.229\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.286, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.751, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: 0.059\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.432, R^2 test: 0.182\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.282, R^2 test: 0.231\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.253, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.761, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.126\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.566, R^2 test: 0.174\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.213\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.772, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.742, R^2 test: -0.003\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.055\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: 0.134\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.324, R^2 test: 0.160\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.768, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: -0.051\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.445, R^2 test: 0.060\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.088\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.293, R^2 test: 0.137\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.754, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.728, R^2 test: 0.020\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.509, R^2 test: 0.250\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.344, R^2 test: 0.305\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.785, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.684, R^2 test: -0.174\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.567, R^2 test: -0.042\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.442, R^2 test: 0.037\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.412, R^2 test: 0.030\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.879, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.768, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.704, R^2 test: 0.058\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.492, R^2 test: 0.138\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.318, R^2 test: 0.213\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.291, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.753, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.709, R^2 test: 0.069\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.531, R^2 test: 0.160\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: 0.185\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.755, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.713, R^2 test: 0.216\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.527, R^2 test: 0.301\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.307\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.777, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.703, R^2 test: -0.397\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: -0.048\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.359, R^2 test: 0.104\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.754, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.599, R^2 test: 0.200\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.479, R^2 test: 0.256\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.385, R^2 test: 0.287\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.343, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.756, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.750, R^2 test: 0.070\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.570, R^2 test: 0.165\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.246\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.323, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.768, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.678, R^2 test: 0.045\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.512, R^2 test: 0.069\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.154\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.327, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.850, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.778, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: 0.009\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.534, R^2 test: 0.065\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.405, R^2 test: 0.129\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.752, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.706, R^2 test: 0.051\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.164\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.395, R^2 test: 0.145\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.352, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.763, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.682, R^2 test: -0.052\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.547, R^2 test: 0.097\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.394, R^2 test: 0.195\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.770, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: -0.067\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.523, R^2 test: 0.100\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.358, R^2 test: 0.160\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.318, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.771, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.655, R^2 test: 0.343\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.349\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: 0.359\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.777, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.709, R^2 test: -0.054\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.107\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.217\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.334, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.751, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.738, R^2 test: -0.209\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: -0.016\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.100\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.766, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.612, R^2 test: 0.006\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.479, R^2 test: 0.080\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.313, R^2 test: 0.208\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.268, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.758, Explained Variance Score Test: 0.267\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.766, R^2 test: -0.112\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.565, R^2 test: -0.043\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: 0.079\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.380, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.774, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: 0.052\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.467, R^2 test: 0.032\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.086\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.752, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.640, R^2 test: 0.044\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: 0.122\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.235, R^2 test: 0.235\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.198, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.744, Explained Variance Score Train: 0.198\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.753, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.593, R^2 test: -0.085\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.471, R^2 test: -0.044\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.373, R^2 test: 0.029\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.352, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.767, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.669, R^2 test: -0.067\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: 0.018\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.120\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.334, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.750, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.614, R^2 test: -0.179\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.454, R^2 test: -0.088\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.297, R^2 test: 0.023\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.252, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.757, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: 0.108\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.152\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.194\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.769, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.585, R^2 test: -0.131\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.477, R^2 test: -0.050\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: 0.030\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.334, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.777, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.674, R^2 test: -0.112\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: -0.008\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.425, R^2 test: 0.032\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.392, R^2 test: 0.060\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.764, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.673, R^2 test: 0.159\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: 0.204\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: 0.318\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.348\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.761, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.664, R^2 test: -0.326\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: -0.131\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.374, R^2 test: 0.047\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.321, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.763, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.581, R^2 test: 0.079\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.429, R^2 test: 0.173\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.179\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.280, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.757, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: -0.383\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.473, R^2 test: -0.117\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.321, R^2 test: 0.171\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.274, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.770, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.652, R^2 test: -0.221\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.443, R^2 test: -0.012\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.077\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.250, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.754, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.602, R^2 test: 0.222\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: 0.193\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.200\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.293, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.758, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: 0.017\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: 0.147\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.203\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.761, Explained Variance Score Test: 0.275\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.670, R^2 test: 0.277\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: 0.326\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.383, R^2 test: 0.334\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: 0.349\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.771, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.652, R^2 test: 0.105\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.491, R^2 test: 0.221\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.257\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.339, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.765, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.647, R^2 test: -0.223\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.473, R^2 test: -0.133\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: -0.083\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.304, R^2 test: -0.098\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.095\n", "AUC Test: 0.765, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.751, R^2 test: -0.082\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.021\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.162\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.316, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.770, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.735, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.483, R^2 test: -0.080\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.342, R^2 test: 0.059\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.223, R^2 test: 0.200\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.185, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.731, Explained Variance Score Train: 0.185\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.770, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.759, R^2 test: -0.012\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.580, R^2 test: 0.038\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.426, R^2 test: 0.136\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.771, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.678, R^2 test: -0.083\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.493, R^2 test: 0.109\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.209\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.776, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: 0.143\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.557, R^2 test: 0.184\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.414, R^2 test: 0.138\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.381, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.766, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.652, R^2 test: -0.078\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.005\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.341, R^2 test: 0.122\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.296, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.785, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.752, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: 0.035\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: 0.137\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.171\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.739, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.767, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.726, R^2 test: -0.010\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.541, R^2 test: 0.091\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.251\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.315, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.764, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.760, R^2 test: 0.018\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.562, R^2 test: 0.137\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.414, R^2 test: 0.195\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.381, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.729, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.761, R^2 test: -0.101\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.590, R^2 test: 0.182\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.424, R^2 test: 0.203\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.771, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.718, R^2 test: 0.120\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.171\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.242\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.749, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: -0.720\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.608, R^2 test: -0.520\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.442, R^2 test: -0.354\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.368, R^2 test: -0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.882, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.699, Explained Variance Score Validation: -0.160\n", "AUC Test: 0.762, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: 0.152\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.485, R^2 test: 0.308\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.320, R^2 test: 0.339\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.291, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.769, Explained Variance Score Test: 0.285\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.713, R^2 test: 0.075\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.188\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.437, R^2 test: 0.274\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.397, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.758, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: -0.083\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.066\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.129\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.768, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.569, R^2 test: -0.038\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.420, R^2 test: 0.088\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.298, R^2 test: 0.182\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.265, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.759, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.746, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: -0.019\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.502, R^2 test: 0.109\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.359, R^2 test: 0.061\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.754, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: 0.032\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.463, R^2 test: 0.091\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.340, R^2 test: 0.108\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.316, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.768, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.770, R^2 test: -0.438\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.618, R^2 test: -0.269\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: -0.117\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: -0.096\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.609, Explained Variance Score Validation: -0.087\n", "AUC Test: 0.771, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.615, R^2 test: 0.213\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.279\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.308\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.323\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.761, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.619, R^2 test: -0.036\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.519, R^2 test: 0.017\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.419, R^2 test: 0.094\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.391, R^2 test: 0.101\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.771, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: 0.016\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.455, R^2 test: 0.237\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.275\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.770, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: -0.105\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.440, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.286, R^2 test: 0.208\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.260, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.789, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.780, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.656, R^2 test: 0.007\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.482, R^2 test: 0.200\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.283\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.315, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.904, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.777, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.750, R^2 test: -0.203\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: -0.040\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.377, R^2 test: -0.030\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.772, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.774, R^2 test: -0.091\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.612, R^2 test: -0.012\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.457, R^2 test: 0.029\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.412, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.764, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.734, R^2 test: 0.111\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.567, R^2 test: 0.165\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.421, R^2 test: 0.218\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.378, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.749, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.589, R^2 test: 0.152\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: 0.194\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.275, R^2 test: 0.238\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.239, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.729, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.743, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: -0.050\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.424, R^2 test: 0.109\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.279, R^2 test: 0.207\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.233, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.707, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.760, Explained Variance Score Test: 0.266\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.636, R^2 test: -0.038\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.435, R^2 test: 0.128\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: 0.225\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.249, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.764, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.748, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.701, R^2 test: -0.396\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.571, R^2 test: -0.198\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: -0.071\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.348, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.748, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: -0.025\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: 0.096\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.372, R^2 test: 0.173\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.320, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.781, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.760, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.682, R^2 test: 0.141\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: 0.178\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.158\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.774, Explained Variance Score Test: 0.279\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.732 95% CI: [0.720 , 0.743]\n", "->AUC test: 0.761 95% CI: [0.758 , 0.763]\n", "->R^2 validation: 0.174 95% CI: [0.152 , 0.195]\n", "->R^2 test: 0.261 95% CI: [0.257 , 0.266]\n", "->Explained Variance validation: 0.161 95% CI: [0.138 , 0.185]\n", "->Explained Variance test: 0.258 95% CI: [0.253 , 0.263]\n", "Test set metrics:\n", "@threshold:2.721, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.721, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.702, sens:0.108, spec:0.985, ppv:0.692, acc:0.777, f1:0.188, mcc:0.060, total+:13, total-:337\n", "@threshold:1.694, sens:0.108, spec:0.981, ppv:0.643, acc:0.774, f1:0.186, mcc:0.045, total+:14, total-:336\n", "@threshold:1.165, sens:0.133, spec:0.978, ppv:0.647, acc:0.777, f1:0.220, mcc:0.041, total+:17, total-:333\n", "@threshold:0.873, sens:0.145, spec:0.978, ppv:0.667, acc:0.780, f1:0.238, mcc:0.045, total+:18, total-:332\n", "@threshold:0.873, sens:0.157, spec:0.974, ppv:0.650, acc:0.780, f1:0.252, mcc:0.039, total+:20, total-:330\n", "@threshold:0.872, sens:0.169, spec:0.974, ppv:0.667, acc:0.783, f1:0.269, mcc:0.042, total+:21, total-:329\n", "@threshold:0.863, sens:0.193, spec:0.970, ppv:0.667, acc:0.786, f1:0.299, mcc:0.039, total+:24, total-:326\n", "@threshold:0.860, sens:0.205, spec:0.970, ppv:0.680, acc:0.789, f1:0.315, mcc:0.041, total+:25, total-:325\n", "@threshold:0.841, sens:0.229, spec:0.966, ppv:0.679, acc:0.791, f1:0.342, mcc:0.039, total+:28, total-:322\n", "@threshold:0.840, sens:0.241, spec:0.966, ppv:0.690, acc:0.794, f1:0.357, mcc:0.040, total+:29, total-:321\n", "@threshold:0.840, sens:0.241, spec:0.963, ppv:0.667, acc:0.791, f1:0.354, mcc:0.035, total+:30, total-:320\n", "@threshold:0.797, sens:0.265, spec:0.955, ppv:0.647, acc:0.791, f1:0.376, mcc:0.030, total+:34, total-:316\n", "@threshold:0.785, sens:0.289, spec:0.955, ppv:0.667, acc:0.797, f1:0.403, mcc:0.032, total+:36, total-:314\n", "@threshold:0.784, sens:0.301, spec:0.955, ppv:0.676, acc:0.800, f1:0.417, mcc:0.033, total+:37, total-:313\n", "@threshold:0.755, sens:0.313, spec:0.951, ppv:0.667, acc:0.800, f1:0.426, mcc:0.031, total+:39, total-:311\n", "@threshold:0.738, sens:0.325, spec:0.944, ppv:0.643, acc:0.797, f1:0.432, mcc:0.027, total+:42, total-:308\n", "@threshold:0.676, sens:0.325, spec:0.936, ppv:0.614, acc:0.791, f1:0.425, mcc:0.023, total+:44, total-:306\n", "@threshold:0.661, sens:0.349, spec:0.933, ppv:0.617, acc:0.794, f1:0.446, mcc:0.022, total+:47, total-:303\n", "@threshold:0.658, sens:0.361, spec:0.933, ppv:0.625, acc:0.797, f1:0.458, mcc:0.023, total+:48, total-:302\n", "@threshold:0.594, sens:0.361, spec:0.925, ppv:0.600, acc:0.791, f1:0.451, mcc:0.020, total+:50, total-:300\n", "@threshold:0.591, sens:0.386, spec:0.918, ppv:0.593, acc:0.791, f1:0.467, mcc:0.019, total+:54, total-:296\n", "@threshold:0.566, sens:0.386, spec:0.914, ppv:0.582, acc:0.789, f1:0.464, mcc:0.017, total+:55, total-:295\n", "@threshold:0.521, sens:0.398, spec:0.895, ppv:0.541, acc:0.777, f1:0.458, mcc:0.014, total+:61, total-:289\n", "@threshold:0.517, sens:0.410, spec:0.895, ppv:0.548, acc:0.780, f1:0.469, mcc:0.014, total+:62, total-:288\n", "@threshold:0.511, sens:0.422, spec:0.891, ppv:0.547, acc:0.780, f1:0.476, mcc:0.014, total+:64, total-:286\n", "@threshold:0.445, sens:0.434, spec:0.891, ppv:0.554, acc:0.783, f1:0.486, mcc:0.014, total+:65, total-:285\n", "@threshold:0.445, sens:0.446, spec:0.884, ppv:0.544, acc:0.780, f1:0.490, mcc:0.013, total+:68, total-:282\n", "@threshold:0.444, sens:0.446, spec:0.880, ppv:0.536, acc:0.777, f1:0.487, mcc:0.013, total+:69, total-:281\n", "@threshold:0.442, sens:0.458, spec:0.873, ppv:0.528, acc:0.774, f1:0.490, mcc:0.012, total+:72, total-:278\n", "@threshold:0.405, sens:0.458, spec:0.869, ppv:0.521, acc:0.771, f1:0.487, mcc:0.011, total+:73, total-:277\n", "@threshold:0.372, sens:0.470, spec:0.865, ppv:0.520, acc:0.771, f1:0.494, mcc:0.011, total+:75, total-:275\n", "@threshold:0.371, sens:0.482, spec:0.865, ppv:0.526, acc:0.774, f1:0.503, mcc:0.012, total+:76, total-:274\n", "@threshold:0.371, sens:0.482, spec:0.861, ppv:0.519, acc:0.771, f1:0.500, mcc:0.011, total+:77, total-:273\n", "@threshold:0.370, sens:0.482, spec:0.854, ppv:0.506, acc:0.766, f1:0.494, mcc:0.010, total+:79, total-:271\n", "@threshold:0.369, sens:0.494, spec:0.850, ppv:0.506, acc:0.766, f1:0.500, mcc:0.010, total+:81, total-:269\n", "@threshold:0.367, sens:0.494, spec:0.846, ppv:0.500, acc:0.763, f1:0.497, mcc:0.010, total+:82, total-:268\n", "@threshold:0.367, sens:0.506, spec:0.839, ppv:0.494, acc:0.760, f1:0.500, mcc:0.009, total+:85, total-:265\n", "@threshold:0.367, sens:0.518, spec:0.828, ppv:0.483, acc:0.754, f1:0.500, mcc:0.009, total+:89, total-:261\n", "@threshold:0.343, sens:0.530, spec:0.824, ppv:0.484, acc:0.754, f1:0.506, mcc:0.009, total+:91, total-:259\n", "@threshold:0.341, sens:0.542, spec:0.824, ppv:0.489, acc:0.757, f1:0.514, mcc:0.009, total+:92, total-:258\n", "@threshold:0.340, sens:0.578, spec:0.816, ppv:0.495, acc:0.760, f1:0.533, mcc:0.009, total+:97, total-:253\n", "@threshold:0.322, sens:0.578, spec:0.813, ppv:0.490, acc:0.757, f1:0.530, mcc:0.009, total+:98, total-:252\n", "@threshold:0.217, sens:0.578, spec:0.787, ppv:0.457, acc:0.737, f1:0.511, mcc:0.007, total+:105, total-:245\n", "@threshold:0.200, sens:0.578, spec:0.783, ppv:0.453, acc:0.734, f1:0.508, mcc:0.007, total+:106, total-:244\n", "@threshold:0.192, sens:0.590, spec:0.772, ppv:0.445, acc:0.729, f1:0.508, mcc:0.007, total+:110, total-:240\n", "@threshold:0.190, sens:0.590, spec:0.768, ppv:0.441, acc:0.726, f1:0.505, mcc:0.007, total+:111, total-:239\n", "@threshold:0.187, sens:0.602, spec:0.768, ppv:0.446, acc:0.729, f1:0.513, mcc:0.007, total+:112, total-:238\n", "@threshold:0.144, sens:0.602, spec:0.764, ppv:0.442, acc:0.726, f1:0.510, mcc:0.007, total+:113, total-:237\n", "@threshold:0.123, sens:0.614, spec:0.760, ppv:0.443, acc:0.726, f1:0.515, mcc:0.007, total+:115, total-:235\n", "@threshold:0.120, sens:0.614, spec:0.749, ppv:0.432, acc:0.717, f1:0.507, mcc:0.006, total+:118, total-:232\n", "@threshold:0.118, sens:0.627, spec:0.749, ppv:0.437, acc:0.720, f1:0.515, mcc:0.006, total+:119, total-:231\n", "@threshold:0.118, sens:0.639, spec:0.745, ppv:0.438, acc:0.720, f1:0.520, mcc:0.006, total+:121, total-:229\n", "@threshold:0.116, sens:0.663, spec:0.742, ppv:0.444, acc:0.723, f1:0.531, mcc:0.006, total+:124, total-:226\n", "@threshold:0.116, sens:0.663, spec:0.734, ppv:0.437, acc:0.717, f1:0.526, mcc:0.006, total+:126, total-:224\n", "@threshold:0.098, sens:0.663, spec:0.730, ppv:0.433, acc:0.714, f1:0.524, mcc:0.006, total+:127, total-:223\n", "@threshold:0.091, sens:0.675, spec:0.715, ppv:0.424, acc:0.706, f1:0.521, mcc:0.006, total+:132, total-:218\n", "@threshold:0.090, sens:0.687, spec:0.715, ppv:0.429, acc:0.709, f1:0.528, mcc:0.006, total+:133, total-:217\n", "@threshold:-0.043, sens:0.687, spec:0.712, ppv:0.425, acc:0.706, f1:0.525, mcc:0.006, total+:134, total-:216\n", "@threshold:-0.062, sens:0.687, spec:0.704, ppv:0.419, acc:0.700, f1:0.521, mcc:0.005, total+:136, total-:214\n", "@threshold:-0.135, sens:0.880, spec:0.479, ppv:0.344, acc:0.574, f1:0.495, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.143, sens:0.880, spec:0.464, ppv:0.338, acc:0.563, f1:0.488, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.177, sens:0.880, spec:0.434, ppv:0.326, acc:0.540, f1:0.476, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.183, sens:0.880, spec:0.431, ppv:0.324, acc:0.537, f1:0.474, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.187, sens:0.892, spec:0.427, ppv:0.326, acc:0.537, f1:0.477, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.188, sens:0.892, spec:0.423, ppv:0.325, acc:0.534, f1:0.476, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.189, sens:0.892, spec:0.416, ppv:0.322, acc:0.529, f1:0.473, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.189, sens:0.892, spec:0.412, ppv:0.320, acc:0.526, f1:0.471, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.190, sens:0.916, spec:0.404, ppv:0.323, acc:0.526, f1:0.478, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.195, sens:0.916, spec:0.401, ppv:0.322, acc:0.523, f1:0.476, mcc:0.003, total+:236, total-:114\n", "@threshold:-0.292, sens:0.928, spec:0.386, ppv:0.320, acc:0.514, f1:0.475, mcc:0.003, total+:241, total-:109\n", "@threshold:-0.293, sens:0.928, spec:0.382, ppv:0.318, acc:0.511, f1:0.474, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.392, sens:0.940, spec:0.348, ppv:0.310, acc:0.489, f1:0.466, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.392, sens:0.940, spec:0.345, ppv:0.308, acc:0.486, f1:0.464, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.398, sens:0.940, spec:0.333, ppv:0.305, acc:0.477, f1:0.460, mcc:0.003, total+:256, total-:94\n", "@threshold:-0.398, sens:0.940, spec:0.330, ppv:0.304, acc:0.474, f1:0.459, mcc:0.003, total+:257, total-:93\n", "@threshold:-0.416, sens:0.940, spec:0.322, ppv:0.301, acc:0.469, f1:0.456, mcc:0.003, total+:259, total-:91\n", "@threshold:-0.441, sens:0.940, spec:0.318, ppv:0.300, acc:0.466, f1:0.455, mcc:0.003, total+:260, total-:90\n", "@threshold:-0.445, sens:0.940, spec:0.311, ppv:0.298, acc:0.460, f1:0.452, mcc:0.002, total+:262, total-:88\n", "@threshold:-0.463, sens:0.952, spec:0.285, ppv:0.293, acc:0.443, f1:0.448, mcc:0.002, total+:270, total-:80\n", "@threshold:-0.466, sens:0.952, spec:0.281, ppv:0.292, acc:0.440, f1:0.446, mcc:0.002, total+:271, total-:79\n", "@threshold:-0.496, sens:0.952, spec:0.273, ppv:0.289, acc:0.434, f1:0.444, mcc:0.002, total+:273, total-:77\n", "@threshold:-0.526, sens:0.964, spec:0.258, ppv:0.288, acc:0.426, f1:0.443, mcc:0.002, total+:278, total-:72\n", "@threshold:-0.527, sens:0.964, spec:0.255, ppv:0.287, acc:0.423, f1:0.442, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.533, sens:0.964, spec:0.243, ppv:0.284, acc:0.414, f1:0.438, mcc:0.002, total+:282, total-:68\n", "@threshold:-0.543, sens:0.964, spec:0.240, ppv:0.283, acc:0.411, f1:0.437, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.552, sens:0.976, spec:0.225, ppv:0.281, acc:0.403, f1:0.437, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.628, sens:0.976, spec:0.202, ppv:0.276, acc:0.386, f1:0.430, mcc:0.002, total+:294, total-:56\n", "@threshold:-0.663, sens:0.976, spec:0.199, ppv:0.275, acc:0.383, f1:0.429, mcc:0.002, total+:295, total-:55\n", "@threshold:-0.678, sens:0.976, spec:0.191, ppv:0.273, acc:0.377, f1:0.426, mcc:0.002, total+:297, total-:53\n", "@threshold:-0.696, sens:0.976, spec:0.176, ppv:0.269, acc:0.366, f1:0.422, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.713, sens:0.976, spec:0.172, ppv:0.268, acc:0.363, f1:0.421, mcc:0.002, total+:302, total-:48\n", "@threshold:-0.722, sens:0.976, spec:0.139, ppv:0.260, acc:0.337, f1:0.411, mcc:0.002, total+:311, total-:39\n", "@threshold:-0.723, sens:0.976, spec:0.135, ppv:0.260, acc:0.334, f1:0.410, mcc:0.002, total+:312, total-:38\n", "@threshold:-0.725, sens:0.976, spec:0.120, ppv:0.256, acc:0.323, f1:0.406, mcc:0.002, total+:316, total-:34\n", "@threshold:-0.727, sens:0.976, spec:0.116, ppv:0.256, acc:0.320, f1:0.405, mcc:0.002, total+:317, total-:33\n", "@threshold:-0.728, sens:0.988, spec:0.097, ppv:0.254, acc:0.309, f1:0.404, mcc:0.002, total+:323, total-:27\n", "@threshold:-0.728, sens:1.000, spec:0.097, ppv:0.256, acc:0.311, f1:0.408, mcc:0.002, total+:324, total-:26\n", "@threshold:-0.728, sens:1.000, spec:0.094, ppv:0.255, acc:0.309, f1:0.407, mcc:0.002, total+:325, total-:25\n", "@threshold:-0.893, sens:1.000, spec:0.086, ppv:0.254, acc:0.303, f1:0.405, mcc:0.002, total+:327, total-:23\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:01.420956\n", "Total Time elapsed 5:45:51.334627\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_19_24 gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.490, R^2 test: 0.152\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.490, R^2 test: 0.152\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.490, R^2 test: 0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.874, Explained Variance Score Train: 0.516\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.738, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.034\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.034\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.034\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.849, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.740, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.155\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.155\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.819, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.754, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.097\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.097\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.097\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.717, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.193\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.187\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.187\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.725, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.205\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.205\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.205\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.702, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.231\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.231\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.231\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.725, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.140\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.192\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.192\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.768, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.699, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.251\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.251\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.892, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.739, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.301, R^2 test: 0.305\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.301, R^2 test: 0.305\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.301, R^2 test: 0.305\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.748, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.737, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.107\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.105\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.037\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.726, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.104\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.104\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.120\n", "AUC Test: 0.775, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.058\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.058\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.713, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.566, R^2 test: -0.070\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.568, R^2 test: -0.075\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.571, R^2 test: -0.077\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.910, Explained Variance Score Train: 0.582\n", "AUC Validation: 0.509, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.711, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.053\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.053\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.752, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: -0.053\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: -0.076\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: -0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.707, Explained Variance Score Test: 0.126\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.185\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.185\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.185\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.740, Explained Variance Score Test: 0.195\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.112\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.112\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.112\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.749, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.083\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.300, R^2 test: 0.080\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.301, R^2 test: 0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.760, Explained Variance Score Test: 0.112\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.052\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.052\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.753, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.065\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.404, R^2 test: 0.063\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.404, R^2 test: 0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.789, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.726, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.056\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.056\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.056\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.752, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.225, R^2 test: 0.095\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.225, R^2 test: 0.095\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.225, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.753, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.351, R^2 test: -0.065\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: -0.067\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.807, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.750, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.061\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.061\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.721, Explained Variance Score Test: 0.223\n", "\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.155\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.155\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.757, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.722, Explained Variance Score Test: 0.177\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.037\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.037\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.037\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.759, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.178\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.178\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.178\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.728, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.190\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.189\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.748, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.187\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.187\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.187\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.763, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.094\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.094\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.094\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.742, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.028\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.028\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.028\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.789, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.738, Explained Variance Score Test: 0.203\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.227, R^2 test: 0.070\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.227, R^2 test: 0.070\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.227, R^2 test: 0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.780, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.734, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.005\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.005\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.694, Explained Variance Score Test: 0.107\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.055\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.055\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.890, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.737, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.532, R^2 test: 0.100\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.532, R^2 test: 0.100\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.532, R^2 test: 0.100\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.853, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.730, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.111\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.111\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.741, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.438, R^2 test: 0.041\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.438, R^2 test: 0.041\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.438, R^2 test: 0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.873, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.769, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.182\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.182\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.719, Explained Variance Score Test: 0.158\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.189\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.178\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.702, Explained Variance Score Test: 0.077\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.346, R^2 test: 0.102\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.346, R^2 test: 0.102\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.346, R^2 test: 0.102\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.748, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.242, R^2 test: 0.125\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.242, R^2 test: 0.125\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.242, R^2 test: 0.125\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.759, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.720, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: 0.089\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: 0.089\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: 0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.819, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.734, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.057\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.057\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.057\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.733, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.147\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.147\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.147\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.710, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.315, R^2 test: 0.124\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.315, R^2 test: 0.124\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.315, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.743, Explained Variance Score Test: 0.145\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.008\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.008\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.742, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.077\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: 0.066\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.465, R^2 test: 0.062\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.469\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.763, Explained Variance Score Test: 0.249\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.050\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.050\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.730, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.245\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.245\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.245\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.860, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.736, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.137\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.135\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.135\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.750, Explained Variance Score Test: 0.242\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.028\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.028\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.028\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.662, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.748, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.080\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.080\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.753, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: -0.068\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: -0.068\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: -0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.757, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.202, R^2 test: 0.110\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.203, R^2 test: 0.109\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.203, R^2 test: 0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.764, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.724, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.207\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.206\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.206\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.754, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: -0.050\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: -0.051\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: -0.051\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.683, Explained Variance Score Test: 0.139\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.251, R^2 test: 0.164\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.163\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.163\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.697, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.128\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.128\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.128\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.761, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.122\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.122\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.122\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.729, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.174\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.174\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.751, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.153\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.153\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.153\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.785, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.751, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.238\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.238\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.238\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.886, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.755, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.312, R^2 test: 0.215\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.312, R^2 test: 0.215\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.312, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.758, Explained Variance Score Test: 0.247\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: 0.180\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: 0.180\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: 0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.738, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.242\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.242\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.242\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.893, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.751, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.015\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.015\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.873, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.752, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.301, R^2 test: 0.052\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.311, R^2 test: 0.044\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.311, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.725, Explained Variance Score Test: 0.185\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.203\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.203\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.203\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.748, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.170\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.170\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.844, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.743, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.025\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.025\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.025\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.742, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.013\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.013\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.883, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.744, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: -0.379\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: -0.380\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: -0.380\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.753, Explained Variance Score Validation: -0.371\n", "AUC Test: 0.720, Explained Variance Score Test: 0.084\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.307, R^2 test: 0.353\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.307, R^2 test: 0.353\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.307, R^2 test: 0.353\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.223\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.223\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.223\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.741, Explained Variance Score Test: 0.245\n", "\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.216\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.216\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.216\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.683, Explained Variance Score Test: 0.160\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.247, R^2 test: 0.163\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.247, R^2 test: 0.163\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.247, R^2 test: 0.163\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.779, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.740, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.129\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.129\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.129\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.737, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.745, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: 0.038\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.476, R^2 test: -0.029\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.476, R^2 test: -0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.897, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.728, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: -0.021\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: -0.019\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: -0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.772, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.734, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.703, Explained Variance Score Test: 0.138\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.031\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.031\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.789, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.772, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.007\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.007\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.007\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.732, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.201\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.201\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.201\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.853, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.715, Explained Variance Score Test: 0.130\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.758, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.188, R^2 test: 0.038\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.188, R^2 test: 0.038\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.188, R^2 test: 0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.740, Explained Variance Score Test: 0.183\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.014\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.014\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.751, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: -0.001\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: -0.001\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: -0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.762, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.395\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.397\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.398\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.406\n", "AUC Test: 0.721, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.112\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.111\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.111\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.884, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.732, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.354\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.354\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.715, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.066\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.064\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.407, R^2 test: 0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.839, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.692, Explained Variance Score Test: 0.171\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: 0.213\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.521, R^2 test: 0.198\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.521, R^2 test: 0.198\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.868, Explained Variance Score Train: 0.518\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.729, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.504, R^2 test: 0.144\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.507, R^2 test: 0.142\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.507, R^2 test: 0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.751, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.142\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.141\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.140\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.731, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.126\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.126\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.781, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.709, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.119\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.123\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.123\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.792, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.764, Explained Variance Score Test: 0.235\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.497, R^2 test: 0.058\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.042\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.741, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.289\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.289\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.289\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.741, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: -0.218\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: -0.219\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: -0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.627, Explained Variance Score Validation: -0.162\n", "AUC Test: 0.749, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.182, R^2 test: 0.194\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.182, R^2 test: 0.194\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.182, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.748, Explained Variance Score Test: 0.213\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.719 95% CI: [0.708 , 0.731]\n", "->AUC test: 0.736 95% CI: [0.732 , 0.740]\n", "->R^2 validation: 0.147 95% CI: [0.126 , 0.168]\n", "->R^2 test: 0.209 95% CI: [0.201 , 0.217]\n", "->Explained Variance validation: 0.108 95% CI: [0.087 , 0.130]\n", "->Explained Variance test: 0.176 95% CI: [0.166 , 0.185]\n", "Test set metrics:\n", "@threshold:2.595, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:2.002, sens:0.012, spec:1.000, ppv:1.000, acc:0.766, f1:0.024, mcc:0.000, total+:1, total-:349\n", "@threshold:1.153, sens:0.060, spec:0.996, ppv:0.833, acc:0.774, f1:0.112, mcc:0.211, total+:6, total-:344\n", "@threshold:0.764, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:0.722, sens:0.096, spec:0.981, ppv:0.615, acc:0.771, f1:0.167, mcc:0.040, total+:13, total-:337\n", "@threshold:0.465, sens:0.133, spec:0.978, ppv:0.647, acc:0.777, f1:0.220, mcc:0.041, total+:17, total-:333\n", "@threshold:0.327, sens:0.205, spec:0.955, ppv:0.586, acc:0.777, f1:0.304, mcc:0.024, total+:29, total-:321\n", "@threshold:0.324, sens:0.217, spec:0.948, ppv:0.562, acc:0.774, f1:0.313, mcc:0.020, total+:32, total-:318\n", "@threshold:0.270, sens:0.217, spec:0.944, ppv:0.545, acc:0.771, f1:0.310, mcc:0.018, total+:33, total-:317\n", "@threshold:0.250, sens:0.217, spec:0.936, ppv:0.514, acc:0.766, f1:0.305, mcc:0.015, total+:35, total-:315\n", "@threshold:0.202, sens:0.241, spec:0.918, ppv:0.476, acc:0.757, f1:0.320, mcc:0.011, total+:42, total-:308\n", "@threshold:0.159, sens:0.241, spec:0.914, ppv:0.465, acc:0.754, f1:0.317, mcc:0.010, total+:43, total-:307\n", "@threshold:0.153, sens:0.253, spec:0.891, ppv:0.420, acc:0.740, f1:0.316, mcc:0.007, total+:50, total-:300\n", "@threshold:0.111, sens:0.277, spec:0.891, ppv:0.442, acc:0.746, f1:0.341, mcc:0.008, total+:52, total-:298\n", "@threshold:0.097, sens:0.301, spec:0.884, ppv:0.446, acc:0.746, f1:0.360, mcc:0.008, total+:56, total-:294\n", "@threshold:0.071, sens:0.313, spec:0.884, ppv:0.456, acc:0.749, f1:0.371, mcc:0.009, total+:57, total-:293\n", "@threshold:0.033, sens:0.337, spec:0.869, ppv:0.444, acc:0.743, f1:0.384, mcc:0.008, total+:63, total-:287\n", "@threshold:0.026, sens:0.349, spec:0.869, ppv:0.453, acc:0.746, f1:0.395, mcc:0.008, total+:64, total-:286\n", "@threshold:0.026, sens:0.361, spec:0.861, ppv:0.448, acc:0.743, f1:0.400, mcc:0.008, total+:67, total-:283\n", "@threshold:0.020, sens:0.398, spec:0.858, ppv:0.465, acc:0.749, f1:0.429, mcc:0.008, total+:71, total-:279\n", "@threshold:0.010, sens:0.446, spec:0.831, ppv:0.451, acc:0.740, f1:0.448, mcc:0.007, total+:82, total-:268\n", "@threshold:-0.020, sens:0.458, spec:0.824, ppv:0.447, acc:0.737, f1:0.452, mcc:0.007, total+:85, total-:265\n", "@threshold:-0.021, sens:0.494, spec:0.820, ppv:0.461, acc:0.743, f1:0.477, mcc:0.008, total+:89, total-:261\n", "@threshold:-0.027, sens:0.542, spec:0.794, ppv:0.450, acc:0.734, f1:0.492, mcc:0.007, total+:100, total-:250\n", "@threshold:-0.040, sens:0.554, spec:0.790, ppv:0.451, acc:0.734, f1:0.497, mcc:0.007, total+:102, total-:248\n", "@threshold:-0.041, sens:0.566, spec:0.783, ppv:0.448, acc:0.731, f1:0.500, mcc:0.007, total+:105, total-:245\n", "@threshold:-0.043, sens:0.602, spec:0.779, ppv:0.459, acc:0.737, f1:0.521, mcc:0.007, total+:109, total-:241\n", "@threshold:-0.136, sens:0.639, spec:0.745, ppv:0.438, acc:0.720, f1:0.520, mcc:0.006, total+:121, total-:229\n", "@threshold:-0.151, sens:0.651, spec:0.723, ppv:0.422, acc:0.706, f1:0.512, mcc:0.006, total+:128, total-:222\n", "@threshold:-0.155, sens:0.651, spec:0.712, ppv:0.412, acc:0.697, f1:0.505, mcc:0.005, total+:131, total-:219\n", "@threshold:-0.159, sens:0.651, spec:0.708, ppv:0.409, acc:0.694, f1:0.502, mcc:0.005, total+:132, total-:218\n", "@threshold:-0.162, sens:0.663, spec:0.704, ppv:0.410, acc:0.694, f1:0.507, mcc:0.005, total+:134, total-:216\n", "@threshold:-0.184, sens:0.892, spec:0.390, ppv:0.312, acc:0.509, f1:0.463, mcc:0.003, total+:237, total-:113\n", "@threshold:-0.193, sens:0.892, spec:0.386, ppv:0.311, acc:0.506, f1:0.461, mcc:0.003, total+:238, total-:112\n", "@threshold:-0.218, sens:0.940, spec:0.341, ppv:0.307, acc:0.483, f1:0.463, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.222, sens:0.940, spec:0.326, ppv:0.302, acc:0.471, f1:0.457, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.294, sens:0.952, spec:0.303, ppv:0.298, acc:0.457, f1:0.454, mcc:0.003, total+:265, total-:85\n", "@threshold:-0.303, sens:0.952, spec:0.296, ppv:0.296, acc:0.451, f1:0.451, mcc:0.002, total+:267, total-:83\n", "@threshold:-0.319, sens:0.952, spec:0.277, ppv:0.290, acc:0.437, f1:0.445, mcc:0.002, total+:272, total-:78\n", "@threshold:-0.333, sens:0.952, spec:0.266, ppv:0.287, acc:0.429, f1:0.441, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.345, sens:0.952, spec:0.258, ppv:0.285, acc:0.423, f1:0.439, mcc:0.002, total+:277, total-:73\n", "@threshold:-0.349, sens:0.952, spec:0.255, ppv:0.284, acc:0.420, f1:0.438, mcc:0.002, total+:278, total-:72\n", "@threshold:-0.370, sens:0.976, spec:0.251, ppv:0.288, acc:0.423, f1:0.445, mcc:0.002, total+:281, total-:69\n", "@threshold:-0.390, sens:0.976, spec:0.236, ppv:0.284, acc:0.411, f1:0.440, mcc:0.002, total+:285, total-:65\n", "@threshold:-0.458, sens:0.976, spec:0.213, ppv:0.278, acc:0.394, f1:0.433, mcc:0.002, total+:291, total-:59\n", "@threshold:-0.465, sens:0.976, spec:0.206, ppv:0.276, acc:0.389, f1:0.431, mcc:0.002, total+:293, total-:57\n", "@threshold:-0.475, sens:0.988, spec:0.206, ppv:0.279, acc:0.391, f1:0.435, mcc:0.002, total+:294, total-:56\n", "@threshold:-0.515, sens:0.988, spec:0.191, ppv:0.275, acc:0.380, f1:0.430, mcc:0.002, total+:298, total-:52\n", "@threshold:-0.520, sens:0.988, spec:0.180, ppv:0.272, acc:0.371, f1:0.427, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.536, sens:1.000, spec:0.154, ppv:0.269, acc:0.354, f1:0.423, mcc:0.002, total+:309, total-:41\n", "@threshold:-0.540, sens:1.000, spec:0.150, ppv:0.268, acc:0.351, f1:0.422, mcc:0.002, total+:310, total-:40\n", "@threshold:-0.567, sens:1.000, spec:0.105, ppv:0.258, acc:0.317, f1:0.410, mcc:0.002, total+:322, total-:28\n", "@threshold:-0.639, sens:1.000, spec:0.090, ppv:0.255, acc:0.306, f1:0.406, mcc:0.002, total+:326, total-:24\n", "@threshold:-0.656, sens:1.000, spec:0.086, ppv:0.254, acc:0.303, f1:0.405, mcc:0.002, total+:327, total-:23\n", "@threshold:-0.658, sens:1.000, spec:0.071, ppv:0.251, acc:0.291, f1:0.401, mcc:0.002, total+:331, total-:19\n", "@threshold:-0.687, sens:1.000, spec:0.067, ppv:0.250, acc:0.289, f1:0.400, mcc:0.002, total+:332, total-:18\n", "@threshold:-0.832, sens:1.000, spec:0.052, ppv:0.247, acc:0.277, f1:0.396, mcc:0.002, total+:336, total-:14\n", "@threshold:-1.158, sens:1.000, spec:0.026, ppv:0.242, acc:0.257, f1:0.390, mcc:0.002, total+:343, total-:7\n", "@threshold:-1.167, sens:1.000, spec:0.019, ppv:0.241, acc:0.251, f1:0.388, mcc:0.002, total+:345, total-:5\n", "@threshold:-1.661, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 1.0\n", "Time to run analysis 0:01:52.524986\n", "Total Time elapsed 5:47:43.859962\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_latest lasso regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.247\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.246\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.246\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.777, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.173\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.172\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.171\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.740, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.761, Explained Variance Score Test: 0.262\n", "\n", "\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.267\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.266\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.265\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.744, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.761, Explained Variance Score Test: 0.266\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.220\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.220\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.192, R^2 test: 0.220\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.184, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.768, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.761, Explained Variance Score Test: 0.270\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.183, R^2 test: 0.085\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.183, R^2 test: 0.086\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.183, R^2 test: 0.089\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.174, R^2 test: 0.114\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.183\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.761, Explained Variance Score Test: 0.270\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.218, R^2 test: 0.248\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.218, R^2 test: 0.247\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.218, R^2 test: 0.246\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.207, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.218\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.761, Explained Variance Score Test: 0.264\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.202, R^2 test: 0.065\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.202, R^2 test: 0.066\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.202, R^2 test: 0.067\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.078\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.700, Explained Variance Score Train: 0.202\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.761, Explained Variance Score Test: 0.265\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.240\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.240\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.239\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.789, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.761, Explained Variance Score Test: 0.262\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.225, R^2 test: 0.220\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.225, R^2 test: 0.220\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.225, R^2 test: 0.220\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.779, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.093, R^2 test: 0.249\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.093, R^2 test: 0.246\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.093, R^2 test: 0.243\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.076, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.666, Explained Variance Score Train: 0.093\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.761, Explained Variance Score Test: 0.217\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.217, R^2 test: 0.197\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.217, R^2 test: 0.196\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.196\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.208, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.231, R^2 test: 0.242\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.231, R^2 test: 0.241\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.231, R^2 test: 0.240\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.223, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.732, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.202, R^2 test: 0.088\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.202, R^2 test: 0.088\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.202, R^2 test: 0.088\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.187, R^2 test: 0.084\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.763, Explained Variance Score Train: 0.202\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.761, Explained Variance Score Test: 0.268\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.269, R^2 test: 0.176\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.269, R^2 test: 0.175\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.269, R^2 test: 0.174\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.254, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.761, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.210\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.210\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.211\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.736, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.167\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.167\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.215, R^2 test: 0.168\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.763, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.097\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.098\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.099\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.233, R^2 test: 0.106\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.209, R^2 test: 0.208\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.209, R^2 test: 0.208\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.209, R^2 test: 0.207\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.200, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.739, Explained Variance Score Train: 0.209\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.306, R^2 test: 0.139\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.306, R^2 test: 0.141\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.306, R^2 test: 0.142\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.799, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.226, R^2 test: 0.267\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.226, R^2 test: 0.266\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.226, R^2 test: 0.266\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.716, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.167, R^2 test: 0.300\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.167, R^2 test: 0.298\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.167, R^2 test: 0.296\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.727, Explained Variance Score Train: 0.167\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.119\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.120\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.121\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.758, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.057\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.214, R^2 test: 0.058\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.214, R^2 test: 0.059\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.067\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.780, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.205\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.205\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.205\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.245, R^2 test: 0.184\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.184\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.184\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.218, R^2 test: 0.184\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.218, R^2 test: 0.185\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.218, R^2 test: 0.186\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.218\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.085\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.210, R^2 test: 0.086\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.210, R^2 test: 0.087\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.744, Explained Variance Score Train: 0.210\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.145, R^2 test: 0.253\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.145, R^2 test: 0.252\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.144, R^2 test: 0.250\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.136, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.145\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.761, Explained Variance Score Test: 0.262\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.138, R^2 test: 0.197\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.138, R^2 test: 0.196\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.138, R^2 test: 0.195\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.129, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.697, Explained Variance Score Train: 0.138\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.761, Explained Variance Score Test: 0.253\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.184, R^2 test: 0.208\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.184, R^2 test: 0.207\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.184, R^2 test: 0.206\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.766, Explained Variance Score Train: 0.184\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.261\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.251\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.251\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.251\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.268\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.221, R^2 test: 0.268\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.221, R^2 test: 0.269\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "\n", "\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.120, R^2 test: 0.185\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.120, R^2 test: 0.184\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.120, R^2 test: 0.183\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.108, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.711, Explained Variance Score Train: 0.120\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.761, Explained Variance Score Test: 0.242\n", "\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.172, R^2 test: 0.179\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.172, R^2 test: 0.180\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.172, R^2 test: 0.181\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.159, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.172\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.761, Explained Variance Score Test: 0.263\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.165, R^2 test: 0.302\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.165, R^2 test: 0.300\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.165, R^2 test: 0.299\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.149, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.165\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.231, R^2 test: -0.011\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.231, R^2 test: -0.007\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.231, R^2 test: -0.003\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.221, R^2 test: 0.060\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.732, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.707, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.185, R^2 test: 0.280\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.185, R^2 test: 0.279\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.185, R^2 test: 0.278\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.185\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.148, R^2 test: 0.055\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.148, R^2 test: 0.057\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.148, R^2 test: 0.059\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.135, R^2 test: 0.087\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.148\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.761, Explained Variance Score Test: 0.260\n", "\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.212, R^2 test: 0.186\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.186\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.212, R^2 test: 0.186\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.199, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.746, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.761, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.166, R^2 test: 0.265\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.166, R^2 test: 0.265\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.166, R^2 test: 0.264\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.707, Explained Variance Score Train: 0.166\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.761, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.171, R^2 test: 0.261\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.171, R^2 test: 0.260\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.171, R^2 test: 0.259\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.163, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.760, Explained Variance Score Train: 0.171\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.285, R^2 test: 0.113\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.285, R^2 test: 0.114\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.285, R^2 test: 0.114\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.776, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.200\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.201\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.235, R^2 test: 0.202\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.707, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.139, R^2 test: 0.215\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.139, R^2 test: 0.215\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.139, R^2 test: 0.214\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.129, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.739, Explained Variance Score Train: 0.139\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.761, Explained Variance Score Test: 0.253\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.111\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.210, R^2 test: 0.112\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.210, R^2 test: 0.113\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.120\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.760, Explained Variance Score Train: 0.210\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.761, Explained Variance Score Test: 0.266\n", "\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.348\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.345\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.342\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.761, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.126, R^2 test: 0.162\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.126, R^2 test: 0.164\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.126, R^2 test: 0.165\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.116, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.670, Explained Variance Score Train: 0.126\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.761, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.125\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.126\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.128\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.165\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.167\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.169\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.184\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.759, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.105\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.107\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.109\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.711, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.205, R^2 test: 0.343\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.205, R^2 test: 0.342\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.205, R^2 test: 0.340\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.192, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.720, Explained Variance Score Train: 0.205\n", "AUC Validation: 0.878, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.162, R^2 test: 0.170\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.162, R^2 test: 0.171\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.162, R^2 test: 0.171\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.149, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.713, Explained Variance Score Train: 0.162\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.761, Explained Variance Score Test: 0.266\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.165, R^2 test: 0.256\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.165, R^2 test: 0.255\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.165, R^2 test: 0.255\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.165\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.380\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.379\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.378\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.194, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.381\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.276\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.275\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.274\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.156, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.283, R^2 test: 0.150\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.152\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.155\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.215, R^2 test: 0.181\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.215, R^2 test: 0.181\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.215, R^2 test: 0.181\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.208, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.756, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.177, R^2 test: 0.130\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.177, R^2 test: 0.130\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.131\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.164, R^2 test: 0.127\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.254, R^2 test: 0.065\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.254, R^2 test: 0.067\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.254, R^2 test: 0.068\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.086\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.782, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.761, Explained Variance Score Test: 0.266\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.244, R^2 test: 0.263\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.244, R^2 test: 0.263\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.244, R^2 test: 0.263\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.233, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.082\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.084\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.086\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.116\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.781, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.244\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.245\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.245\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.712, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.112\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.112\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.112\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.101\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.679, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.761, Explained Variance Score Test: 0.250\n", "\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.226, R^2 test: 0.076\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.226, R^2 test: 0.077\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.226, R^2 test: 0.079\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.090\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.775, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.167, R^2 test: 0.212\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.167, R^2 test: 0.211\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.167, R^2 test: 0.209\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.154, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.167\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.761, Explained Variance Score Test: 0.255\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.125, R^2 test: 0.147\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.125, R^2 test: 0.149\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.125, R^2 test: 0.150\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.116, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.681, Explained Variance Score Train: 0.125\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.761, Explained Variance Score Test: 0.263\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.269, R^2 test: 0.109\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.269, R^2 test: 0.110\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.269, R^2 test: 0.112\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.142\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.793, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.131, R^2 test: 0.206\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.131, R^2 test: 0.206\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.131, R^2 test: 0.205\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.121, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.704, Explained Variance Score Train: 0.131\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.761, Explained Variance Score Test: 0.259\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.265, R^2 test: 0.123\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.265, R^2 test: 0.123\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.123\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.121\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.793, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.152\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.152\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.152\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.296\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.296\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.296\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.771, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.296\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.295\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.293\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.751, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.141\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.214, R^2 test: 0.144\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.214, R^2 test: 0.148\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.769, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.142, R^2 test: 0.157\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.141, R^2 test: 0.157\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.141, R^2 test: 0.158\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.130, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.142\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.111, R^2 test: 0.201\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.111, R^2 test: 0.199\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.111, R^2 test: 0.197\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.098, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.111\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.761, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.286, R^2 test: 0.128\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.286, R^2 test: 0.130\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.286, R^2 test: 0.134\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.271, R^2 test: -0.028\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.271, R^2 test: -0.025\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.271, R^2 test: -0.021\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.030\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.800, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.621, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.158\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.190, R^2 test: 0.159\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.160\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.200, R^2 test: 0.272\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.200, R^2 test: 0.272\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.200, R^2 test: 0.272\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.193, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.755, Explained Variance Score Train: 0.200\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.253\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.258, R^2 test: 0.254\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.254\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.175, R^2 test: 0.145\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.175, R^2 test: 0.145\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.175, R^2 test: 0.145\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.166, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.695, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.761, Explained Variance Score Test: 0.259\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.212, R^2 test: 0.149\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.150\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.212, R^2 test: 0.151\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.717, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.192\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.192\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.188, R^2 test: 0.191\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.179, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.720, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.215, R^2 test: 0.201\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.215, R^2 test: 0.201\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.215, R^2 test: 0.201\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.802, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.183, R^2 test: 0.152\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.183, R^2 test: 0.152\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.183, R^2 test: 0.151\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.165, R^2 test: 0.123\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.732, Explained Variance Score Train: 0.183\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.761, Explained Variance Score Test: 0.250\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.065\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.067\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.235, R^2 test: 0.070\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.226, R^2 test: 0.106\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.782, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.108, R^2 test: 0.175\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.108, R^2 test: 0.174\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.108, R^2 test: 0.173\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.100, R^2 test: 0.141\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.675, Explained Variance Score Train: 0.108\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.761, Explained Variance Score Test: 0.242\n", "\n", "\n", "\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.221, R^2 test: 0.074\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.221, R^2 test: 0.075\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.221, R^2 test: 0.076\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.083\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.221\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.175, R^2 test: 0.082\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.175, R^2 test: 0.084\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.175, R^2 test: 0.088\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.164, R^2 test: 0.125\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.761, Explained Variance Score Test: 0.271\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.260, R^2 test: 0.249\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.260, R^2 test: 0.248\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.260, R^2 test: 0.248\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.825, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.206\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.206\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.207\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.805, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.237\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.238\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.240\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.235\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.223, R^2 test: 0.235\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.223, R^2 test: 0.234\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.149, R^2 test: 0.117\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.149, R^2 test: 0.116\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.149, R^2 test: 0.115\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.132, R^2 test: 0.091\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.663, Explained Variance Score Train: 0.149\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.242\n", "\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.215\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.214\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.214\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.773, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.006\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.008\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.010\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.035\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.723, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.106\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.173, R^2 test: 0.107\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.173, R^2 test: 0.109\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.166, R^2 test: 0.127\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.173\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.277, R^2 test: 0.125\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.277, R^2 test: 0.124\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.277, R^2 test: 0.124\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.107\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.224, R^2 test: 0.183\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.224, R^2 test: 0.183\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.184\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.775, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.186\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.187\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.188\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.764, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.761, Explained Variance Score Test: 0.274\n", "\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.730 95% CI: [0.718 , 0.742]\n", "->AUC test: 0.761 95% CI: [0.761 , 0.761]\n", "->R^2 validation: 0.192 95% CI: [0.177 , 0.208]\n", "->R^2 test: 0.267 95% CI: [0.266 , 0.269]\n", "->Explained Variance validation: 0.182 95% CI: [0.167 , 0.197]\n", "->Explained Variance test: 0.264 95% CI: [0.262 , 0.267]\n", "Test set metrics:\n", "@threshold:0.812, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.769, sens:0.012, spec:1.000, ppv:1.000, acc:0.766, f1:0.024, mcc:0.000, total+:1, total-:349\n", "@threshold:0.650, sens:0.024, spec:0.996, ppv:0.667, acc:0.766, f1:0.047, mcc:0.107, total+:3, total-:347\n", "@threshold:0.638, sens:0.024, spec:0.993, ppv:0.500, acc:0.763, f1:0.046, mcc:0.038, total+:4, total-:346\n", "@threshold:0.636, sens:0.036, spec:0.993, ppv:0.600, acc:0.766, f1:0.068, mcc:0.059, total+:5, total-:345\n", "@threshold:0.440, sens:0.157, spec:0.989, ppv:0.812, acc:0.791, f1:0.263, mcc:0.112, total+:16, total-:334\n", "@threshold:0.440, sens:0.169, spec:0.989, ppv:0.824, acc:0.794, f1:0.280, mcc:0.117, total+:17, total-:333\n", "@threshold:0.412, sens:0.181, spec:0.981, ppv:0.750, acc:0.791, f1:0.291, mcc:0.067, total+:20, total-:330\n", "@threshold:0.337, sens:0.205, spec:0.978, ppv:0.739, acc:0.794, f1:0.321, mcc:0.059, total+:23, total-:327\n", "@threshold:0.316, sens:0.217, spec:0.970, ppv:0.692, acc:0.791, f1:0.330, mcc:0.043, total+:26, total-:324\n", "@threshold:0.306, sens:0.217, spec:0.966, ppv:0.667, acc:0.789, f1:0.327, mcc:0.037, total+:27, total-:323\n", "@threshold:0.302, sens:0.229, spec:0.966, ppv:0.679, acc:0.791, f1:0.342, mcc:0.039, total+:28, total-:322\n", "@threshold:0.301, sens:0.229, spec:0.951, ppv:0.594, acc:0.780, f1:0.330, mcc:0.023, total+:32, total-:318\n", "@threshold:0.297, sens:0.289, spec:0.951, ppv:0.649, acc:0.794, f1:0.400, mcc:0.029, total+:37, total-:313\n", "@threshold:0.295, sens:0.301, spec:0.951, ppv:0.658, acc:0.797, f1:0.413, mcc:0.030, total+:38, total-:312\n", "@threshold:0.285, sens:0.313, spec:0.948, ppv:0.650, acc:0.797, f1:0.423, mcc:0.028, total+:40, total-:310\n", "@threshold:0.267, sens:0.325, spec:0.940, ppv:0.628, acc:0.794, f1:0.429, mcc:0.025, total+:43, total-:307\n", "@threshold:0.264, sens:0.325, spec:0.936, ppv:0.614, acc:0.791, f1:0.425, mcc:0.023, total+:44, total-:306\n", "@threshold:0.253, sens:0.325, spec:0.925, ppv:0.574, acc:0.783, f1:0.415, mcc:0.018, total+:47, total-:303\n", "@threshold:0.251, sens:0.337, spec:0.925, ppv:0.583, acc:0.786, f1:0.427, mcc:0.019, total+:48, total-:302\n", "@threshold:0.250, sens:0.337, spec:0.921, ppv:0.571, acc:0.783, f1:0.424, mcc:0.017, total+:49, total-:301\n", "@threshold:0.241, sens:0.349, spec:0.918, ppv:0.569, acc:0.783, f1:0.433, mcc:0.017, total+:51, total-:299\n", "@threshold:0.214, sens:0.361, spec:0.906, ppv:0.545, acc:0.777, f1:0.435, mcc:0.015, total+:55, total-:295\n", "@threshold:0.213, sens:0.361, spec:0.903, ppv:0.536, acc:0.774, f1:0.432, mcc:0.014, total+:56, total-:294\n", "@threshold:0.206, sens:0.386, spec:0.899, ppv:0.542, acc:0.777, f1:0.451, mcc:0.014, total+:59, total-:291\n", "@threshold:0.204, sens:0.398, spec:0.895, ppv:0.541, acc:0.777, f1:0.458, mcc:0.014, total+:61, total-:289\n", "@threshold:0.204, sens:0.398, spec:0.891, ppv:0.532, acc:0.774, f1:0.455, mcc:0.013, total+:62, total-:288\n", "@threshold:0.202, sens:0.410, spec:0.891, ppv:0.540, acc:0.777, f1:0.466, mcc:0.013, total+:63, total-:287\n", "@threshold:0.199, sens:0.410, spec:0.888, ppv:0.531, acc:0.774, f1:0.463, mcc:0.013, total+:64, total-:286\n", "@threshold:0.194, sens:0.422, spec:0.884, ppv:0.530, acc:0.774, f1:0.470, mcc:0.013, total+:66, total-:284\n", "@threshold:0.194, sens:0.422, spec:0.880, ppv:0.522, acc:0.771, f1:0.467, mcc:0.012, total+:67, total-:283\n", "@threshold:0.184, sens:0.434, spec:0.869, ppv:0.507, acc:0.766, f1:0.468, mcc:0.011, total+:71, total-:279\n", "@threshold:0.174, sens:0.458, spec:0.865, ppv:0.514, acc:0.769, f1:0.484, mcc:0.011, total+:74, total-:276\n", "@threshold:0.170, sens:0.470, spec:0.865, ppv:0.520, acc:0.771, f1:0.494, mcc:0.011, total+:75, total-:275\n", "@threshold:0.165, sens:0.482, spec:0.858, ppv:0.513, acc:0.769, f1:0.497, mcc:0.011, total+:78, total-:272\n", "@threshold:0.165, sens:0.482, spec:0.854, ppv:0.506, acc:0.766, f1:0.494, mcc:0.010, total+:79, total-:271\n", "@threshold:0.162, sens:0.494, spec:0.854, ppv:0.512, 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spec:0.124, ppv:0.262, acc:0.331, f1:0.415, mcc:0.002, total+:317, total-:33\n", "@threshold:-0.413, sens:1.000, spec:0.109, ppv:0.259, acc:0.320, f1:0.411, mcc:0.002, total+:321, total-:29\n", "@threshold:-0.421, sens:1.000, spec:0.105, ppv:0.258, acc:0.317, f1:0.410, mcc:0.002, total+:322, total-:28\n", "@threshold:-0.544, sens:1.000, spec:0.056, ppv:0.248, acc:0.280, f1:0.397, mcc:0.002, total+:335, total-:15\n", "@threshold:-0.561, sens:1.000, spec:0.052, ppv:0.247, acc:0.277, f1:0.396, mcc:0.002, total+:336, total-:14\n", "@threshold:-1.075, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.462 95% CI: [0.451 , 0.473] | OR_adj 1.588 [1.570 1.606] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.462238932172\n", "Time to run analysis 0:00:31.204434\n", "Total Time elapsed 5:48:15.064884\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_latest randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.722, R^2 test: -0.348\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.589, R^2 test: -0.293\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.387, R^2 test: -0.137\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: -0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.455, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.727, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: 0.089\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: 0.228\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.306\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.749, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.811, R^2 test: 0.074\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.652, R^2 test: 0.219\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.484, R^2 test: 0.387\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.382\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.395\n", "AUC Test: 0.715, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.610, R^2 test: -0.294\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.502, R^2 test: -0.201\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: -0.101\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: -0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.700, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: 0.074\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.159\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.219\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.333, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.745, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.709, R^2 test: 0.040\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: 0.222\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.230\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.315, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.720, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.687, R^2 test: 0.015\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.541, R^2 test: 0.137\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.391, R^2 test: 0.185\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.348, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.809, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.741, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.731, R^2 test: -0.063\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.052\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: 0.202\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.385, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.728, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: -0.206\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.605, R^2 test: -0.074\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.448, R^2 test: 0.002\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.734, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.680, R^2 test: 0.075\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.465, R^2 test: 0.167\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.346, R^2 test: 0.211\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.316, R^2 test: 0.217\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.714, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.675, R^2 test: -0.291\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: -0.049\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.128\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.272, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.706, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.727, R^2 test: 0.103\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: 0.134\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.431, R^2 test: 0.146\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.392, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.829, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.741, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.256\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: 0.046\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.390, R^2 test: 0.179\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.855, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.709, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.601, R^2 test: -0.209\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.450, R^2 test: -0.101\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.333, R^2 test: 0.027\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.271, R^2 test: 0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.715, Explained Variance Score Test: 0.183\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.788, R^2 test: 0.118\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.595, R^2 test: 0.226\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.409, R^2 test: 0.245\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.340, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.724, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.781, R^2 test: -0.077\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.582, R^2 test: 0.009\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.383, R^2 test: 0.204\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.729, Explained Variance Score Test: 0.215\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.713, R^2 test: -0.028\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.598, R^2 test: 0.027\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.449, R^2 test: 0.078\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.407, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.850, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.731, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.715, R^2 test: -0.174\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.566, R^2 test: -0.071\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.073\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.364, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.741, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.742, R^2 test: 0.090\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.566, R^2 test: 0.144\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.156\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.383, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.818, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.734, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.675, R^2 test: -0.003\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.500, R^2 test: 0.082\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.352, R^2 test: 0.141\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.166\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.807, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.729, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: -0.520\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: -0.035\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.352, R^2 test: 0.183\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.724, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.822, R^2 test: -0.358\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.669, R^2 test: -0.175\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: 0.088\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.135\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.855, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.710, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.661, R^2 test: 0.058\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: 0.142\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: 0.156\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.304, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.739, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.099\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.548, R^2 test: 0.177\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.166\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.721, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.726, R^2 test: 0.127\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.593, R^2 test: 0.219\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.411, R^2 test: 0.293\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.741, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: -0.059\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.603, R^2 test: 0.038\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.421, R^2 test: 0.128\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.358, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.738, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.615, R^2 test: 0.111\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.486, R^2 test: 0.149\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.322, R^2 test: 0.090\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.284, R^2 test: 0.061\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.747, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: 0.106\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.489, R^2 test: 0.230\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.320, R^2 test: 0.250\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.269, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.716, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.744, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: 0.279\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.190\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.434, R^2 test: 0.222\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.835, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.722, Explained Variance Score Test: 0.117\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.725, R^2 test: -0.396\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.490, R^2 test: -0.073\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.328, R^2 test: 0.061\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.300, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.767, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.731, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.566, R^2 test: 0.114\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.407, R^2 test: 0.145\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.167\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.263, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.713, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.795, R^2 test: -0.223\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.611, R^2 test: -0.079\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.428, R^2 test: -0.006\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.723, Explained Variance Score Test: 0.203\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.802, R^2 test: -0.067\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.661, R^2 test: 0.050\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.459, R^2 test: 0.082\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.417, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.751, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.603, R^2 test: -0.015\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.492, R^2 test: 0.073\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.172\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.326, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.880, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.720, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: -0.107\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.050\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.372, R^2 test: 0.063\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.300, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.726, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.811, R^2 test: -0.020\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.637, R^2 test: 0.147\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.200\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.370, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.730, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.718, R^2 test: -0.191\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: -0.094\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.335, R^2 test: 0.020\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.276, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.729, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.568, R^2 test: -0.479\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.411, R^2 test: -0.357\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: -0.070\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.241, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.696, Explained Variance Score Test: 0.126\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.684, R^2 test: 0.051\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.519, R^2 test: 0.100\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.329, R^2 test: 0.146\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.270, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.777, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.747, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: -0.088\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.004\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: 0.060\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.850, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.689, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.806, R^2 test: -0.452\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: -0.141\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.033\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.250, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.713, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.598, R^2 test: 0.041\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.467, R^2 test: 0.122\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.376, R^2 test: 0.184\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.346, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.744, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.704, R^2 test: 0.072\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.508, R^2 test: 0.141\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: 0.151\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.295, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.720, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: 0.142\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.561, R^2 test: 0.138\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.409, R^2 test: 0.179\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.352, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.701, Explained Variance Score Test: 0.116\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.787, R^2 test: -0.343\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.620, R^2 test: 0.001\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: 0.105\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.729, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.668, R^2 test: 0.040\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: -0.000\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.304, R^2 test: 0.014\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.265, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.756, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.708, Explained Variance Score Test: 0.145\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: 0.228\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.239\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.428, R^2 test: 0.241\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.732, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.720, R^2 test: 0.056\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.514, R^2 test: 0.231\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: 0.195\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.334, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.724, Explained Variance Score Test: 0.235\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: 0.204\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: 0.261\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.395, R^2 test: 0.348\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.804, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.369\n", "AUC Test: 0.738, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.557, R^2 test: 0.039\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.415, R^2 test: 0.132\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.271, R^2 test: 0.182\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.224, R^2 test: 0.201\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.762, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.734, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.813, R^2 test: 0.097\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.655, R^2 test: 0.161\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.503, R^2 test: 0.175\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.428, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.840, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.736, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.766, R^2 test: -0.655\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.594, R^2 test: -0.256\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.399, R^2 test: -0.006\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.718, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: 0.078\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.183\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: 0.217\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.809, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.711, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: 0.057\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.122\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.326, R^2 test: 0.169\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.277, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.706, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.769, R^2 test: 0.067\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.544, R^2 test: 0.144\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.235\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.705, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: 0.217\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.455, R^2 test: 0.206\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.303, R^2 test: 0.195\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.264, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.785, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.733, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.728, R^2 test: -0.056\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.600, R^2 test: 0.103\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.396, R^2 test: 0.125\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.351, R^2 test: 0.072\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.726, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.730, R^2 test: 0.041\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.534, R^2 test: 0.066\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: 0.076\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.329, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.744, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.820, R^2 test: -0.297\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.694, R^2 test: -0.096\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: 0.126\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.840, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.735, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.778, R^2 test: 0.178\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.605, R^2 test: 0.167\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.423, R^2 test: 0.172\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.361, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.732, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.646, R^2 test: 0.079\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.456, R^2 test: 0.121\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.161\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.279, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.720, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.649, R^2 test: -0.600\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.496, R^2 test: -0.187\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: -0.181\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: -0.150\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.789, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.783, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.724, Explained Variance Score Test: 0.155\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.693, R^2 test: -0.204\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: -0.118\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.040\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.754, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.752, R^2 test: -0.001\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.395, R^2 test: 0.137\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.354, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.748, Explained Variance Score Test: 0.242\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.668, R^2 test: -0.105\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.476, R^2 test: 0.047\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.306, R^2 test: 0.137\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.269, R^2 test: 0.143\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.741, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.604, R^2 test: -0.045\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.465, R^2 test: 0.062\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.340, R^2 test: 0.097\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.101\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.730, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.797, R^2 test: -0.602\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.648, R^2 test: -0.413\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: -0.232\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: -0.072\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.636, Explained Variance Score Validation: -0.071\n", "AUC Test: 0.717, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.690, R^2 test: -0.145\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: 0.004\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.174\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.707, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.698, R^2 test: -0.118\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.105\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.335, R^2 test: 0.204\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.284, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.758, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.582, R^2 test: -0.065\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.441, R^2 test: -0.018\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.286, R^2 test: 0.146\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.245, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.713, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.587, R^2 test: 0.080\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.465, R^2 test: 0.159\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.269, R^2 test: 0.222\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.226, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.758, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.710, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.778, R^2 test: -0.164\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.105\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.198\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.851, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.714, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.632, R^2 test: -0.187\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.483, R^2 test: -0.001\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.301, R^2 test: 0.126\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.269, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.769, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.733, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.003\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: 0.035\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.415, R^2 test: 0.054\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.377, R^2 test: 0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.722, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.705, R^2 test: -0.086\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.519, R^2 test: 0.029\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.085\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.704, Explained Variance Score Test: 0.152\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: -0.132\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.510, R^2 test: 0.050\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.180\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.360, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.862, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.734, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: -0.362\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: -0.125\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.399, R^2 test: -0.051\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: -0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.809, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.709, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.739, R^2 test: -0.028\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: 0.138\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.242\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.739, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.622, R^2 test: -0.105\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.024\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.374, R^2 test: 0.092\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.342, R^2 test: 0.119\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.722, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.761, R^2 test: -0.419\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.546, R^2 test: -0.208\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.382, R^2 test: -0.034\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.320, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.726, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: -0.036\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.540, R^2 test: 0.139\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.363, R^2 test: 0.218\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.778, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.874, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.725, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.764, R^2 test: 0.123\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.639, R^2 test: 0.216\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.519, R^2 test: 0.255\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.742, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.792, R^2 test: -0.074\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.645, R^2 test: 0.097\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: 0.160\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.487, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.849, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.726, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.723, R^2 test: -0.712\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.552, R^2 test: -0.289\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: -0.005\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.831, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.721, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.775, R^2 test: -0.157\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.534, R^2 test: 0.054\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.376, R^2 test: 0.183\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.339, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.736, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.792, R^2 test: -0.084\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: -0.003\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.086\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.585, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.761, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.176\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.548, R^2 test: -0.034\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.072\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.147\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.839, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.716, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.754, R^2 test: -0.156\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.574, R^2 test: 0.031\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.438, R^2 test: 0.102\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.742, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.781, R^2 test: 0.019\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.575, R^2 test: 0.136\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: 0.246\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.376, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.773, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.729, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.796, R^2 test: -0.214\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.643, R^2 test: -0.056\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.488, R^2 test: 0.121\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.427, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.849, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.735, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.648, R^2 test: 0.023\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.492, R^2 test: 0.102\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.194\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.722, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.672, R^2 test: 0.136\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.561, R^2 test: 0.164\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.197\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.862, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.728, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.646, R^2 test: -0.082\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: -0.128\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.400, R^2 test: -0.041\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.363, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.700, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.685, R^2 test: -0.388\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: -0.020\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.338, R^2 test: 0.150\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.294, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.739, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.552, R^2 test: 0.039\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: 0.096\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.164\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.260, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.795, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.736, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: -0.975\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.561, R^2 test: -0.717\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.379, R^2 test: -0.212\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: -0.062\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.666, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.710, Explained Variance Score Test: 0.201\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: 0.198\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.436, R^2 test: 0.208\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.264, R^2 test: 0.233\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.240, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.718, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.105\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.029\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: 0.179\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.343, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.709, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.602, R^2 test: 0.166\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.429, R^2 test: 0.183\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.276, R^2 test: 0.187\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.239, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.789, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.714, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.630, R^2 test: -0.065\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.474, R^2 test: -0.050\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.309, R^2 test: 0.062\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.274, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.706, Explained Variance Score Test: 0.184\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.724 95% CI: [0.711 , 0.737]\n", "->AUC test: 0.726 95% CI: [0.723 , 0.729]\n", "->R^2 validation: 0.163 95% CI: [0.145 , 0.181]\n", "->R^2 test: 0.209 95% CI: [0.202 , 0.215]\n", "->Explained Variance validation: 0.150 95% CI: [0.132 , 0.169]\n", "->Explained Variance test: 0.206 95% CI: [0.199 , 0.212]\n", "Test set metrics:\n", "@threshold:2.156, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.156, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.148, sens:0.133, spec:0.989, ppv:0.786, acc:0.786, f1:0.227, mcc:0.100, total+:14, total-:336\n", "@threshold:1.146, sens:0.157, spec:0.989, ppv:0.812, acc:0.791, f1:0.263, mcc:0.112, total+:16, total-:334\n", "@threshold:0.982, sens:0.181, spec:0.981, ppv:0.750, acc:0.791, f1:0.291, mcc:0.067, total+:20, total-:330\n", "@threshold:0.887, sens:0.193, spec:0.978, ppv:0.727, acc:0.791, f1:0.305, mcc:0.056, total+:22, total-:328\n", "@threshold:0.816, sens:0.205, spec:0.978, ppv:0.739, acc:0.794, f1:0.321, mcc:0.059, total+:23, total-:327\n", "@threshold:0.813, sens:0.217, spec:0.974, ppv:0.720, acc:0.794, f1:0.333, mcc:0.051, total+:25, total-:325\n", "@threshold:0.805, sens:0.229, spec:0.970, ppv:0.704, acc:0.794, f1:0.345, mcc:0.045, total+:27, total-:323\n", "@threshold:0.803, sens:0.241, spec:0.970, ppv:0.714, acc:0.797, f1:0.360, mcc:0.047, total+:28, total-:322\n", "@threshold:0.739, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.730, sens:0.241, spec:0.944, ppv:0.571, acc:0.777, f1:0.339, mcc:0.020, total+:35, total-:315\n", "@threshold:0.715, sens:0.253, spec:0.933, ppv:0.538, acc:0.771, f1:0.344, mcc:0.016, total+:39, total-:311\n", "@threshold:0.714, sens:0.265, spec:0.925, ppv:0.524, acc:0.769, f1:0.352, mcc:0.014, total+:42, total-:308\n", "@threshold:0.714, sens:0.277, spec:0.925, ppv:0.535, acc:0.771, f1:0.365, mcc:0.015, total+:43, total-:307\n", "@threshold:0.609, sens:0.289, spec:0.918, ppv:0.522, acc:0.769, f1:0.372, mcc:0.014, total+:46, total-:304\n", "@threshold:0.584, sens:0.289, spec:0.914, ppv:0.511, acc:0.766, f1:0.369, mcc:0.013, total+:47, total-:303\n", "@threshold:0.549, sens:0.313, spec:0.906, ppv:0.510, acc:0.766, f1:0.388, mcc:0.012, total+:51, total-:299\n", "@threshold:0.542, sens:0.349, spec:0.906, ppv:0.537, acc:0.774, f1:0.423, mcc:0.014, total+:54, total-:296\n", "@threshold:0.542, sens:0.361, spec:0.906, ppv:0.545, acc:0.777, f1:0.435, mcc:0.015, total+:55, total-:295\n", "@threshold:0.541, sens:0.373, spec:0.903, ppv:0.544, acc:0.777, f1:0.443, mcc:0.014, total+:57, total-:293\n", "@threshold:0.539, sens:0.386, spec:0.903, ppv:0.552, acc:0.780, f1:0.454, mcc:0.015, total+:58, total-:292\n", "@threshold:0.529, sens:0.422, spec:0.839, ppv:0.449, acc:0.740, f1:0.435, mcc:0.007, total+:78, total-:272\n", "@threshold:0.521, sens:0.434, spec:0.831, ppv:0.444, acc:0.737, f1:0.439, mcc:0.007, total+:81, total-:269\n", "@threshold:0.488, sens:0.446, spec:0.828, ppv:0.446, acc:0.737, f1:0.446, mcc:0.007, total+:83, total-:267\n", "@threshold:0.487, sens:0.446, spec:0.813, ppv:0.425, acc:0.726, f1:0.435, mcc:0.006, total+:87, total-:263\n", "@threshold:0.469, sens:0.458, spec:0.809, ppv:0.427, acc:0.726, f1:0.442, mcc:0.006, total+:89, total-:261\n", "@threshold:0.441, sens:0.470, spec:0.798, ppv:0.419, acc:0.720, f1:0.443, mcc:0.006, total+:93, total-:257\n", "@threshold:0.424, sens:0.470, spec:0.794, ppv:0.415, acc:0.717, f1:0.441, mcc:0.006, total+:94, total-:256\n", "@threshold:0.417, sens:0.482, spec:0.794, ppv:0.421, acc:0.720, f1:0.449, mcc:0.006, total+:95, total-:255\n", "@threshold:0.409, sens:0.482, spec:0.790, ppv:0.417, acc:0.717, f1:0.447, mcc:0.006, total+:96, total-:254\n", "@threshold:0.396, sens:0.518, spec:0.783, ppv:0.426, acc:0.720, f1:0.467, mcc:0.006, total+:101, total-:249\n", "@threshold:0.389, sens:0.530, spec:0.779, ppv:0.427, acc:0.720, f1:0.473, mcc:0.006, total+:103, total-:247\n", "@threshold:0.347, sens:0.530, spec:0.775, ppv:0.423, acc:0.717, f1:0.471, mcc:0.006, total+:104, total-:246\n", "@threshold:0.338, sens:0.542, spec:0.760, ppv:0.413, acc:0.709, f1:0.469, mcc:0.005, total+:109, total-:241\n", "@threshold:0.335, sens:0.554, spec:0.753, ppv:0.411, acc:0.706, f1:0.472, mcc:0.005, total+:112, total-:238\n", "@threshold:0.271, sens:0.566, spec:0.753, ppv:0.416, acc:0.709, f1:0.480, mcc:0.006, total+:113, total-:237\n", "@threshold:0.269, sens:0.566, spec:0.749, ppv:0.412, acc:0.706, f1:0.477, mcc:0.005, total+:114, total-:236\n", "@threshold:0.263, sens:0.566, spec:0.742, ppv:0.405, acc:0.700, f1:0.472, mcc:0.005, total+:116, total-:234\n", "@threshold:0.262, sens:0.602, spec:0.734, ppv:0.413, acc:0.703, f1:0.490, mcc:0.005, total+:121, total-:229\n", "@threshold:0.254, sens:0.614, spec:0.734, ppv:0.418, acc:0.706, f1:0.498, mcc:0.006, total+:122, total-:228\n", "@threshold:0.251, sens:0.614, spec:0.730, ppv:0.415, acc:0.703, f1:0.495, mcc:0.005, total+:123, total-:227\n", "@threshold:0.230, sens:0.614, spec:0.708, ppv:0.395, acc:0.686, f1:0.481, mcc:0.005, total+:129, total-:221\n", "@threshold:0.198, sens:0.627, spec:0.682, ppv:0.380, acc:0.669, f1:0.473, mcc:0.004, total+:137, total-:213\n", "@threshold:0.197, sens:0.627, spec:0.674, ppv:0.374, acc:0.663, f1:0.468, mcc:0.004, total+:139, total-:211\n", "@threshold:0.195, sens:0.639, spec:0.670, ppv:0.376, acc:0.663, f1:0.473, mcc:0.004, total+:141, total-:209\n", "@threshold:0.183, sens:0.651, spec:0.659, ppv:0.372, acc:0.657, f1:0.474, mcc:0.004, total+:145, total-:205\n", "@threshold:0.183, sens:0.651, spec:0.655, ppv:0.370, acc:0.654, f1:0.472, mcc:0.004, total+:146, total-:204\n", "@threshold:0.181, sens:0.663, spec:0.655, ppv:0.374, acc:0.657, f1:0.478, mcc:0.004, total+:147, total-:203\n", "@threshold:0.181, sens:0.675, spec:0.652, ppv:0.376, acc:0.657, f1:0.483, mcc:0.004, total+:149, total-:201\n", "@threshold:0.178, sens:0.675, spec:0.648, ppv:0.373, acc:0.654, f1:0.481, mcc:0.004, total+:150, total-:200\n", "@threshold:0.177, sens:0.687, spec:0.640, ppv:0.373, acc:0.651, f1:0.483, mcc:0.004, total+:153, total-:197\n", "@threshold:0.170, sens:0.711, spec:0.610, ppv:0.362, acc:0.634, f1:0.480, mcc:0.004, total+:163, total-:187\n", "@threshold:0.126, sens:0.723, spec:0.603, ppv:0.361, acc:0.631, f1:0.482, mcc:0.004, total+:166, total-:184\n", "@threshold:0.124, sens:0.723, spec:0.599, ppv:0.359, acc:0.629, f1:0.480, mcc:0.004, total+:167, total-:183\n", "@threshold:0.069, sens:0.747, spec:0.599, ppv:0.367, acc:0.634, f1:0.492, mcc:0.004, total+:169, total-:181\n", "@threshold:0.060, sens:0.759, spec:0.569, ppv:0.354, acc:0.614, f1:0.483, mcc:0.003, total+:178, total-:172\n", "@threshold:0.060, sens:0.771, spec:0.562, ppv:0.354, acc:0.611, f1:0.485, mcc:0.003, total+:181, total-:169\n", "@threshold:0.045, sens:0.771, spec:0.558, ppv:0.352, acc:0.609, f1:0.483, mcc:0.003, total+:182, total-:168\n", "@threshold:0.003, sens:0.771, spec:0.539, ppv:0.342, acc:0.594, f1:0.474, mcc:0.003, total+:187, total-:163\n", "@threshold:0.001, sens:0.771, spec:0.528, ppv:0.337, acc:0.586, f1:0.469, mcc:0.003, total+:190, total-:160\n", "@threshold:-0.063, sens:0.783, spec:0.528, ppv:0.340, acc:0.589, f1:0.474, mcc:0.003, total+:191, total-:159\n", "@threshold:-0.063, sens:0.783, spec:0.524, ppv:0.339, acc:0.586, f1:0.473, mcc:0.003, total+:192, total-:158\n", "@threshold:-0.067, sens:0.783, spec:0.509, ppv:0.332, acc:0.574, f1:0.466, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.094, sens:0.795, spec:0.494, ppv:0.328, acc:0.566, f1:0.465, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.114, sens:0.807, spec:0.487, ppv:0.328, acc:0.563, f1:0.467, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.118, sens:0.807, spec:0.483, ppv:0.327, acc:0.560, f1:0.465, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.232, sens:0.807, spec:0.457, ppv:0.316, acc:0.540, f1:0.454, mcc:0.002, total+:212, total-:138\n", "@threshold:-0.258, sens:0.807, spec:0.453, ppv:0.315, acc:0.537, f1:0.453, mcc:0.002, total+:213, total-:137\n", "@threshold:-0.258, sens:0.807, spec:0.442, ppv:0.310, acc:0.529, f1:0.448, mcc:0.002, total+:216, total-:134\n", "@threshold:-0.284, sens:0.807, spec:0.438, ppv:0.309, acc:0.526, f1:0.447, mcc:0.002, total+:217, total-:133\n", "@threshold:-0.302, sens:0.807, spec:0.431, ppv:0.306, acc:0.520, f1:0.444, mcc:0.002, total+:219, total-:131\n", "@threshold:-0.302, sens:0.831, spec:0.416, ppv:0.307, acc:0.514, f1:0.448, mcc:0.002, total+:225, total-:125\n", "@threshold:-0.307, sens:0.831, spec:0.412, ppv:0.305, acc:0.511, f1:0.447, mcc:0.002, total+:226, total-:124\n", "@threshold:-0.312, sens:0.831, spec:0.401, ppv:0.301, acc:0.503, f1:0.442, mcc:0.002, total+:229, total-:121\n", "@threshold:-0.329, sens:0.843, spec:0.397, ppv:0.303, acc:0.503, f1:0.446, mcc:0.002, total+:231, total-:119\n", "@threshold:-0.351, sens:0.855, spec:0.393, ppv:0.305, acc:0.503, f1:0.449, mcc:0.002, total+:233, total-:117\n", "@threshold:-0.353, sens:0.855, spec:0.390, ppv:0.303, acc:0.500, f1:0.448, mcc:0.002, total+:234, total-:116\n", "@threshold:-0.402, sens:0.867, spec:0.386, ppv:0.305, acc:0.500, f1:0.451, mcc:0.002, total+:236, total-:114\n", "@threshold:-0.402, sens:0.867, spec:0.382, ppv:0.304, acc:0.497, f1:0.450, mcc:0.002, total+:237, total-:113\n", "@threshold:-0.407, sens:0.867, spec:0.375, ppv:0.301, acc:0.491, f1:0.447, mcc:0.002, total+:239, total-:111\n", "@threshold:-0.408, sens:0.880, spec:0.375, ppv:0.304, acc:0.494, f1:0.452, mcc:0.002, total+:240, total-:110\n", "@threshold:-0.409, sens:0.880, spec:0.371, ppv:0.303, acc:0.491, f1:0.451, mcc:0.002, total+:241, total-:109\n", "@threshold:-0.414, sens:0.892, spec:0.356, ppv:0.301, acc:0.483, f1:0.450, mcc:0.002, total+:246, total-:104\n", "@threshold:-0.416, sens:0.892, spec:0.352, ppv:0.300, acc:0.480, f1:0.448, mcc:0.002, total+:247, total-:103\n", "@threshold:-0.417, sens:0.892, spec:0.341, ppv:0.296, acc:0.471, f1:0.444, mcc:0.002, total+:250, total-:100\n", "@threshold:-0.418, sens:0.892, spec:0.337, ppv:0.295, acc:0.469, f1:0.443, mcc:0.002, total+:251, total-:99\n", "@threshold:-0.418, sens:0.904, spec:0.333, ppv:0.296, acc:0.469, f1:0.446, mcc:0.002, total+:253, total-:97\n", "@threshold:-0.420, sens:0.904, spec:0.303, ppv:0.287, acc:0.446, f1:0.436, mcc:0.002, total+:261, total-:89\n", "@threshold:-0.421, sens:0.904, spec:0.300, ppv:0.286, acc:0.443, f1:0.435, mcc:0.002, total+:262, total-:88\n", "@threshold:-0.424, sens:0.904, spec:0.285, ppv:0.282, acc:0.431, f1:0.430, mcc:0.002, total+:266, total-:84\n", "@threshold:-0.439, sens:0.904, spec:0.251, ppv:0.273, acc:0.406, f1:0.419, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.441, sens:0.904, spec:0.247, ppv:0.272, acc:0.403, f1:0.418, mcc:0.002, total+:276, total-:74\n", "@threshold:-0.446, sens:0.916, spec:0.225, ppv:0.269, acc:0.389, f1:0.415, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.450, sens:0.916, spec:0.221, ppv:0.268, acc:0.386, f1:0.414, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.450, sens:0.916, spec:0.210, ppv:0.265, acc:0.377, f1:0.411, mcc:0.002, total+:287, total-:63\n", "@threshold:-0.453, sens:0.916, spec:0.202, ppv:0.263, acc:0.371, f1:0.409, mcc:0.001, total+:289, total-:61\n", "@threshold:-0.456, sens:0.928, spec:0.199, ppv:0.265, acc:0.371, f1:0.412, mcc:0.002, total+:291, total-:59\n", "@threshold:-0.457, sens:0.940, spec:0.199, ppv:0.267, acc:0.374, f1:0.416, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.483, sens:0.940, spec:0.195, ppv:0.266, acc:0.371, f1:0.415, mcc:0.002, total+:293, total-:57\n", "@threshold:-0.485, sens:0.940, spec:0.180, ppv:0.263, acc:0.360, f1:0.411, mcc:0.002, total+:297, total-:53\n", "@threshold:-0.510, sens:0.940, spec:0.176, ppv:0.262, acc:0.357, f1:0.409, mcc:0.002, total+:298, total-:52\n", "@threshold:-0.527, sens:0.964, spec:0.146, ppv:0.260, acc:0.340, f1:0.409, mcc:0.002, total+:308, total-:42\n", "@threshold:-0.556, sens:0.964, spec:0.131, ppv:0.256, acc:0.329, f1:0.405, mcc:0.002, total+:312, total-:38\n", "@threshold:-0.558, sens:0.964, spec:0.127, ppv:0.256, acc:0.326, f1:0.404, mcc:0.002, total+:313, total-:37\n", "@threshold:-0.560, sens:0.964, spec:0.112, ppv:0.252, acc:0.314, f1:0.400, mcc:0.001, total+:317, total-:33\n", "@threshold:-0.562, sens:0.964, spec:0.105, ppv:0.251, acc:0.309, f1:0.398, mcc:0.001, total+:319, total-:31\n", "@threshold:-0.563, sens:0.964, spec:0.101, ppv:0.250, acc:0.306, f1:0.397, mcc:0.001, total+:320, total-:30\n", "@threshold:-0.567, sens:0.964, spec:0.086, ppv:0.247, acc:0.294, f1:0.393, mcc:0.001, total+:324, total-:26\n", "@threshold:-0.569, sens:0.964, spec:0.082, ppv:0.246, acc:0.291, f1:0.392, mcc:0.001, total+:325, total-:25\n", "@threshold:-0.572, sens:0.976, spec:0.071, ppv:0.246, acc:0.286, f1:0.393, mcc:0.001, total+:329, total-:21\n", "@threshold:-0.575, sens:1.000, spec:0.071, ppv:0.251, acc:0.291, f1:0.401, mcc:0.002, total+:331, total-:19\n", "@threshold:-0.581, sens:1.000, spec:0.060, ppv:0.249, acc:0.283, f1:0.398, mcc:0.002, total+:334, total-:16\n", "@threshold:-0.696, sens:1.000, spec:0.045, ppv:0.246, acc:0.271, f1:0.394, mcc:0.002, total+:338, total-:12\n", "@threshold:-0.701, sens:1.000, spec:0.041, ppv:0.245, acc:0.269, f1:0.393, mcc:0.002, total+:339, total-:11\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:04.902416\n", "Total Time elapsed 5:54:19.967935\n", "-----------------------------------------------------\n", "\n", "boys no_min wfl_latest gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.140\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.140\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.722, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.067\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.067\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.873, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.699, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: -0.020\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: -0.022\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: -0.022\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.849, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.660, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.726, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: -0.120\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: -0.120\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: -0.120\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.744, Explained Variance Score Validation: -0.120\n", "AUC Test: 0.719, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.004\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.004\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.708, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.426, R^2 test: 0.018\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.017\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.887, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.692, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.055\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.055\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.729, Explained Variance Score Test: 0.118\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.035\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.035\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.035\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.678, Explained Variance Score Test: 0.087\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.026\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.026\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.022\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.727, Explained Variance Score Test: 0.143\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.187\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: 0.170\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: 0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.714, Explained Variance Score Test: 0.137\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.178, R^2 test: 0.238\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.178, R^2 test: 0.238\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.178, R^2 test: 0.238\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.734, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.263, R^2 test: 0.362\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.263, R^2 test: 0.356\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.267, R^2 test: 0.355\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.755, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.714, Explained Variance Score Test: 0.157\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.250\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.250\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.250\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.750, Explained Variance Score Test: 0.140\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.478, R^2 test: 0.094\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.478, R^2 test: 0.094\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: 0.094\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.716, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.294\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.294\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.294\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.777, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.723, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.222\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.222\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.674, Explained Variance Score Test: 0.096\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.131\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.131\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.756, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.731, Explained Variance Score Test: 0.221\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.256\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.256\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.256\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.745, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.086\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.086\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.086\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.671, Explained Variance Score Test: 0.134\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: -0.055\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: -0.055\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: -0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.516\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.692, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: -0.004\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.331, R^2 test: -0.032\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.331, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.890, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.710, Explained Variance Score Test: 0.168\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.133\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.133\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.133\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.673, Explained Variance Score Test: 0.146\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.083\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.083\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.083\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.737, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.055\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.055\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.842, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.706, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.157\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.157\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.157\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.702, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: -0.044\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: -0.044\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: -0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.818, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.651, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.661, Explained Variance Score Test: 0.090\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.073\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.073\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.073\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.875, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.046\n", "AUC Test: 0.714, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.353, R^2 test: 0.046\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.046\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.355, R^2 test: 0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.046\n", "AUC Test: 0.713, Explained Variance Score Test: 0.140\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.232\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.232\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.232\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.819, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.724, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.101\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.101\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.101\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.699, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.010\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.010\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.718, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.094\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.474, R^2 test: 0.096\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.496\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.741, Explained Variance Score Test: 0.215\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.207\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.207\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.207\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.840, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.729, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.459, R^2 test: 0.041\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.463, R^2 test: 0.046\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.463, R^2 test: 0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.714, Explained Variance Score Test: 0.121\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.081\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.081\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.726, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.109\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.109\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.773, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.737, Explained Variance Score Test: 0.128\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.060\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.060\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.060\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.693, Explained Variance Score Test: 0.158\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: 0.096\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: 0.096\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: 0.096\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.716, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.235, R^2 test: -0.082\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.235, R^2 test: -0.082\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.235, R^2 test: -0.082\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.704, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.099\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.099\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.099\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.859, Explained Variance Score Train: 0.551\n", "AUC Validation: 0.640, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.726, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.093\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.093\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.292, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.722, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.087\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.087\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.751, Explained Variance Score Validation: -0.072\n", "AUC Test: 0.763, Explained Variance Score Test: 0.151\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.205, R^2 test: 0.201\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.205, R^2 test: 0.201\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.205, R^2 test: 0.201\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.785, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.728, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.182, R^2 test: -0.045\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.189, R^2 test: -0.060\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.192, R^2 test: -0.025\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.062\n", "AUC Test: 0.750, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.229, R^2 test: 0.213\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.229, R^2 test: 0.213\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.229, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.733, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: -0.189\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: -0.191\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: -0.191\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.755, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.139\n", "AUC Test: 0.709, Explained Variance Score Test: 0.078\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.196\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.196\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.769, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.696, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.234, R^2 test: 0.049\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.234, R^2 test: 0.049\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.234, R^2 test: 0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.734, Explained Variance Score Test: 0.224\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.342, R^2 test: 0.174\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.342, R^2 test: 0.174\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.342, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.705, Explained Variance Score Test: 0.171\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.159\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.159\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.159\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.669, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.258\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.258\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.258\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.741, Explained Variance Score Test: 0.219\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.026\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.026\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.737, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.301\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.301\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.319, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.725, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.106\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.091\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.747, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.091\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.091\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.778, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.748, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.014\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.014\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.722, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.077\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.071\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.071\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.844, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.732, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.165\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.165\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.165\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.876, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.734, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: 0.186\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: 0.184\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.735, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.107\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.107\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.858, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.710, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.331, R^2 test: 0.126\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.331, R^2 test: 0.126\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.331, R^2 test: 0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.869, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.709, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.108\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.108\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.108\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.710, Explained Variance Score Test: 0.092\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.084\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.084\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.084\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.887, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.755, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.065\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.065\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.717, Explained Variance Score Test: 0.198\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.047\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.047\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: -0.047\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.872, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.768, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: -0.257\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: -0.257\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: -0.257\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.075\n", "AUC Test: 0.715, Explained Variance Score Test: 0.081\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: -0.035\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: -0.035\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: -0.035\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.874, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.732, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.717, Explained Variance Score Test: 0.107\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: -0.014\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: -0.014\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: -0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.735, Explained Variance Score Test: 0.163\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.206\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.206\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.206\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.730, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: -0.005\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: -0.005\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: -0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.723, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.110\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.110\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.730, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.199, R^2 test: 0.195\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.199, R^2 test: 0.195\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.199, R^2 test: 0.195\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.718, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.708, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.168\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: 0.169\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.766, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.665, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: -0.116\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: -0.116\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: -0.116\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.652, Explained Variance Score Validation: -0.110\n", "AUC Test: 0.704, Explained Variance Score Test: 0.103\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.132\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.132\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.874, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.738, Explained Variance Score Test: 0.230\n", "\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.137\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.139\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.139\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.731, Explained Variance Score Test: 0.205\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.086\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.086\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.725, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.073\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.073\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.073\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.718, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.068\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.068\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.068\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.720, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.189\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.196\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.742, Explained Variance Score Test: 0.261\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.021\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.021\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.021\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.689, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.136\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.136\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.136\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.777, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.714, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.181, R^2 test: 0.044\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.181, R^2 test: 0.044\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.181, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.715, Explained Variance Score Test: 0.154\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.032\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.032\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.724, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.031\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.031\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: -0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.804, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.724, Explained Variance Score Test: 0.166\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.095\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.095\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.743, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.106\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.744, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.208, R^2 test: 0.115\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.221, R^2 test: 0.144\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.222, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.655, Explained Variance Score Test: 0.059\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.083\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.072\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.807, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.709, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.016\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.016\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.016\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.695, Explained Variance Score Test: 0.130\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.110\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.110\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.851, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.670, Explained Variance Score Test: 0.134\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: -0.043\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: -0.043\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: -0.043\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.704, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.107\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.107\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.107\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.708, Explained Variance Score Test: 0.147\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.221\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.225\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.721, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: 0.064\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: 0.064\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.888, Explained Variance Score Train: 0.514\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.696, Explained Variance Score Test: 0.134\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.047\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.048\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.734, Explained Variance Score Test: 0.206\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.180\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.180\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.707, Explained Variance Score Test: 0.178\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: 0.236\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: 0.236\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: 0.236\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.739, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: -0.014\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: -0.014\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: -0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.722, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.410\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.410\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.410\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.416\n", "AUC Test: 0.728, Explained Variance Score Test: 0.151\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.712 95% CI: [0.698 , 0.725]\n", "->AUC test: 0.717 95% CI: [0.713 , 0.722]\n", "->R^2 validation: 0.131 95% CI: [0.110 , 0.152]\n", "->R^2 test: 0.176 95% CI: [0.166 , 0.186]\n", "->Explained Variance validation: 0.084 95% CI: [0.061 , 0.106]\n", "->Explained Variance test: 0.134 95% CI: [0.124 , 0.145]\n", "Test set metrics:\n", "@threshold:1.687, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.687, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.440, sens:0.036, spec:0.993, ppv:0.600, acc:0.766, f1:0.068, mcc:0.059, total+:5, total-:345\n", "@threshold:0.395, sens:0.145, spec:0.981, ppv:0.706, acc:0.783, f1:0.240, mcc:0.057, total+:17, total-:333\n", "@threshold:0.392, sens:0.253, spec:0.951, ppv:0.618, acc:0.786, f1:0.359, mcc:0.026, total+:34, total-:316\n", "@threshold:0.351, sens:0.289, spec:0.933, ppv:0.571, acc:0.780, f1:0.384, mcc:0.019, total+:42, total-:308\n", "@threshold:0.295, sens:0.313, spec:0.921, ppv:0.553, acc:0.777, f1:0.400, mcc:0.016, total+:47, total-:303\n", "@threshold:0.238, sens:0.313, spec:0.906, ppv:0.510, acc:0.766, f1:0.388, mcc:0.012, total+:51, total-:299\n", "@threshold:0.226, sens:0.325, spec:0.899, ppv:0.500, acc:0.763, f1:0.394, mcc:0.011, total+:54, total-:296\n", "@threshold:0.217, sens:0.349, spec:0.899, ppv:0.518, acc:0.769, f1:0.417, mcc:0.012, total+:56, total-:294\n", "@threshold:0.113, sens:0.349, spec:0.876, ppv:0.468, acc:0.751, f1:0.400, mcc:0.009, total+:62, total-:288\n", "@threshold:0.108, sens:0.361, spec:0.876, ppv:0.476, acc:0.754, f1:0.411, mcc:0.009, total+:63, total-:287\n", "@threshold:0.097, sens:0.398, spec:0.865, ppv:0.478, acc:0.754, f1:0.434, mcc:0.009, total+:69, total-:281\n", "@threshold:0.024, sens:0.446, spec:0.854, ppv:0.487, acc:0.757, f1:0.465, mcc:0.009, total+:76, total-:274\n", "@threshold:-0.060, sens:0.470, spec:0.846, ppv:0.487, acc:0.757, f1:0.479, mcc:0.009, total+:80, total-:270\n", "@threshold:-0.141, sens:0.542, spec:0.779, ppv:0.433, acc:0.723, f1:0.481, mcc:0.006, total+:104, total-:246\n", "@threshold:-0.145, sens:0.542, spec:0.764, ppv:0.417, acc:0.711, f1:0.471, mcc:0.006, total+:108, total-:242\n", "@threshold:-0.151, sens:0.566, spec:0.760, ppv:0.423, acc:0.714, f1:0.485, mcc:0.006, total+:111, total-:239\n", "@threshold:-0.153, sens:0.578, spec:0.749, ppv:0.417, acc:0.709, f1:0.485, mcc:0.006, total+:115, total-:235\n", "@threshold:-0.168, sens:0.578, spec:0.745, ppv:0.414, acc:0.706, f1:0.482, mcc:0.005, total+:116, total-:234\n", "@threshold:-0.206, sens:0.578, spec:0.719, ppv:0.390, acc:0.686, f1:0.466, mcc:0.005, total+:123, total-:227\n", "@threshold:-0.208, sens:0.639, spec:0.648, ppv:0.361, acc:0.646, f1:0.461, mcc:0.004, total+:147, total-:203\n", "@threshold:-0.211, sens:0.663, spec:0.607, ppv:0.344, acc:0.620, f1:0.453, mcc:0.003, total+:160, total-:190\n", "@threshold:-0.233, sens:0.699, spec:0.554, ppv:0.328, acc:0.589, f1:0.446, mcc:0.003, total+:177, total-:173\n", "@threshold:-0.234, sens:0.711, spec:0.532, ppv:0.321, acc:0.574, f1:0.442, mcc:0.002, total+:184, total-:166\n", "@threshold:-0.286, sens:0.843, spec:0.360, ppv:0.290, acc:0.474, f1:0.432, mcc:0.002, total+:241, total-:109\n", "@threshold:-0.309, sens:0.867, spec:0.352, ppv:0.294, acc:0.474, f1:0.439, mcc:0.002, total+:245, total-:105\n", "@threshold:-0.324, sens:0.892, spec:0.311, ppv:0.287, acc:0.449, f1:0.434, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.355, sens:0.940, spec:0.303, ppv:0.295, acc:0.454, f1:0.450, mcc:0.002, total+:264, total-:86\n", "@threshold:-0.400, sens:0.940, spec:0.296, ppv:0.293, acc:0.449, f1:0.447, mcc:0.002, total+:266, total-:84\n", "@threshold:-0.469, sens:0.940, spec:0.262, ppv:0.284, acc:0.423, f1:0.436, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.510, sens:0.952, spec:0.221, ppv:0.275, acc:0.394, f1:0.427, mcc:0.002, total+:287, total-:63\n", "@threshold:-0.513, sens:0.952, spec:0.217, ppv:0.274, acc:0.391, f1:0.426, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.525, sens:0.952, spec:0.199, ppv:0.270, acc:0.377, f1:0.420, mcc:0.002, total+:293, total-:57\n", "@threshold:-0.526, sens:0.952, spec:0.184, ppv:0.266, acc:0.366, f1:0.416, mcc:0.002, total+:297, total-:53\n", "@threshold:-0.533, sens:0.964, spec:0.165, ppv:0.264, acc:0.354, f1:0.415, mcc:0.002, total+:303, total-:47\n", "@threshold:-0.559, sens:0.964, spec:0.161, ppv:0.263, acc:0.351, f1:0.413, mcc:0.002, total+:304, total-:46\n", "@threshold:-0.633, sens:0.976, spec:0.101, ppv:0.252, acc:0.309, f1:0.401, mcc:0.002, total+:321, total-:29\n", "@threshold:-0.655, sens:0.976, spec:0.064, ppv:0.245, acc:0.280, f1:0.391, mcc:0.001, total+:331, total-:19\n", "@threshold:-0.655, sens:0.988, spec:0.056, ppv:0.246, acc:0.277, f1:0.393, mcc:0.002, total+:334, total-:16\n", "@threshold:-0.658, sens:1.000, spec:0.045, ppv:0.246, acc:0.271, f1:0.394, mcc:0.002, total+:338, total-:12\n", "@threshold:-0.692, sens:1.000, spec:0.037, ppv:0.244, acc:0.266, f1:0.392, mcc:0.002, total+:340, total-:10\n", "@threshold:-0.781, sens:1.000, spec:0.026, ppv:0.242, acc:0.257, f1:0.390, mcc:0.002, total+:343, total-:7\n", "@threshold:-0.876, sens:1.000, spec:0.015, ppv:0.240, acc:0.249, f1:0.387, mcc:0.002, total+:346, total-:4\n", "@threshold:-0.910, sens:1.000, spec:0.011, ppv:0.239, acc:0.246, f1:0.386, mcc:0.002, total+:347, total-:3\n", "@threshold:-0.987, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:01:56.979631\n", "Total Time elapsed 5:56:16.948180\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_19_24 lasso regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.294, R^2 test: 0.259\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.294, R^2 test: 0.260\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.294, R^2 test: 0.260\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.820, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.175, R^2 test: 0.346\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.175, R^2 test: 0.343\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.175, R^2 test: 0.340\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.158, R^2 test: 0.272\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.740, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.362\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.155, R^2 test: 0.304\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.155, R^2 test: 0.302\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.155, R^2 test: 0.300\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.142, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.667, Explained Variance Score Train: 0.155\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.412\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.223, R^2 test: 0.412\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.223, R^2 test: 0.413\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.412\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.441\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.260\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.260\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.260, R^2 test: 0.260\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.805, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.197, R^2 test: 0.307\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.308\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.197, R^2 test: 0.308\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.178, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.744, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "\n", "\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.219, R^2 test: 0.333\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.219, R^2 test: 0.333\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.219, R^2 test: 0.332\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.207, R^2 test: 0.307\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.771, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.244, R^2 test: 0.202\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.244, R^2 test: 0.202\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.244, R^2 test: 0.201\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.749, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.305, R^2 test: 0.260\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.305, R^2 test: 0.259\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.305, R^2 test: 0.259\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.697, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.229\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.229\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.229\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.719, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.148, R^2 test: -0.022\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.148, R^2 test: -0.020\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.148, R^2 test: -0.018\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.137, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.691, Explained Variance Score Train: 0.148\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.762, Explained Variance Score Test: 0.272\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.147, R^2 test: 0.253\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.147, R^2 test: 0.251\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.146, R^2 test: 0.249\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.130, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.687, Explained Variance Score Train: 0.147\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.762, Explained Variance Score Test: 0.276\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.228, R^2 test: 0.233\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.228, R^2 test: 0.233\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.228, R^2 test: 0.233\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.207, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.723, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.366, R^2 test: 0.245\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.366, R^2 test: 0.244\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.244\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.722, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.389, R^2 test: 0.244\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.389, R^2 test: 0.244\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.389, R^2 test: 0.244\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.254, R^2 test: 0.238\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.254, R^2 test: 0.240\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.254, R^2 test: 0.241\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.295, R^2 test: 0.217\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.295, R^2 test: 0.217\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.218\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.749, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.355, R^2 test: 0.259\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.260\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.355, R^2 test: 0.261\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.224, R^2 test: 0.121\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.224, R^2 test: 0.121\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.121\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.112\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.765, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.342, R^2 test: 0.126\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.342, R^2 test: 0.127\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.342, R^2 test: 0.128\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.239\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.238\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.238\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.763, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.525\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.522\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.519\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.442\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.525\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.215, R^2 test: 0.247\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.215, R^2 test: 0.247\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.215, R^2 test: 0.248\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.274, R^2 test: 0.154\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.274, R^2 test: 0.156\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.274, R^2 test: 0.157\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.298, R^2 test: 0.204\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.298, R^2 test: 0.205\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.207\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.758, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.423, R^2 test: 0.159\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.423, R^2 test: 0.159\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.423, R^2 test: 0.159\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.406, R^2 test: 0.154\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.864, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.306, R^2 test: 0.177\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.306, R^2 test: 0.179\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.306, R^2 test: 0.181\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.213, R^2 test: 0.117\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.213, R^2 test: 0.118\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.213, R^2 test: 0.120\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.231, R^2 test: 0.215\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.231, R^2 test: 0.217\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.231, R^2 test: 0.221\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.732, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.265, R^2 test: 0.315\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.265, R^2 test: 0.314\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.314\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.277, R^2 test: 0.091\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.277, R^2 test: 0.093\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.277, R^2 test: 0.094\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.113\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.287, R^2 test: 0.216\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.287, R^2 test: 0.218\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.287, R^2 test: 0.222\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.234, R^2 test: 0.307\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.234, R^2 test: 0.306\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.304\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.700, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.206, R^2 test: 0.034\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.206, R^2 test: 0.036\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.206, R^2 test: 0.037\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.055\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.741, Explained Variance Score Train: 0.206\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.762, Explained Variance Score Test: 0.271\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.353\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.351\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.350\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.233, R^2 test: 0.304\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.722, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.236, R^2 test: 0.330\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.236, R^2 test: 0.330\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.330\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.256\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.190, R^2 test: 0.257\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.189, R^2 test: 0.258\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.720, Explained Variance Score Train: 0.189\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.214\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.213\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.213\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.217, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.758, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.419\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.419\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.419\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.400\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.375, R^2 test: 0.111\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.375, R^2 test: 0.114\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.375, R^2 test: 0.117\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.359, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.236\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.236\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.236\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.739, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.296, R^2 test: 0.012\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.296, R^2 test: 0.015\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.296, R^2 test: 0.019\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.072\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.291\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.291\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.291\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.740, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.311, R^2 test: 0.080\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.311, R^2 test: 0.082\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.310, R^2 test: 0.085\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.119\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.802, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.331\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.330\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.328\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.818, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.261\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.261\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.261\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.704, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.507\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.505\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.503\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.247, R^2 test: 0.440\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.757, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.882, Explained Variance Score Validation: 0.503\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.347, R^2 test: 0.246\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.347, R^2 test: 0.246\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.245\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.206\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.205\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.282, R^2 test: 0.204\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.775, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.284, R^2 test: 0.163\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.284, R^2 test: 0.164\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.165\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.140, R^2 test: 0.222\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.140, R^2 test: 0.221\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.140, R^2 test: 0.220\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.122, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.723, Explained Variance Score Train: 0.140\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.762, Explained Variance Score Test: 0.270\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.384, R^2 test: 0.188\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.384, R^2 test: 0.189\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.384, R^2 test: 0.189\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.373, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.273\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.272\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.271\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.727, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.376, R^2 test: 0.096\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.376, R^2 test: 0.096\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.376, R^2 test: 0.096\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.099\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.323, R^2 test: 0.239\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.323, R^2 test: 0.240\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.322, R^2 test: 0.240\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.785, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.308, R^2 test: 0.279\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.308, R^2 test: 0.280\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.308, R^2 test: 0.281\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.155\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.156\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.157\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.736, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.331, R^2 test: 0.204\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.331, R^2 test: 0.205\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.331, R^2 test: 0.206\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.128\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.173, R^2 test: 0.130\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.172, R^2 test: 0.131\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.748, Explained Variance Score Train: 0.172\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.119, R^2 test: 0.291\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.119, R^2 test: 0.288\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.119, R^2 test: 0.284\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.104, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.683, Explained Variance Score Train: 0.119\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.762, Explained Variance Score Test: 0.248\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.185, R^2 test: 0.249\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.185, R^2 test: 0.248\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.185, R^2 test: 0.247\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.168, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.769, Explained Variance Score Train: 0.185\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.300, R^2 test: 0.070\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.300, R^2 test: 0.072\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.299, R^2 test: 0.075\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.108\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.366, R^2 test: 0.218\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.366, R^2 test: 0.219\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.220\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.170\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.172\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.174\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.193, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.717, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.262\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.262\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.262\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.217, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.701, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.064\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.065\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.188, R^2 test: 0.068\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.160, R^2 test: 0.081\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.711, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.762, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.226, R^2 test: 0.313\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.226, R^2 test: 0.313\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.226, R^2 test: 0.312\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.754, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.256\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.255\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.255\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.804, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.157, R^2 test: 0.232\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.157, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.157, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.142, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.157\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.327, R^2 test: -0.103\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.327, R^2 test: -0.098\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.327, R^2 test: -0.092\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.762, Explained Variance Score Test: 0.276\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.423\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.421\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.418\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.352\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.780, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.133\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.258, R^2 test: 0.134\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.135\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.800, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.176\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.177\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.178\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.748, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.125\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.203, R^2 test: 0.127\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.203, R^2 test: 0.129\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.732, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.348\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.348\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.348\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.330\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.731, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.276\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.190, R^2 test: 0.274\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.272\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.178, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.762, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.185, R^2 test: 0.205\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.185, R^2 test: 0.205\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.184, R^2 test: 0.206\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.185\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.316, R^2 test: 0.250\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.316, R^2 test: 0.250\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.250\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.300, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.727, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.159, R^2 test: 0.197\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.159, R^2 test: 0.197\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.159, R^2 test: 0.196\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.140, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.695, Explained Variance Score Train: 0.159\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.341\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.338\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.335\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.169, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.698, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.883, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.343, R^2 test: 0.207\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.343, R^2 test: 0.208\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.343, R^2 test: 0.209\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.171\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.172\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.172\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.714, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.186\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.210, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.209, R^2 test: 0.183\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.698, Explained Variance Score Train: 0.210\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.762, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.382\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.379\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.374\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.167, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.735, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.921, Explained Variance Score Validation: 0.402\n", "AUC Test: 0.762, Explained Variance Score Test: 0.273\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.125\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.126\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.127\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.138\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.738, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.158\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.158\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.157\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.178, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.157\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.158\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.159\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.773, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.288, R^2 test: 0.242\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.288, R^2 test: 0.243\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.288, R^2 test: 0.243\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.786, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.300, R^2 test: 0.190\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.300, R^2 test: 0.190\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.300, R^2 test: 0.190\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.182\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.769, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.166, R^2 test: 0.193\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.166, R^2 test: 0.193\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.166, R^2 test: 0.193\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.150, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.681, Explained Variance Score Train: 0.166\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.762, Explained Variance Score Test: 0.276\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.204\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.204\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.204\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.727, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.762, Explained Variance Score Test: 0.276\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.379, R^2 test: 0.367\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.379, R^2 test: 0.367\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.379, R^2 test: 0.366\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.349\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.303\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.304\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.305\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.300\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.726, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.271, R^2 test: 0.274\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.275\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.276\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.769, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.380, R^2 test: 0.209\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.380, R^2 test: 0.209\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.380, R^2 test: 0.210\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.367, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.762, Explained Variance Score Test: 0.280\n", "\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.195, R^2 test: 0.206\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.195, R^2 test: 0.207\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.195, R^2 test: 0.209\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.720, Explained Variance Score Train: 0.195\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.762, Explained Variance Score Test: 0.279\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.273, R^2 test: 0.281\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.281\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.272, R^2 test: 0.281\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.718, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.229\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.230\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.220, R^2 test: 0.230\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.820, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.762, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.153, R^2 test: 0.272\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.153, R^2 test: 0.271\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.153, R^2 test: 0.269\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.134, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.729, Explained Variance Score Train: 0.153\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.762, Explained Variance Score Test: 0.266\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.312\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.173, R^2 test: 0.309\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.173, R^2 test: 0.306\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.154, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.173\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.762, Explained Variance Score Test: 0.277\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.736 95% CI: [0.723 , 0.748]\n", "->AUC test: 0.762 95% CI: [0.762 , 0.762]\n", "->R^2 validation: 0.243 95% CI: [0.226 , 0.261]\n", "->R^2 test: 0.278 95% CI: [0.277 , 0.279]\n", "->Explained Variance validation: 0.231 95% CI: [0.213 , 0.250]\n", "->Explained Variance test: 0.274 95% CI: [0.273 , 0.275]\n", "Test set metrics:\n", "@threshold:2.288, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.921, sens:0.012, spec:1.000, ppv:1.000, acc:0.766, f1:0.024, mcc:0.000, total+:1, total-:349\n", "@threshold:1.612, sens:0.024, spec:0.996, ppv:0.667, acc:0.766, f1:0.047, mcc:0.107, total+:3, total-:347\n", "@threshold:1.576, sens:0.048, spec:0.993, ppv:0.667, acc:0.769, f1:0.090, mcc:0.076, total+:6, total-:344\n", "@threshold:1.491, sens:0.060, spec:0.989, ppv:0.625, acc:0.769, f1:0.110, mcc:0.053, total+:8, total-:342\n", "@threshold:1.249, sens:0.096, spec:0.985, ppv:0.667, acc:0.774, f1:0.168, mcc:0.054, total+:12, total-:338\n", "@threshold:1.245, sens:0.108, spec:0.985, ppv:0.692, acc:0.777, f1:0.188, mcc:0.060, total+:13, total-:337\n", "@threshold:1.204, sens:0.108, spec:0.978, ppv:0.600, acc:0.771, f1:0.184, mcc:0.034, total+:15, total-:335\n", "@threshold:1.186, sens:0.120, spec:0.974, ppv:0.588, acc:0.771, f1:0.200, mcc:0.031, total+:17, total-:333\n", "@threshold:1.118, sens:0.133, spec:0.974, ppv:0.611, acc:0.774, f1:0.218, mcc:0.033, total+:18, total-:332\n", "@threshold:0.965, sens:0.193, spec:0.970, ppv:0.667, acc:0.786, f1:0.299, mcc:0.039, total+:24, total-:326\n", "@threshold:0.878, sens:0.205, spec:0.966, ppv:0.654, acc:0.786, f1:0.312, mcc:0.035, total+:26, total-:324\n", "@threshold:0.863, sens:0.217, spec:0.963, ppv:0.643, acc:0.786, f1:0.324, mcc:0.032, total+:28, total-:322\n", "@threshold:0.813, sens:0.229, spec:0.959, ppv:0.633, acc:0.786, f1:0.336, mcc:0.030, total+:30, total-:320\n", "@threshold:0.809, sens:0.229, spec:0.955, ppv:0.613, acc:0.783, f1:0.333, mcc:0.026, total+:31, total-:319\n", "@threshold:0.800, sens:0.229, spec:0.948, ppv:0.576, acc:0.777, f1:0.328, mcc:0.021, total+:33, total-:317\n", "@threshold:0.798, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.787, sens:0.253, spec:0.944, ppv:0.583, acc:0.780, f1:0.353, mcc:0.021, total+:36, total-:314\n", "@threshold:0.762, sens:0.265, spec:0.944, ppv:0.595, acc:0.783, f1:0.367, mcc:0.022, total+:37, total-:313\n", "@threshold:0.758, sens:0.265, spec:0.940, ppv:0.579, acc:0.780, f1:0.364, mcc:0.020, total+:38, total-:312\n", "@threshold:0.748, sens:0.289, spec:0.940, ppv:0.600, acc:0.786, f1:0.390, mcc:0.022, total+:40, total-:310\n", "@threshold:0.698, sens:0.301, spec:0.925, ppv:0.556, acc:0.777, f1:0.391, mcc:0.017, total+:45, total-:305\n", "@threshold:0.685, sens:0.301, spec:0.921, ppv:0.543, acc:0.774, f1:0.388, mcc:0.015, total+:46, total-:304\n", "@threshold:0.671, sens:0.313, spec:0.921, ppv:0.553, acc:0.777, f1:0.400, mcc:0.016, total+:47, total-:303\n", "@threshold:0.662, sens:0.313, spec:0.918, ppv:0.542, acc:0.774, f1:0.397, mcc:0.015, total+:48, total-:302\n", "@threshold:0.646, sens:0.325, spec:0.914, ppv:0.540, acc:0.774, f1:0.406, mcc:0.015, total+:50, total-:300\n", "@threshold:0.640, sens:0.325, spec:0.910, ppv:0.529, acc:0.771, f1:0.403, mcc:0.014, total+:51, total-:299\n", "@threshold:0.639, sens:0.337, spec:0.906, ppv:0.528, acc:0.771, f1:0.412, mcc:0.013, total+:53, total-:297\n", "@threshold:0.625, sens:0.349, spec:0.903, ppv:0.527, acc:0.771, f1:0.420, mcc:0.013, total+:55, total-:295\n", "@threshold:0.620, sens:0.349, spec:0.899, ppv:0.518, acc:0.769, f1:0.417, mcc:0.012, total+:56, total-:294\n", "@threshold:0.610, sens:0.361, spec:0.899, ppv:0.526, acc:0.771, f1:0.429, mcc:0.013, total+:57, total-:293\n", "@threshold:0.600, sens:0.373, spec:0.895, ppv:0.525, acc:0.771, f1:0.437, mcc:0.013, total+:59, total-:291\n", "@threshold:0.597, sens:0.386, spec:0.884, ppv:0.508, acc:0.766, f1:0.438, mcc:0.011, total+:63, total-:287\n", "@threshold:0.591, sens:0.386, spec:0.880, ppv:0.500, acc:0.763, f1:0.435, mcc:0.011, total+:64, total-:286\n", "@threshold:0.571, sens:0.398, spec:0.873, ppv:0.493, acc:0.760, f1:0.440, mcc:0.010, total+:67, total-:283\n", "@threshold:0.546, sens:0.398, spec:0.869, ppv:0.485, acc:0.757, f1:0.437, mcc:0.010, total+:68, total-:282\n", "@threshold:0.540, sens:0.410, spec:0.869, ppv:0.493, acc:0.760, f1:0.447, mcc:0.010, total+:69, total-:281\n", "@threshold:0.524, sens:0.422, spec:0.865, ppv:0.493, acc:0.760, f1:0.455, mcc:0.010, total+:71, total-:279\n", "@threshold:0.511, sens:0.434, spec:0.858, ppv:0.486, acc:0.757, f1:0.459, mcc:0.009, total+:74, total-:276\n", "@threshold:0.508, sens:0.434, spec:0.854, ppv:0.480, acc:0.754, f1:0.456, mcc:0.009, total+:75, total-:275\n", "@threshold:0.493, sens:0.446, spec:0.854, ppv:0.487, acc:0.757, f1:0.465, mcc:0.009, total+:76, total-:274\n", "@threshold:0.481, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.479, sens:0.482, spec:0.850, ppv:0.500, acc:0.763, f1:0.491, mcc:0.010, total+:80, total-:270\n", "@threshold:0.475, sens:0.482, spec:0.846, ppv:0.494, acc:0.760, f1:0.488, mcc:0.010, total+:81, total-:269\n", "@threshold:0.467, sens:0.506, spec:0.839, ppv:0.494, acc:0.760, f1:0.500, mcc:0.009, total+:85, total-:265\n", "@threshold:0.452, sens:0.506, spec:0.835, ppv:0.488, acc:0.757, f1:0.497, mcc:0.009, total+:86, total-:264\n", "@threshold:0.438, sens:0.518, spec:0.831, ppv:0.489, acc:0.757, f1:0.503, mcc:0.009, total+:88, total-:262\n", "@threshold:0.432, sens:0.518, spec:0.828, ppv:0.483, acc:0.754, f1:0.500, mcc:0.009, total+:89, total-:261\n", "@threshold:0.426, sens:0.530, spec:0.828, ppv:0.489, acc:0.757, f1:0.509, mcc:0.009, total+:90, total-:260\n", "@threshold:0.408, sens:0.542, spec:0.824, ppv:0.489, acc:0.757, f1:0.514, mcc:0.009, total+:92, total-:258\n", "@threshold:0.392, sens:0.554, spec:0.824, ppv:0.495, acc:0.760, f1:0.523, mcc:0.009, total+:93, total-:257\n", "@threshold:0.366, sens:0.554, spec:0.820, ppv:0.489, acc:0.757, f1:0.520, mcc:0.009, total+:94, total-:256\n", "@threshold:0.354, sens:0.554, spec:0.801, ppv:0.465, acc:0.743, f1:0.505, mcc:0.008, total+:99, total-:251\n", "@threshold:0.353, sens:0.566, spec:0.801, ppv:0.470, acc:0.746, f1:0.514, mcc:0.008, total+:100, total-:250\n", "@threshold:0.352, sens:0.566, spec:0.798, ppv:0.465, acc:0.743, f1:0.511, mcc:0.008, total+:101, total-:249\n", "@threshold:0.343, sens:0.578, spec:0.798, ppv:0.471, acc:0.746, f1:0.519, mcc:0.008, total+:102, total-:248\n", "@threshold:0.342, sens:0.578, spec:0.790, ppv:0.462, acc:0.740, f1:0.513, mcc:0.007, total+:104, total-:246\n", "@threshold:0.308, sens:0.590, spec:0.783, ppv:0.458, acc:0.737, f1:0.516, mcc:0.007, total+:107, total-:243\n", "@threshold:0.272, sens:0.614, spec:0.779, ppv:0.464, acc:0.740, f1:0.528, mcc:0.007, total+:110, total-:240\n", "@threshold:0.268, sens:0.627, spec:0.779, ppv:0.468, acc:0.743, f1:0.536, mcc:0.008, total+:111, total-:239\n", "@threshold:0.226, sens:0.627, spec:0.768, ppv:0.456, acc:0.734, f1:0.528, mcc:0.007, total+:114, total-:236\n", "@threshold:0.224, sens:0.627, spec:0.764, ppv:0.452, acc:0.731, f1:0.525, mcc:0.007, total+:115, total-:235\n", "@threshold:0.215, sens:0.627, spec:0.749, ppv:0.437, acc:0.720, f1:0.515, mcc:0.006, total+:119, total-:231\n", "@threshold:0.199, sens:0.627, spec:0.738, ppv:0.426, acc:0.711, f1:0.507, mcc:0.006, total+:122, total-:228\n", "@threshold:0.190, sens:0.627, spec:0.730, ppv:0.419, acc:0.706, f1:0.502, mcc:0.006, total+:124, total-:226\n", "@threshold:0.185, sens:0.627, spec:0.727, ppv:0.416, acc:0.703, f1:0.500, mcc:0.005, total+:125, total-:225\n", "@threshold:0.162, sens:0.639, spec:0.727, ppv:0.421, acc:0.706, f1:0.507, mcc:0.006, total+:126, total-:224\n", "@threshold:0.148, sens:0.639, spec:0.723, ppv:0.417, acc:0.703, f1:0.505, mcc:0.005, total+:127, total-:223\n", "@threshold:0.118, sens:0.663, spec:0.697, ppv:0.404, acc:0.689, f1:0.502, mcc:0.005, total+:136, total-:214\n", "@threshold:0.114, sens:0.663, spec:0.693, ppv:0.401, acc:0.686, f1:0.500, mcc:0.005, total+:137, total-:213\n", "@threshold:0.113, sens:0.855, spec:0.483, ppv:0.340, acc:0.571, f1:0.486, mcc:0.003, total+:209, total-:141\n", "@threshold:0.099, sens:0.867, spec:0.479, ppv:0.341, acc:0.571, f1:0.490, mcc:0.003, total+:211, total-:139\n", "@threshold:0.083, sens:0.880, spec:0.468, ppv:0.340, acc:0.566, f1:0.490, mcc:0.003, total+:215, total-:135\n", "@threshold:0.046, sens:0.892, spec:0.464, ppv:0.341, acc:0.566, f1:0.493, mcc:0.003, total+:217, total-:133\n", "@threshold:0.030, sens:0.904, spec:0.461, ppv:0.342, acc:0.566, f1:0.497, mcc:0.003, total+:219, total-:131\n", "@threshold:0.021, sens:0.904, spec:0.457, ppv:0.341, acc:0.563, f1:0.495, mcc:0.003, total+:220, total-:130\n", "@threshold:-0.003, sens:0.916, spec:0.449, ppv:0.341, acc:0.560, f1:0.497, mcc:0.003, total+:223, total-:127\n", "@threshold:-0.004, sens:0.916, spec:0.446, ppv:0.339, acc:0.557, f1:0.495, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.013, sens:0.916, spec:0.431, ppv:0.333, acc:0.546, f1:0.489, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.026, sens:0.916, spec:0.419, ppv:0.329, acc:0.537, f1:0.484, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.028, sens:0.916, spec:0.412, ppv:0.326, acc:0.531, f1:0.481, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.036, sens:0.916, spec:0.408, ppv:0.325, acc:0.529, f1:0.479, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.066, sens:0.928, spec:0.397, ppv:0.324, acc:0.523, f1:0.480, mcc:0.003, total+:238, total-:112\n", "@threshold:-0.070, sens:0.928, spec:0.393, ppv:0.322, acc:0.520, f1:0.478, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.161, sens:0.940, spec:0.352, ppv:0.311, acc:0.491, f1:0.467, mcc:0.003, total+:251, total-:99\n", "@threshold:-0.164, sens:0.940, spec:0.348, ppv:0.310, acc:0.489, f1:0.466, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.166, sens:0.952, spec:0.337, ppv:0.309, acc:0.483, f1:0.466, mcc:0.003, total+:256, total-:94\n", "@threshold:-0.181, sens:0.964, spec:0.333, ppv:0.310, acc:0.483, f1:0.469, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.186, sens:0.964, spec:0.330, ppv:0.309, acc:0.480, f1:0.468, mcc:0.003, total+:259, total-:91\n", "@threshold:-0.211, sens:0.964, spec:0.318, ppv:0.305, acc:0.471, f1:0.464, mcc:0.003, total+:262, total-:88\n", "@threshold:-0.222, sens:0.964, spec:0.307, ppv:0.302, acc:0.463, f1:0.460, mcc:0.003, total+:265, total-:85\n", "@threshold:-0.282, sens:0.964, spec:0.285, ppv:0.295, acc:0.446, f1:0.452, mcc:0.003, total+:271, total-:79\n", "@threshold:-0.295, sens:0.964, spec:0.281, ppv:0.294, acc:0.443, f1:0.451, mcc:0.003, total+:272, total-:78\n", "@threshold:-0.341, sens:0.964, spec:0.251, ppv:0.286, acc:0.420, f1:0.441, mcc:0.002, total+:280, total-:70\n", "@threshold:-0.349, sens:0.964, spec:0.247, ppv:0.285, acc:0.417, f1:0.440, mcc:0.002, total+:281, total-:69\n", "@threshold:-0.384, sens:0.976, spec:0.225, ppv:0.281, acc:0.403, f1:0.437, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.391, sens:0.976, spec:0.221, ppv:0.280, acc:0.400, f1:0.435, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.393, sens:0.988, spec:0.213, ppv:0.281, acc:0.397, f1:0.437, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.397, sens:0.988, spec:0.210, ppv:0.280, acc:0.394, f1:0.436, mcc:0.002, total+:293, total-:57\n", "@threshold:-0.406, sens:0.988, spec:0.199, ppv:0.277, acc:0.386, f1:0.433, mcc:0.002, total+:296, total-:54\n", "@threshold:-0.458, sens:0.988, spec:0.165, ppv:0.269, acc:0.360, f1:0.423, mcc:0.002, total+:305, total-:45\n", "@threshold:-0.474, sens:0.988, spec:0.161, ppv:0.268, acc:0.357, f1:0.422, mcc:0.002, total+:306, total-:44\n", "@threshold:-2.060, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "* Vital: BMI-avg19to24 | coef 0.585 95% CI: [0.575 , 0.595] | OR_adj 1.795 [1.777 1.813] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "\n", "Vital : 0.584872640279\n", "Time to run analysis 0:00:31.447167\n", "Total Time elapsed 5:56:48.396204\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_19_24 randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: -0.048\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: -0.006\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.334, R^2 test: 0.043\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.755, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.605, R^2 test: 0.039\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: 0.121\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.182\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.252, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.756, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.734, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.734, R^2 test: 0.169\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.546, R^2 test: 0.204\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.383, R^2 test: 0.300\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.339, R^2 test: 0.356\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.769, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.888, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.756, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.654, R^2 test: 0.048\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.489, R^2 test: 0.096\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.329, R^2 test: 0.209\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.295, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.773, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: 0.055\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.565, R^2 test: 0.090\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.107\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.721, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.706, R^2 test: 0.059\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.083\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: 0.127\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.748, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.735, R^2 test: -0.105\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.522, R^2 test: -0.029\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.020\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.776, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.718, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.621, R^2 test: -0.017\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.456, R^2 test: 0.121\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.301, R^2 test: 0.235\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.275, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.751, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: 0.123\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.615, R^2 test: 0.119\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: 0.100\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.405, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.744, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.595, R^2 test: 0.148\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.440, R^2 test: 0.174\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.281, R^2 test: 0.182\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.238, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.741, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.758, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.711, R^2 test: 0.190\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.201\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.359, R^2 test: 0.290\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.320, R^2 test: 0.325\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.768, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.632, R^2 test: 0.161\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: 0.229\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.318, R^2 test: 0.284\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.276, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.743, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: 0.069\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.103\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.385, R^2 test: 0.142\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.739, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.615, R^2 test: 0.148\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: 0.151\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.154\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.280, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.753, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.667, R^2 test: -0.539\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.473, R^2 test: -0.323\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.312, R^2 test: -0.084\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.278, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: -0.489\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.568, R^2 test: -0.207\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: -0.023\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.370, R^2 test: 0.011\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.804, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.749, Explained Variance Score Test: 0.228\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: -0.004\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.492, R^2 test: 0.099\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.336, R^2 test: 0.169\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.757, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.621, R^2 test: 0.207\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.300\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.337, R^2 test: 0.350\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.356\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.360\n", "AUC Test: 0.738, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.723, R^2 test: -0.273\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.555, R^2 test: -0.084\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: -0.048\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.732, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.738, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.645, R^2 test: -0.175\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.401, R^2 test: 0.033\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.238, R^2 test: 0.120\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.198, R^2 test: 0.132\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.710, Explained Variance Score Train: 0.198\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.761, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.650, R^2 test: 0.018\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.493, R^2 test: 0.143\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.190\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.327, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.762, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.769, R^2 test: -0.072\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.584, R^2 test: 0.019\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.401, R^2 test: 0.124\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.371, R^2 test: 0.135\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.729, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.687, R^2 test: 0.035\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: 0.276\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: 0.318\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.762, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.586, R^2 test: 0.030\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.431, R^2 test: 0.026\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.329, R^2 test: 0.124\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.292, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.818, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.756, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.756, R^2 test: -0.296\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.570, R^2 test: -0.117\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.168\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.731, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.715, R^2 test: -0.025\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: 0.201\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.243\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.294, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.752, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.737, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.689, R^2 test: 0.035\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: 0.103\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.206\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.343, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.738, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.778, R^2 test: -0.176\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.585, R^2 test: 0.043\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: 0.128\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.851, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.760, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.744, R^2 test: 0.171\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.159\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.410, R^2 test: 0.164\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.379, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.760, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: -0.157\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.485, R^2 test: 0.041\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.326, R^2 test: 0.157\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.293, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.762, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: 0.143\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: 0.237\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.392, R^2 test: 0.290\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.362, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.741, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.636, R^2 test: 0.282\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.325\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.322\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.766, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.733, Explained Variance Score Test: 0.212\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.573, R^2 test: 0.127\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.441, R^2 test: 0.213\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.310, R^2 test: 0.200\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.263, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.735, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.759, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.495, R^2 test: 0.040\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.371, R^2 test: 0.053\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: 0.073\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.761, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.720, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.666, R^2 test: -0.200\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.504, R^2 test: -0.002\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.059\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.326, R^2 test: 0.075\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.747, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.692, R^2 test: -0.132\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: -0.062\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.338, R^2 test: -0.025\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.296, R^2 test: -0.013\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.729, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: -0.060\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.580, R^2 test: 0.081\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: 0.162\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.376, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.744, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.610, R^2 test: 0.021\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: 0.065\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.152\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.362, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.758, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: -0.150\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: -0.006\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: 0.034\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.780, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.760, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.785, R^2 test: -0.133\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: 0.004\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.106\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.729, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.582, R^2 test: 0.167\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.410, R^2 test: 0.229\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.283, R^2 test: 0.283\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.750, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.726, R^2 test: -0.050\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.479, R^2 test: 0.225\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.391\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.292, R^2 test: 0.439\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.766, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.879, Explained Variance Score Validation: 0.442\n", "AUC Test: 0.739, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.654, R^2 test: 0.016\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.528, R^2 test: 0.092\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.345, R^2 test: 0.141\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.725, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.735, R^2 test: -0.070\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: -0.036\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.461, R^2 test: 0.023\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: 0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.769, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.626, R^2 test: -0.038\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.470, R^2 test: 0.006\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.290, R^2 test: 0.145\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.259, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.745, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.732, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.698, R^2 test: 0.144\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: 0.254\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.376, R^2 test: 0.317\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.718, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.716, R^2 test: -0.139\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.541, R^2 test: -0.103\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: -0.061\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.366, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.785, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.641, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.731, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.645, R^2 test: 0.186\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.490, R^2 test: 0.279\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.341\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.780, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.755, Explained Variance Score Test: 0.233\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.759, R^2 test: -0.446\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: -0.190\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.360, R^2 test: 0.017\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.315, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.731, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.652, R^2 test: 0.350\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.491, R^2 test: 0.420\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.412\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.408\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.727, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.772, R^2 test: -0.129\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.613, R^2 test: -0.055\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: 0.108\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.403, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.741, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.749, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: -0.085\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.484, R^2 test: 0.072\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.127\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.760, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.741, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.656, R^2 test: -0.348\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: -0.166\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.029\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.746, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.744, R^2 test: 0.048\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.566, R^2 test: 0.142\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: 0.190\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.744, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.733, R^2 test: 0.000\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.519, R^2 test: 0.068\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.340, R^2 test: 0.156\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.733, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.733, R^2 test: 0.134\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.572, R^2 test: 0.110\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.453, R^2 test: 0.124\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.416, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.758, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.718, R^2 test: 0.001\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.079\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.389, R^2 test: 0.196\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.766, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.693, R^2 test: -0.061\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.454, R^2 test: 0.032\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.298, R^2 test: 0.049\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.257, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.762, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.744, Explained Variance Score Test: 0.256\n", "\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.547, R^2 test: 0.045\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.378, R^2 test: 0.079\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.261, R^2 test: 0.121\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.227, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.766, Explained Variance Score Test: 0.265\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: -0.217\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.597, R^2 test: -0.017\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.450, R^2 test: 0.024\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.428, R^2 test: 0.028\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.751, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.722, R^2 test: -0.129\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.562, R^2 test: 0.011\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.392, R^2 test: 0.069\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.764, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.778, R^2 test: -0.178\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.569, R^2 test: 0.011\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.109\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.326, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.732, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.752, R^2 test: -0.016\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.601, R^2 test: 0.124\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: 0.190\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.361, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.746, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.750, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: -0.195\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: -0.045\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.054\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.726, Explained Variance Score Test: 0.224\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.716, R^2 test: -0.178\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.078\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: -0.055\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.700, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.703, R^2 test: -0.151\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.547, R^2 test: -0.098\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.424, R^2 test: -0.012\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.391, R^2 test: 0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.746, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.533, R^2 test: 0.033\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.407, R^2 test: 0.137\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.277, R^2 test: 0.135\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.243, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.741, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.542, R^2 test: -0.111\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.415, R^2 test: 0.068\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.301, R^2 test: 0.175\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.280, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.760, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.547, R^2 test: 0.120\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.376, R^2 test: 0.136\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.255, R^2 test: 0.173\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.219, R^2 test: 0.189\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.746, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.796, R^2 test: -0.001\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.630, R^2 test: 0.052\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.491, R^2 test: 0.080\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: 0.080\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.764, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: 0.090\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.142\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.238\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.753, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: 0.107\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.202\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.355, R^2 test: 0.210\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.216\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.804, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.755, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.720, R^2 test: 0.079\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: 0.113\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.206\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.389, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.769, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.753, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: -0.058\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: -0.011\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.002\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: -0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.623, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.752, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.791, R^2 test: -0.070\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.607, R^2 test: -0.000\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.419, R^2 test: 0.058\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.370, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.722, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: 0.017\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.221\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.358, R^2 test: 0.397\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.434\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.465\n", "AUC Test: 0.763, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.561, R^2 test: 0.189\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.428, R^2 test: 0.231\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.304, R^2 test: 0.189\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.276, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.741, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: 0.163\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.262\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.373, R^2 test: 0.364\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: 0.361\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.745, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.607, R^2 test: 0.291\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.418, R^2 test: 0.352\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.361\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.281, R^2 test: 0.366\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.753, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: -0.154\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: -0.020\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.070\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.287, R^2 test: 0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.746, Explained Variance Score Test: 0.249\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.777, R^2 test: -0.051\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.160\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.255\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.299, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.731, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.518, R^2 test: 0.280\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.420, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.278\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.289, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.739, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.751, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: -0.300\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.593, R^2 test: -0.075\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.433, R^2 test: 0.066\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.745, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: -0.326\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: -0.203\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.431, R^2 test: -0.043\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.406, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.727, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.649, R^2 test: -0.065\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.480, R^2 test: -0.196\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.325, R^2 test: -0.196\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.299, R^2 test: -0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.764, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.705, R^2 test: 0.054\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.151\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.190\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.754, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.500, R^2 test: -0.179\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.345, R^2 test: -0.012\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.229, R^2 test: -0.015\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.197, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.739, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.546, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.742, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.720, R^2 test: -0.090\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.519, R^2 test: 0.098\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.373, R^2 test: 0.186\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.795, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.730, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: -0.027\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.458, R^2 test: 0.115\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.210\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.780, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.749, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.706, R^2 test: 0.016\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: 0.165\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.355, R^2 test: 0.326\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.770, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.753, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.643, R^2 test: -0.904\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: -0.174\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.312, R^2 test: 0.159\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.283, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.754, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.771, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.724, R^2 test: -0.606\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.508, R^2 test: -0.175\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.379, R^2 test: 0.006\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.324, R^2 test: 0.061\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.723, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.764, R^2 test: 0.043\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: 0.112\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.430, R^2 test: 0.171\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.396, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.818, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.726, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.725, R^2 test: 0.187\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.544, R^2 test: 0.296\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.302\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.376, R^2 test: 0.321\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.724, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: 0.144\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.447, R^2 test: 0.245\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.288, R^2 test: 0.305\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.775, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.742, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.697, R^2 test: 0.025\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: 0.100\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.472, R^2 test: 0.178\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.431, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.809, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.748, Explained Variance Score Test: 0.230\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.489, R^2 test: 0.047\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.373, R^2 test: 0.128\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.265, R^2 test: 0.183\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.246, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.792, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.752, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.571, R^2 test: 0.068\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.393, R^2 test: 0.084\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.281, R^2 test: 0.118\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.247, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.247\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.752, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.725, R^2 test: 0.154\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.603, R^2 test: 0.198\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.434, R^2 test: 0.255\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.760, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.742, R^2 test: -0.067\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.523, R^2 test: -0.017\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.345, R^2 test: 0.127\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.316, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.736, Explained Variance Score Test: 0.215\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.717 95% CI: [0.704 , 0.730]\n", "->AUC test: 0.746 95% CI: [0.743 , 0.748]\n", "->R^2 validation: 0.184 95% CI: [0.163 , 0.205]\n", "->R^2 test: 0.238 95% CI: [0.233 , 0.244]\n", "->Explained Variance validation: 0.169 95% CI: [0.147 , 0.192]\n", "->Explained Variance test: 0.235 95% CI: [0.229 , 0.240]\n", "Test set metrics:\n", "@threshold:2.849, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.849, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.833, sens:0.060, spec:0.985, ppv:0.556, acc:0.766, f1:0.109, mcc:0.035, total+:9, total-:341\n", "@threshold:1.802, sens:0.108, spec:0.985, ppv:0.692, acc:0.777, f1:0.188, mcc:0.060, total+:13, total-:337\n", "@threshold:1.780, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:1.708, sens:0.133, spec:0.978, ppv:0.647, acc:0.777, f1:0.220, mcc:0.041, total+:17, total-:333\n", "@threshold:1.703, sens:0.157, spec:0.978, ppv:0.684, acc:0.783, f1:0.255, mcc:0.048, total+:19, total-:331\n", "@threshold:1.662, sens:0.169, spec:0.978, ppv:0.700, acc:0.786, f1:0.272, mcc:0.051, total+:20, total-:330\n", "@threshold:1.650, sens:0.193, spec:0.974, ppv:0.696, acc:0.789, f1:0.302, mcc:0.046, total+:23, total-:327\n", "@threshold:1.619, sens:0.205, spec:0.966, ppv:0.654, acc:0.786, f1:0.312, mcc:0.035, total+:26, total-:324\n", "@threshold:1.614, sens:0.217, spec:0.963, ppv:0.643, acc:0.786, f1:0.324, mcc:0.032, total+:28, total-:322\n", "@threshold:1.610, sens:0.229, spec:0.963, ppv:0.655, acc:0.789, f1:0.339, mcc:0.034, total+:29, total-:321\n", "@threshold:1.416, sens:0.229, spec:0.959, ppv:0.633, acc:0.786, f1:0.336, mcc:0.030, total+:30, total-:320\n", "@threshold:1.416, sens:0.229, spec:0.951, ppv:0.594, acc:0.780, f1:0.330, mcc:0.023, total+:32, total-:318\n", "@threshold:1.381, sens:0.229, spec:0.948, ppv:0.576, acc:0.777, f1:0.328, mcc:0.021, total+:33, total-:317\n", "@threshold:1.347, sens:0.241, spec:0.944, ppv:0.571, acc:0.777, f1:0.339, mcc:0.020, total+:35, total-:315\n", "@threshold:1.337, sens:0.265, spec:0.944, ppv:0.595, acc:0.783, f1:0.367, mcc:0.022, total+:37, total-:313\n", "@threshold:1.336, sens:0.289, spec:0.940, ppv:0.600, acc:0.786, f1:0.390, mcc:0.022, total+:40, total-:310\n", "@threshold:1.207, sens:0.301, spec:0.933, ppv:0.581, acc:0.783, f1:0.397, mcc:0.019, total+:43, total-:307\n", "@threshold:0.643, sens:0.301, spec:0.929, ppv:0.568, acc:0.780, f1:0.394, mcc:0.018, total+:44, total-:306\n", "@threshold:0.620, sens:0.313, spec:0.921, ppv:0.553, acc:0.777, f1:0.400, mcc:0.016, total+:47, total-:303\n", "@threshold:0.616, sens:0.313, spec:0.918, ppv:0.542, acc:0.774, f1:0.397, mcc:0.015, total+:48, total-:302\n", "@threshold:0.603, sens:0.337, spec:0.918, ppv:0.560, acc:0.780, f1:0.421, mcc:0.016, total+:50, total-:300\n", "@threshold:0.560, sens:0.349, spec:0.914, ppv:0.558, acc:0.780, f1:0.430, mcc:0.016, total+:52, total-:298\n", "@threshold:0.555, sens:0.361, spec:0.914, ppv:0.566, acc:0.783, f1:0.441, mcc:0.016, total+:53, total-:297\n", "@threshold:0.515, sens:0.361, spec:0.910, ppv:0.556, acc:0.780, f1:0.438, mcc:0.015, total+:54, total-:296\n", "@threshold:0.507, sens:0.361, spec:0.903, ppv:0.536, acc:0.774, f1:0.432, mcc:0.014, total+:56, total-:294\n", "@threshold:0.501, sens:0.361, spec:0.899, ppv:0.526, acc:0.771, f1:0.429, mcc:0.013, total+:57, total-:293\n", "@threshold:0.500, sens:0.386, spec:0.899, ppv:0.542, acc:0.777, f1:0.451, mcc:0.014, total+:59, total-:291\n", "@threshold:0.496, sens:0.386, spec:0.895, ppv:0.533, acc:0.774, f1:0.448, mcc:0.013, total+:60, total-:290\n", "@threshold:0.481, sens:0.410, spec:0.891, ppv:0.540, acc:0.777, f1:0.466, mcc:0.013, total+:63, total-:287\n", "@threshold:0.480, sens:0.410, spec:0.888, ppv:0.531, acc:0.774, f1:0.463, mcc:0.013, total+:64, total-:286\n", "@threshold:0.473, sens:0.410, spec:0.880, ppv:0.515, acc:0.769, f1:0.456, mcc:0.012, total+:66, total-:284\n", "@threshold:0.466, sens:0.422, spec:0.876, ppv:0.515, acc:0.769, f1:0.464, mcc:0.011, total+:68, total-:282\n", "@threshold:0.465, sens:0.434, spec:0.876, ppv:0.522, acc:0.771, f1:0.474, mcc:0.012, total+:69, total-:281\n", "@threshold:0.465, sens:0.458, spec:0.861, ppv:0.507, acc:0.766, f1:0.481, mcc:0.011, total+:75, total-:275\n", "@threshold:0.447, sens:0.458, spec:0.858, ppv:0.500, acc:0.763, f1:0.478, mcc:0.010, total+:76, total-:274\n", "@threshold:0.447, sens:0.470, spec:0.854, ppv:0.500, acc:0.763, f1:0.484, mcc:0.010, total+:78, total-:272\n", "@threshold:0.447, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.437, sens:0.482, spec:0.846, ppv:0.494, acc:0.760, f1:0.488, mcc:0.010, total+:81, total-:269\n", "@threshold:0.436, sens:0.482, spec:0.843, ppv:0.488, acc:0.757, f1:0.485, mcc:0.009, total+:82, total-:268\n", "@threshold:0.436, sens:0.494, spec:0.843, ppv:0.494, acc:0.760, f1:0.494, mcc:0.010, total+:83, total-:267\n", "@threshold:0.429, sens:0.518, spec:0.839, ppv:0.500, acc:0.763, f1:0.509, mcc:0.010, total+:86, total-:264\n", "@threshold:0.426, sens:0.530, spec:0.839, ppv:0.506, acc:0.766, f1:0.518, mcc:0.010, total+:87, total-:263\n", "@threshold:0.425, sens:0.542, spec:0.831, ppv:0.500, acc:0.763, f1:0.520, mcc:0.010, total+:90, total-:260\n", "@threshold:0.424, sens:0.542, spec:0.828, ppv:0.495, acc:0.760, f1:0.517, mcc:0.009, total+:91, total-:259\n", "@threshold:0.072, sens:0.554, spec:0.824, ppv:0.495, acc:0.760, f1:0.523, mcc:0.009, total+:93, total-:257\n", "@threshold:-0.085, sens:0.566, spec:0.820, ppv:0.495, acc:0.760, f1:0.528, mcc:0.009, total+:95, total-:255\n", "@threshold:-0.085, sens:0.578, spec:0.820, ppv:0.500, acc:0.763, f1:0.536, mcc:0.009, total+:96, total-:254\n", "@threshold:-0.085, sens:0.578, spec:0.816, ppv:0.495, acc:0.760, f1:0.533, mcc:0.009, total+:97, total-:253\n", "@threshold:-0.086, sens:0.578, spec:0.805, ppv:0.480, acc:0.751, f1:0.525, mcc:0.008, total+:100, total-:250\n", "@threshold:-0.087, sens:0.578, spec:0.801, ppv:0.475, acc:0.749, f1:0.522, mcc:0.008, total+:101, total-:249\n", "@threshold:-0.088, sens:0.590, 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total+:207, total-:143\n", "@threshold:-0.228, sens:0.855, spec:0.487, ppv:0.341, acc:0.574, f1:0.488, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.228, sens:0.855, spec:0.483, ppv:0.340, acc:0.571, f1:0.486, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.230, sens:0.855, spec:0.472, ppv:0.335, acc:0.563, f1:0.481, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.231, sens:0.855, spec:0.468, ppv:0.333, acc:0.560, f1:0.480, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.240, sens:0.855, spec:0.457, ppv:0.329, acc:0.551, f1:0.475, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.240, sens:0.855, spec:0.453, ppv:0.327, acc:0.549, f1:0.473, mcc:0.003, total+:217, total-:133\n", "@threshold:-0.240, sens:0.855, spec:0.446, ppv:0.324, acc:0.543, f1:0.470, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.243, sens:0.880, spec:0.431, ppv:0.324, acc:0.537, f1:0.474, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.269, sens:0.904, spec:0.427, ppv:0.329, acc:0.540, f1:0.482, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.272, sens:0.916, spec:0.427, ppv:0.332, acc:0.543, f1:0.487, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.273, sens:0.916, spec:0.419, ppv:0.329, acc:0.537, f1:0.484, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.279, sens:0.916, spec:0.416, ppv:0.328, acc:0.534, f1:0.483, mcc:0.003, total+:232, total-:118\n", "@threshold:-0.398, sens:0.916, spec:0.390, ppv:0.318, acc:0.514, f1:0.472, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.403, sens:0.916, spec:0.386, ppv:0.317, acc:0.511, f1:0.471, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.404, sens:0.916, spec:0.375, ppv:0.313, acc:0.503, f1:0.466, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.414, sens:0.916, spec:0.363, ppv:0.309, acc:0.494, f1:0.462, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.414, sens:0.916, spec:0.356, ppv:0.306, acc:0.489, f1:0.459, mcc:0.003, total+:248, total-:102\n", "@threshold:-0.449, sens:0.928, spec:0.345, ppv:0.306, acc:0.483, f1:0.460, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.459, sens:0.928, spec:0.341, ppv:0.304, acc:0.480, f1:0.458, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.463, sens:0.940, spec:0.341, ppv:0.307, acc:0.483, f1:0.463, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.464, sens:0.952, spec:0.330, ppv:0.306, acc:0.477, f1:0.463, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.464, sens:0.952, spec:0.318, ppv:0.303, acc:0.469, f1:0.459, mcc:0.003, total+:261, total-:89\n", "@threshold:-0.465, sens:0.952, spec:0.315, ppv:0.302, acc:0.466, f1:0.458, mcc:0.003, total+:262, total-:88\n", "@threshold:-0.468, sens:0.964, spec:0.300, ppv:0.300, acc:0.457, f1:0.457, mcc:0.003, total+:267, total-:83\n", "@threshold:-0.469, sens:0.964, spec:0.296, ppv:0.299, acc:0.454, f1:0.456, mcc:0.003, total+:268, total-:82\n", "@threshold:-0.470, sens:0.964, spec:0.288, ppv:0.296, acc:0.449, f1:0.453, mcc:0.003, total+:270, total-:80\n", "@threshold:-0.485, sens:0.976, spec:0.288, ppv:0.299, acc:0.451, f1:0.458, mcc:0.003, total+:271, total-:79\n", "@threshold:-0.486, sens:0.976, spec:0.277, ppv:0.296, acc:0.443, f1:0.454, mcc:0.003, total+:274, total-:76\n", "@threshold:-0.510, sens:0.976, spec:0.270, ppv:0.293, acc:0.437, f1:0.451, mcc:0.003, total+:276, total-:74\n", "@threshold:-0.519, sens:0.976, spec:0.266, ppv:0.292, acc:0.434, f1:0.450, mcc:0.003, total+:277, total-:73\n", "@threshold:-0.521, sens:0.976, spec:0.247, ppv:0.287, acc:0.420, f1:0.444, mcc:0.002, total+:282, total-:68\n", "@threshold:-0.524, sens:0.976, spec:0.243, ppv:0.286, acc:0.417, f1:0.443, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.541, sens:0.976, spec:0.176, ppv:0.269, acc:0.366, f1:0.422, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.544, sens:0.976, spec:0.172, ppv:0.268, acc:0.363, f1:0.421, mcc:0.002, total+:302, total-:48\n", "@threshold:-0.547, sens:0.988, spec:0.161, ppv:0.268, acc:0.357, f1:0.422, mcc:0.002, total+:306, total-:44\n", "@threshold:-0.552, sens:0.988, spec:0.139, ppv:0.263, acc:0.340, f1:0.415, mcc:0.002, total+:312, total-:38\n", "@threshold:-0.554, sens:0.988, spec:0.135, ppv:0.262, acc:0.337, f1:0.414, mcc:0.002, total+:313, total-:37\n", "@threshold:-0.561, sens:0.988, spec:0.124, ppv:0.259, acc:0.329, f1:0.411, mcc:0.002, total+:316, total-:34\n", "@threshold:-0.561, sens:0.988, spec:0.120, ppv:0.259, acc:0.326, f1:0.410, mcc:0.002, total+:317, total-:33\n", "@threshold:-0.562, sens:0.988, spec:0.109, ppv:0.256, acc:0.317, f1:0.407, mcc:0.002, total+:320, total-:30\n", "@threshold:-0.572, sens:0.988, spec:0.105, ppv:0.255, acc:0.314, f1:0.406, mcc:0.002, total+:321, total-:29\n", "@threshold:-0.595, sens:0.988, spec:0.082, ppv:0.251, acc:0.297, f1:0.400, mcc:0.002, total+:327, total-:23\n", "@threshold:-0.599, sens:0.988, spec:0.071, ppv:0.248, acc:0.289, f1:0.397, mcc:0.002, total+:330, total-:20\n", "@threshold:-0.616, sens:0.988, spec:0.052, ppv:0.245, acc:0.274, f1:0.392, mcc:0.002, total+:335, total-:15\n", "@threshold:-0.618, sens:0.988, spec:0.049, ppv:0.244, acc:0.271, f1:0.391, mcc:0.001, total+:336, total-:14\n", "@threshold:-0.692, sens:1.000, spec:0.015, ppv:0.240, acc:0.249, f1:0.387, mcc:0.002, total+:346, total-:4\n", "@threshold:-0.695, sens:1.000, spec:0.011, ppv:0.239, acc:0.246, f1:0.386, mcc:0.002, total+:347, total-:3\n", "@threshold:-0.696, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:07.179891\n", "Total Time elapsed 6:02:55.576625\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_19_24 gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: 0.143\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: 0.143\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: 0.143\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.766, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.186\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.186\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.729, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.476, R^2 test: 0.041\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.482, R^2 test: 0.062\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.482, R^2 test: 0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.755, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.011\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.011\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.011\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.747, Explained Variance Score Test: 0.178\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.108\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.108\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.108\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.840, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.713, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: -0.032\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: -0.032\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.744, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.720, Explained Variance Score Test: 0.067\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.539, R^2 test: -0.031\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.539, R^2 test: -0.033\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.539, R^2 test: -0.033\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.656, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.716, Explained Variance Score Test: 0.078\n", "\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.139\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.139\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.139\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.749, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.075\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.075\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.884, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.607, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.739, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.367\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.367\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.367\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.792, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.726, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.245\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.245\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.274, R^2 test: 0.245\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.789, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.753, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.203\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.203\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.203\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.820, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.740, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.367, R^2 test: -0.000\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.032\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.672, Explained Variance Score Test: 0.100\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.141, R^2 test: 0.185\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.183, R^2 test: 0.186\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.175\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.756, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.164\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.164\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.164\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.714, Explained Variance Score Test: 0.128\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: 0.080\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: 0.080\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.490, R^2 test: 0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.724, Explained Variance Score Test: 0.201\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.108\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.108\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.108\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.739, Explained Variance Score Test: 0.105\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.418, R^2 test: 0.141\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.418, R^2 test: 0.141\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.418, R^2 test: 0.141\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.766, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: -0.030\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: -0.030\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: -0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.768, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.734, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.734, Explained Variance Score Test: 0.168\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.388\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.388\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.388\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.750, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: 0.107\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: 0.107\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: 0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.752, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.046\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.278, R^2 test: 0.046\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.736, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.293\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.293\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.293\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.752, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.253\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.772, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.748, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.188\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.188\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.760, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.093\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.073\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.135\n", "AUC Test: 0.743, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: -0.061\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: -0.061\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.829, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.686, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.739, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.193, R^2 test: 0.024\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.025\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.197, R^2 test: 0.025\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.800, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.726, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.497, R^2 test: 0.012\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.504, R^2 test: 0.011\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.504, R^2 test: 0.010\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.777, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.218\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.218\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.739, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: -0.024\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: -0.024\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: -0.024\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.678, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.741, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: -0.150\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: -0.150\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: -0.150\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.739, Explained Variance Score Test: 0.149\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.013\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.013\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.746, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.239\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.239\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.239\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.754, Explained Variance Score Test: 0.234\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.032\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.032\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.724, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.171\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.171\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.719, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.030\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.030\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.860, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.748, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.186\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.185\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.754, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.729, Explained Variance Score Test: 0.133\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.076\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.076\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.076\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.697, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: 0.351\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: 0.351\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: 0.351\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.759, Explained Variance Score Test: 0.259\n", "\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.001\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.001\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.001\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.753, Explained Variance Score Test: 0.249\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.275\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.275\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.275\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.779, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.714, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.038\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.038\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: -0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.709, Explained Variance Score Validation: -0.033\n", "AUC Test: 0.723, Explained Variance Score Test: 0.158\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.171\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.171\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.842, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.750, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: -0.091\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: -0.091\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: -0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.866, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.692, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.092\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.092\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.820, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.742, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.547, R^2 test: 0.416\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.415\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.556, R^2 test: 0.410\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.888, Explained Variance Score Validation: 0.417\n", "AUC Test: 0.726, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.089\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.089\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.906, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.740, Explained Variance Score Test: 0.227\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.059\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.059\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.059\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.733, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.277\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.276\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.276\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.876, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.765, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.404, R^2 test: 0.199\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.191\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.407, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.766, Explained Variance Score Test: 0.234\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.012\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.012\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.012\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.758, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.748, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.115\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.115\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.849, Explained Variance Score Train: 0.578\n", "AUC Validation: 0.602, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.754, Explained Variance Score Test: 0.158\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: -0.080\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: -0.080\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.650, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.724, Explained Variance Score Test: 0.115\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.155\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.155\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.763, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.101\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.101\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.217, R^2 test: 0.101\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.759, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.772, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.163\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.163\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.163\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.754, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.123\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.772, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.773, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.141\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.132\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.763, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.757, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: 0.082\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.530, R^2 test: 0.081\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: 0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.728, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.066\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.066\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.711, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.067\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.067\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.699, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.184\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.184\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.732, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.739, Explained Variance Score Test: 0.138\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.188\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.188\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.763, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.751, Explained Variance Score Test: 0.235\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.141\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.141\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.141\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.715, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.085\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.085\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.085\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.747, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.112\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.112\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.112\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.690, Explained Variance Score Test: 0.159\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.137\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.137\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.137\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.752, Explained Variance Score Test: 0.228\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.044\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.044\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.728, Explained Variance Score Test: 0.155\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.201, R^2 test: 0.132\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.201, R^2 test: 0.132\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.201, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.764, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.734, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.187\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.187\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.187\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.741, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.730, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.156\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.156\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.156\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.697, Explained Variance Score Test: 0.188\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.233\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.233\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.766, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.085\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.085\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.085\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.728, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.052\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.052\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.729, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.287\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.324\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.324\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.766, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.724, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.029\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.030\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.700, Explained Variance Score Test: 0.167\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: 0.105\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: 0.105\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: 0.105\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.720, Explained Variance Score Test: 0.146\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.068\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.068\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.718, Explained Variance Score Test: 0.149\n", "\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.006\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.009\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.009\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.677, Explained Variance Score Test: 0.073\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.004\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.004\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.724, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: -0.001\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: -0.001\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: -0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.734, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.143\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.143\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.143\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.721, Explained Variance Score Test: 0.156\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.103\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.103\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.103\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.820, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.747, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.005\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.005\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.709, Explained Variance Score Test: 0.108\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.307\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.307\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.307\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.781, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.772, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.332\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.332\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.332\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.749, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.137\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.416, R^2 test: 0.142\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.143\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.748, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.139\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.139\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.139\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.757, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.093\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.093\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.743, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.466, R^2 test: 0.126\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.466, R^2 test: 0.126\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.466, R^2 test: 0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.760, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.497, R^2 test: 0.006\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.006\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.521\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.721, Explained Variance Score Test: 0.118\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.212\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.217\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.217\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.745, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.094\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.094\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.740, Explained Variance Score Test: 0.156\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.099\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.099\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.099\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.693, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.744, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.136\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.132\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.126\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.807, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.745, Explained Variance Score Test: 0.170\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: 0.219\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: 0.219\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: 0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.701, Explained Variance Score Test: 0.093\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.018\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: -0.002\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: -0.003\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.741, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.703, Explained Variance Score Test: 0.130\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.700, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.738, Explained Variance Score Test: 0.191\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.018\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.013\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.008\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.465\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.722, Explained Variance Score Test: 0.134\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.710 95% CI: [0.698 , 0.723]\n", "->AUC test: 0.736 95% CI: [0.732 , 0.740]\n", "->R^2 validation: 0.151 95% CI: [0.129 , 0.173]\n", "->R^2 test: 0.183 95% CI: [0.173 , 0.194]\n", "->Explained Variance validation: 0.110 95% CI: [0.088 , 0.132]\n", "->Explained Variance test: 0.147 95% CI: [0.137 , 0.157]\n", "Test set metrics:\n", "@threshold:2.975, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.975, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.004, sens:0.036, spec:0.985, ppv:0.429, acc:0.760, f1:0.067, mcc:0.018, total+:7, total-:343\n", "@threshold:0.828, sens:0.048, spec:0.981, ppv:0.444, acc:0.760, f1:0.087, mcc:0.018, total+:9, total-:341\n", "@threshold:0.659, sens:0.096, spec:0.981, ppv:0.615, acc:0.771, f1:0.167, mcc:0.040, total+:13, total-:337\n", "@threshold:0.605, sens:0.145, spec:0.966, ppv:0.571, acc:0.771, f1:0.231, mcc:0.025, total+:21, total-:329\n", "@threshold:0.444, sens:0.157, spec:0.963, ppv:0.565, acc:0.771, f1:0.245, mcc:0.024, total+:23, total-:327\n", "@threshold:0.355, sens:0.217, spec:0.929, ppv:0.486, acc:0.760, f1:0.300, mcc:0.012, total+:37, total-:313\n", "@threshold:0.321, sens:0.217, spec:0.895, ppv:0.391, acc:0.734, f1:0.279, mcc:0.006, total+:46, total-:304\n", "@threshold:0.237, sens:0.241, spec:0.891, ppv:0.408, acc:0.737, f1:0.303, mcc:0.007, total+:49, total-:301\n", "@threshold:0.236, sens:0.301, spec:0.873, ppv:0.424, acc:0.737, f1:0.352, mcc:0.007, total+:59, total-:291\n", "@threshold:0.204, sens:0.301, spec:0.861, ppv:0.403, acc:0.729, f1:0.345, mcc:0.006, total+:62, total-:288\n", "@threshold:0.100, sens:0.301, spec:0.854, ppv:0.391, acc:0.723, f1:0.340, mcc:0.005, total+:64, total-:286\n", "@threshold:0.079, sens:0.337, spec:0.809, ppv:0.354, acc:0.697, f1:0.346, mcc:0.004, total+:79, total-:271\n", "@threshold:0.070, sens:0.386, spec:0.794, ppv:0.368, acc:0.697, f1:0.376, mcc:0.004, total+:87, total-:263\n", "@threshold:0.017, sens:0.386, spec:0.779, ppv:0.352, acc:0.686, f1:0.368, mcc:0.003, total+:91, total-:259\n", "@threshold:-0.006, sens:0.422, spec:0.775, ppv:0.368, acc:0.691, f1:0.393, mcc:0.004, total+:95, total-:255\n", "@threshold:-0.016, sens:0.446, spec:0.772, ppv:0.378, acc:0.694, f1:0.409, mcc:0.004, total+:98, total-:252\n", "@threshold:-0.023, sens:0.470, spec:0.760, ppv:0.379, acc:0.691, f1:0.419, mcc:0.004, total+:103, total-:247\n", "@threshold:-0.064, sens:0.470, spec:0.749, ppv:0.368, acc:0.683, f1:0.413, mcc:0.004, total+:106, total-:244\n", "@threshold:-0.074, sens:0.506, spec:0.734, ppv:0.372, acc:0.680, f1:0.429, mcc:0.004, total+:113, total-:237\n", "@threshold:-0.081, sens:0.506, spec:0.712, ppv:0.353, acc:0.663, f1:0.416, mcc:0.003, total+:119, total-:231\n", "@threshold:-0.105, sens:0.542, spec:0.700, ppv:0.360, acc:0.663, f1:0.433, mcc:0.004, total+:125, total-:225\n", "@threshold:-0.119, sens:0.578, spec:0.700, ppv:0.375, acc:0.671, f1:0.455, mcc:0.004, total+:128, total-:222\n", "@threshold:-0.128, sens:0.578, spec:0.693, ppv:0.369, acc:0.666, f1:0.451, mcc:0.004, total+:130, total-:220\n", "@threshold:-0.130, sens:0.614, spec:0.652, ppv:0.354, acc:0.643, f1:0.449, mcc:0.003, total+:144, total-:206\n", "@threshold:-0.169, sens:0.627, spec:0.652, ppv:0.359, acc:0.646, f1:0.456, mcc:0.003, total+:145, total-:205\n", "@threshold:-0.229, sens:0.627, spec:0.648, ppv:0.356, acc:0.643, f1:0.454, mcc:0.003, total+:146, total-:204\n", "@threshold:-0.247, sens:0.627, spec:0.614, ppv:0.335, acc:0.617, f1:0.437, mcc:0.003, total+:155, total-:195\n", "@threshold:-0.253, sens:0.627, spec:0.607, ppv:0.331, acc:0.611, f1:0.433, mcc:0.003, total+:157, total-:193\n", "@threshold:-0.275, sens:0.639, spec:0.599, ppv:0.331, acc:0.609, f1:0.436, mcc:0.003, total+:160, total-:190\n", "@threshold:-0.276, sens:0.867, spec:0.371, ppv:0.300, acc:0.489, f1:0.446, mcc:0.002, total+:240, total-:110\n", "@threshold:-0.315, sens:0.892, spec:0.311, ppv:0.287, acc:0.449, f1:0.434, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.321, sens:0.892, spec:0.288, ppv:0.280, acc:0.431, f1:0.427, mcc:0.002, total+:264, total-:86\n", "@threshold:-0.346, sens:0.892, spec:0.247, ppv:0.269, acc:0.400, f1:0.413, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.350, sens:0.892, spec:0.243, ppv:0.268, acc:0.397, f1:0.412, mcc:0.002, total+:276, total-:74\n", "@threshold:-0.363, sens:0.904, spec:0.243, ppv:0.271, acc:0.400, f1:0.417, mcc:0.002, total+:277, total-:73\n", "@threshold:-0.372, sens:0.904, spec:0.236, ppv:0.269, acc:0.394, f1:0.414, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.385, sens:0.928, spec:0.206, ppv:0.266, acc:0.377, f1:0.414, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.410, sens:0.940, spec:0.202, ppv:0.268, acc:0.377, f1:0.417, mcc:0.002, total+:291, total-:59\n", "@threshold:-0.425, sens:0.940, spec:0.176, ppv:0.262, acc:0.357, f1:0.409, mcc:0.002, total+:298, total-:52\n", "@threshold:-0.524, sens:0.964, spec:0.116, ppv:0.253, acc:0.317, f1:0.401, mcc:0.001, total+:316, total-:34\n", "@threshold:-0.541, sens:0.964, spec:0.109, ppv:0.252, acc:0.311, f1:0.399, mcc:0.001, total+:318, total-:32\n", "@threshold:-0.547, sens:0.976, spec:0.097, ppv:0.252, acc:0.306, f1:0.400, mcc:0.002, total+:322, total-:28\n", "@threshold:-0.805, sens:0.976, spec:0.079, ppv:0.248, acc:0.291, f1:0.395, mcc:0.001, total+:327, total-:23\n", "@threshold:-0.811, sens:0.976, spec:0.071, ppv:0.246, acc:0.286, f1:0.393, mcc:0.001, total+:329, total-:21\n", "@threshold:-0.881, sens:0.976, spec:0.060, ppv:0.244, acc:0.277, f1:0.390, mcc:0.001, total+:332, total-:18\n", "@threshold:-0.988, sens:0.976, spec:0.022, ppv:0.237, acc:0.249, f1:0.381, mcc:-0.000, total+:342, total-:8\n", "@threshold:-0.999, sens:1.000, spec:0.022, ppv:0.241, acc:0.254, f1:0.389, mcc:0.002, total+:344, total-:6\n", "@threshold:-1.023, sens:1.000, spec:0.007, ppv:0.239, acc:0.243, f1:0.385, mcc:0.002, total+:348, total-:2\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: BMI-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:01:51.735357\n", "Total Time elapsed 6:04:47.312512\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_latest lasso regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.176, R^2 test: 0.124\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.176, R^2 test: 0.123\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.176, R^2 test: 0.123\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.160, R^2 test: 0.101\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.176\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.731, Explained Variance Score Test: 0.236\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.228, R^2 test: 0.099\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.228, R^2 test: 0.100\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.228, R^2 test: 0.101\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.108\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.762, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.280, R^2 test: -0.128\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.280, R^2 test: -0.123\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.280, R^2 test: -0.117\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.268, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.634, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.123\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.125\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.127\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.343, R^2 test: -0.106\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.342, R^2 test: -0.099\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.342, R^2 test: -0.089\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.050\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.358\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.357\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.357\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.710, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.181, R^2 test: 0.269\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.181, R^2 test: 0.268\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.181, R^2 test: 0.267\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.166, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.181\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.219, R^2 test: 0.206\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.219, R^2 test: 0.205\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.218, R^2 test: 0.204\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.730, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.260, R^2 test: 0.239\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.260, R^2 test: 0.239\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.260, R^2 test: 0.238\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.773, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.265, R^2 test: 0.073\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.265, R^2 test: 0.074\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.075\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.087\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.745, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.731, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.171\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.275, R^2 test: 0.173\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.275, R^2 test: 0.175\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.337\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.336\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.334\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.731, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.158\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.159\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.220, R^2 test: 0.160\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.169\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.156\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.156\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.157\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.323, R^2 test: 0.130\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.323, R^2 test: 0.131\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.323, R^2 test: 0.132\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.176\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.177\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.178\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.188\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.325\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.326\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.327\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.305, R^2 test: 0.153\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.305, R^2 test: 0.155\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.305, R^2 test: 0.156\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.106\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.107\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.108\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.118\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.163, R^2 test: 0.226\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.163, R^2 test: 0.224\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.163, R^2 test: 0.221\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.145, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.163\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.731, Explained Variance Score Test: 0.230\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.212, R^2 test: 0.273\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.273\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.212, R^2 test: 0.273\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.708, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.295, R^2 test: 0.090\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.295, R^2 test: 0.093\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.097\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.149\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.324, R^2 test: 0.244\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.324, R^2 test: 0.243\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.324, R^2 test: 0.242\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.806, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.171, R^2 test: 0.332\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.171, R^2 test: 0.331\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.170, R^2 test: 0.329\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.159, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.171\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.163, R^2 test: 0.296\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.163, R^2 test: 0.294\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.163, R^2 test: 0.291\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.152, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.659, Explained Variance Score Train: 0.163\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.731, Explained Variance Score Test: 0.235\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.126\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.127\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.128\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.207, R^2 test: 0.138\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.730, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.214\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.214\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.215\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.719, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.326, R^2 test: 0.343\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.326, R^2 test: 0.343\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.326, R^2 test: 0.343\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.330\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.217, R^2 test: 0.216\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.217, R^2 test: 0.215\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.213\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.193, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.712, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.731, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.189\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.189\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.282, R^2 test: 0.190\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.721, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.118\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.118\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.119\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.118\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.762, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.301, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.301, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.301, R^2 test: 0.254\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.262, R^2 test: 0.281\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.262, R^2 test: 0.281\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.262, R^2 test: 0.280\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.741, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.211\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.211\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.188, R^2 test: 0.210\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.174, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.769, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.304, R^2 test: 0.135\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.304, R^2 test: 0.138\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.304, R^2 test: 0.141\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.245\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.244\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.192, R^2 test: 0.242\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.178, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.731, Explained Variance Score Test: 0.235\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.214\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.215\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.220, R^2 test: 0.215\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.726, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.268, R^2 test: 0.096\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.268, R^2 test: 0.097\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.098\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.107\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.822, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.177, R^2 test: 0.178\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.177, R^2 test: 0.178\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.178\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.166, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.152\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.214, R^2 test: 0.154\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.214, R^2 test: 0.156\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.751, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.210\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.214, R^2 test: 0.212\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.214, R^2 test: 0.214\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.758, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.113, R^2 test: -0.071\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.113, R^2 test: -0.070\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.113, R^2 test: -0.070\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.105, R^2 test: -0.082\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.747, Explained Variance Score Train: 0.113\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.731, Explained Variance Score Test: 0.228\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.311\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.309\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.188, R^2 test: 0.306\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.716, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.731, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.313, R^2 test: 0.257\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.313, R^2 test: 0.258\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.313, R^2 test: 0.260\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.731, Explained Variance Score Test: 0.238\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.161, R^2 test: 0.086\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.161, R^2 test: 0.086\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.161, R^2 test: 0.085\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.146, R^2 test: 0.065\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.161\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.731, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.255, R^2 test: 0.282\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.255, R^2 test: 0.282\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.282\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.244, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.066\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.203, R^2 test: 0.068\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.203, R^2 test: 0.070\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.189, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.791, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.731, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.140, R^2 test: 0.094\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.140, R^2 test: 0.095\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.140, R^2 test: 0.095\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.129, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.656, Explained Variance Score Train: 0.140\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.286, R^2 test: -0.150\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.286, R^2 test: -0.146\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.286, R^2 test: -0.141\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.274, R^2 test: -0.061\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.058\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.122, R^2 test: 0.172\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.122, R^2 test: 0.171\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.122, R^2 test: 0.170\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.113, R^2 test: 0.134\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.751, Explained Variance Score Train: 0.122\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.286, R^2 test: 0.046\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.286, R^2 test: 0.049\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.286, R^2 test: 0.052\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.091\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.859, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.180, R^2 test: 0.184\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.180, R^2 test: 0.183\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.180, R^2 test: 0.183\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.168, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.753, Explained Variance Score Train: 0.180\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.731, Explained Variance Score Test: 0.234\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.330, R^2 test: 0.069\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.330, R^2 test: 0.073\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.330, R^2 test: 0.078\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.278, R^2 test: 0.315\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.278, R^2 test: 0.313\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.278, R^2 test: 0.312\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.766, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.218, R^2 test: 0.171\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.218, R^2 test: 0.171\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.172\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.785, Explained Variance Score Train: 0.218\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.731, Explained Variance Score Test: 0.235\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.212, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.123\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.121\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.801, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.047\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.223, R^2 test: 0.049\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.223, R^2 test: 0.051\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.081\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.714, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.554, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.182\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.184\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.278, R^2 test: 0.185\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.756, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.326\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.325\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.323\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.748, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.145\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.146\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.146\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.152, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.705, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.026\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.275, R^2 test: 0.031\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.275, R^2 test: 0.036\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.109\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.146, R^2 test: 0.243\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.146, R^2 test: 0.243\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.146, R^2 test: 0.242\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.131, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.654, Explained Variance Score Train: 0.146\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.227, R^2 test: 0.341\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.227, R^2 test: 0.340\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.227, R^2 test: 0.339\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.304\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.768, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.296, R^2 test: 0.164\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.296, R^2 test: 0.165\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.296, R^2 test: 0.165\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.787, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.302\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.303\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.304\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.711, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.175, R^2 test: 0.172\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.175, R^2 test: 0.173\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.175, R^2 test: 0.174\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.161, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.648, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.731, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.201, R^2 test: 0.044\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.201, R^2 test: 0.046\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.201, R^2 test: 0.048\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.189, R^2 test: 0.079\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.201\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.298, R^2 test: 0.227\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.298, R^2 test: 0.227\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.298, R^2 test: 0.227\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.287, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.784, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.352, R^2 test: 0.130\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.352, R^2 test: 0.131\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.133\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.157\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.743, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.316, R^2 test: 0.280\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.316, R^2 test: 0.280\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.315, R^2 test: 0.280\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.170\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.171\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.174\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.703, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.228\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.228\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.228\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.230, R^2 test: 0.284\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.230, R^2 test: 0.284\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.230, R^2 test: 0.284\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.731, Explained Variance Score Test: 0.239\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.247, R^2 test: 0.218\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.247, R^2 test: 0.218\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.219\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.759, Explained Variance Score Train: 0.247\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.206, R^2 test: 0.331\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.206, R^2 test: 0.331\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.206, R^2 test: 0.330\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.191, R^2 test: 0.300\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.765, Explained Variance Score Train: 0.206\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.347\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.347\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.346\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.700, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.152, R^2 test: 0.209\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.152, R^2 test: 0.208\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.152, R^2 test: 0.206\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.141, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.696, Explained Variance Score Train: 0.152\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.731, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.178, R^2 test: 0.073\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.178, R^2 test: 0.074\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.178, R^2 test: 0.076\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.164, R^2 test: 0.093\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.731, Explained Variance Score Train: 0.178\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.148, R^2 test: 0.199\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.148, R^2 test: 0.198\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.148, R^2 test: 0.197\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.133, R^2 test: 0.161\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.751, Explained Variance Score Train: 0.148\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.731, Explained Variance Score Test: 0.224\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.270, R^2 test: 0.393\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.270, R^2 test: 0.392\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.390\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.347\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.722, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.182, R^2 test: 0.159\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.182, R^2 test: 0.159\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.182, R^2 test: 0.158\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.165, R^2 test: 0.139\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.182\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.731, Explained Variance Score Test: 0.236\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.293, R^2 test: 0.223\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.293, R^2 test: 0.224\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.293, R^2 test: 0.226\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.383\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.381\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.379\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.328\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.752, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.875, Explained Variance Score Validation: 0.385\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.286\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.285\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.285\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.225, R^2 test: -0.018\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.224, R^2 test: -0.016\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.224, R^2 test: -0.012\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.038\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.691, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.248, R^2 test: 0.183\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.248, R^2 test: 0.182\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.248, R^2 test: 0.182\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.218\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.218\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.218\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.168\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.168\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.187, R^2 test: 0.168\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.174, R^2 test: 0.156\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.133, R^2 test: 0.151\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.133, R^2 test: 0.151\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.133, R^2 test: 0.151\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.118, R^2 test: 0.131\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.690, Explained Variance Score Train: 0.133\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.731, Explained Variance Score Test: 0.233\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.375\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.173, R^2 test: 0.374\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.173, R^2 test: 0.372\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.161, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.714, Explained Variance Score Train: 0.173\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.242\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.241\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.239\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.713, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.859, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.232\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.232\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.232\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.690, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.275, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.275, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.797, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.296, R^2 test: -0.113\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.296, R^2 test: -0.110\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.296, R^2 test: -0.107\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.288, R^2 test: -0.065\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.205, R^2 test: 0.078\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.205, R^2 test: 0.079\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.205, R^2 test: 0.081\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.710, Explained Variance Score Train: 0.205\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.731, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.273, R^2 test: 0.256\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.256\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.256\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.741, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.207, R^2 test: 0.264\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.207, R^2 test: 0.266\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.207, R^2 test: 0.268\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.789, Explained Variance Score Train: 0.207\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.731, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.183, R^2 test: 0.365\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.183, R^2 test: 0.363\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.183, R^2 test: 0.361\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.752, Explained Variance Score Train: 0.183\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.731, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.264, R^2 test: 0.244\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.264, R^2 test: 0.244\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.264, R^2 test: 0.245\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.254, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.748, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.279\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.279\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.278\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.764, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.731, Explained Variance Score Test: 0.241\n", "\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.741 95% CI: [0.730 , 0.752]\n", "->AUC test: 0.731 95% CI: [0.731 , 0.731]\n", "->R^2 validation: 0.213 95% CI: [0.195 , 0.230]\n", "->R^2 test: 0.239 95% CI: [0.238 , 0.240]\n", "->Explained Variance validation: 0.198 95% CI: [0.178 , 0.217]\n", "->Explained Variance test: 0.234 95% CI: [0.233 , 0.236]\n", "Test set metrics:\n", "@threshold:1.614, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.357, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.255, sens:0.036, spec:0.996, ppv:0.750, acc:0.769, f1:0.069, mcc:0.148, total+:4, total-:346\n", "@threshold:1.177, sens:0.048, spec:0.993, ppv:0.667, acc:0.769, f1:0.090, mcc:0.076, total+:6, total-:344\n", "@threshold:1.131, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:0.965, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:0.887, sens:0.120, spec:0.989, ppv:0.769, acc:0.783, f1:0.208, mcc:0.093, total+:13, total-:337\n", "@threshold:0.884, sens:0.145, spec:0.989, ppv:0.800, acc:0.789, f1:0.245, mcc:0.106, total+:15, total-:335\n", "@threshold:0.869, sens:0.145, spec:0.981, ppv:0.706, acc:0.783, f1:0.240, mcc:0.057, total+:17, total-:333\n", "@threshold:0.759, sens:0.169, spec:0.978, ppv:0.700, acc:0.786, f1:0.272, mcc:0.051, total+:20, total-:330\n", "@threshold:0.734, sens:0.193, spec:0.974, ppv:0.696, acc:0.789, f1:0.302, mcc:0.046, total+:23, total-:327\n", "@threshold:0.721, sens:0.205, spec:0.966, ppv:0.654, acc:0.786, f1:0.312, mcc:0.035, total+:26, total-:324\n", "@threshold:0.693, sens:0.205, spec:0.963, ppv:0.630, acc:0.783, f1:0.309, mcc:0.030, total+:27, total-:323\n", "@threshold:0.645, sens:0.217, spec:0.955, ppv:0.600, acc:0.780, f1:0.319, mcc:0.025, total+:30, total-:320\n", "@threshold:0.640, sens:0.217, spec:0.951, ppv:0.581, acc:0.777, f1:0.316, mcc:0.022, total+:31, total-:319\n", "@threshold:0.581, sens:0.229, spec:0.944, ppv:0.559, acc:0.774, f1:0.325, mcc:0.019, total+:34, total-:316\n", "@threshold:0.579, sens:0.229, spec:0.940, ppv:0.543, acc:0.771, f1:0.322, mcc:0.017, total+:35, total-:315\n", "@threshold:0.569, sens:0.229, spec:0.925, ppv:0.487, acc:0.760, f1:0.311, mcc:0.012, total+:39, total-:311\n", "@threshold:0.561, sens:0.241, spec:0.925, ppv:0.500, acc:0.763, f1:0.325, mcc:0.013, total+:40, total-:310\n", "@threshold:0.556, sens:0.241, spec:0.921, ppv:0.488, acc:0.760, f1:0.323, mcc:0.012, total+:41, total-:309\n", "@threshold:0.543, sens:0.241, spec:0.910, ppv:0.455, acc:0.751, f1:0.315, mcc:0.009, total+:44, total-:306\n", "@threshold:0.541, sens:0.253, spec:0.910, ppv:0.467, acc:0.754, f1:0.328, mcc:0.010, total+:45, total-:305\n", "@threshold:0.508, sens:0.277, spec:0.906, ppv:0.479, acc:0.757, f1:0.351, mcc:0.011, total+:48, total-:302\n", "@threshold:0.505, sens:0.289, spec:0.906, ppv:0.490, acc:0.760, f1:0.364, mcc:0.011, total+:49, total-:301\n", "@threshold:0.485, sens:0.301, spec:0.903, ppv:0.490, acc:0.760, f1:0.373, mcc:0.011, total+:51, total-:299\n", "@threshold:0.470, sens:0.313, spec:0.895, ppv:0.481, acc:0.757, f1:0.380, mcc:0.010, total+:54, total-:296\n", "@threshold:0.464, sens:0.337, spec:0.895, ppv:0.500, acc:0.763, f1:0.403, mcc:0.011, total+:56, total-:294\n", "@threshold:0.462, sens:0.337, spec:0.891, ppv:0.491, acc:0.760, f1:0.400, mcc:0.011, total+:57, total-:293\n", "@threshold:0.459, sens:0.361, spec:0.891, ppv:0.508, acc:0.766, f1:0.423, mcc:0.012, total+:59, total-:291\n", "@threshold:0.454, sens:0.361, spec:0.888, ppv:0.500, acc:0.763, f1:0.420, mcc:0.011, total+:60, total-:290\n", "@threshold:0.439, sens:0.373, spec:0.876, ppv:0.484, acc:0.757, f1:0.422, mcc:0.010, total+:64, total-:286\n", "@threshold:0.426, sens:0.386, spec:0.865, ppv:0.471, acc:0.751, f1:0.424, mcc:0.009, total+:68, total-:282\n", "@threshold:0.421, sens:0.386, spec:0.861, ppv:0.464, acc:0.749, f1:0.421, mcc:0.008, total+:69, total-:281\n", "@threshold:0.411, sens:0.398, spec:0.858, ppv:0.465, acc:0.749, f1:0.429, mcc:0.008, total+:71, total-:279\n", "@threshold:0.391, sens:0.410, spec:0.858, ppv:0.472, acc:0.751, f1:0.439, mcc:0.009, total+:72, total-:278\n", "@threshold:0.378, sens:0.434, spec:0.846, ppv:0.468, acc:0.749, f1:0.450, mcc:0.008, total+:77, total-:273\n", "@threshold:0.373, sens:0.446, spec:0.843, ppv:0.468, acc:0.749, f1:0.457, mcc:0.008, total+:79, total-:271\n", "@threshold:0.363, sens:0.458, spec:0.835, ppv:0.463, acc:0.746, f1:0.461, mcc:0.008, total+:82, total-:268\n", "@threshold:0.345, sens:0.458, spec:0.831, ppv:0.458, acc:0.743, f1:0.458, mcc:0.008, total+:83, total-:267\n", "@threshold:0.340, sens:0.494, spec:0.824, ppv:0.466, acc:0.746, f1:0.480, mcc:0.008, total+:88, total-:262\n", "@threshold:0.327, sens:0.494, spec:0.820, ppv:0.461, acc:0.743, f1:0.477, mcc:0.008, total+:89, total-:261\n", "@threshold:0.319, sens:0.506, spec:0.820, ppv:0.467, acc:0.746, f1:0.486, mcc:0.008, total+:90, total-:260\n", "@threshold:0.302, sens:0.530, spec:0.813, ppv:0.468, acc:0.746, f1:0.497, mcc:0.008, total+:94, total-:256\n", "@threshold:0.299, sens:0.542, spec:0.813, ppv:0.474, acc:0.749, f1:0.506, mcc:0.008, total+:95, total-:255\n", "@threshold:0.297, sens:0.542, spec:0.809, ppv:0.469, acc:0.746, f1:0.503, mcc:0.008, total+:96, total-:254\n", "@threshold:0.289, sens:0.554, spec:0.805, ppv:0.469, acc:0.746, f1:0.508, mcc:0.008, total+:98, total-:252\n", "@threshold:0.286, sens:0.554, spec:0.801, ppv:0.465, acc:0.743, f1:0.505, mcc:0.008, total+:99, total-:251\n", "@threshold:0.284, sens:0.566, spec:0.801, ppv:0.470, acc:0.746, f1:0.514, mcc:0.008, total+:100, total-:250\n", "@threshold:0.269, sens:0.566, spec:0.798, ppv:0.465, acc:0.743, f1:0.511, mcc:0.008, total+:101, total-:249\n", "@threshold:0.251, sens:0.566, spec:0.775, ppv:0.439, acc:0.726, f1:0.495, mcc:0.006, total+:107, total-:243\n", "@threshold:0.246, sens:0.566, spec:0.768, ppv:0.431, acc:0.720, f1:0.490, mcc:0.006, total+:109, total-:241\n", "@threshold:0.228, sens:0.578, spec:0.768, ppv:0.436, acc:0.723, f1:0.497, mcc:0.006, total+:110, total-:240\n", "@threshold:0.210, sens:0.590, spec:0.749, ppv:0.422, acc:0.711, f1:0.492, mcc:0.006, total+:116, total-:234\n", "@threshold:0.205, sens:0.602, spec:0.745, ppv:0.424, acc:0.711, f1:0.498, mcc:0.006, total+:118, total-:232\n", "@threshold:0.202, sens:0.602, spec:0.742, ppv:0.420, acc:0.709, f1:0.495, mcc:0.006, total+:119, total-:231\n", "@threshold:0.200, sens:0.614, spec:0.742, ppv:0.425, acc:0.711, f1:0.502, mcc:0.006, total+:120, total-:230\n", "@threshold:0.187, sens:0.614, spec:0.730, ppv:0.415, acc:0.703, f1:0.495, mcc:0.005, total+:123, total-:227\n", "@threshold:0.182, sens:0.614, spec:0.727, ppv:0.411, acc:0.700, f1:0.493, mcc:0.005, total+:124, total-:226\n", "@threshold:0.169, sens:0.627, spec:0.723, ppv:0.413, acc:0.700, f1:0.498, mcc:0.005, total+:126, total-:224\n", "@threshold:0.167, sens:0.627, spec:0.719, ppv:0.409, acc:0.697, f1:0.495, mcc:0.005, total+:127, total-:223\n", "@threshold:0.154, sens:0.639, spec:0.715, ppv:0.411, acc:0.697, f1:0.500, mcc:0.005, total+:129, total-:221\n", "@threshold:0.152, sens:0.639, spec:0.708, ppv:0.405, acc:0.691, f1:0.495, mcc:0.005, total+:131, total-:219\n", "@threshold:0.141, sens:0.639, spec:0.704, ppv:0.402, acc:0.689, f1:0.493, mcc:0.005, total+:132, total-:218\n", "@threshold:0.136, sens:0.651, spec:0.697, ppv:0.400, acc:0.686, f1:0.495, mcc:0.005, total+:135, total-:215\n", "@threshold:0.121, sens:0.651, spec:0.682, ppv:0.388, acc:0.674, f1:0.486, mcc:0.004, total+:139, total-:211\n", "@threshold:0.116, sens:0.651, spec:0.678, ppv:0.386, acc:0.671, f1:0.484, mcc:0.004, total+:140, total-:210\n", "@threshold:0.096, sens:0.675, spec:0.655, ppv:0.378, acc:0.660, f1:0.485, mcc:0.004, total+:148, total-:202\n", "@threshold:0.093, sens:0.675, spec:0.652, ppv:0.376, acc:0.657, f1:0.483, mcc:0.004, total+:149, total-:201\n", "@threshold:0.091, sens:0.687, spec:0.652, ppv:0.380, acc:0.660, f1:0.489, mcc:0.004, total+:150, total-:200\n", "@threshold:0.083, sens:0.687, spec:0.640, ppv:0.373, acc:0.651, f1:0.483, mcc:0.004, total+:153, total-:197\n", "@threshold:0.070, sens:0.711, spec:0.592, ppv:0.351, acc:0.620, f1:0.470, mcc:0.003, total+:168, total-:182\n", "@threshold:0.063, sens:0.723, spec:0.588, ppv:0.353, acc:0.620, f1:0.474, mcc:0.003, total+:170, total-:180\n", "@threshold:0.058, sens:0.747, spec:0.581, ppv:0.356, acc:0.620, f1:0.482, mcc:0.003, total+:174, total-:176\n", "@threshold:0.050, sens:0.759, spec:0.581, ppv:0.360, acc:0.623, f1:0.488, mcc:0.004, total+:175, total-:175\n", "@threshold:0.045, sens:0.783, spec:0.577, ppv:0.365, acc:0.626, f1:0.498, mcc:0.004, total+:178, total-:172\n", "@threshold:0.027, sens:0.795, spec:0.554, ppv:0.357, acc:0.611, f1:0.493, mcc:0.004, total+:185, total-:165\n", "@threshold:0.022, sens:0.795, spec:0.543, ppv:0.351, acc:0.603, f1:0.487, mcc:0.003, total+:188, total-:162\n", "@threshold:0.019, sens:0.795, spec:0.536, ppv:0.347, acc:0.597, f1:0.484, mcc:0.003, total+:190, total-:160\n", "@threshold:0.014, sens:0.795, spec:0.532, ppv:0.346, acc:0.594, f1:0.482, mcc:0.003, total+:191, total-:159\n", "@threshold:0.012, sens:0.807, spec:0.532, ppv:0.349, acc:0.597, f1:0.487, mcc:0.003, total+:192, total-:158\n", "@threshold:0.009, sens:0.807, spec:0.524, ppv:0.345, acc:0.591, f1:0.484, mcc:0.003, total+:194, total-:156\n", "@threshold:-0.001, sens:0.819, spec:0.502, ppv:0.338, acc:0.577, f1:0.479, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.006, sens:0.843, spec:0.498, ppv:0.343, acc:0.580, f1:0.488, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.014, sens:0.843, spec:0.483, ppv:0.337, acc:0.569, f1:0.481, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.016, sens:0.843, spec:0.472, ppv:0.332, acc:0.560, f1:0.476, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.019, sens:0.855, spec:0.472, ppv:0.335, acc:0.563, f1:0.481, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.029, sens:0.855, spec:0.468, ppv:0.333, acc:0.560, f1:0.480, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.034, sens:0.855, spec:0.461, ppv:0.330, acc:0.554, f1:0.477, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.039, sens:0.855, spec:0.457, ppv:0.329, acc:0.551, f1:0.475, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.042, sens:0.867, spec:0.431, ppv:0.321, acc:0.534, f1:0.469, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.087, sens:0.867, spec:0.404, ppv:0.312, acc:0.514, f1:0.459, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.090, sens:0.867, spec:0.401, ppv:0.310, acc:0.511, f1:0.457, mcc:0.003, total+:232, total-:118\n", "@threshold:-0.098, sens:0.880, spec:0.390, ppv:0.309, acc:0.506, f1:0.458, mcc:0.003, total+:236, total-:114\n", "@threshold:-0.103, sens:0.880, spec:0.378, ppv:0.305, acc:0.497, f1:0.453, mcc:0.002, total+:239, total-:111\n", "@threshold:-0.136, sens:0.904, spec:0.337, ppv:0.298, acc:0.471, f1:0.448, mcc:0.002, total+:252, total-:98\n", "@threshold:-0.138, sens:0.904, spec:0.333, ppv:0.296, acc:0.469, f1:0.446, mcc:0.002, total+:253, total-:97\n", "@threshold:-0.154, sens:0.904, spec:0.318, ppv:0.292, acc:0.457, f1:0.441, mcc:0.002, total+:257, total-:93\n", "@threshold:-0.161, sens:0.904, spec:0.315, ppv:0.291, acc:0.454, f1:0.440, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.164, sens:0.916, spec:0.315, ppv:0.293, acc:0.457, f1:0.444, mcc:0.002, total+:259, total-:91\n", "@threshold:-0.179, sens:0.916, spec:0.311, ppv:0.292, acc:0.454, f1:0.443, mcc:0.002, total+:260, total-:90\n", "@threshold:-0.192, sens:0.928, spec:0.300, ppv:0.292, acc:0.449, f1:0.444, mcc:0.002, total+:264, total-:86\n", "@threshold:-0.194, sens:0.928, spec:0.296, ppv:0.291, acc:0.446, f1:0.443, mcc:0.002, total+:265, total-:85\n", "@threshold:-0.227, sens:0.928, spec:0.255, ppv:0.279, acc:0.414, f1:0.429, mcc:0.002, total+:276, total-:74\n", "@threshold:-0.232, sens:0.928, spec:0.251, ppv:0.278, acc:0.411, f1:0.428, mcc:0.002, total+:277, total-:73\n", "@threshold:-0.245, sens:0.940, spec:0.236, ppv:0.277, acc:0.403, f1:0.427, mcc:0.002, total+:282, total-:68\n", "@threshold:-0.253, sens:0.940, spec:0.232, ppv:0.276, acc:0.400, f1:0.426, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.260, sens:0.952, spec:0.232, ppv:0.278, acc:0.403, f1:0.431, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.265, sens:0.952, spec:0.228, ppv:0.277, acc:0.400, f1:0.429, mcc:0.002, total+:285, total-:65\n", "@threshold:-0.268, sens:0.952, spec:0.213, ppv:0.273, acc:0.389, f1:0.425, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.278, sens:0.952, spec:0.210, ppv:0.272, acc:0.386, f1:0.424, mcc:0.002, total+:290, total-:60\n", "@threshold:-0.281, sens:0.952, spec:0.202, ppv:0.271, acc:0.380, f1:0.421, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.288, sens:0.952, spec:0.191, ppv:0.268, acc:0.371, f1:0.418, mcc:0.002, total+:295, total-:55\n", "@threshold:-0.355, sens:0.952, spec:0.165, ppv:0.262, acc:0.351, f1:0.410, mcc:0.002, total+:302, total-:48\n", "@threshold:-0.362, sens:0.952, spec:0.161, ppv:0.261, acc:0.349, f1:0.409, mcc:0.002, total+:303, total-:47\n", "@threshold:-0.421, sens:0.952, spec:0.131, ppv:0.254, acc:0.326, f1:0.401, mcc:0.001, total+:311, total-:39\n", "@threshold:-0.423, sens:0.952, spec:0.127, ppv:0.253, acc:0.323, f1:0.400, mcc:0.001, total+:312, total-:38\n", "@threshold:-0.431, sens:0.964, spec:0.127, ppv:0.256, acc:0.326, f1:0.404, mcc:0.002, total+:313, total-:37\n", "@threshold:-0.505, sens:0.964, spec:0.112, ppv:0.252, acc:0.314, f1:0.400, mcc:0.001, total+:317, total-:33\n", "@threshold:-0.507, sens:0.964, spec:0.109, ppv:0.252, acc:0.311, f1:0.399, mcc:0.001, total+:318, total-:32\n", "@threshold:-0.530, sens:0.964, spec:0.090, ppv:0.248, acc:0.297, f1:0.394, mcc:0.001, total+:323, total-:27\n", "@threshold:-0.540, sens:0.964, spec:0.086, ppv:0.247, acc:0.294, f1:0.393, mcc:0.001, total+:324, total-:26\n", "@threshold:-0.644, sens:0.964, spec:0.052, ppv:0.240, acc:0.269, f1:0.385, mcc:0.001, total+:333, total-:17\n", "@threshold:-0.647, sens:0.964, spec:0.049, ppv:0.240, acc:0.266, f1:0.384, mcc:0.001, total+:334, total-:16\n", "@threshold:-0.683, sens:0.964, spec:0.037, ppv:0.237, acc:0.257, f1:0.381, mcc:0.000, total+:337, total-:13\n", "@threshold:-0.817, sens:0.988, spec:0.019, ppv:0.238, acc:0.249, f1:0.384, mcc:0.001, total+:344, total-:6\n", "@threshold:-0.861, sens:0.988, spec:0.015, ppv:0.238, acc:0.246, f1:0.383, mcc:0.000, total+:345, total-:5\n", "@threshold:-1.430, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: BMI-latest | coef 0.487 95% CI: [0.478 , 0.496] | OR_adj 1.628 [1.613 1.642] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "\n", "Vital : 0.487124021989\n", "Time to run analysis 0:00:31.622237\n", "Total Time elapsed 6:05:18.935814\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_latest randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: -0.353\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: -0.207\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.387, R^2 test: -0.117\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.339, R^2 test: -0.137\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.127\n", "AUC Test: 0.731, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.604, R^2 test: -0.041\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.041\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.159\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.708, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.591, R^2 test: -0.247\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.437, R^2 test: -0.074\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: 0.044\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.289, R^2 test: 0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.659, Explained Variance Score Test: 0.107\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.544, R^2 test: 0.026\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.416, R^2 test: 0.056\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.285, R^2 test: 0.080\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.254, R^2 test: 0.096\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.703, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.607, R^2 test: -0.294\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.138\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.006\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.343, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.715, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.751, R^2 test: -0.009\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.091\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.415, R^2 test: 0.166\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.804, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.712, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.703, R^2 test: -0.004\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.546, R^2 test: 0.148\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.204\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.297, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.759, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.685, Explained Variance Score Test: 0.154\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: 0.116\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.638, R^2 test: 0.156\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.458, R^2 test: 0.218\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.389, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.727, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: 0.123\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: 0.185\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.391, R^2 test: 0.195\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.359, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.789, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.696, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.582, R^2 test: -0.098\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.439, R^2 test: 0.000\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.282, R^2 test: 0.101\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.229, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.686, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.650, R^2 test: -0.066\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: 0.099\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.330, R^2 test: 0.207\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.280, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.710, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.622, R^2 test: -0.698\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.521, R^2 test: -0.500\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.435, R^2 test: -0.314\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.395, R^2 test: -0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.617, Explained Variance Score Validation: -0.208\n", "AUC Test: 0.687, Explained Variance Score Test: 0.120\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.677, R^2 test: -0.104\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.012\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.354, R^2 test: 0.137\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.297, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.686, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.666, R^2 test: -0.252\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.523, R^2 test: -0.060\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.066\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.326, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.690, Explained Variance Score Test: 0.168\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.641, R^2 test: -0.041\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.470, R^2 test: -0.003\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.339, R^2 test: 0.115\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.295, R^2 test: 0.123\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.739, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.562, R^2 test: 0.068\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.412, R^2 test: 0.130\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.298, R^2 test: 0.157\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.275, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.743, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.715, Explained Variance Score Test: 0.206\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.571, R^2 test: -0.068\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.445, R^2 test: 0.047\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.326, R^2 test: 0.111\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.294, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.706, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.660, R^2 test: 0.176\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: 0.248\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.428, R^2 test: 0.297\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.385, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.693, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.759, R^2 test: -0.463\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: -0.283\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: -0.082\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.395, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.870, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.709, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.641, R^2 test: -0.095\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.466, R^2 test: -0.027\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.338, R^2 test: 0.059\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.298, R^2 test: 0.098\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.862, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.712, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: -0.095\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.633, R^2 test: -0.047\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.481, R^2 test: 0.042\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.444, R^2 test: 0.080\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.710, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.548, R^2 test: -0.158\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.437, R^2 test: -0.113\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.280, R^2 test: 0.089\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.239, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.741, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.697, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.637, R^2 test: -0.253\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: -0.156\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.445, R^2 test: 0.007\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.850, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.671, Explained Variance Score Test: 0.086\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.673, R^2 test: -0.020\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.127\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.219\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.307, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.715, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.583, R^2 test: 0.110\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.449, R^2 test: 0.171\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.299, R^2 test: 0.188\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.862, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.710, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.807, R^2 test: -0.005\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.666, R^2 test: -0.005\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.517, R^2 test: 0.012\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: 0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.862, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.717, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.751, R^2 test: -0.182\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.087\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.365, R^2 test: 0.164\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.851, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.713, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: 0.090\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.112\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.150\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.391, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.704, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.648, R^2 test: 0.139\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.185\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.212\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.724, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.653, R^2 test: -0.108\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: 0.078\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.207\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.372, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.685, Explained Variance Score Test: 0.142\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.785, R^2 test: -0.091\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.625, R^2 test: 0.161\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.477, R^2 test: 0.289\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.687, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.696, R^2 test: 0.046\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.140\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.410, R^2 test: 0.222\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.705, Explained Variance Score Test: 0.200\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.759, R^2 test: -0.286\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.567, R^2 test: -0.140\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.421, R^2 test: 0.002\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.376, R^2 test: 0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.733, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.723, R^2 test: -0.133\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.581, R^2 test: 0.061\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.453, R^2 test: 0.159\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.414, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.705, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: -0.213\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: -0.066\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.041\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.855, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.708, Explained Variance Score Test: 0.199\n", "\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.724, R^2 test: -0.019\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.121\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: 0.219\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.368, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.776, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.719, Explained Variance Score Test: 0.244\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: -0.454\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.544, R^2 test: -0.226\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.364, R^2 test: 0.067\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.324, R^2 test: 0.107\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.792, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.720, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.636, R^2 test: -0.028\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: 0.049\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.085\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.340, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.709, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: -0.182\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.077\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: 0.046\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.686, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: -0.348\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: -0.134\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.073\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.705, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: 0.165\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.531, R^2 test: 0.237\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.446, R^2 test: 0.303\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.400, R^2 test: 0.321\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.849, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.683, Explained Variance Score Test: 0.137\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: -0.180\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.477, R^2 test: -0.210\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.329, R^2 test: -0.100\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.278, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.720, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.606, R^2 test: -0.043\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.483, R^2 test: 0.073\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.077\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.343, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.773, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.675, Explained Variance Score Test: 0.105\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.567, R^2 test: 0.052\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.430, R^2 test: 0.181\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.314, R^2 test: 0.260\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.287, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.780, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.700, Explained Variance Score Test: 0.167\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.519, R^2 test: -0.123\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.384, R^2 test: 0.049\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.254, R^2 test: 0.144\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.223, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.745, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.724, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: -0.235\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.457, R^2 test: -0.090\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.289, R^2 test: 0.137\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.239, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.785, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.703, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.677, R^2 test: 0.072\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: 0.170\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.385, R^2 test: 0.257\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.714, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.732, R^2 test: -0.133\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.580, R^2 test: -0.076\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.449, R^2 test: 0.025\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.409, R^2 test: 0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.706, Explained Variance Score Test: 0.191\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.675, R^2 test: -0.050\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.544, R^2 test: -0.001\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.418, R^2 test: 0.078\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.710, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: -0.014\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.025\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.359, R^2 test: 0.134\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.329, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.770, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.707, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: -0.024\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.111\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.361, R^2 test: 0.160\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.691, Explained Variance Score Test: 0.149\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.741, R^2 test: -0.075\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.555, R^2 test: 0.063\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.379, R^2 test: 0.113\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.339, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.135\n", "AUC Test: 0.727, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.555, R^2 test: 0.188\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: 0.191\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.361, R^2 test: 0.246\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.686, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.589, R^2 test: 0.052\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.457, R^2 test: 0.143\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.300, R^2 test: 0.282\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.265, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.701, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.787, R^2 test: 0.044\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.552, R^2 test: 0.225\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.312, R^2 test: 0.229\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.267, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.694, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.211\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: -0.018\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.036\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.071\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.835, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.717, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: -0.132\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.485, R^2 test: 0.103\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.134\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.132\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.703, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.629, R^2 test: -0.022\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.482, R^2 test: 0.109\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.336, R^2 test: 0.175\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.292, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.704, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.577, R^2 test: 0.054\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: 0.170\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.375, R^2 test: 0.218\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.340, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.829, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.696, Explained Variance Score Test: 0.152\n", "\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.674, R^2 test: -0.056\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.186\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.239\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.303, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.710, Explained Variance Score Test: 0.157\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.665, R^2 test: -0.129\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: -0.052\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.429, R^2 test: 0.085\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.402, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.676, Explained Variance Score Test: 0.124\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: 0.100\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.621, R^2 test: 0.179\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.493, R^2 test: 0.230\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.880, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.710, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.574, R^2 test: -0.068\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.434, R^2 test: 0.028\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.302, R^2 test: 0.087\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.254, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.697, Explained Variance Score Test: 0.145\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.739, R^2 test: -0.176\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.513, R^2 test: 0.040\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.131\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.733, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.718, Explained Variance Score Test: 0.258\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.656, R^2 test: -1.138\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.512, R^2 test: -0.699\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.379, R^2 test: -0.214\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: -0.104\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.104\n", "AUC Test: 0.684, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: 0.026\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: 0.143\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: 0.211\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.727, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.742, R^2 test: 0.209\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.247\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.292\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.325\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.687, Explained Variance Score Test: 0.147\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: -0.363\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.489, R^2 test: -0.153\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.354, R^2 test: -0.122\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.307, R^2 test: -0.105\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.097\n", "AUC Test: 0.696, Explained Variance Score Test: 0.139\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.185\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: -0.074\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.404, R^2 test: -0.021\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.708, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.668, R^2 test: 0.114\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.213\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.259\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.713, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.607, R^2 test: 0.111\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.448, R^2 test: 0.229\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.294, R^2 test: 0.168\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.266, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.710, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.623, R^2 test: 0.024\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: 0.065\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.305, R^2 test: 0.073\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.273, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.700, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: -0.079\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.503, R^2 test: 0.088\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.358, R^2 test: 0.196\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.841, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.705, Explained Variance Score Test: 0.168\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.743, R^2 test: 0.071\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.561, R^2 test: 0.177\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.199\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.344, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.785, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.675, Explained Variance Score Test: 0.161\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.636, R^2 test: -0.266\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: -0.006\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.345, R^2 test: 0.172\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.288, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.697, Explained Variance Score Test: 0.169\n", "\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.760, R^2 test: 0.142\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.621, R^2 test: 0.215\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.460, R^2 test: 0.282\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.420, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.679, Explained Variance Score Test: 0.194\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: 0.203\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.616, R^2 test: 0.256\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.470, R^2 test: 0.331\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.431, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.727, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.751, R^2 test: -0.314\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: -0.030\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.109\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.293, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.721, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.590, R^2 test: -0.206\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.413, R^2 test: 0.011\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.254, R^2 test: 0.109\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.212, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.766, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.706, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: 0.084\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.143\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.408, R^2 test: 0.216\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.380, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.777, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.722, Explained Variance Score Test: 0.216\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.704, R^2 test: 0.133\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.590, R^2 test: 0.245\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: 0.284\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.696, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.758, R^2 test: 0.050\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.647, R^2 test: 0.141\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.481, R^2 test: 0.239\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.420, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.809, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.694, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.778, R^2 test: -0.156\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.646, R^2 test: -0.111\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.466, R^2 test: 0.011\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.396, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.708, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.559, R^2 test: -0.193\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.417, R^2 test: 0.039\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.108\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.244, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.702, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.685, Explained Variance Score Test: 0.174\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.649, R^2 test: -0.683\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.477, R^2 test: -0.273\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: -0.084\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.318, R^2 test: -0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.655, Explained Variance Score Validation: -0.081\n", "AUC Test: 0.701, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.757, R^2 test: 0.061\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.569, R^2 test: 0.163\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: 0.198\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.718, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.605, R^2 test: 0.130\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.467, R^2 test: 0.164\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.329, R^2 test: 0.191\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.288, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.727, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: -0.135\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: -0.024\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: -0.019\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.849, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.640, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.723, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.640, R^2 test: 0.352\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: 0.405\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.434, R^2 test: 0.390\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.380, R^2 test: 0.371\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.702, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.626, R^2 test: -0.134\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.501, R^2 test: 0.031\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.363, R^2 test: 0.126\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.321, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.818, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.707, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.733, R^2 test: -0.260\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.578, R^2 test: -0.186\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: -0.112\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: -0.085\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.725, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.549, R^2 test: -0.550\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.441, R^2 test: -0.192\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.293, R^2 test: 0.016\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.243, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.702, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.706, Explained Variance Score Test: 0.152\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.170\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: 0.225\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: 0.238\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.363, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.714, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.805, R^2 test: -0.019\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.618, R^2 test: 0.144\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.446, R^2 test: 0.187\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.719, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.655, R^2 test: -0.006\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.509, R^2 test: 0.094\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.190\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.723, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.724, R^2 test: 0.070\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.565, R^2 test: 0.027\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.094\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.691, Explained Variance Score Test: 0.197\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.735, R^2 test: 0.004\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.564, R^2 test: 0.096\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.438, R^2 test: 0.186\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.858, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.715, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.558, R^2 test: -0.084\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.418, R^2 test: 0.009\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.276, R^2 test: 0.091\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.245, R^2 test: 0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.771, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.692, Explained Variance Score Test: 0.132\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.739, R^2 test: -0.338\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: -0.022\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.023\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.547, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.709, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.716, R^2 test: 0.028\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.146\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: 0.244\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.406, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.730, Explained Variance Score Test: 0.221\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.709 95% CI: [0.696 , 0.722]\n", "->AUC test: 0.705 95% CI: [0.702 , 0.708]\n", "->R^2 validation: 0.161 95% CI: [0.140 , 0.182]\n", "->R^2 test: 0.193 95% CI: [0.186 , 0.200]\n", "->Explained Variance validation: 0.149 95% CI: [0.127 , 0.170]\n", "->Explained Variance test: 0.188 95% CI: [0.181 , 0.195]\n", "Test set metrics:\n", "@threshold:2.228, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.228, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.225, sens:0.000, spec:0.996, ppv:0.000, acc:0.760, f1:0.000, mcc:-0.034, total+:1, total-:349\n", "@threshold:0.897, sens:0.145, spec:0.978, ppv:0.667, acc:0.780, f1:0.238, mcc:0.045, total+:18, total-:332\n", "@threshold:0.896, sens:0.145, spec:0.974, ppv:0.632, acc:0.777, f1:0.235, mcc:0.036, total+:19, total-:331\n", "@threshold:0.880, sens:0.157, spec:0.963, ppv:0.565, acc:0.771, f1:0.245, mcc:0.024, total+:23, total-:327\n", "@threshold:0.867, sens:0.157, spec:0.959, ppv:0.542, acc:0.769, f1:0.243, mcc:0.020, total+:24, total-:326\n", "@threshold:0.864, sens:0.181, spec:0.955, ppv:0.556, acc:0.771, f1:0.273, mcc:0.021, total+:27, total-:323\n", "@threshold:0.858, sens:0.193, spec:0.955, ppv:0.571, acc:0.774, f1:0.288, mcc:0.022, total+:28, total-:322\n", "@threshold:0.848, sens:0.205, spec:0.944, ppv:0.531, acc:0.769, f1:0.296, mcc:0.017, total+:32, total-:318\n", "@threshold:0.842, sens:0.217, spec:0.944, ppv:0.545, acc:0.771, f1:0.310, mcc:0.018, total+:33, total-:317\n", "@threshold:0.842, sens:0.241, spec:0.936, ppv:0.541, acc:0.771, f1:0.333, mcc:0.017, total+:37, total-:313\n", "@threshold:0.828, sens:0.253, spec:0.936, ppv:0.553, acc:0.774, f1:0.347, mcc:0.018, total+:38, total-:312\n", "@threshold:0.804, sens:0.253, spec:0.933, ppv:0.538, acc:0.771, f1:0.344, mcc:0.016, total+:39, total-:311\n", "@threshold:0.804, sens:0.277, spec:0.929, ppv:0.548, acc:0.774, f1:0.368, mcc:0.016, total+:42, total-:308\n", "@threshold:0.803, sens:0.277, spec:0.925, ppv:0.535, acc:0.771, f1:0.365, mcc:0.015, total+:43, total-:307\n", "@threshold:0.647, sens:0.301, spec:0.925, ppv:0.556, acc:0.777, f1:0.391, mcc:0.017, total+:45, total-:305\n", "@threshold:0.625, sens:0.301, spec:0.921, ppv:0.543, acc:0.774, f1:0.388, mcc:0.015, total+:46, total-:304\n", "@threshold:0.607, sens:0.325, spec:0.914, ppv:0.540, acc:0.774, f1:0.406, mcc:0.015, total+:50, total-:300\n", "@threshold:0.607, sens:0.337, spec:0.914, ppv:0.549, acc:0.777, f1:0.418, mcc:0.015, total+:51, total-:299\n", "@threshold:0.603, sens:0.337, spec:0.910, ppv:0.538, acc:0.774, f1:0.415, mcc:0.014, total+:52, total-:298\n", "@threshold:0.582, sens:0.361, spec:0.888, ppv:0.500, acc:0.763, f1:0.420, mcc:0.011, total+:60, total-:290\n", "@threshold:0.563, sens:0.361, spec:0.884, ppv:0.492, acc:0.760, f1:0.417, mcc:0.010, total+:61, total-:289\n", "@threshold:0.561, sens:0.373, spec:0.884, ppv:0.500, acc:0.763, f1:0.428, mcc:0.011, total+:62, total-:288\n", "@threshold:0.536, sens:0.386, spec:0.880, ppv:0.500, acc:0.763, f1:0.435, mcc:0.011, total+:64, total-:286\n", "@threshold:0.534, sens:0.398, spec:0.880, ppv:0.508, acc:0.766, f1:0.446, mcc:0.011, total+:65, total-:285\n", "@threshold:0.532, sens:0.410, spec:0.876, ppv:0.507, acc:0.766, f1:0.453, mcc:0.011, total+:67, total-:283\n", "@threshold:0.529, sens:0.422, spec:0.876, ppv:0.515, acc:0.769, f1:0.464, mcc:0.011, total+:68, total-:282\n", "@threshold:0.527, sens:0.422, spec:0.873, ppv:0.507, acc:0.766, f1:0.461, mcc:0.011, total+:69, total-:281\n", "@threshold:0.526, sens:0.446, spec:0.824, ppv:0.440, acc:0.734, f1:0.443, mcc:0.007, total+:84, total-:266\n", "@threshold:0.524, sens:0.458, spec:0.824, ppv:0.447, acc:0.737, f1:0.452, mcc:0.007, total+:85, total-:265\n", "@threshold:0.511, sens:0.506, spec:0.816, ppv:0.462, acc:0.743, f1:0.483, mcc:0.008, total+:91, total-:259\n", "@threshold:0.509, sens:0.518, spec:0.816, ppv:0.467, acc:0.746, f1:0.491, mcc:0.008, total+:92, total-:258\n", "@threshold:0.509, sens:0.518, spec:0.805, ppv:0.453, acc:0.737, f1:0.483, mcc:0.007, total+:95, total-:255\n", "@threshold:0.508, sens:0.530, spec:0.801, ppv:0.454, acc:0.737, f1:0.489, mcc:0.007, total+:97, total-:253\n", "@threshold:0.506, sens:0.542, spec:0.801, ppv:0.459, acc:0.740, f1:0.497, mcc:0.007, total+:98, total-:252\n", "@threshold:0.496, sens:0.542, spec:0.798, ppv:0.455, acc:0.737, f1:0.495, mcc:0.007, total+:99, total-:251\n", "@threshold:0.493, sens:0.566, spec:0.794, ppv:0.461, acc:0.740, f1:0.508, mcc:0.007, total+:102, total-:248\n", "@threshold:0.479, sens:0.578, spec:0.775, ppv:0.444, acc:0.729, f1:0.503, mcc:0.007, total+:108, total-:242\n", "@threshold:0.464, sens:0.590, spec:0.768, ppv:0.441, acc:0.726, f1:0.505, mcc:0.007, total+:111, total-:239\n", "@threshold:0.459, sens:0.590, spec:0.764, ppv:0.438, acc:0.723, f1:0.503, mcc:0.006, total+:112, total-:238\n", "@threshold:0.456, sens:0.627, spec:0.757, ppv:0.444, acc:0.726, f1:0.520, mcc:0.007, total+:117, total-:233\n", "@threshold:0.452, sens:0.627, spec:0.753, ppv:0.441, acc:0.723, f1:0.517, mcc:0.006, total+:118, total-:232\n", "@threshold:0.439, sens:0.639, spec:0.742, ppv:0.434, acc:0.717, f1:0.517, mcc:0.006, total+:122, total-:228\n", "@threshold:0.439, sens:0.639, spec:0.734, ppv:0.427, acc:0.711, f1:0.512, mcc:0.006, total+:124, total-:226\n", "@threshold:0.389, sens:0.663, spec:0.734, ppv:0.437, acc:0.717, f1:0.526, mcc:0.006, total+:126, total-:224\n", "@threshold:0.374, sens:0.675, spec:0.727, ppv:0.434, acc:0.714, f1:0.528, mcc:0.006, total+:129, total-:221\n", "@threshold:0.321, sens:0.675, spec:0.723, ppv:0.431, acc:0.711, f1:0.526, mcc:0.006, total+:130, total-:220\n", "@threshold:0.293, sens:0.675, spec:0.708, ppv:0.418, acc:0.700, f1:0.516, mcc:0.005, total+:134, total-:216\n", "@threshold:0.260, sens:0.675, spec:0.704, ppv:0.415, acc:0.697, f1:0.514, mcc:0.005, total+:135, total-:215\n", "@threshold:0.221, sens:0.687, spec:0.700, ppv:0.416, acc:0.697, f1:0.518, mcc:0.005, total+:137, total-:213\n", "@threshold:0.209, sens:0.687, spec:0.697, ppv:0.413, acc:0.694, f1:0.516, mcc:0.005, total+:138, total-:212\n", "@threshold:0.198, sens:0.687, spec:0.689, ppv:0.407, acc:0.689, f1:0.511, mcc:0.005, total+:140, total-:210\n", "@threshold:0.126, sens:0.699, spec:0.670, ppv:0.397, acc:0.677, f1:0.507, mcc:0.005, total+:146, total-:204\n", "@threshold:0.100, sens:0.699, spec:0.667, ppv:0.395, acc:0.674, f1:0.504, mcc:0.005, total+:147, total-:203\n", "@threshold:0.099, sens:0.723, spec:0.648, ppv:0.390, acc:0.666, f1:0.506, mcc:0.004, total+:154, total-:196\n", "@threshold:0.072, sens:0.723, spec:0.637, ppv:0.382, acc:0.657, f1:0.500, mcc:0.004, total+:157, total-:193\n", "@threshold:0.068, sens:0.735, spec:0.633, ppv:0.384, acc:0.657, f1:0.504, mcc:0.004, total+:159, total-:191\n", "@threshold:0.043, sens:0.735, spec:0.629, ppv:0.381, acc:0.654, f1:0.502, mcc:0.004, total+:160, total-:190\n", "@threshold:-0.009, sens:0.747, spec:0.618, ppv:0.378, acc:0.649, f1:0.502, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.017, sens:0.747, spec:0.614, ppv:0.376, acc:0.646, f1:0.500, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.080, sens:0.759, spec:0.607, ppv:0.375, acc:0.643, f1:0.502, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.085, sens:0.759, spec:0.603, ppv:0.373, acc:0.640, f1:0.500, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.086, sens:0.759, spec:0.581, ppv:0.360, acc:0.623, f1:0.488, mcc:0.004, total+:175, total-:175\n", "@threshold:-0.103, sens:0.759, spec:0.577, ppv:0.358, acc:0.620, f1:0.486, mcc:0.004, total+:176, total-:174\n", "@threshold:-0.104, sens:0.771, spec:0.577, ppv:0.362, acc:0.623, f1:0.492, mcc:0.004, total+:177, total-:173\n", "@threshold:-0.104, sens:0.771, spec:0.566, ppv:0.356, acc:0.614, f1:0.487, mcc:0.003, total+:180, total-:170\n", "@threshold:-0.106, sens:0.771, spec:0.562, ppv:0.354, acc:0.611, f1:0.485, mcc:0.003, total+:181, total-:169\n", "@threshold:-0.109, sens:0.771, spec:0.547, ppv:0.346, acc:0.600, f1:0.478, mcc:0.003, total+:185, total-:165\n", "@threshold:-0.116, sens:0.771, spec:0.543, ppv:0.344, acc:0.597, f1:0.476, mcc:0.003, total+:186, total-:164\n", "@threshold:-0.124, sens:0.795, spec:0.543, ppv:0.351, acc:0.603, f1:0.487, mcc:0.003, total+:188, total-:162\n", "@threshold:-0.124, sens:0.795, spec:0.524, ppv:0.342, acc:0.589, f1:0.478, mcc:0.003, total+:193, total-:157\n", "@threshold:-0.125, sens:0.795, spec:0.517, ppv:0.338, acc:0.583, f1:0.475, mcc:0.003, total+:195, total-:155\n", "@threshold:-0.126, sens:0.795, spec:0.513, ppv:0.337, acc:0.580, f1:0.473, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.126, sens:0.807, spec:0.506, ppv:0.337, acc:0.577, f1:0.475, mcc:0.003, total+:199, total-:151\n", "@threshold:-0.150, sens:0.807, spec:0.498, ppv:0.333, acc:0.571, f1:0.472, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.152, sens:0.807, spec:0.483, ppv:0.327, acc:0.560, f1:0.465, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.152, sens:0.819, spec:0.461, ppv:0.321, acc:0.546, f1:0.461, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.154, sens:0.819, spec:0.453, ppv:0.318, acc:0.540, f1:0.458, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.159, sens:0.843, spec:0.449, ppv:0.323, acc:0.543, f1:0.467, mcc:0.003, total+:217, total-:133\n", "@threshold:-0.160, sens:0.843, spec:0.446, ppv:0.321, acc:0.540, f1:0.465, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.171, sens:0.855, spec:0.446, ppv:0.324, acc:0.543, f1:0.470, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.171, sens:0.855, spec:0.442, ppv:0.323, acc:0.540, f1:0.469, mcc:0.003, total+:220, total-:130\n", "@threshold:-0.172, sens:0.855, spec:0.412, ppv:0.311, acc:0.517, f1:0.457, mcc:0.002, total+:228, total-:122\n", "@threshold:-0.173, sens:0.867, spec:0.408, ppv:0.313, acc:0.517, f1:0.460, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.174, sens:0.880, spec:0.408, ppv:0.316, acc:0.520, f1:0.465, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.197, sens:0.880, spec:0.397, ppv:0.312, acc:0.511, f1:0.461, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.227, sens:0.880, spec:0.393, ppv:0.311, acc:0.509, f1:0.459, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.242, sens:0.880, spec:0.382, ppv:0.307, acc:0.500, f1:0.455, mcc:0.002, total+:238, total-:112\n", "@threshold:-0.265, sens:0.880, spec:0.378, ppv:0.305, acc:0.497, f1:0.453, mcc:0.002, total+:239, total-:111\n", "@threshold:-0.265, sens:0.892, spec:0.352, ppv:0.300, acc:0.480, f1:0.448, mcc:0.002, total+:247, total-:103\n", "@threshold:-0.272, sens:0.916, spec:0.318, ppv:0.295, acc:0.460, f1:0.446, mcc:0.002, total+:258, total-:92\n", "@threshold:-0.275, sens:0.916, spec:0.315, ppv:0.293, acc:0.457, f1:0.444, mcc:0.002, total+:259, total-:91\n", "@threshold:-0.290, sens:0.916, spec:0.303, ppv:0.290, acc:0.449, f1:0.441, mcc:0.002, total+:262, total-:88\n", "@threshold:-0.296, sens:0.916, spec:0.300, ppv:0.289, acc:0.446, f1:0.439, mcc:0.002, total+:263, total-:87\n", "@threshold:-0.307, sens:0.916, spec:0.281, ppv:0.284, acc:0.431, f1:0.433, mcc:0.002, total+:268, total-:82\n", "@threshold:-0.328, sens:0.916, spec:0.277, ppv:0.283, acc:0.429, f1:0.432, mcc:0.002, total+:269, total-:81\n", "@threshold:-0.329, sens:0.916, spec:0.266, ppv:0.279, acc:0.420, f1:0.428, mcc:0.002, total+:272, total-:78\n", "@threshold:-0.340, sens:0.928, spec:0.266, ppv:0.282, acc:0.423, f1:0.433, mcc:0.002, total+:273, total-:77\n", "@threshold:-0.346, sens:0.928, spec:0.262, ppv:0.281, acc:0.420, f1:0.431, mcc:0.002, total+:274, total-:76\n", "@threshold:-0.385, sens:0.940, spec:0.236, ppv:0.277, acc:0.403, f1:0.427, mcc:0.002, total+:282, total-:68\n", "@threshold:-0.393, sens:0.940, spec:0.232, ppv:0.276, acc:0.400, f1:0.426, mcc:0.002, total+:283, total-:67\n", "@threshold:-0.436, sens:0.952, spec:0.217, ppv:0.274, acc:0.391, f1:0.426, mcc:0.002, total+:288, total-:62\n", "@threshold:-0.438, sens:0.952, spec:0.213, ppv:0.273, acc:0.389, f1:0.425, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.445, sens:0.952, spec:0.206, ppv:0.271, acc:0.383, f1:0.422, mcc:0.002, total+:291, total-:59\n", "@threshold:-0.460, sens:0.952, spec:0.202, ppv:0.271, acc:0.380, f1:0.421, mcc:0.002, total+:292, total-:58\n", "@threshold:-0.490, sens:0.964, spec:0.184, ppv:0.268, acc:0.369, f1:0.420, mcc:0.002, total+:298, total-:52\n", "@threshold:-0.530, sens:0.964, spec:0.180, ppv:0.268, acc:0.366, f1:0.419, mcc:0.002, total+:299, total-:51\n", "@threshold:-0.537, sens:0.964, spec:0.161, ppv:0.263, acc:0.351, f1:0.413, mcc:0.002, total+:304, total-:46\n", "@threshold:-0.548, sens:0.964, spec:0.157, ppv:0.262, acc:0.349, f1:0.412, mcc:0.002, total+:305, total-:45\n", "@threshold:-0.555, sens:0.964, spec:0.150, ppv:0.261, acc:0.343, f1:0.410, mcc:0.002, total+:307, total-:43\n", "@threshold:-0.558, sens:0.964, spec:0.146, ppv:0.260, acc:0.340, f1:0.409, mcc:0.002, total+:308, total-:42\n", "@threshold:-0.559, sens:1.000, spec:0.064, ppv:0.249, acc:0.286, f1:0.399, mcc:0.002, total+:333, total-:17\n", "@threshold:-0.559, sens:1.000, spec:0.056, ppv:0.248, acc:0.280, f1:0.397, mcc:0.002, total+:335, total-:15\n", "@threshold:-0.627, sens:1.000, spec:0.052, ppv:0.247, acc:0.277, f1:0.396, mcc:0.002, total+:336, total-:14\n", "@threshold:-0.670, sens:1.000, spec:0.034, ppv:0.243, acc:0.263, f1:0.392, mcc:0.002, total+:341, total-:9\n", "@threshold:-0.677, sens:1.000, spec:0.030, ppv:0.243, acc:0.260, f1:0.391, mcc:0.002, total+:342, total-:8\n", "@threshold:-0.679, sens:1.000, spec:0.022, ppv:0.241, acc:0.254, f1:0.389, mcc:0.002, total+:344, total-:6\n", "@threshold:-0.686, sens:1.000, spec:0.011, ppv:0.239, acc:0.246, f1:0.386, mcc:0.002, total+:347, total-:3\n", "@threshold:-0.686, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:10.927225\n", "Total Time elapsed 6:11:29.863514\n", "-----------------------------------------------------\n", "\n", "boys no_min bmi_latest gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.249\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.249\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.722, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.171\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.171\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.850, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.698, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.256\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.256\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.256\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.792, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.699, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.126\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.126\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.715, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.026\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.026\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.269, R^2 test: 0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.692, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.110\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.110\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.755, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.685, Explained Variance Score Test: 0.151\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.216, R^2 test: 0.198\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.216, R^2 test: 0.198\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.216, R^2 test: 0.198\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.760, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.675, Explained Variance Score Test: 0.191\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.153\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.153\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.153\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.718, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.400, R^2 test: 0.117\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.400, R^2 test: 0.117\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.400, R^2 test: 0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.862, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.704, Explained Variance Score Test: 0.127\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.183\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.183\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.183\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.674, Explained Variance Score Test: 0.127\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.407, R^2 test: 0.001\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: -0.000\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: -0.000\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.857, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.730, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: -0.086\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: -0.086\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: -0.086\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.510\n", "AUC Validation: 0.683, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.699, Explained Variance Score Test: 0.114\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.008\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.008\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.738, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: -0.079\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: -0.079\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.198, R^2 test: -0.079\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.641, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.643, Explained Variance Score Test: 0.067\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.254\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.254\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.254\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.707, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: -0.000\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: -0.000\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.778, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.719, Explained Variance Score Test: 0.209\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.045\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.045\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.433, R^2 test: 0.043\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.716, Explained Variance Score Test: 0.222\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.138\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.138\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.138\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.853, Explained Variance Score Train: 0.554\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.690, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.141\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.141\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.262, R^2 test: 0.141\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.704, Explained Variance Score Test: 0.146\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.104\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.104\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.818, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.727, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.091\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.091\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.647, Explained Variance Score Test: 0.126\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.008\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.008\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.680, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.237\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.237\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.236\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.719, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.006\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.006\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.590, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.685, Explained Variance Score Test: 0.138\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.265\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.265\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.265\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.720, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.246\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.246\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.298, R^2 test: 0.246\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.789, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.706, Explained Variance Score Test: 0.102\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.202\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.202\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.202\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.666, Explained Variance Score Test: 0.083\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.081\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.081\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.727, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.048\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.048\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.048\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.669, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.228\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.228\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.702, Explained Variance Score Test: 0.155\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.030\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.030\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.410, R^2 test: 0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.688, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.025\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: -0.086\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.714, Explained Variance Score Test: 0.233\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.340, R^2 test: 0.145\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.340, R^2 test: 0.145\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.340, R^2 test: 0.145\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.713, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.121\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.121\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.856, Explained Variance Score Train: 0.597\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.067\n", "AUC Test: 0.715, Explained Variance Score Test: 0.161\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.149\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.148\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.148\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.762, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.705, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.133\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.133\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.133\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.748, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: -0.015\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: -0.015\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: -0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.728, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.703, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.244, R^2 test: 0.032\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.244, R^2 test: 0.032\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.244, R^2 test: 0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.681, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.265, R^2 test: -0.032\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.265, R^2 test: -0.032\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.265, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.765, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.688, Explained Variance Score Test: 0.161\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: -0.042\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: -0.042\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: -0.042\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.589, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.637, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.249\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.249\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.697, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.050\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.050\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.304, R^2 test: 0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.695, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.224, R^2 test: 0.070\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.224, R^2 test: 0.070\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.224, R^2 test: 0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.699, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.171, R^2 test: -0.012\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.171, R^2 test: -0.012\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.171, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.749, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.675, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.191\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.191\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.343, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.851, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.703, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.024\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.024\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.268, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.705, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.075\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.075\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.717, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: -0.025\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: -0.025\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.288, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.819, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.558, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.703, Explained Variance Score Test: 0.163\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.162\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.162\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.162\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.740, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.215, R^2 test: -0.069\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.215, R^2 test: -0.069\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.215, R^2 test: -0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.773, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.617, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.696, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.087\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.087\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.704, Explained Variance Score Test: 0.228\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.168\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.168\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.682, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.086\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.086\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.086\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.712, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.246, R^2 test: 0.179\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.246, R^2 test: 0.179\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.246, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.695, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.166\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.166\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.166\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.840, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.704, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.056\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.056\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.056\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.849, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.655, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: 0.352\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: 0.352\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.402, R^2 test: 0.352\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.733, Explained Variance Score Test: 0.136\n", "\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.102\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.102\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.102\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.699, Explained Variance Score Test: 0.189\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.193\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.193\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.193\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.694, Explained Variance Score Test: 0.133\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: -0.067\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: -0.069\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.232, R^2 test: -0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.851, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.680, Explained Variance Score Test: 0.106\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.026\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.026\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.690, Explained Variance Score Test: 0.131\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.168\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.168\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.693, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.440\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.441\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.441\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.471\n", "AUC Test: 0.671, Explained Variance Score Test: 0.124\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.524, R^2 test: 0.157\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.152\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.856, Explained Variance Score Train: 0.547\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.711, Explained Variance Score Test: 0.244\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.476, R^2 test: 0.048\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.477, R^2 test: 0.047\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: 0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.864, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.721, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.067\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.067\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.702, Explained Variance Score Test: 0.133\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.336, R^2 test: -0.032\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.336, R^2 test: -0.032\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.336, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.641, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.726, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.006\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.006\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.792, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.679, Explained Variance Score Test: 0.205\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.084\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.084\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.084\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.715, Explained Variance Score Test: 0.141\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.145\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.145\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.145\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.860, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.727, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.269\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.269\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.269\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.728, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.054\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.054\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.284, R^2 test: 0.054\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.692, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.035\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.035\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.035\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.713, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.090\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.090\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.090\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.721, Explained Variance Score Test: 0.145\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.114\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.114\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.114\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.716, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: -0.023\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.590, R^2 test: -0.032\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.595, R^2 test: -0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.875, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.735, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.153\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.152\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.352, R^2 test: 0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.700, Explained Variance Score Test: 0.174\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: 0.329\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: 0.329\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.706, Explained Variance Score Test: 0.129\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: -0.054\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: -0.054\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: -0.054\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.870, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.757, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.703, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.063\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.063\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.684, Explained Variance Score Test: 0.152\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.255\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.739, Explained Variance Score Test: 0.118\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.105\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.105\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.105\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.705, Explained Variance Score Test: 0.183\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.060\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.060\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.060\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.705, Explained Variance Score Test: 0.125\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.104\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.104\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.260, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.778, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.612, Explained Variance Score Test: 0.110\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.020\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.020\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.716, Explained Variance Score Test: 0.151\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.061\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.061\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.707, Explained Variance Score Test: 0.226\n", "\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.190\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: 0.190\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.902, Explained Variance Score Train: 0.496\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.699, Explained Variance Score Test: 0.185\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.219\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.219\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.697, Explained Variance Score Test: 0.155\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.248, R^2 test: 0.163\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.132\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.807, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.712, Explained Variance Score Test: 0.089\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.219\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.218\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.842, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.709, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.382, R^2 test: 0.094\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.086\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.086\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.727, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.247\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.247\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.204, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.754, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.683, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.093\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.085\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.084\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.661, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.063\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.062\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.062\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.866, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.687, Explained Variance Score Test: 0.151\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.031\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: 0.030\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: 0.030\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.735, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.050\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.400, R^2 test: 0.047\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.047\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.696, Explained Variance Score Test: 0.222\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.155\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.155\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.706, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.244\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.243\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.243\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.713, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.302\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.256, R^2 test: 0.302\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.256, R^2 test: 0.302\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.749, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.695, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.404, R^2 test: 0.020\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.017\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.017\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.690, Explained Variance Score Test: 0.255\n", "\n", "total Variables 1 and total subjects: 1751\n", "->AUC validation: 0.711 95% CI: [0.698 , 0.723]\n", "->AUC test: 0.701 95% CI: [0.696 , 0.705]\n", "->R^2 validation: 0.148 95% CI: [0.127 , 0.168]\n", "->R^2 test: 0.179 95% CI: [0.168 , 0.189]\n", "->Explained Variance validation: 0.106 95% CI: [0.085 , 0.127]\n", "->Explained Variance test: 0.129 95% CI: [0.118 , 0.140]\n", "Test set metrics:\n", "@threshold:2.383, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.383, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.289, sens:0.024, spec:0.981, ppv:0.286, acc:0.754, f1:0.044, mcc:0.004, total+:7, total-:343\n", "@threshold:0.616, sens:0.048, spec:0.970, ppv:0.333, acc:0.751, f1:0.084, mcc:0.006, total+:12, total-:338\n", "@threshold:0.524, sens:0.060, spec:0.970, ppv:0.385, acc:0.754, f1:0.104, mcc:0.010, total+:13, total-:337\n", "@threshold:0.443, sens:0.157, spec:0.955, ppv:0.520, acc:0.766, f1:0.241, mcc:0.018, total+:25, total-:325\n", "@threshold:0.389, sens:0.157, spec:0.951, ppv:0.500, acc:0.763, f1:0.239, mcc:0.016, total+:26, total-:324\n", "@threshold:0.373, sens:0.205, spec:0.944, ppv:0.531, acc:0.769, f1:0.296, mcc:0.017, total+:32, total-:318\n", "@threshold:0.323, sens:0.205, spec:0.918, ppv:0.436, acc:0.749, f1:0.279, mcc:0.009, total+:39, total-:311\n", "@threshold:0.270, sens:0.229, spec:0.906, ppv:0.432, acc:0.746, f1:0.299, mcc:0.008, total+:44, total-:306\n", "@threshold:0.255, sens:0.277, spec:0.903, ppv:0.469, acc:0.754, f1:0.348, mcc:0.010, total+:49, total-:301\n", "@threshold:-0.075, sens:0.289, spec:0.888, ppv:0.444, acc:0.746, f1:0.350, mcc:0.008, total+:54, total-:296\n", "@threshold:-0.138, sens:0.325, spec:0.869, ppv:0.435, acc:0.740, f1:0.372, mcc:0.007, total+:62, total-:288\n", "@threshold:-0.140, sens:0.361, spec:0.854, ppv:0.435, acc:0.737, f1:0.395, mcc:0.007, total+:69, total-:281\n", "@threshold:-0.161, sens:0.422, spec:0.831, ppv:0.438, acc:0.734, f1:0.429, mcc:0.007, total+:80, total-:270\n", "@threshold:-0.176, sens:0.446, spec:0.809, ppv:0.420, acc:0.723, f1:0.433, mcc:0.006, total+:88, total-:262\n", "@threshold:-0.188, sens:0.494, spec:0.745, ppv:0.376, acc:0.686, f1:0.427, mcc:0.004, total+:109, total-:241\n", "@threshold:-0.195, sens:0.530, spec:0.704, ppv:0.358, acc:0.663, f1:0.427, mcc:0.003, total+:123, total-:227\n", "@threshold:-0.215, sens:0.554, spec:0.674, ppv:0.346, acc:0.646, f1:0.426, mcc:0.003, total+:133, total-:217\n", "@threshold:-0.233, sens:0.566, spec:0.674, ppv:0.351, acc:0.649, f1:0.433, mcc:0.003, total+:134, total-:216\n", "@threshold:-0.233, sens:0.614, spec:0.663, ppv:0.362, acc:0.651, f1:0.455, mcc:0.004, total+:141, total-:209\n", "@threshold:-0.242, sens:0.639, spec:0.614, ppv:0.340, acc:0.620, f1:0.444, mcc:0.003, total+:156, total-:194\n", "@threshold:-0.250, sens:0.723, spec:0.584, ppv:0.351, acc:0.617, f1:0.472, mcc:0.003, total+:171, total-:179\n", "@threshold:-0.258, sens:0.723, spec:0.577, ppv:0.347, acc:0.611, f1:0.469, mcc:0.003, total+:173, total-:177\n", "@threshold:-0.284, sens:0.759, spec:0.539, ppv:0.339, acc:0.591, f1:0.468, mcc:0.003, total+:186, total-:164\n", "@threshold:-0.303, sens:0.783, spec:0.528, ppv:0.340, acc:0.589, f1:0.474, mcc:0.003, total+:191, total-:159\n", "@threshold:-0.304, sens:0.807, spec:0.528, ppv:0.347, acc:0.594, f1:0.486, mcc:0.003, total+:193, total-:157\n", "@threshold:-0.307, sens:0.819, spec:0.517, ppv:0.345, acc:0.589, f1:0.486, mcc:0.003, total+:197, total-:153\n", "@threshold:-0.308, sens:0.819, spec:0.509, ppv:0.342, acc:0.583, f1:0.482, mcc:0.003, total+:199, total-:151\n", "@threshold:-0.315, sens:0.867, spec:0.431, ppv:0.321, acc:0.534, f1:0.469, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.318, sens:0.867, spec:0.427, ppv:0.320, acc:0.531, f1:0.468, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.338, sens:0.880, spec:0.419, ppv:0.320, acc:0.529, f1:0.469, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.342, sens:0.904, spec:0.419, ppv:0.326, acc:0.534, f1:0.479, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.405, sens:0.904, spec:0.412, ppv:0.323, acc:0.529, f1:0.476, mcc:0.003, total+:232, total-:118\n", "@threshold:-0.406, sens:0.928, spec:0.341, ppv:0.304, acc:0.480, f1:0.458, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.466, sens:0.940, spec:0.303, ppv:0.295, acc:0.454, f1:0.450, mcc:0.002, total+:264, total-:86\n", "@threshold:-0.468, sens:0.940, spec:0.300, ppv:0.294, acc:0.451, f1:0.448, mcc:0.002, total+:265, total-:85\n", "@threshold:-0.541, sens:0.964, spec:0.228, ppv:0.280, acc:0.403, f1:0.434, mcc:0.002, total+:286, total-:64\n", "@threshold:-0.543, sens:0.964, spec:0.217, ppv:0.277, acc:0.394, f1:0.430, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.549, sens:0.964, spec:0.180, ppv:0.268, acc:0.366, f1:0.419, mcc:0.002, total+:299, total-:51\n", "@threshold:-0.552, sens:0.964, spec:0.172, ppv:0.266, acc:0.360, f1:0.417, mcc:0.002, total+:301, total-:49\n", "@threshold:-0.646, sens:0.976, spec:0.150, ppv:0.263, acc:0.346, f1:0.414, mcc:0.002, total+:308, total-:42\n", "@threshold:-0.652, sens:0.976, spec:0.131, ppv:0.259, acc:0.331, f1:0.409, mcc:0.002, total+:313, total-:37\n", "@threshold:-0.729, sens:0.976, spec:0.124, ppv:0.257, acc:0.326, f1:0.407, mcc:0.002, total+:315, total-:35\n", "@threshold:-0.778, sens:0.988, spec:0.097, ppv:0.254, acc:0.309, f1:0.404, mcc:0.002, total+:323, total-:27\n", "@threshold:-0.781, sens:0.988, spec:0.082, ppv:0.251, acc:0.297, f1:0.400, mcc:0.002, total+:327, total-:23\n", "@threshold:-0.782, sens:0.988, spec:0.064, ppv:0.247, acc:0.283, f1:0.395, mcc:0.002, total+:332, total-:18\n", "@threshold:-0.806, sens:0.988, spec:0.049, ppv:0.244, acc:0.271, f1:0.391, mcc:0.001, total+:336, total-:14\n", "@threshold:-0.849, sens:0.988, spec:0.037, ppv:0.242, acc:0.263, f1:0.389, mcc:0.001, total+:339, total-:11\n", "@threshold:-0.861, sens:0.988, spec:0.034, ppv:0.241, acc:0.260, f1:0.388, mcc:0.001, total+:340, total-:10\n", "@threshold:-0.967, sens:0.988, spec:0.015, ppv:0.238, acc:0.246, f1:0.383, mcc:0.000, total+:345, total-:5\n", "@threshold:-1.296, sens:0.988, spec:0.007, ppv:0.236, acc:0.240, f1:0.381, mcc:-0.001, total+:347, total-:3\n", "\n", "* Vital: BMI-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 1.0\n", "Time to run analysis 0:01:53.902700\n", "Total Time elapsed 6:13:23.766573\n", "-----------------------------------------------------\n", "\n", "boys min_5 full lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.893\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.489\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.774, R^2 test: -0.155\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.769, Explained Variance Score Test: 0.299\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.981, R^2 test: -2.386\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.317\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.740, R^2 test: 0.084\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.287, R^2 test: 0.373\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.830, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.775, Explained Variance Score Test: 0.291\n", "\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.603\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.878, R^2 test: -0.086\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.784, R^2 test: 0.033\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.757, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.972, R^2 test: -0.672\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.829, R^2 test: -0.017\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.727, R^2 test: 0.105\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.823, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.740, Explained Variance Score Test: 0.247\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.008\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.486\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.788, R^2 test: -0.278\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.402, R^2 test: 0.067\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.770, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.930\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.868, R^2 test: -0.271\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.085\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.091\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.662, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.765, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.500\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.890, R^2 test: -0.498\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.777, R^2 test: -0.144\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.763, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.920\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.870, R^2 test: -0.260\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.208\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.333\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.766, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.855\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.907, R^2 test: -0.115\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.799, R^2 test: 0.076\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.768, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.981, R^2 test: -4.054\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.853, R^2 test: -0.702\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.734, R^2 test: -0.120\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.748, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.138\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.906, R^2 test: -0.449\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.797, R^2 test: -0.111\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.757, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.439\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.845, R^2 test: -0.188\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.736, R^2 test: 0.004\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.733, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.982, R^2 test: -2.313\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.842, R^2 test: -0.691\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.685, R^2 test: -0.064\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.743, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.760, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.897\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.874, R^2 test: -0.142\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.131\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.226, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.767, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.977, R^2 test: -1.090\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.012\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.791, R^2 test: 0.193\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.773, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.298\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.864, R^2 test: 0.232\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.747, R^2 test: 0.342\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.765, Explained Variance Score Test: 0.285\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.087\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.865, R^2 test: -0.053\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.746, R^2 test: 0.157\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.771, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.976, R^2 test: -0.507\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.880, R^2 test: 0.203\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.777, R^2 test: 0.293\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.350\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.769, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.978, R^2 test: -3.677\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.838, R^2 test: -0.667\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.725, R^2 test: -0.293\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.752, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.765\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.909, R^2 test: -0.108\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.814, R^2 test: 0.150\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.767, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.947\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.875, R^2 test: -0.471\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.003\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.773, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.970, R^2 test: -1.805\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.852, R^2 test: -0.168\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.762, R^2 test: 0.100\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.740, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.763, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.379\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.852, R^2 test: 0.266\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.735, R^2 test: 0.359\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.749, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.632\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.896, R^2 test: -0.296\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.801, R^2 test: -0.021\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.802, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.756, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.810\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.902, R^2 test: -0.258\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.787, R^2 test: 0.062\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.413, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.745, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.214\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.343\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.804, R^2 test: -0.047\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.447, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.748, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.654\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.911, R^2 test: -0.125\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.807, R^2 test: 0.143\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.758, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.977, R^2 test: -0.175\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.837, R^2 test: 0.218\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.258\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.853, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.750, Explained Variance Score Test: 0.266\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.988, R^2 test: -2.666\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.756\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.793, R^2 test: -0.108\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.327\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.757, Explained Variance Score Test: 0.285\n", "\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.307\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.829, R^2 test: -0.068\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.697, R^2 test: 0.190\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.727, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.762, Explained Variance Score Test: 0.270\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.045\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.122\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.797, R^2 test: 0.097\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.169\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.755, Explained Variance Score Test: 0.288\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.008\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.860, R^2 test: -0.374\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.061\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.754, Explained Variance Score Test: 0.265\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.388\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.902, R^2 test: -0.265\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.810, R^2 test: -0.096\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.748, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.990, R^2 test: -3.788\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.902, R^2 test: -1.295\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.809, R^2 test: -0.595\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.142\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.737, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.975, R^2 test: -0.636\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.836, R^2 test: -0.064\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.724, R^2 test: 0.125\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.757, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.981, R^2 test: -1.489\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.859, R^2 test: -0.130\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.743, R^2 test: 0.141\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.736, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.347\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.096\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.774, R^2 test: 0.102\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.802, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.758, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.618\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.884, R^2 test: -0.659\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.772, R^2 test: -0.271\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.758, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.903\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.075\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.779, R^2 test: 0.088\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.777, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.701\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.868, R^2 test: 0.007\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.743, R^2 test: 0.219\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.343\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.769, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.990, R^2 test: -3.827\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.893, R^2 test: -1.309\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.789, R^2 test: -0.559\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.750, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.969\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.917, R^2 test: -0.141\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.826, R^2 test: 0.003\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.416, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.764, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.961, R^2 test: -3.054\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.766, R^2 test: -0.449\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.631, R^2 test: -0.038\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.170\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.778, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.979, R^2 test: -0.475\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.874, R^2 test: -0.051\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.085\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.157\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.755, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.655\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.096\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.135\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.203\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.754, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.920\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.956\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.796, R^2 test: -0.505\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.318\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.749, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.991, R^2 test: -2.109\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.915, R^2 test: -1.013\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.820, R^2 test: -0.497\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.767, Explained Variance Score Test: 0.276\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.488\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.904, R^2 test: 0.001\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.811, R^2 test: 0.112\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.823, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.763, Explained Variance Score Test: 0.303\n", "\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.703\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.929, R^2 test: -0.711\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.853, R^2 test: -0.343\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.750, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.753, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.376\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.884, R^2 test: -0.337\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.778, R^2 test: 0.005\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.770, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.982, R^2 test: -2.327\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.876, R^2 test: -0.948\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.767, R^2 test: -0.492\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.749, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.758, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.462\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.864, R^2 test: 0.079\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.756, R^2 test: 0.216\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.396\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.400\n", "AUC Test: 0.758, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.978, R^2 test: -1.013\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.890, R^2 test: -0.116\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.799, R^2 test: 0.021\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.767, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.652\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.908, R^2 test: -0.204\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.803, R^2 test: -0.086\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.769, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.646\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.371\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.743, R^2 test: -0.139\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.296, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.769, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.650\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.825, R^2 test: 0.138\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.244\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.766, Explained Variance Score Test: 0.265\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.981, R^2 test: -1.366\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.473\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.778, R^2 test: -0.153\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.757, Explained Variance Score Test: 0.285\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.976, R^2 test: -2.900\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.871\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.346\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.753, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.004\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.879, R^2 test: -0.301\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.780, R^2 test: -0.033\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.698, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.755, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.559\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.860, R^2 test: -0.778\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.731, R^2 test: -0.266\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.189, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.189\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.756, Explained Variance Score Test: 0.246\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.972, R^2 test: -0.156\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.880, R^2 test: 0.134\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.774, R^2 test: 0.150\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.762, Explained Variance Score Test: 0.271\n", "\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.209\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.873, R^2 test: 0.087\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.750, R^2 test: 0.173\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.187\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.754, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.464\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.881, R^2 test: -0.298\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.754, R^2 test: 0.072\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.749, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.981, R^2 test: -2.047\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.852, R^2 test: -0.542\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.733, R^2 test: -0.277\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.759, Explained Variance Score Test: 0.305\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.109\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.919, R^2 test: -0.240\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.840, R^2 test: -0.004\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.745, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.961\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.353\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.786, R^2 test: -0.026\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.709, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.724, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.190\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.903, R^2 test: -0.514\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.814, R^2 test: -0.229\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.344, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.771, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.750\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.897, R^2 test: -0.724\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.780, R^2 test: -0.355\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.692, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.977, R^2 test: -1.751\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.559\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.727, R^2 test: -0.208\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.204\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.761, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.979, R^2 test: -0.415\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.852, R^2 test: 0.149\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.752, R^2 test: 0.255\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.357\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.838, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.766, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.684\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.877, R^2 test: 0.012\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.767, R^2 test: 0.158\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.730, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.746, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.996\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.878, R^2 test: -0.473\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.775, R^2 test: -0.118\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.764, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.690\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.894, R^2 test: -0.060\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.780, R^2 test: 0.103\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.761, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.981, R^2 test: -1.704\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.837, R^2 test: -0.132\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.702, R^2 test: 0.165\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.759, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.621\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.869, R^2 test: 0.035\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.768, R^2 test: 0.117\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.761, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.336\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.092\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.825, R^2 test: -0.023\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.433, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.750, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.986, R^2 test: -5.928\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.832, R^2 test: -1.539\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.674, R^2 test: -0.466\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.769, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.321\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.909, R^2 test: -0.032\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.829, R^2 test: 0.140\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.511, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.768, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.970\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.446\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.780, R^2 test: -0.132\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.752, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.980, R^2 test: -2.972\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.848, R^2 test: -0.647\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.731, R^2 test: -0.072\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.430, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.884, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.771, Explained Variance Score Test: 0.317\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.699\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.894, R^2 test: 0.087\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.794, R^2 test: 0.346\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.463\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.894, Explained Variance Score Validation: 0.482\n", "AUC Test: 0.771, Explained Variance Score Test: 0.304\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.772\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.884, R^2 test: 0.015\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.780, R^2 test: 0.200\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.320\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.720, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.764, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.989, R^2 test: -2.212\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.895, R^2 test: -0.424\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.792, R^2 test: 0.005\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.385\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.774, Explained Variance Score Test: 0.298\n", "\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.987, R^2 test: -2.864\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.458\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.823, R^2 test: -0.182\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.417\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.844, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.450\n", "AUC Test: 0.761, Explained Variance Score Test: 0.288\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.852\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.877, R^2 test: 0.009\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.782, R^2 test: 0.169\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.758, Explained Variance Score Test: 0.267\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.983, R^2 test: -2.000\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.563\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.742, R^2 test: -0.197\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.133\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.824, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.761, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.985, R^2 test: -2.563\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.883, R^2 test: -0.476\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.758, R^2 test: 0.039\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.373\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.761, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.929\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.874, R^2 test: -0.254\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.758, R^2 test: 0.000\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.758, Explained Variance Score Test: 0.297\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.974, R^2 test: -1.880\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.826, R^2 test: -0.316\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.664, R^2 test: 0.044\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.688, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.744, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.280\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.895, R^2 test: -0.060\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.805, R^2 test: 0.116\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.338, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.765, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.980, R^2 test: -2.030\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.866, R^2 test: -0.712\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.760, R^2 test: -0.264\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.758, Explained Variance Score Test: 0.295\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.713\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.888, R^2 test: -0.444\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.810, R^2 test: -0.198\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.458, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.749, Explained Variance Score Test: 0.300\n", "\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.984, R^2 test: -2.306\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.780\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.729, R^2 test: -0.153\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.759, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.977, R^2 test: -5.285\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.865, R^2 test: -1.721\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.770, R^2 test: -0.754\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.386, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.871, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.771, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.089\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.926, R^2 test: -0.454\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.838, R^2 test: -0.172\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.441, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.753, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.407\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.911, R^2 test: -0.030\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.112\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.325\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.749, Explained Variance Score Test: 0.288\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.907\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.915, R^2 test: -0.259\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.811, R^2 test: -0.058\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.751, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.522\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.897, R^2 test: -0.578\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.801, R^2 test: -0.229\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.126\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.853, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.769, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.975, R^2 test: -1.776\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.872, R^2 test: -0.495\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.758, R^2 test: -0.128\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.338, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.764, Explained Variance Score Test: 0.293\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.687\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.896, R^2 test: -0.101\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.798, R^2 test: 0.135\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.396\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.400\n", "AUC Test: 0.754, Explained Variance Score Test: 0.290\n", "\n", "\n", "total Variables 858 and total subjects: 1751\n", "->AUC validation: 0.758 95% CI: [0.748 , 0.768]\n", "->AUC test: 0.758 95% CI: [0.756 , 0.761]\n", "->R^2 validation: 0.249 95% CI: [0.235 , 0.264]\n", "->R^2 test: 0.282 95% CI: [0.278 , 0.287]\n", "->Explained Variance validation: 0.237 95% CI: [0.223 , 0.252]\n", "->Explained Variance test: 0.278 95% CI: [0.274 , 0.283]\n", "Test set metrics:\n", "@threshold:1.370, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.148, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.079, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.060, sens:0.048, 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"@threshold:0.479, sens:0.313, spec:0.944, ppv:0.634, acc:0.794, f1:0.419, mcc:0.026, total+:41, total-:309\n", "@threshold:0.461, sens:0.325, spec:0.936, ppv:0.614, acc:0.791, f1:0.425, mcc:0.023, total+:44, total-:306\n", "@threshold:0.438, sens:0.325, spec:0.933, ppv:0.600, acc:0.789, f1:0.422, mcc:0.021, total+:45, total-:305\n", "@threshold:0.433, sens:0.337, spec:0.929, ppv:0.596, acc:0.789, f1:0.431, mcc:0.020, total+:47, total-:303\n", "@threshold:0.430, sens:0.337, spec:0.925, ppv:0.583, acc:0.786, f1:0.427, mcc:0.019, total+:48, total-:302\n", "@threshold:0.427, sens:0.349, spec:0.918, ppv:0.569, acc:0.783, f1:0.433, mcc:0.017, total+:51, total-:299\n", "@threshold:0.403, sens:0.361, spec:0.914, ppv:0.566, acc:0.783, f1:0.441, mcc:0.016, total+:53, total-:297\n", "@threshold:0.400, sens:0.373, spec:0.910, ppv:0.564, acc:0.783, f1:0.449, mcc:0.016, total+:55, total-:295\n", "@threshold:0.395, sens:0.386, spec:0.906, ppv:0.561, acc:0.783, f1:0.457, mcc:0.016, total+:57, total-:293\n", "@threshold:0.395, sens:0.398, spec:0.906, ppv:0.569, acc:0.786, f1:0.468, mcc:0.016, total+:58, total-:292\n", "@threshold:0.390, sens:0.398, spec:0.903, ppv:0.559, acc:0.783, f1:0.465, mcc:0.015, total+:59, total-:291\n", "@threshold:0.388, sens:0.410, spec:0.899, ppv:0.557, acc:0.783, f1:0.472, mcc:0.015, total+:61, total-:289\n", "@threshold:0.378, sens:0.410, spec:0.895, ppv:0.548, acc:0.780, f1:0.469, mcc:0.014, total+:62, total-:288\n", "@threshold:0.366, sens:0.422, spec:0.891, ppv:0.547, acc:0.780, f1:0.476, mcc:0.014, total+:64, total-:286\n", "@threshold:0.355, sens:0.422, spec:0.888, ppv:0.538, acc:0.777, f1:0.473, mcc:0.013, total+:65, total-:285\n", "@threshold:0.349, sens:0.434, spec:0.884, ppv:0.537, acc:0.777, f1:0.480, mcc:0.013, total+:67, total-:283\n", "@threshold:0.344, sens:0.434, spec:0.880, ppv:0.529, acc:0.774, f1:0.477, mcc:0.012, total+:68, total-:282\n", "@threshold:0.321, sens:0.446, spec:0.861, ppv:0.500, acc:0.763, f1:0.471, mcc:0.010, total+:74, total-:276\n", "@threshold:0.319, sens:0.446, spec:0.858, ppv:0.493, acc:0.760, f1:0.468, mcc:0.010, total+:75, total-:275\n", "@threshold:0.319, sens:0.458, spec:0.858, ppv:0.500, acc:0.763, f1:0.478, mcc:0.010, total+:76, total-:274\n", "@threshold:0.317, sens:0.458, spec:0.854, ppv:0.494, acc:0.760, f1:0.475, mcc:0.010, total+:77, total-:273\n", "@threshold:0.267, sens:0.470, spec:0.831, ppv:0.464, acc:0.746, f1:0.467, mcc:0.008, total+:84, total-:266\n", "@threshold:0.264, sens:0.482, spec:0.828, ppv:0.465, acc:0.746, f1:0.473, mcc:0.008, total+:86, total-:264\n", "@threshold:0.262, sens:0.494, spec:0.828, ppv:0.471, acc:0.749, f1:0.482, mcc:0.008, total+:87, total-:263\n", "@threshold:0.255, sens:0.494, spec:0.824, ppv:0.466, acc:0.746, f1:0.480, mcc:0.008, total+:88, total-:262\n", "@threshold:0.245, sens:0.506, spec:0.816, ppv:0.462, acc:0.743, f1:0.483, mcc:0.008, total+:91, total-:259\n", "@threshold:0.245, sens:0.506, spec:0.813, ppv:0.457, acc:0.740, f1:0.480, 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"@threshold:-0.003, sens:0.759, spec:0.614, ppv:0.380, acc:0.649, f1:0.506, mcc:0.004, total+:166, total-:184\n", "@threshold:-0.010, sens:0.759, spec:0.610, ppv:0.377, acc:0.646, f1:0.504, mcc:0.004, total+:167, total-:183\n", "@threshold:-0.019, sens:0.771, spec:0.603, ppv:0.376, acc:0.643, f1:0.506, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.021, sens:0.771, spec:0.599, ppv:0.374, acc:0.640, f1:0.504, mcc:0.004, total+:171, total-:179\n", "@threshold:-0.023, sens:0.783, spec:0.562, ppv:0.357, acc:0.614, f1:0.491, mcc:0.004, total+:182, total-:168\n", "@threshold:-0.027, sens:0.795, spec:0.554, ppv:0.357, acc:0.611, f1:0.493, mcc:0.004, total+:185, total-:165\n", "@threshold:-0.029, sens:0.795, spec:0.551, ppv:0.355, acc:0.609, f1:0.491, mcc:0.003, total+:186, total-:164\n", "@threshold:-0.034, sens:0.807, spec:0.543, ppv:0.354, acc:0.606, f1:0.493, mcc:0.004, total+:189, total-:161\n", "@threshold:-0.046, sens:0.807, spec:0.539, ppv:0.353, acc:0.603, f1:0.491, mcc:0.003, total+:190, total-:160\n", "@threshold:-0.046, sens:0.819, spec:0.539, ppv:0.356, acc:0.606, f1:0.496, mcc:0.004, total+:191, total-:159\n", "@threshold:-0.058, sens:0.819, spec:0.536, ppv:0.354, acc:0.603, f1:0.495, mcc:0.004, total+:192, total-:158\n", "@threshold:-0.065, sens:0.831, spec:0.528, ppv:0.354, acc:0.600, f1:0.496, mcc:0.004, total+:195, total-:155\n", "@threshold:-0.070, sens:0.831, spec:0.524, ppv:0.352, acc:0.597, f1:0.495, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.086, sens:0.843, spec:0.513, ppv:0.350, acc:0.591, f1:0.495, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.086, sens:0.843, spec:0.509, ppv:0.348, acc:0.589, f1:0.493, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.103, sens:0.855, spec:0.491, ppv:0.343, acc:0.577, f1:0.490, mcc:0.003, total+:207, total-:143\n", "@threshold:-0.105, sens:0.855, spec:0.487, ppv:0.341, acc:0.574, f1:0.488, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.106, sens:0.867, spec:0.487, ppv:0.344, acc:0.577, f1:0.493, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.106, sens:0.867, spec:0.483, ppv:0.343, acc:0.574, f1:0.491, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.125, sens:0.880, spec:0.464, ppv:0.338, acc:0.563, f1:0.488, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.126, sens:0.892, spec:0.461, ppv:0.339, acc:0.563, f1:0.492, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.133, sens:0.904, spec:0.446, ppv:0.336, acc:0.554, f1:0.490, mcc:0.003, total+:223, total-:127\n", "@threshold:-0.133, sens:0.904, spec:0.442, ppv:0.335, acc:0.551, f1:0.489, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.159, sens:0.916, spec:0.412, ppv:0.326, acc:0.531, f1:0.481, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.165, sens:0.916, spec:0.408, ppv:0.325, acc:0.529, f1:0.479, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.175, sens:0.928, spec:0.393, ppv:0.322, acc:0.520, f1:0.478, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.180, sens:0.928, spec:0.390, ppv:0.321, acc:0.517, f1:0.477, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.183, sens:0.940, spec:0.386, ppv:0.322, acc:0.517, f1:0.480, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.186, sens:0.940, spec:0.382, ppv:0.321, acc:0.514, f1:0.479, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.205, sens:0.952, spec:0.367, ppv:0.319, acc:0.506, f1:0.477, mcc:0.003, total+:248, total-:102\n", "@threshold:-0.211, sens:0.952, spec:0.363, ppv:0.317, acc:0.503, f1:0.476, mcc:0.003, total+:249, total-:101\n", "@threshold:-0.224, sens:0.964, spec:0.352, ppv:0.316, acc:0.497, f1:0.476, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.232, sens:0.964, spec:0.348, ppv:0.315, acc:0.494, f1:0.475, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.280, sens:0.976, spec:0.288, ppv:0.299, acc:0.451, f1:0.458, mcc:0.003, total+:271, total-:79\n", "@threshold:-0.289, sens:0.976, spec:0.285, ppv:0.298, acc:0.449, f1:0.456, mcc:0.003, total+:272, total-:78\n", "@threshold:-0.345, sens:0.988, spec:0.251, ppv:0.291, acc:0.426, f1:0.449, mcc:0.003, total+:282, total-:68\n", "@threshold:-0.362, sens:0.988, spec:0.247, ppv:0.290, acc:0.423, f1:0.448, mcc:0.003, total+:283, total-:67\n", "@threshold:-1.597, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.110 95% CI: [0.088 , 0.131] | OR_adj 1.116 [1.092 1.140] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.069\n", "\n", "* Vital: Wt-avg19to24 | coef 0.065 95% CI: [0.045 , 0.084] | OR_adj 1.067 [1.046 1.088] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.078\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.075\n", "\n", "* Vital: BMI-gain0to24 | coef 0.062 95% CI: [0.041 , 0.082] | OR_adj 1.064 [1.042 1.086] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.071\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.058 95% CI: [0.041 , 0.076] | OR_adj 1.060 [1.042 1.079] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt-gain0to24 | coef 0.055 95% CI: [0.038 , 0.072] | OR_adj 1.056 [1.038 1.075] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", "\n", "* Vital: BMI-avg19to24 | coef 0.018 95% CI: [0.005 , 0.031] | OR_adj 1.018 [1.005 1.031] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", "\n", "* Vital: Wt-latest | coef 0.017 95% CI: [0.011 , 0.024] | OR_adj 1.018 [1.011 1.024] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.017 95% CI: [0.009 , 0.026] | OR_adj 1.018 [1.009 1.026] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", "\n", "* Vital: Wt-avg16to19 | coef 0.016 95% CI: [0.008 , 0.023] | OR_adj 1.016 [1.008 1.024] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.015 95% CI: [0.008 , 0.022] | OR_adj 1.015 [1.008 1.022] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.065\n", "\n", "* Vital: BMI-avg16to19 | coef 0.015 95% CI: [0.008 , 0.022] | OR_adj 1.015 [1.008 1.022] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.063\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.063\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.015 95% CI: [0.009 , 0.021] | OR_adj 1.015 [1.009 1.021] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", "* Vital: BMI-avg7to10 | coef 0.013 95% CI: [0.006 , 0.019] | OR_adj 1.013 [1.006 1.020] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.076\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.013 95% CI: [0.006 , 0.019] | OR_adj 1.013 [1.006 1.020] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.074\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.010 95% CI: [0.004 , 0.017] | OR_adj 1.010 [1.004 1.017] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.009 95% CI: [0.004 , 0.014] | OR_adj 1.009 [1.004 1.014] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.074\n", "\n", "* Vital: BMI-avg10to13 | coef 0.008 95% CI: [0.004 , 0.012] | OR_adj 1.008 [1.004 1.012] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.067\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.065\n", "\n", " MatDeliveryAge | coef 0.008 95% CI: [0.004 , 0.013] | OR_adj 1.008 [1.004 1.013] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.007 95% CI: [0.003 , 0.011] | OR_adj 1.007 [1.003 1.011] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.068\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.067\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.007 95% CI: [0.002 , 0.011] | OR_adj 1.007 [1.002 1.011] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.001 , 0.010] | OR_adj 1.005 [1.001 1.010] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.077\n", "\n", "* Vital: Wt Percentile-latest | coef 0.005 95% CI: [0.001 , 0.008] | OR_adj 1.005 [1.001 1.008] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.066\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.068\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.004 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.006] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.060\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.060\n", "\n", "* Vital: Wt-avg1to3 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", "* Vital: Wt-avg3to5 | coef 0.003 95% CI: [-0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.065\n", "\n", "* Vital: Wt-avg7to10 | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", " Diagnosis:9ccs128:Asthma:0.073\n", "\n", "* Vital: BMI-avg3to5 | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.070\n", " Maternal Vital: RR-otherPregnancy:-0.069\n", "\n", "* Vital: Wt-avg0to1 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.063\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.062\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.061\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: Temp-latest | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.080\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", "\n", "* Vital: Wt-gain13to19 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.004] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.059\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.056\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.055\n", "\n", " Vital: Wt-gain1to5 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.082\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.082\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.069\n", "\n", "* Vital: Ht-avg0to1 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.078\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.077\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.077\n", "\n", "* Vital: Wt-gain0to3 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.068\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.066\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.068\n", "\n", "* Vital: BMI-avg13to16 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.108\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.084\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.077\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.060\n", " Maternal Vital: Ht-postPregnancy:-0.060\n", "\n", " Vital: BMI-gain7to13 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.074\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", "* Vital: BMI-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.072\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.071\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.069\n", " Maternal Vital: RR-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.064\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.063\n", "\n", " Number of Visits | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", " Vital: HC-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 794 | OR_unadj: 1.158 [0.923 1.452] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " MatDeliveryAge:0.147\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.122\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.088\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.087\n", " Diagnosis:9ccs76:Meningitis:-0.083\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.083\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.082\n", "\n", "* Vital: Wt-avg10to13 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.105\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.069\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.078\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Maternal Vital: Wt Percentile-postPregnancy:0.076\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.072\n", "\n", "* Vital: BMI-avg1to3 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.080\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.077\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.073\n", " Maternal Vital: Wt Change-otherPregnancy:0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.072\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", "\n", "* Vital: Wt-avg13to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.075\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs187:Malposition:-0.064\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.063\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.059\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: Wt-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", "\n", " Vital: Wt Percentile-gain5to10 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.076\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.063\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.079\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.070\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.067\n", "\n", "* Vital: Wt-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.078\n", "\n", " Vital: Wt-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.071\n", "\n", " Vital: Ht-gain7to13 | coef -0.000 95% CI: [-0.001 , -0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.077\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.070\n", "\n", " Vital: HC-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.064\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.062\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.061\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.059\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.057\n", "\n", "* Vital: Wt-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.074\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.073\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", "* Vital: Wt-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.068\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.063\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.063\n", "\n", " Vital: Ht-gain16to24 | coef -0.000 95% CI: [-0.002 , 0.001] | OR_adj 1.000 [0.998 1.001] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.063\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.061\n", "\n", " Vital: Ht-gain0to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.077\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.071\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.071\n", "\n", " Vital: BMI-gain10to16 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.060\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.060\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.060\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs184:Early labor:-0.070\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.074\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.070\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", " Diagnosis:9ccs0:No DX:-0.061\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Vital: Ht-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.085\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.072\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.069\n", " Number of Visits:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.066\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", "\n", " Vital: Temp-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.069\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", "\n", " Vital: BMI-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.061\n", "\n", " Vital: BMI-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.071\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.066\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.065\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.064\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.071\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.062\n", " Maternal Vital: RR-otherPregnancy:0.061\n", " Maternal Vital: BP-postPregnancy:0.060\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.059\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.977 [0.645 1.479] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.246\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.241\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.189\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.177\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.140\n", " Maternal Vital: HR-postPregnancy:0.137\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.133\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.085\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.085\n", "\n", " Vital: Ht-avg7to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.067\n", "\n", " Vital: BMI-gain5to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: HC-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", " Vital: HC-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.068\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.064\n", " Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.059\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.058\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.087\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", "Vital : 0.587218029192\n", "MatDeliveryAge : 0.00804136139908\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.00690064840935\n", "Number of Visits : 0.000820229385038\n", "Maternal Diagnosis : 0.000677916819739\n", "Maternal Vital : -0.000110329989756\n", "Time to run analysis 0:00:43.836186\n", "Total Time elapsed 6:14:07.603219\n", "-----------------------------------------------------\n", "\n", "boys min_5 full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.048\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.053\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.061\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.780, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.136\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.149\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.155\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.770, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.209\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.204\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.209\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.757, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.197\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.199\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.222\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.757, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.070\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.065\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.105\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.562\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.765, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.280\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.275\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.282\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.774, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.274\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.294\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.287\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.747, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.368\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.369\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.401\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.563, R^2 test: 0.404\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.402\n", "AUC Test: 0.740, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.136\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.153\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.205\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.783, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.242\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.261\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.276\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.770, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.113\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.105\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.093\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.771, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.092\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.097\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.141\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.624, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.625\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.778, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.113\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.127\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.159\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.740\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.760, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.328\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.320\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: 0.268\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.763, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.291\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.294\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.321\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.325\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.761, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.194\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.189\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.171\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.574, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.756, Explained Variance Score Test: 0.282\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.109\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.114\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.119\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.123\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.653\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.762, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.144\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.145\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.197\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.904, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.787, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.195\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.212\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.200\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.772, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.379\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.377\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.354\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.347\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.767, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.202\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.226\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.234\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.764, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.316\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.881, R^2 test: 0.322\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.775, R^2 test: 0.328\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.710, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.240\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.241\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.260\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.754, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.133\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.135\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.129\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.768, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.333\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.335\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.304\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.764, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.425\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.436\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.385\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.780, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.241\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.243\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.257\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.724, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.194\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.183\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.155\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.750, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.206\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.214\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.746, R^2 test: 0.220\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.785, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.221\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.255\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.269\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.775, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.102\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: 0.119\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.125\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.739, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.932, R^2 test: 0.283\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.906, R^2 test: 0.292\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.797, R^2 test: 0.316\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.335\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.730, Explained Variance Score Test: 0.180\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.088\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.089\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.101\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.099\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.730\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.753, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.255\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.280\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.291\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.775, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.246\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.246\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.262\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.772, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.388\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.391\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.364\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.339\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.730, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.179\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.200\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.167\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.757, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.292\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.309\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.299\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.774, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.180\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.176\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.173\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.774, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.195\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.194\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.233\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.738, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.273\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.272\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.249\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.750, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.277\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.281\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.313\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.753, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.175\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.178\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.768, R^2 test: 0.185\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.702, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.756, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.191\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.240\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.305\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.787, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.192\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.191\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.189\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.743, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.196\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.198\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.208\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.754, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.373\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.375\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.661, R^2 test: 0.347\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.766, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.334\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.325\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.328\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.772, Explained Variance Score Test: 0.324\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.155\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.197\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.217\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.758, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.255\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.263\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.261\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.769, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.274\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.286\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.311\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.323\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.776, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.186\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.207\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.199\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.781, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.120\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.123\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.121\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.126\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.763, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.068\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.095\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.091\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.615\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.743, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.151\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.163\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.156\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.677, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.747, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.262\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.263\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.273\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.676, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.765, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.202\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.213\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.208\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.738, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.141\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.141\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.128\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.755, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.221\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.223\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.220\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.725, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.161\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.154\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.170\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.742, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.046\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: 0.092\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.616, R^2 test: 0.204\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.200\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.191\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.188\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.755, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.227\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.201\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.225\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.749, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: -0.043\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: -0.021\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: -0.034\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.699, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.765, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.221\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.883, R^2 test: 0.218\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.782, R^2 test: 0.210\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.720, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.754, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.282\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.298\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.327\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.638\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.741, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.159\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.185\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.186\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.770, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.192\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.194\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: 0.191\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.682, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.748, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.403\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.402\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.406\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.597, R^2 test: 0.409\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.421\n", "AUC Test: 0.770, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.103\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.152\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: 0.216\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.769, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.242\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.244\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.244\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.768, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.083\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.086\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.762, R^2 test: 0.101\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.106\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.755, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.023\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.026\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.747, R^2 test: 0.090\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.673, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.765, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.175\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.172\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.178\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.663, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.700, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.236\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.217\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: 0.215\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.762, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.230\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.241\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.249\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.728, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.076\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.079\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.656, R^2 test: 0.098\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.774, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.234\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.239\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.782, R^2 test: 0.231\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.718, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.739, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: -0.051\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: -0.031\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.060\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.624, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.786, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.146\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.170\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.192\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.774, Explained Variance Score Test: 0.261\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.215\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.216\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.250\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.760, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.212\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.229\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: 0.209\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.892, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.743, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.340\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.342\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.340\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.323\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.895, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.729, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.190\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.188\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.197\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.750, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.271\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.281\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.306\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.669, R^2 test: 0.284\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.777, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.151\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.163\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.173\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.760, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.304\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.314\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.318\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.307\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.768, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.207\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.207\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.220\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.630\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.767, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.209\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.224\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.222\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.770, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.255\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.258\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.256\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.656\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.774, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.007\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: 0.021\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.021\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.773, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.208\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.214\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.211\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.765, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.188\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.178\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.187\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.755, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.172\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.199\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.190\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.771, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.305\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.307\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.312\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.305\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.774, Explained Variance Score Test: 0.313\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.247\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.249\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.268\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.080\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.085\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.113\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.118\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.779, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.159\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.159\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.778, R^2 test: 0.164\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.705, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.714, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.328\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.341\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.639, R^2 test: 0.376\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: 0.365\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.770, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.307\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.284\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.287\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.290\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.738, Explained Variance Score Test: 0.267\n", "\n", "total Variables 858 and total subjects: 1751\n", "->AUC validation: 0.740 95% CI: [0.728 , 0.752]\n", "->AUC test: 0.760 95% CI: [0.757 , 0.763]\n", "->R^2 validation: 0.231 95% CI: [0.215 , 0.247]\n", "->R^2 test: 0.282 95% CI: [0.276 , 0.287]\n", "->Explained Variance validation: 0.222 95% CI: [0.206 , 0.239]\n", "->Explained Variance test: 0.278 95% CI: [0.273 , 0.284]\n", "Test set metrics:\n", "@threshold:2.437, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.753, sens:0.096, spec:1.000, ppv:1.000, acc:0.786, f1:0.176, mcc:0.000, total+:8, total-:342\n", "@threshold:1.657, sens:0.108, spec:1.000, ppv:1.000, acc:0.789, f1:0.196, mcc:0.000, total+:9, total-:341\n", "@threshold:1.498, sens:0.108, spec:0.996, ppv:0.900, acc:0.786, f1:0.194, mcc:0.303, total+:10, total-:340\n", "@threshold:1.451, sens:0.120, spec:0.996, ppv:0.909, acc:0.789, f1:0.213, mcc:0.322, total+:11, total-:339\n", "@threshold:1.414, sens:0.133, spec:0.993, ppv:0.846, acc:0.789, f1:0.229, mcc:0.159, total+:13, total-:337\n", "@threshold:1.402, sens:0.145, spec:0.993, ppv:0.857, acc:0.791, f1:0.247, mcc:0.168, total+:14, total-:336\n", "@threshold:1.355, sens:0.145, spec:0.989, ppv:0.800, acc:0.789, f1:0.245, mcc:0.106, total+:15, total-:335\n", "@threshold:1.264, sens:0.157, spec:0.985, ppv:0.765, acc:0.789, f1:0.260, mcc:0.079, total+:17, total-:333\n", "@threshold:1.175, sens:0.169, spec:0.981, ppv:0.737, acc:0.789, f1:0.275, mcc:0.064, total+:19, total-:331\n", "@threshold:1.107, sens:0.181, spec:0.978, ppv:0.714, acc:0.789, f1:0.288, mcc:0.054, total+:21, total-:329\n", "@threshold:1.029, sens:0.193, spec:0.974, ppv:0.696, acc:0.789, f1:0.302, mcc:0.046, total+:23, total-:327\n", "@threshold:0.965, sens:0.205, spec:0.974, ppv:0.708, acc:0.791, f1:0.318, mcc:0.049, total+:24, total-:326\n", "@threshold:0.756, sens:0.229, spec:0.970, ppv:0.704, acc:0.794, f1:0.345, mcc:0.045, total+:27, total-:323\n", "@threshold:0.731, sens:0.241, spec:0.970, ppv:0.714, acc:0.797, f1:0.360, mcc:0.047, total+:28, total-:322\n", "@threshold:0.704, sens:0.241, spec:0.966, ppv:0.690, acc:0.794, f1:0.357, mcc:0.040, total+:29, total-:321\n", "@threshold:0.694, sens:0.253, spec:0.966, ppv:0.700, acc:0.797, f1:0.372, mcc:0.042, total+:30, total-:320\n", "@threshold:0.691, sens:0.253, spec:0.963, ppv:0.677, acc:0.794, f1:0.368, mcc:0.037, total+:31, total-:319\n", "@threshold:0.680, sens:0.265, spec:0.963, ppv:0.688, acc:0.797, f1:0.383, mcc:0.038, total+:32, total-:318\n", "@threshold:0.672, sens:0.265, spec:0.959, ppv:0.667, acc:0.794, f1:0.379, mcc:0.034, total+:33, total-:317\n", "@threshold:0.659, sens:0.277, spec:0.959, ppv:0.676, acc:0.797, f1:0.393, mcc:0.035, total+:34, total-:316\n", "@threshold:0.657, sens:0.277, spec:0.955, ppv:0.657, acc:0.794, f1:0.390, mcc:0.031, total+:35, total-:315\n", "@threshold:0.655, sens:0.289, spec:0.955, ppv:0.667, acc:0.797, f1:0.403, mcc:0.032, total+:36, total-:314\n", "@threshold:0.630, sens:0.301, spec:0.951, ppv:0.658, acc:0.797, f1:0.413, mcc:0.030, total+:38, total-:312\n", "@threshold:0.612, sens:0.313, spec:0.951, ppv:0.667, acc:0.800, f1:0.426, mcc:0.031, total+:39, total-:311\n", "@threshold:0.597, sens:0.313, spec:0.948, ppv:0.650, acc:0.797, f1:0.423, mcc:0.028, total+:40, total-:310\n", "@threshold:0.581, sens:0.325, spec:0.944, ppv:0.643, acc:0.797, f1:0.432, mcc:0.027, total+:42, total-:308\n", "@threshold:0.551, sens:0.337, spec:0.940, ppv:0.636, acc:0.797, f1:0.441, mcc:0.025, total+:44, total-:306\n", "@threshold:0.537, sens:0.349, spec:0.936, ppv:0.630, acc:0.797, f1:0.450, mcc:0.024, total+:46, total-:304\n", "@threshold:0.536, sens:0.349, spec:0.933, ppv:0.617, acc:0.794, f1:0.446, mcc:0.022, total+:47, total-:303\n", "@threshold:0.530, sens:0.361, spec:0.933, ppv:0.625, acc:0.797, f1:0.458, mcc:0.023, total+:48, total-:302\n", "@threshold:0.514, sens:0.361, spec:0.929, ppv:0.612, acc:0.794, f1:0.455, mcc:0.021, total+:49, total-:301\n", "@threshold:0.502, sens:0.373, spec:0.925, ppv:0.608, acc:0.794, f1:0.463, mcc:0.021, total+:51, total-:299\n", "@threshold:0.501, sens:0.373, spec:0.921, ppv:0.596, acc:0.791, f1:0.459, mcc:0.019, total+:52, total-:298\n", "@threshold:0.467, sens:0.386, spec:0.899, ppv:0.542, acc:0.777, f1:0.451, mcc:0.014, total+:59, total-:291\n", "@threshold:0.462, sens:0.386, spec:0.895, ppv:0.533, acc:0.774, f1:0.448, mcc:0.013, total+:60, total-:290\n", "@threshold:0.443, sens:0.398, spec:0.888, ppv:0.524, acc:0.771, f1:0.452, mcc:0.012, total+:63, total-:287\n", "@threshold:0.442, sens:0.398, spec:0.884, ppv:0.516, acc:0.769, f1:0.449, mcc:0.012, total+:64, total-:286\n", "@threshold:0.437, sens:0.410, spec:0.884, ppv:0.523, acc:0.771, f1:0.459, mcc:0.012, total+:65, total-:285\n", "@threshold:0.429, sens:0.410, spec:0.880, ppv:0.515, acc:0.769, f1:0.456, mcc:0.012, total+:66, total-:284\n", "@threshold:0.426, sens:0.422, spec:0.876, ppv:0.515, acc:0.769, f1:0.464, mcc:0.011, total+:68, total-:282\n", "@threshold:0.421, sens:0.434, spec:0.873, ppv:0.514, acc:0.769, f1:0.471, mcc:0.011, total+:70, total-:280\n", "@threshold:0.398, sens:0.446, spec:0.858, ppv:0.493, acc:0.760, f1:0.468, mcc:0.010, total+:75, total-:275\n", "@threshold:0.393, sens:0.446, spec:0.854, ppv:0.487, acc:0.757, f1:0.465, mcc:0.009, total+:76, total-:274\n", "@threshold:0.380, sens:0.458, spec:0.854, ppv:0.494, acc:0.760, f1:0.475, mcc:0.010, total+:77, total-:273\n", "@threshold:0.374, sens:0.458, spec:0.850, ppv:0.487, acc:0.757, f1:0.472, mcc:0.009, total+:78, total-:272\n", "@threshold:0.371, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.365, sens:0.470, spec:0.846, ppv:0.487, acc:0.757, f1:0.479, mcc:0.009, total+:80, total-:270\n", "@threshold:0.360, sens:0.482, spec:0.846, ppv:0.494, acc:0.760, f1:0.488, mcc:0.010, total+:81, total-:269\n", "@threshold:0.357, sens:0.482, spec:0.843, ppv:0.488, acc:0.757, f1:0.485, mcc:0.009, total+:82, total-:268\n", "@threshold:0.344, sens:0.494, spec:0.843, ppv:0.494, acc:0.760, f1:0.494, mcc:0.010, total+:83, total-:267\n", "@threshold:0.343, sens:0.494, spec:0.839, ppv:0.488, acc:0.757, f1:0.491, mcc:0.009, total+:84, total-:266\n", "@threshold:0.338, sens:0.506, spec:0.835, ppv:0.488, acc:0.757, f1:0.497, mcc:0.009, total+:86, total-:264\n", "@threshold:0.336, sens:0.506, spec:0.831, ppv:0.483, acc:0.754, f1:0.494, mcc:0.009, total+:87, total-:263\n", "@threshold:0.320, sens:0.518, spec:0.828, ppv:0.483, acc:0.754, f1:0.500, mcc:0.009, total+:89, total-:261\n", "@threshold:0.313, sens:0.518, spec:0.824, ppv:0.478, acc:0.751, f1:0.497, mcc:0.008, total+:90, total-:260\n", "@threshold:0.300, sens:0.530, spec:0.813, ppv:0.468, acc:0.746, f1:0.497, mcc:0.008, total+:94, total-:256\n", "@threshold:0.292, sens:0.542, spec:0.809, ppv:0.469, acc:0.746, f1:0.503, mcc:0.008, total+:96, total-:254\n", "@threshold:0.281, sens:0.554, spec:0.801, ppv:0.465, acc:0.743, f1:0.505, mcc:0.008, total+:99, total-:251\n", "@threshold:0.278, sens:0.566, spec:0.798, ppv:0.465, acc:0.743, f1:0.511, mcc:0.008, total+:101, total-:249\n", "@threshold:0.275, sens:0.578, spec:0.798, ppv:0.471, acc:0.746, f1:0.519, mcc:0.008, total+:102, total-:248\n", "@threshold:0.266, sens:0.590, spec:0.794, ppv:0.471, acc:0.746, f1:0.524, mcc:0.008, total+:104, total-:246\n", "@threshold:0.248, sens:0.602, spec:0.775, ppv:0.455, acc:0.734, f1:0.518, mcc:0.007, total+:110, total-:240\n", "@threshold:0.246, sens:0.602, spec:0.772, ppv:0.450, acc:0.731, f1:0.515, mcc:0.007, total+:111, total-:239\n", "@threshold:0.246, sens:0.614, spec:0.772, ppv:0.455, acc:0.734, f1:0.523, mcc:0.007, total+:112, total-:238\n", "@threshold:0.243, sens:0.614, spec:0.768, ppv:0.451, acc:0.731, f1:0.520, mcc:0.007, total+:113, total-:237\n", "@threshold:0.240, sens:0.627, spec:0.768, ppv:0.456, acc:0.734, f1:0.528, mcc:0.007, total+:114, total-:236\n", "@threshold:0.238, sens:0.627, spec:0.764, ppv:0.452, acc:0.731, f1:0.525, mcc:0.007, total+:115, total-:235\n", "@threshold:0.207, sens:0.639, spec:0.749, ppv:0.442, acc:0.723, f1:0.522, mcc:0.006, total+:120, total-:230\n", "@threshold:0.205, sens:0.639, spec:0.745, ppv:0.438, acc:0.720, f1:0.520, mcc:0.006, total+:121, total-:229\n", "@threshold:0.176, sens:0.651, spec:0.727, ppv:0.425, acc:0.709, f1:0.514, mcc:0.006, total+:127, total-:223\n", "@threshold:0.175, sens:0.651, spec:0.723, ppv:0.422, acc:0.706, f1:0.512, mcc:0.006, total+:128, total-:222\n", "@threshold:0.160, sens:0.663, spec:0.697, ppv:0.404, acc:0.689, f1:0.502, mcc:0.005, total+:136, total-:214\n", "@threshold:0.148, sens:0.663, spec:0.693, ppv:0.401, acc:0.686, f1:0.500, mcc:0.005, total+:137, total-:213\n", "@threshold:0.118, sens:0.675, spec:0.678, ppv:0.394, acc:0.677, f1:0.498, mcc:0.005, total+:142, total-:208\n", "@threshold:0.112, sens:0.675, spec:0.674, ppv:0.392, acc:0.674, f1:0.496, mcc:0.005, total+:143, total-:207\n", "@threshold:0.085, sens:0.687, spec:0.640, ppv:0.373, acc:0.651, f1:0.483, mcc:0.004, total+:153, total-:197\n", "@threshold:0.082, sens:0.687, spec:0.637, ppv:0.370, acc:0.649, f1:0.481, mcc:0.004, total+:154, total-:196\n", "@threshold:0.046, sens:0.699, spec:0.607, ppv:0.356, acc:0.629, f1:0.472, mcc:0.003, total+:163, total-:187\n", "@threshold:0.029, sens:0.699, spec:0.603, ppv:0.354, acc:0.626, f1:0.470, mcc:0.003, total+:164, total-:186\n", "@threshold:0.007, sens:0.711, spec:0.588, ppv:0.349, acc:0.617, f1:0.468, mcc:0.003, total+:169, total-:181\n", "@threshold:0.003, sens:0.711, spec:0.584, ppv:0.347, acc:0.614, f1:0.466, mcc:0.003, total+:170, total-:180\n", "@threshold:0.002, sens:0.723, spec:0.584, ppv:0.351, acc:0.617, f1:0.472, mcc:0.003, total+:171, total-:179\n", "@threshold:-0.000, sens:0.723, spec:0.581, ppv:0.349, acc:0.614, f1:0.471, mcc:0.003, total+:172, total-:178\n", "@threshold:-0.022, sens:0.735, spec:0.547, ppv:0.335, acc:0.591, f1:0.460, mcc:0.003, total+:182, total-:168\n", "@threshold:-0.024, sens:0.735, spec:0.543, ppv:0.333, acc:0.589, f1:0.459, mcc:0.003, total+:183, total-:167\n", "@threshold:-0.032, sens:0.747, spec:0.539, ppv:0.335, acc:0.589, f1:0.463, mcc:0.003, total+:185, total-:165\n", "@threshold:-0.038, sens:0.759, spec:0.536, ppv:0.337, acc:0.589, f1:0.467, mcc:0.003, total+:187, total-:163\n", "@threshold:-0.067, sens:0.771, spec:0.521, ppv:0.333, acc:0.580, f1:0.465, mcc:0.003, total+:192, total-:158\n", "@threshold:-0.071, sens:0.783, spec:0.517, ppv:0.335, acc:0.580, f1:0.469, mcc:0.003, total+:194, total-:156\n", "@threshold:-0.098, sens:0.795, spec:0.494, ppv:0.328, acc:0.566, f1:0.465, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.100, sens:0.795, spec:0.491, ppv:0.327, acc:0.563, f1:0.463, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.102, sens:0.807, spec:0.479, ppv:0.325, acc:0.557, f1:0.464, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.102, sens:0.807, spec:0.476, ppv:0.324, acc:0.554, f1:0.462, mcc:0.003, total+:207, total-:143\n", "@threshold:-0.109, sens:0.819, spec:0.476, ppv:0.327, acc:0.557, f1:0.467, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.112, sens:0.819, spec:0.472, ppv:0.325, acc:0.554, f1:0.466, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.115, sens:0.831, spec:0.472, ppv:0.329, acc:0.557, f1:0.471, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.116, sens:0.831, spec:0.468, ppv:0.327, acc:0.554, f1:0.469, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.134, sens:0.843, spec:0.457, ppv:0.326, acc:0.549, f1:0.470, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.142, sens:0.867, spec:0.453, ppv:0.330, acc:0.551, f1:0.478, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.143, sens:0.880, spec:0.453, ppv:0.333, acc:0.554, f1:0.483, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.148, sens:0.892, spec:0.449, ppv:0.335, acc:0.554, f1:0.487, mcc:0.003, total+:221, total-:129\n", "@threshold:-0.190, sens:0.904, spec:0.427, ppv:0.329, acc:0.540, f1:0.482, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.193, sens:0.904, spec:0.423, ppv:0.328, acc:0.537, f1:0.481, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.306, sens:0.916, spec:0.367, ppv:0.310, acc:0.497, f1:0.463, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.309, sens:0.916, spec:0.363, ppv:0.309, acc:0.494, f1:0.462, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.328, sens:0.928, spec:0.348, ppv:0.307, acc:0.486, f1:0.461, mcc:0.003, total+:251, total-:99\n", "@threshold:-0.328, sens:0.928, spec:0.345, ppv:0.306, acc:0.483, f1:0.460, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.337, sens:0.940, spec:0.341, ppv:0.307, acc:0.483, f1:0.463, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.343, sens:0.940, spec:0.337, ppv:0.306, acc:0.480, f1:0.462, mcc:0.003, total+:255, total-:95\n", "@threshold:-0.346, sens:0.952, spec:0.333, ppv:0.307, acc:0.480, f1:0.465, mcc:0.003, total+:257, total-:93\n", "@threshold:-0.346, sens:0.952, spec:0.330, ppv:0.306, acc:0.477, f1:0.463, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.436, sens:0.964, spec:0.273, ppv:0.292, acc:0.437, f1:0.448, mcc:0.002, total+:274, total-:76\n", "@threshold:-0.436, sens:0.964, spec:0.270, ppv:0.291, acc:0.434, f1:0.447, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.436, sens:0.976, spec:0.270, ppv:0.293, acc:0.437, f1:0.451, mcc:0.003, total+:276, total-:74\n", "@threshold:-0.438, sens:0.976, spec:0.266, ppv:0.292, acc:0.434, f1:0.450, mcc:0.003, total+:277, total-:73\n", "@threshold:-0.457, sens:0.988, spec:0.258, ppv:0.293, acc:0.431, f1:0.452, mcc:0.003, total+:280, total-:70\n", "@threshold:-0.465, sens:0.988, spec:0.255, ppv:0.292, acc:0.429, f1:0.451, mcc:0.003, total+:281, total-:69\n", "@threshold:-0.883, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.075 95% CI: [0.064 , 0.087] | OR_adj 1.078 [1.066 1.090] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.069\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.037 95% CI: [0.030 , 0.044] | OR_adj 1.037 [1.030 1.045] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", "\n", "* Vital: BMI-gain0to24 | coef 0.034 95% CI: [0.027 , 0.040] | OR_adj 1.034 [1.028 1.041] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.071\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.032 95% CI: [0.026 , 0.037] | OR_adj 1.032 [1.026 1.038] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", "\n", "* Vital: BMI-avg19to24 | coef 0.031 95% CI: [0.024 , 0.038] | OR_adj 1.031 [1.024 1.038] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.030 95% CI: [0.026 , 0.034] | OR_adj 1.031 [1.026 1.035] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.030 95% CI: [0.026 , 0.034] | OR_adj 1.030 [1.026 1.035] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.026 95% CI: [0.020 , 0.032] | OR_adj 1.026 [1.020 1.033] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.025 95% CI: [0.020 , 0.031] | OR_adj 1.026 [1.020 1.031] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.061\n", "\n", "* Vital: Wt-latest | coef 0.022 95% CI: [0.018 , 0.026] | OR_adj 1.022 [1.018 1.026] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt-avg19to24 | coef 0.017 95% CI: [0.013 , 0.020] | OR_adj 1.017 [1.013 1.020] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.078\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.075\n", "\n", "* Vital: BMI-avg16to19 | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.013 1.019] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.063\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.063\n", "\n", "* Vital: Wt Percentile-latest | coef 0.015 95% CI: [0.011 , 0.020] | OR_adj 1.016 [1.011 1.020] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.065\n", "\n", "* Vital: Wt-gain0to24 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.016] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.013 95% CI: [0.009 , 0.017] | OR_adj 1.013 [1.009 1.017] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.074\n", "\n", "* Vital: Wt-avg16to19 | coef 0.010 95% CI: [0.007 , 0.014] | OR_adj 1.010 [1.007 1.014] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.074\n", "\n", " MatDeliveryAge | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: Wt-avg0to1 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.010 [1.007 1.012] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.068\n", "\n", " Number of Visits | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.010] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.068\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.067\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.074\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.067\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.065\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.076\n", "\n", "* Vital: Wt-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", "* Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.059\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.056\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.055\n", "\n", "* Vital: BMI-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", "\n", " Vital: Temp-avg19to24 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", "* Vital: BMI-avg0to1 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Maternal Diagnosis:9ccs184:Early labor:-0.261\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.120\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.103\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.005 95% CI: [0.003 , 0.008] | OR_adj 1.005 [1.003 1.008] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.069\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.080\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.105\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.069\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", "\n", " Vital: Temp-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", "* Vital: BMI Percentile-latest | coef 0.005 95% CI: [0.002 , 0.007] | OR_adj 1.005 [1.002 1.007] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.128\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.071\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.080\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.077\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs136:Teeth dx:-0.092\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", "\n", " Vital: BMI-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: Temp-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.344\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.234\n", " Number of Visits:-0.231\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.182\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.173\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", "\n", "* Vital: Ht-gain1to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.082\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.068\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.066\n", "\n", "* Vital: Wt-avg5to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.077\n", "\n", " Vital: Wt-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.082\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.082\n", "\n", "* Vital: BMI-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-postPregnancy:-0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.072\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.078\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.074\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs187:Malposition:-0.064\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.063\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.059\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n", " Vital: HC-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:-0.087\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.066\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.059\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.058\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.058\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.074\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.070\n", "\n", " Vital: Ht-gain0to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.077\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.071\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.071\n", "\n", "* Vital: BMI-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.066\n", "\n", "* Vital: BMI-gain0to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.088\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.078\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.074\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.072\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.070\n", " Maternal Vital: RR-otherPregnancy:-0.069\n", "\n", " Vital: Temp-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.079\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", "\n", "* Vital: Wt-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.068\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.063\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.063\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.192\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.108\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.105\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.069\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", "\n", " Vital: Temp-avg5to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.106\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.086\n", " Diagnosis:9ccs122:Pneumonia:0.081\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs159:UTI:0.061\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.058\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.057\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.057\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.055\n", "\n", " Vital: Temp-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", " Diagnosis:9ccs0:No DX:-0.061\n", "\n", "* Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.297\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.182\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", "\n", "* Vital: Wt-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.075\n", "\n", "* Vital: HC-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Maternal Vital: BP-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.071\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.069\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.068\n", " Maternal Vital: BMI Percentile-postPregnancy:0.064\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.064\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.063\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.062\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.061\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.090\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.081\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Vital: BP-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.074\n", "\n", " Vital: HC-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.083\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", "\n", "* Vital: Ht-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", "\n", " Vital: HC-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.064\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.062\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.061\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.059\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.057\n", "\n", "* Vital: Wt-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.078\n", "\n", " Vital: Ht-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.076\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.074\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.066\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.061\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.061\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.060\n", "\n", " Vital: Wt-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.071\n", "\n", " Vital: BMI-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", "\n", " Vital: Ht-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.077\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.070\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.063\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.060\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.060\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Maternal Vital: BP-otherPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Maternal Vital: BMI Percentile-postPregnancy:0.071\n", "\n", " Vital: BMI-gain7to13 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.074\n", "\n", "* Vital: Wt-gain3to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.074\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.073\n", "\n", "* Vital: Wt-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", " Diagnosis:9ccs128:Asthma:0.073\n", "\n", " Vital: BMI-gain16to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.071\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.066\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.065\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.064\n", "\n", " Vital: Ht-gain16to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.063\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.061\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.110\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.103\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.103\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", " Vital: Ht-gain10to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.085\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.072\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.069\n", " Number of Visits:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.066\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.083\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.077\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.076\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.075\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.069\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.063\n", "\n", "* Vital: Ht-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.074\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.069\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.083\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.096\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.077\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.072\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.071\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.070\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", "\n", "* Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.072\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.071\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.069\n", " Maternal Vital: RR-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.064\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.063\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", "\n", " Vital: HC-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.081\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", "\n", " Vital: BMI-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.060\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.060\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.060\n", "\n", "* Vital: Wt Change-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.155\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.117\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.108\n", "\n", " Vital: Ht-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.102\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.077\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:-0.072\n", "\n", " Vital: HC-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.060\n", " Maternal Vital: Ht-postPregnancy:-0.060\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.074\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.070\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:-0.091\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.066\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.064\n", " Maternal Vital: RR-otherPregnancy:0.063\n", " Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.068\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.064\n", " Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.059\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.058\n", "\n", "* Vital: HC-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Maternal Diagnosis:9ccs184:Early labor:-0.244\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.147\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.090\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.077\n", " Maternal Vital: Ht-otherPregnancy:0.074\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.072\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.069\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.066\n", "\n", "* Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Maternal Diagnosis:9ccs184:Early labor:-0.207\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.157\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", "\n", "* Vital: HC-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.131\n", "\n", " Vital: Ht-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.067\n", "\n", "* Vital: Ht-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.270\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.243\n", " Maternal Diagnosis:9ccs184:Early labor:-0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.096\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.088\n", "\n", " Vital: HR-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.095\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.087\n", " Number of Visits:-0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.066\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.062\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.065\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Vital: HC-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Maternal Diagnosis:9ccs184:Early labor:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.081\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", "\n", "* Vital: HC-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.070\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs184:Early labor:-0.096\n", " Maternal Vital: Ht-otherPregnancy:0.092\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.075\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Maternal Vital: Wt-postPregnancy:0.071\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.062\n", " Maternal Vital: RR-otherPregnancy:0.061\n", " Maternal Vital: BP-postPregnancy:0.060\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.059\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.087\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.079\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Maternal Vital: Wt Change-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.074\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.063\n", "\n", "* Vital: Ht-avg10to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.166\n", " Maternal Diagnosis:9ccs184:Early labor:-0.123\n", " Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Maternal Vital: Wt Change-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.071\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.070\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.068\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.085\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.085\n", "\n", " Vital: HC-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:-0.087\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Maternal Diagnosis:9ccs238:Complic proc:0.077\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.065\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.071\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.078\n", " Maternal Vital: BP-postPregnancy:0.078\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.072\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.077\n", " Maternal Vital: Wt-postPregnancy:0.076\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.071\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.105\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Diagnosis:9ccs240:Burns:0.087\n", " Maternal Vital: Ht-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.068\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", " Maternal Vital: BP-otherPregnancy:0.065\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Ht Percentile-gain3to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.078\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Maternal Vital: Wt Percentile-postPregnancy:0.076\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.072\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 794 | OR_unadj: 1.158 [0.923 1.452] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " MatDeliveryAge:0.147\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.122\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.088\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.087\n", " Diagnosis:9ccs76:Meningitis:-0.083\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.083\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.082\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 687 | OR_unadj: 0.815 [0.645 1.031] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.296\n", " Maternal Diagnosis:9ccs187:Malposition:-0.140\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " MatDeliveryAge:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.102\n", " Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 32 | OR_unadj: 1.393 [0.639 3.036] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.203\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.183\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.160\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.143\n", " Maternal Vital: Wt-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.126\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.164\n", " Diagnosis:9ccs0:No DX:0.147\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.102\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.096\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.086\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.078\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.078\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 418 | OR_unadj: 1.131 [0.872 1.468] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.343\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.151\n", " Maternal Diagnosis:9ccs184:Early labor:-0.146\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.141\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.118\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.082\n", " Maternal Diagnosis:9ccs128:Asthma:-0.076\n", " MatDeliveryAge:-0.074\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.086\n", " Diagnosis:9ccs127:COPD:0.084\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.073\n", " Maternal Vital: Wt Change-otherPregnancy:0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.072\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.343\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.082\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", "\n", " Vital: RR-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.141\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.128\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.100\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.097\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.097\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.096\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", "* Vital: Ht-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.156\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.106\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.086\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.070\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.067\n", "\n", "* Vital: Ht-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.157\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.110\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.106\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.105\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.096\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.087\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.098\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.096\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.078\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.077\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.073\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.069\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs184:Early labor:-0.070\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", "\n", " Maternal Diagnosis:9ccs183:HTN in preg | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 202 | OR_unadj: 1.377 [0.987 1.920] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.230\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.174\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.165\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.163\n", " Maternal Diagnosis:9ccs184:Early labor:0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.130\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.127\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Vital: BP-postPregnancy:0.111\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.081\n", " Maternal Vital: Wt Change-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.078\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.100\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.097\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.081\n", " Maternal Vital: RR-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.075\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.073\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.079\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.071\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.071\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.068\n", " Maternal Diagnosis:9ccs184:Early labor:-0.066\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 448 | OR_unadj: 1.076 [0.833 1.391] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.536\n", " Maternal Diagnosis:9ccs59:Anemia:0.373\n", " Maternal Diagnosis:9ccs128:Asthma:0.203\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.176\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.136\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.136\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.076\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.067\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.066\n", " Maternal Vital: SpO2-postPregnancy:0.063\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.059\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.078\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.077\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.077\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.072\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.068\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Maternal Vital: SpO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.060\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.059\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.071\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.069\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.066\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.076\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.123\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.112\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.112\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.107\n", " Number of Visits:0.105\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:0.145\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.134\n", " Number of Visits:-0.133\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.115\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.110\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.091\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.139\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.082\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.078\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.074\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.070\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.068\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.066\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.063\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.096 [0.751 1.599] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.139\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.109\n", " Newborn Diagnosis:9ccs253:Allergy:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.099\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs240:Burns:0.090\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.088\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 150 | OR_unadj: 1.129 [0.762 1.672] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.079\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.075\n", " Diagnosis:9ccs205:Back problem:0.069\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.063\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.063\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.063\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 190 | OR_unadj: 1.605 [1.150 2.240] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.347\n", " MatDeliveryAge:0.233\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.118\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.112\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.110\n", " Maternal Diagnosis:9ccs98:HTN:0.105\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 504 | OR_unadj: 1.043 [0.709 1.532] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.447\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.354\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.312\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.289\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.230\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.166\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.163\n", "\n", "* Maternal Vital: Ht-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 482 | OR_unadj: 0.662 [0.460 0.953] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.602\n", " Maternal Vital: Wt-postPregnancy:0.305\n", " Maternal Vital: Wt-otherPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-postPregnancy:0.148\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.146\n", " Maternal Vital: BP-otherPregnancy:0.145\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 408 | OR_unadj: 1.221 [0.942 1.584] | indivs AUC:0.555\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.173\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.122\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.081\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.076\n", " Diagnosis:9ccs240:Burns:0.076\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.068\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.151\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.138\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.116\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.095\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.089\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.144\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.129\n", "\n", " Maternal Vital: Wt-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 587 | OR_unadj: 1.252 [0.913 1.716] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.360\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.344\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.321\n", " Maternal Vital: BP-postPregnancy:0.321\n", " Maternal Vital: Ht-postPregnancy:0.305\n", " Maternal Vital: BP-otherPregnancy:0.276\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.256\n", " Maternal Vital: Ht-otherPregnancy:0.240\n", "\n", " Maternal Vital: BMI-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 476 | OR_unadj: 1.407 [0.733 2.700] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.391\n", " Maternal Vital: BMI-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.336\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.331\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.314\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.297\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.287\n", "\n", "* Maternal Maternal Lab History: MPV-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 481 | OR_unadj: 0.644 [0.440 0.942] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.207\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.163\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.160\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.157\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.144\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.072\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.071\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.068\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.067\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 437 | OR_unadj: 0.870 [0.606 1.251] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.545\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.466\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.238\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.233\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.195\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.160\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.144\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.128\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.081\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.078\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.077\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.068\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.084\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 581 | OR_unadj: 0.781 [0.558 1.093] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.422\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Vital: Wt-otherPregnancy:0.202\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Vital: PL-otherPregnancy:0.157\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.142\n", " Maternal Vital: HR-postPregnancy:0.138\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.121\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 550 | OR_unadj: 0.945 [0.680 1.314] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.441\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.211\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.195\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.195\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.190\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.148\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.108\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.084\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.077\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.136\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.113\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.097\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.092\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.091\n", " Maternal Vital: Wt Change-otherPregnancy:-0.088\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.107\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.084\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.082\n", "\n", " Maternal Maternal Lab History: MCH-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 550 | OR_unadj: 0.875 [0.645 1.187] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.447\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.345\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.273\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.211\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 489 | OR_unadj: 0.990 [0.709 1.381] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.289\n", " Maternal Vital: PL-postPregnancy:0.208\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Vital: PL-otherPregnancy:0.143\n", " Maternal Vital: BP-postPregnancy:0.138\n", " Maternal Vital: Wt Change-postPregnancy:0.137\n", " Maternal Vital: Temp-otherPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.112\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs159:UTI:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.069\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.141\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.130\n", " Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.103\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.100\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.089\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.088\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.081\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 550 | OR_unadj: 0.781 [0.564 1.080] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.770\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.690\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.345\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.290\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.286\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.261\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.230\n", "\n", " Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 154 | OR_unadj: 0.843 [0.556 1.278] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.243\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.233\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.081\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.079\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.079\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.078\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.077\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 260 | OR_unadj: 1.185 [0.871 1.613] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.296\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.233\n", " MatDeliveryAge:0.193\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.173\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.142\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.101\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.099\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.090\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:0.122\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.082\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.075\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.102\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.099\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.093\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.089\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 550 | OR_unadj: 0.841 [0.617 1.148] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.551\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.464\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.414\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.351\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.322\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.220\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.219\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 549 | OR_unadj: 1.015 [0.727 1.418] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.789\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.661\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.550\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.465\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.356\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.233\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.228\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.222\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 181 | OR_unadj: 1.193 [0.834 1.706] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.536\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.087\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.077\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.071\n", "\n", " Vital: HR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.080\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.079\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.077\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.070\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 550 | OR_unadj: 1.000 [0.742 1.347] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.690\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.325\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.274\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 439 | OR_unadj: 0.858 [0.606 1.215] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.545\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.465\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.447\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.368\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.364\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.261\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.227\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 550 | OR_unadj: 0.926 [0.655 1.310] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.551\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.496\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.407\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 223 | OR_unadj: 0.953 [0.574 1.583] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Lab:294147 FREE T4 - LMC:-0.208\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.203\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.167\n", " Maternal Diagnosis:9ccs186:DM in preg:0.167\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.131\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.131\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 561 | OR_unadj: 0.789 [0.525 1.186] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.308\n", " Maternal Vital: BMI-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.250\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.235\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.235\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 507 | OR_unadj: 0.769 [0.544 1.086] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.616\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.466\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.461\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.377\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.374\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.312\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.297\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.083\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.080\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.094\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:-0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 335 | OR_unadj: 1.210 [0.822 1.780] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.178\n", " Maternal Vital: RR-otherPregnancy:0.159\n", " Maternal Vital: Ht Percentile-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.142\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.130\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.123\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.088\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.088\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.086\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.076\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 550 | OR_unadj: 0.931 [0.684 1.267] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.770\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.407\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.351\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.317\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.313\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.289\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Maternal Diagnosis:9ccs184:Early labor:0.276\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.127\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.090\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.100\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.080\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.079\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.076\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.073\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.078\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs98:HTN:0.075\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.071\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", "* Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 439 | OR_unadj: 0.670 [0.455 0.986] | indivs AUC:0.455\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.562\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.175\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.138\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.114\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.105\n", " Maternal Maternal Lab History: AST-postPregnancy:0.104\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.102\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.075\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.069\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.066\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.139\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.115\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.103\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.099\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.099\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.097\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.092\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.090\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.083\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.081\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.078\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.101\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.128\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.112\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.106\n", " Maternal Vital: Wt Change-otherPregnancy:0.098\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.095\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.090\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 45 | OR_unadj: 1.619 [0.853 3.076] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.161\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.127\n", " MatDeliveryAge:0.121\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.115\n", " Lab:294147 FREE T4 - LMC:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:0.104\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.103\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.135\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.104\n", " Diagnosis:9ccs2:Septicemia:0.099\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.072\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.070\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.082\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 29 | OR_unadj: 2.939 [1.401 6.164] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.242\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.201\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.184\n", " Maternal Diagnosis:9ccs128:Asthma:0.183\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.167\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.163\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.150\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.127\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.114\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.114\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.114\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.168\n", " Diagnosis:9ccs222:Perint jaund:-0.119\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.119\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.110\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.098\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.096\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.093\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.093\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.093\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Diagnosis:9ccs7:Viral infect:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.070\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 485 | OR_unadj: 0.826 [0.561 1.217] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.461\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.368\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.356\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.240\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.303\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.141\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.122\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.115\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.096\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.095\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.084\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.072\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.068\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.064\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.059\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 435 | OR_unadj: 0.805 [0.541 1.197] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.789\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.701\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.616\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.226\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.117\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.115\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.104\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.096\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.099\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.085\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.077\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.081\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.067\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.066\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.119\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.117\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.108\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.105\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.735 [0.466 1.159] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.134\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.127\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.127\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.126\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.126\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.695 [0.395 1.225] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.201\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.196\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.194\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.099\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.097\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.087\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.204\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.119\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.070\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 317 | OR_unadj: nan [ nan nan] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.435\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.366\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.331\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.211\n", " Maternal Vital: Temp-postPregnancy:0.196\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.195\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.169\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 242 | OR_unadj: 1.074 [0.524 2.198] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.232\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.158\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.146\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.144\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.138\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 436 | OR_unadj: 0.813 [0.567 1.167] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.701\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.661\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.562\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.377\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.364\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.176\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.173\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.169\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.094\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.093\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:-0.131\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.850 [0.478 1.511] | indivs AUC:0.552\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:0.331\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.253\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.252\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.237\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.210\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 261 | OR_unadj: 0.765 [0.475 1.231] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.602\n", " Maternal Vital: Wt-otherPregnancy:0.369\n", " Maternal Vital: BP-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.240\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.161\n", " Maternal Vital: Wt Percentile-postPregnancy:0.160\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.156\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 304 | OR_unadj: 0.645 [0.353 1.178] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.168\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.083\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.065\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.063\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.061\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.058\n", "\n", "* Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 317 | OR_unadj: 0.556 [0.345 0.895] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.314\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.275\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.177\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.174\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.171\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.170\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.138\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.136\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.897 [0.598 1.346] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.329\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.234\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.144\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.142\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.140\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 333 | OR_unadj: 0.596 [0.351 1.010] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.254\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.177\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.143\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.133\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.347\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.168\n", " MatDeliveryAge:0.132\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.140\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.134\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.127\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.683 [0.426 1.095] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.489\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.464\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.451\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.301\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.233\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.977 [0.645 1.479] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.246\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.241\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.189\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.177\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.140\n", " Maternal Vital: HR-postPregnancy:0.137\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.133\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.107\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Maternal Diagnosis:9ccs184:Early labor:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.139\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.131\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 59 | OR_unadj: 0.621 [0.181 2.131] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.438\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.265\n", " Diagnosis:9ccs242:Poisn ot med:0.231\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.201\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.175\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.788 [0.406 1.530] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.222\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.216\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.193\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.190\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.728 [0.461 1.147] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.534\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.447\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.414\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.323\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.281\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.110\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 180 | OR_unadj: 0.649 [0.338 1.249] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.146\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.136\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 300 | OR_unadj: 0.574 [0.322 1.022] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.445\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.288\n", " Maternal Maternal Lab History: AST-postPregnancy:0.284\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.282\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 240 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.273\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.219\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.210\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 302 | OR_unadj: 0.676 [0.384 1.190] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.625\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.254\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.226\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.209\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 1.063 [0.590 1.915] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.351\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.259\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.251\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.207\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.186\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.423\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.172\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.163\n", "\n", "* Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 262 | OR_unadj: 0.615 [0.404 0.936] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.122\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.120\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.112\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:0.127\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.102\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.102\n", " Maternal Vital: Wt Change-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.086\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.079\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.078\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 262 | OR_unadj: 0.768 [0.482 1.225] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.179\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.169\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.132\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.132\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 261 | OR_unadj: 0.945 [0.528 1.690] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.178\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.176\n", " Maternal Vital: Wt-otherPregnancy:0.173\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.164\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.154\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.152\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.150\n", " Diagnosis:9ccs151:Oth liver dx:0.082\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.074\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.883 [0.329 2.367] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.211\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.182\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.181\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.180\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.178\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.249 [0.758 2.058] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.373\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.123\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.122\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.107\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.104\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.101\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 213 | OR_unadj: 0.879 [0.510 1.514] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.294\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.182\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.170\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.169\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.169\n", "\n", "* Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.608 [0.394 0.938] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.610\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.560\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.378\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.331\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.225\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.149\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.139\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.112\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.109\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.095\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.092\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 245 | OR_unadj: 0.933 [0.548 1.589] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.625\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.284\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.239\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.185\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.178\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.169\n", "\n", "* Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.931 [1.020 3.653] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.138\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.107\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.091\n", " Diagnosis:9ccs165:Inf male gen:0.086\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Maternal Vital: SpO2-postPregnancy:-0.085\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 268 | OR_unadj: 0.904 [0.578 1.413] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.451\n", " Maternal Vital: BP-postPregnancy:0.422\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.288\n", " Maternal Vital: Ht-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.276\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.246\n", " Maternal Vital: PL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 265 | OR_unadj: 1.208 [0.796 1.835] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.335\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.235\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.192\n", " Maternal Vital: BP-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 315 | OR_unadj: 0.791 [0.529 1.182] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.338\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.329\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.275\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.266\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.187\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.177\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 0.917 [0.577 1.459] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.310\n", " Maternal Vital: HR-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.191\n", " Maternal Vital: BP-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.175\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.161\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.770 [0.496 1.197] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.853\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.161\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.128\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.123\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.549\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.331\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.203\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.203\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 0.683 [0.318 1.470] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.217\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.153\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.149\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.125\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.124\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.119\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: nan [ nan nan] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.435\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.199\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.163\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.161\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.147\n", " Maternal Vital: Temp-postPregnancy:0.144\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 234 | OR_unadj: 0.751 [0.451 1.250] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.586\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.413\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.227\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.219\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.692 [0.417 1.148] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.688\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.290\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.218\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.217\n", " Maternal Vital: BP-otherPregnancy:0.210\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.208\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.201\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.175\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.138\n", " Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.122\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.117\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.219 [0.627 2.372] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.460\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.329\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.191\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.181\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.166\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 171 | OR_unadj: 0.665 [0.363 1.217] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.421\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.132\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 301 | OR_unadj: 0.727 [0.472 1.119] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.560\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.422\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.247\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.212\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.148\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.146\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.112\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.097\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.095\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.120\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.111\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.096\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.190 [0.724 1.954] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.839\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.693\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.228\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.227\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.201\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.199\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.176\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.895 [0.568 1.410] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.688\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.451\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.296\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Vital: BP-otherPregnancy:0.288\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 264 | OR_unadj: 0.961 [0.631 1.464] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.219\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.196\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.195\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.191\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.182\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.097\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.087\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.095 [0.706 1.699] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.441\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.240\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.237\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 1.037 [0.649 1.659] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.693\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.436\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.371\n", " Maternal Vital: Wt Percentile-postPregnancy:0.250\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.223\n", "\n", "* Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 5.024 [1.585 15.918] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.259\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.193\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.159\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.158\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 302 | OR_unadj: 0.804 [0.538 1.202] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.610\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.338\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.274\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 234 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.241\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.211\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.185\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.163\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.163\n", "\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 1.596 [0.876 2.909] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.344\n", " Maternal Vital: Wt-otherPregnancy:0.268\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.236\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.171\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.166\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.163\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.102\n", " Number of Visits:0.100\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.099\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.081\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 0.902 [0.461 1.766] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.529\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.449\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.299\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.165\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.188 [0.698 2.022] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.199\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.198\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.167\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.150\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.149\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.962 [0.586 1.581] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.177\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.153\n", "\n", " Maternal Vital: Wt-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 266 | OR_unadj: 0.998 [0.625 1.594] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.575\n", " Maternal Vital: BP-otherPregnancy:0.451\n", " Maternal Vital: Ht-otherPregnancy:0.369\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.289\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.268\n", " Maternal Vital: Ht-postPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.202\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 194 | OR_unadj: 0.655 [0.358 1.197] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.853\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.165\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.161\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.127\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.122\n", " Maternal Vital: Temp-postPregnancy:-0.122\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 179 | OR_unadj: 1.389 [0.741 2.603] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.592\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.415\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.292\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.224\n", " Maternal Vital: Wt-otherPregnancy:0.192\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.189\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.115 [0.674 1.845] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.423\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.168\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.149\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.143\n", " Maternal Vital: BP-otherPregnancy:0.142\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.141\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.135 [0.693 1.860] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.586\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.238\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.237\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.184\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.145\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 204 | OR_unadj: 1.233 [0.723 2.104] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.483\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.325\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.242\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.159\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.104\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.082\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.079\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.056 [0.704 1.585] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.296\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.264\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 1.175 [0.737 1.873] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.157\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.999 [0.534 1.869] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.429\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.335\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.188\n", " Maternal Vital: Ht Percentile-postPregnancy:0.160\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.154\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.215\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Maternal Diagnosis:9ccs159:UTI:0.167\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.111\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.108\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.103\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.100\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.088\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.088\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 0.746 [0.443 1.257] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.132\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.114\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.103\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.099\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.095\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 172 | OR_unadj: 1.437 [0.845 2.445] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.592\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.331\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.300\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.249\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.205\n", "\n", "* Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.572 [0.333 0.983] | indivs AUC:0.464\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.469\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.276\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.250\n", " Newborn Diagnosis:9ccs221:Resp distres:0.249\n", " Newborn Diagnosis:9ccs253:Allergy:0.168\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.161\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.147\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.589\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.426\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.376\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.303\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.227\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.207\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.197\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.167\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.111\n", " Maternal Vital: RR-otherPregnancy:0.107\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.986 [0.618 1.573] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.839\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.436\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.245\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.234\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.126\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.094\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 194 | OR_unadj: 0.948 [0.556 1.615] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.611\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.176\n", " Maternal Vital: Ht-otherPregnancy:0.161\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.159\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.149\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 125 | OR_unadj: 1.046 [0.558 1.963] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.291\n", " Maternal Vital: HR-postPregnancy:0.208\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.147\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.122\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 205 | OR_unadj: 0.903 [0.538 1.515] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.212\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.169\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.168\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.326\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.217\n", " Lab:297275 STREP RAPID TEST (POCT):0.215\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.141\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.728 [0.448 1.182] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.534\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.313\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 1.186 [0.654 2.152] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.300\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.289\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.282\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.245\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.213\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 206 | OR_unadj: 0.591 [0.325 1.076] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.177\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.165\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.159\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.149\n", " Maternal Vital: BMI-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.134\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.064 [0.620 1.824] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.611\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.213\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.159\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 1.090 [0.489 2.427] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.463\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.217\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.171\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.658 [0.273 1.585] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.220\n", " Maternal Vital: RR-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.196\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.130\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.128\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.127\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.197\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.182\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.161\n", " Maternal Vital: HR-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 121 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.426\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.421\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.326\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.243\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.234\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.182\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.181\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 0.952 [0.550 1.647] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.187\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.173\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.163\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.146\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.146\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.233\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.205\n", " Diagnosis:9ccs55:Fluid/elc dx:0.180\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.146\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.139\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.123\n", " Diagnosis:9ccs62:Coag/hemr dx:0.114\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.975 [0.442 2.151] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.486\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.477\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.460\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.376\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.305\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.262\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.261\n", " Maternal Maternal Lab History: AST-postPregnancy:0.196\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.921 [0.761 4.848] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.184\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 180 | OR_unadj: 0.852 [0.495 1.466] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.218\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.212\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.196\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.099\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.771 [0.398 1.497] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.589\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.486\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.326\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.273\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.206\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.193\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 1.365 [0.484 3.852] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.221\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.176\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.170\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.163\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.185\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.133\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.192\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.192\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.166\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.111\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.103\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.098\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.098\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.200\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.176\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.131\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.163\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.137\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.134\n", " Number of Visits:0.134\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.122\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.264\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.167\n", " Maternal Vital: Temp-otherPregnancy:-0.162\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.154\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.147\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.133\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.132\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.712 [0.369 1.376] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.333\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.122\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.180\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.165\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.330\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs128:Asthma:0.117\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.116\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.102\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.096\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs64:Ot hematl dx:0.093\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.120 [0.580 2.166] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.297\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.252\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.246\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.232\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.229\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 1.062 [0.500 2.257] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.227\n", " Maternal Vital: Wt Change-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.216\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.199\n", "\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.846 [0.345 2.078] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.357\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.313\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.295\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.265\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.220\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.213\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.735\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.312\n", " Maternal Vital: Wt Change-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.248\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.226\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.214\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.182\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.123\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.451 [0.788 2.673] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.660\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.544\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.529\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.502\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.433\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.193\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 1.165 [0.676 2.008] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.185\n", " Diagnosis:9ccs2:Septicemia:-0.162\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.155\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.149\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.180\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.158\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.153\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.131\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.129\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.128\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.126\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.121\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.469\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.650\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.241\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.236\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.840\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.533\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.448\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.398\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.840\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.735\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.489\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.437\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.386\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.184\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.129\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.219\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.108\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.083\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 219 | OR_unadj: 1.116 [0.707 1.760] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.392\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.361\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.320\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.318\n", " Maternal Vital: RR-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.294\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 0.865 [0.503 1.490] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.650\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.261\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.398\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.386\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.209\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.174\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.151\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.152 [0.595 2.231] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.338\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.299\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.250\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.244\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.779 [0.412 1.471] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.277\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.246\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.242\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.203\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.187\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.173\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.113\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.085\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", "\n", " Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.160\n", " Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.141\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 98 | OR_unadj: 1.401 [0.691 2.840] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.276\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.250\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.220\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", " Maternal Diagnosis:9ccs0:No DX:-0.127\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.122\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.703 [0.290 1.701] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.194\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.182\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.166\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.165\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.155\n", " Maternal Vital: HR-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs186:DM in preg:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 97 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.190\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.544\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.287\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.198\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.195\n", " Maternal Vital: RR-otherPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.904\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.352\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.306\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.263\n", " Maternal Vital: SpO2-postPregnancy:-0.240\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.214\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.199\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.194\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.152\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.151\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.133\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.131\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.159\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.122\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.599\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.489\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.339\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.275\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.226\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 1.185 [0.626 2.243] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.451\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.308\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.269\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.222\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.201\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.618 [0.258 1.483] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.352\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.303\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.236\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.215\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.214\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.210\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.207\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.128\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.096\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.094\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.088\n", "\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.448\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.437\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.339\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.193\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.188\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.165\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.158\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.131\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.115\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.101\n", " MatDeliveryAge:0.094\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.083\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.079\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.067\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.782 [0.321 1.909] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.179\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.168\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.165\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.159\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.157\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.154\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.482 [0.169 1.381] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.217\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.194\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.154\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.146\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.133\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: nan [ nan nan] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.169\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.168\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.163\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.157\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.134\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.129\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.681\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.642\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.535\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.466\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.451\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.425\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.318\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.180 [0.318 4.381] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.249\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.225\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.218\n", " Diagnosis:9ccs234:Crush injury:0.183\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.135\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.131\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.113\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.111\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.660 [0.191 2.278] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.428\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.374\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.289\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.283\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.263\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.681\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.657\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.465\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.464\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.431\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.411\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.335\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.125\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.082\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.072\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.266 [0.453 3.538] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.404\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.138\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.125\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.122\n", " Maternal Vital: RR-postPregnancy:-0.120\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.170\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 2.013 [0.882 4.591] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.298\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.289\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.287\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.147\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.391\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.363\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.357\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.345\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.286\n", " Maternal Vital: BMI-postPregnancy:-0.272\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.266\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.746 [0.373 1.490] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.183\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.171\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.169\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.169\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.197\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.188\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.161\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.343\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.322\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.290\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.279\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.160\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.211\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs168:PID:0.176\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.161\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: nan [ nan nan] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.127\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.428 [0.724 2.816] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.660\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.449\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.350\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.258\n", " Maternal Vital: Wt-postPregnancy:0.256\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.235\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.199\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 1.457 [0.665 3.192] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.254\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.226\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.964 [0.388 2.394] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.166\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.158\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.156\n", " Maternal Vital: Wt Change-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.140\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.942 [0.428 2.071] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.137\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.904\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.260\n", " Maternal Vital: SpO2-postPregnancy:0.237\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.211\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.177\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.252\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.250\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.171\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.167\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.162\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.147\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.210\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.206\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.177\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.176\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.171\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.504\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.483\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.451\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.319\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.236\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.964 [0.457 2.032] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.266\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.178\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.174\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.170\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.169\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.304\n", " Maternal Vital: PL-postPregnancy:0.291\n", " Maternal Vital: BP-otherPregnancy:0.213\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.198\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.186\n", " Maternal Vital: Wt-otherPregnancy:0.180\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.168\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.587 [0.131 2.635] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.269\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.256\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.252\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.246\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.245\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.255\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.206\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.195\n", " Diagnosis:9ccs55:Fluid/elc dx:0.168\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs163:Other GU dx:0.144\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.132\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.156\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.110\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.109\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.392\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.388\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.274\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.167\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.157\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Maternal Vital: RR-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs128:Asthma:-0.069\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.062\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.061\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.294\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.236\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.079\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.078\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.294\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.281\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.221\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.146\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.141\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.120\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.191\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.152\n", " Maternal Diagnosis:9ccs238:Complic proc:0.139\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs159:UTI:0.092\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs2:Septicemia:0.076\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.225\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Diagnosis:9ccs246:FUO:0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.302\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.267\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.267\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.265\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.225\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.220\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.102\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.068\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 139 | OR_unadj: 0.436 [0.153 1.241] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.240\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.228\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.215\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.452\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.333\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.271\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.261\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.400\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.373\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.344\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.294\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.233\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.893\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.264\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.245\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.242\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.214\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.212\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.210\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.261\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.183\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.172\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.893\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.275\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.274\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.244\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.227\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.220\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Maternal Diagnosis:9ccs159:UTI:-0.194\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.160\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Maternal Diagnosis:9ccs184:Early labor:-0.134\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: nan [ nan nan] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.549\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.220\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.146\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.586 [0.172 2.000] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.187\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.177\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Vital: RR-otherPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.209\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.168\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.176\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.139\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.131\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.092\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 73 | OR_unadj: 2.078 [0.980 4.405] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.575\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.382\n", " Maternal Vital: Wt-postPregnancy:0.360\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.301\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.256\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.222\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.131\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.120\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.098\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.097\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:-0.143\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.061\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.053\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Maternal Vital: BP-otherPregnancy:0.047\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.492\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.483\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.468\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.435\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.424\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.413\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.364\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 1.010 [0.331 3.088] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.234\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.170\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.157\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.144\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.467\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.217\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.210\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.199\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.289 [0.408 4.071] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.317\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.302\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.286\n", " Maternal Vital: Ht Percentile-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.220\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.205\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.194\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 0.390 [0.090 1.687] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.226\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.189\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.178\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.160\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.147\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.142\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 81 | OR_unadj: 0.499 [0.194 1.282] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.158\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.137\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.130\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.127\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.256\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.201\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.188\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.162\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.156\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.936 [0.502 1.744] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.259\n", " Maternal Vital: Temp-postPregnancy:0.232\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.181\n", " Diagnosis:9ccs246:FUO:-0.176\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.142\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.140\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.492\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.337\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.214\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.209\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.746 [0.327 1.699] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.413\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.324\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.277\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.232\n", "\n", " Maternal Maternal Procedure History:59430-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: nan [ nan nan] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Procedure History:59430-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.189\n", " Maternal Vital: BMI-postPregnancy:0.187\n", " Maternal Vital: Temp-otherPregnancy:0.181\n", " Maternal Vital: BMI-otherPregnancy:0.164\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 72 | OR_unadj: 1.252 [0.490 3.198] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.460\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.459\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.235\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 0.756 [0.216 2.644] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.314\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.190\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.159\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.156\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.152\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.149\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.776 [0.532 5.930] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.419\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.138\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.092\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 83 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.525\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.460\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.459\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.453\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.428\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.410\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.352\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.327\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.248 3.146] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.635\n", " Maternal Vital: BMI Percentile-postPregnancy:0.557\n", " Maternal Vital: Wt Percentile-postPregnancy:0.430\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.253\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.241\n", " Maternal Vital: Ht Percentile-postPregnancy:0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.219\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Number of Visits:0.117\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.102\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.250\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.215\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:0.113\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.112\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.099\n", " Diagnosis:9ccs212:Ot bone dx:0.092\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.807\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.790\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.775\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.763\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.730\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.705\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.505\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.483\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.301\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.296\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.207\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.205\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.366\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.307\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.237\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.176\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.100\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.092\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.086\n", " Maternal Vital: SpO2-postPregnancy:0.082\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.309\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.276\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.255\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.200\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.382\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.181 [0.427 3.271] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.235\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.216\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.196\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.191\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.173\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.171\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.168\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.162\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.149\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.342\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.333\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.324\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.324\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.277\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.154\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.125\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.122\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.106\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.409\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.381\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.281\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.247\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.157\n", " Diagnosis:9ccs242:Poisn ot med:0.155\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.130\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.445\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.404\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.381\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.378\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.263\n", " Maternal Maternal Lab History: AST-postPregnancy:0.239\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.195\n", "\n", "* Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 3.576 [1.147 11.152] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.341\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.304\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.284\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.217\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.215\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.199\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.184\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.116\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.404\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.358\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.358\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.197\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.174\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.754 [0.310 1.834] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.491\n", " Maternal Vital: Wt Percentile-postPregnancy:0.423\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.233\n", " Maternal Vital: Wt-postPregnancy:0.202\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.193\n", " Maternal Vital: BP-otherPregnancy:0.160\n", " Maternal Vital: Wt-otherPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.469 [0.107 2.059] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.261\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.241\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.213\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.340\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.308\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.196\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Maternal Diagnosis:9ccs184:Early labor:0.249\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.211\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.168\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.130\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.434\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.272\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.271\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.259\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.555\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.492\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.172\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.169\n", " Maternal Vital: PL-otherPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.705\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.604\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.600\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.580\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.553\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.548\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.497\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.492\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.358\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.208\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.132\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.096\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.086\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.084\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.114\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.670 [0.229 1.964] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.910\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.363\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.282\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.255\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.230\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.222\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.203\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.097\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", "\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.266\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.166\n", " Maternal Vital: Wt-otherPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs184:Early labor:0.147\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.910\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.456\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.404\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.374\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.367\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.364\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.359\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.337\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.537 [0.226 1.278] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.250\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.568\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.525\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.400\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.389\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.303\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.298\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Diagnosis:9ccs8:Oth infectns:0.162\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 69 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.502\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.428\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.313\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.288\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.228\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.208\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.136\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.121\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.118\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.112\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.105\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.196\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.165\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.119\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Vital: RR-otherPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.342\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.290\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.285\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.277\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.269\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.236\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.229\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.253\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.143\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.138\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.189\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.152\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.136\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.505\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.299\n", " Maternal Vital: RR-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.220\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.561\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.404\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.281\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.273\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.248\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.219\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.478 [0.142 1.606] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.121\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.111\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.097\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.092\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.092\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.472\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.470\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.305\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.395\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.336\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.266\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.227\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.159\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.132\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.129\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.137\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.126\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.117\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.359\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.351\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.161\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.152\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.210\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.151\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.127\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.120\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.234 [0.031 1.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.267\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.264\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.250\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.229\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.213\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.189\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.247\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.203\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.146\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:0.164\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.083\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.070\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 1.784 [0.758 4.201] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.267\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.236\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.198\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.500 [0.174 1.434] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.561\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.340\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.299\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.234\n", " Maternal Vital: Wt Change-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.348\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.330\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.282\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.268\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.246\n", "\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.581\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.530\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.232\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.250\n", " Maternal Vital: Wt Change-postPregnancy:0.241\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.131\n", " Maternal Vital: BP-otherPregnancy:0.118\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.292 [0.571 2.925] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.478\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.434\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.165\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.264\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.239\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.180\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.130\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.206 [0.027 1.553] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.209\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.203\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.163\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.162\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.153\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.143\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.123\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.166\n", " Maternal Vital: Wt Change-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.138\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.110\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.103\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.192\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.180\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.159\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.146\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.137\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.561 [0.194 1.623] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.381\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.182\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.153\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.150\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.126\n", " Maternal Diagnosis:9ccs59:Anemia:0.112\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.107\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.101\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.100\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.087\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.083\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.079\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 0.194 [0.026 1.461] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.176\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.142\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.129\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Newborn Diagnosis:9ccs221:Resp distres:0.119\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.107\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.088\n", " Diagnosis:9ccs91:Other eye dx:0.083\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.081\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.162\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.117\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.094\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.505\n", " Maternal Vital: RR-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.225\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 2.972 [0.902 9.793] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.252\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.188\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.154\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.150\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.145\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.252\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.158\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.152\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.114\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.347\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.221\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.184\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.153\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.563 [0.887 14.312] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.433\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.351\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.309\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.236\n", " Lab:294147 FREE T4 - LMC:0.233\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.469\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.186\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.342\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.329\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.218\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 0.413 [0.095 1.795] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.179\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.268\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.250\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.215\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.289\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.277\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.231\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.229\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.223\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.331\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.229\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.204\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.197\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.196\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.189\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.174\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs0:No DX:0.158\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.143\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.132\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.125\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 47 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.491\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.243\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.229\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.223\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.220\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:-0.294\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.137\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.112\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.102\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.076\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Maternal Diagnosis:9ccs159:UTI:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.129\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.087\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.418\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.363\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.311\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.311\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.241\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.229\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.101\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.092\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.076\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.075\n", " Maternal Vital: PL-otherPregnancy:0.072\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 62 | OR_unadj: 1.078 [0.459 2.531] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.433\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.204\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.197\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.191\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.139\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.109\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.091\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.085\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.252\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.249\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.240\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.237\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.245\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Maternal Diagnosis:9ccs59:Anemia:0.088\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.082\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.228\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.182\n", " Maternal Diagnosis:9ccs0:No DX:-0.173\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.153\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.130\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.121\n", "\n", "* Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 4.754 [1.059 21.333] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.134\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.126\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Diagnosis:10ccs58:Ot nutrit dx:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.076\n", " Diagnosis:9ccs8:Oth infectns:0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.074\n", "\n", " Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.259\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.173\n", " Diagnosis:9ccs8:Oth infectns:0.171\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.162\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.248\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.187\n", " Diagnosis:9ccs234:Crush injury:0.168\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.135\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.133\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Procedure History:85018-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:85018-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.388\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.337\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.289\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.239\n", " Maternal Vital: SpO2-postPregnancy:-0.197\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.184\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.171\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.190\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.094\n", " Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.061\n", " Maternal Vital: RR-postPregnancy:0.059\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.305\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.288\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.206\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.160\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.157\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.144\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.136\n", " Maternal Diagnosis:9ccs159:UTI:0.131\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.126\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.394\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.347\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.302\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.263\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.259\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.207\n", " Newborn Diagnosis:9ccs253:Allergy:0.202\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1740 | OR_unadj: 2.841 [0.363 22.266] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.223\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.113\n", " Diagnosis:9ccs2:Septicemia:-0.110\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.110\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.101\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.096\n", " Diagnosis:9ccs244:Other injury:-0.073\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.379\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.315\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.263\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.229\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.209\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.497\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.418\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.168\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.119\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.098\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.085\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.084\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 0.439 [0.101 1.918] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.303\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.254\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.251\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.232\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.185\n", " Maternal Vital: RR-otherPregnancy:0.178\n", " Diagnosis:9ccs3:Oth bact inf:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.362\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.317\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.242\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.197\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.191\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.189\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.441\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.236\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.185\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.137\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.131\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.121\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.262\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.250\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.242\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.233\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.486\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.466\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.441\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.357\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.343\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.292\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.135\n", " Diagnosis:9ccs240:Burns:0.124\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.118\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.068\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.214\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.193\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.184\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.184\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.183\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.134\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.126\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.307\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.290\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.283\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.282\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.224\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.214\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.168\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.161\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.160\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.157\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.233\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.208\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.137\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.126\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.121\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.119\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.114\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.240\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.195\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.170\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.152\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.149\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.147\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.141\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.651\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.181\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.154\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.137\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.293\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.293\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.279\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.168\n", " Diagnosis:9ccs246:FUO:0.166\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.165\n", " Maternal Vital: Wt Change-otherPregnancy:-0.162\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.705 [0.203 2.448] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.406\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.344\n", " Maternal Vital: Ht Percentile-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.182\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.160\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.149\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.222\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.169\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.168\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.122\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.116\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.104\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.658\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.471\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.158\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.138\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.294\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.256\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.213\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.201\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.181\n", " Diagnosis:9ccs219:Low birth wt:0.179\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.159\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.150\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.377\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.372\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.249\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.227\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.491\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.151\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.145\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.362\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.359\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.330\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.290\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.363\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.355\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.316\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.157\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.249\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.200\n", " Maternal Vital: PL-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.188\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.216\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.194\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.180\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.174\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.168\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.140\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.132\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.191\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.340\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.335\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.333\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.290\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.249\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.250\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.180\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Diagnosis:9ccs243:Poisn nonmed:0.119\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.099\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.098\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.094\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.083\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.422\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.364\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.243\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.214\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.122\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.102\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.341\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.181\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.251 [0.033 1.912] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.176\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.157\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.156\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.149\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.149\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.248\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.194\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.132\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.100\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.099\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.094\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.675\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.255\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.218\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.218\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.216\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.214\n", "\n", " Maternal Maternal Procedure History:J7302-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.443\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.155\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.148\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.126\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.120\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.102\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.465\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.251\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.223\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.155\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.142\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.389\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.296\n", " Maternal Vital: SpO2-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.267\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.264\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.263\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.260\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.565\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.453\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.407\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.395\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.380\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.296\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.146\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.116\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.103\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.091\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.416\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.385\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.383\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.372\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.359\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.317\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.299\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.267\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.364\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.317\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.222\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.186\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.177\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.172\n", " Lab:297275 STREP RAPID TEST (POCT):0.168\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.686\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.659\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.635\n", " Maternal Vital: Ht Percentile-postPregnancy:0.508\n", " Maternal Vital: BMI Percentile-postPregnancy:0.491\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.167\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.163\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.162\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.244\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.240\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.237\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.197\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.175\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.161\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.141\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.122\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.399\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.320\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.235\n", " Maternal Vital: BMI-postPregnancy:-0.222\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.456\n", " Maternal Vital: RR-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.395\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.288\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.279\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.241\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.651\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.159\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.139\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.120\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.117\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.409\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.281\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.274\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.238\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.235\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.225\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.213\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.179\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.166\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.150\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.195\n", " Maternal Vital: Temp-otherPregnancy:-0.176\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.089\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.675\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.189\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.189\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.187\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.168\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.158\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.151\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.869\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.790\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.656\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.553\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.446\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.188\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.126\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.092\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.091\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.089\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.885\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.746\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.730\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.548\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.413\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.446\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.293\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.220\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.197\n", " Diagnosis:9ccs147:Anal/rectal:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.313\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.209\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.194\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.176\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.152\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.151\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.150\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.278\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.229\n", " Diagnosis:9ccs55:Fluid/elc dx:0.216\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.205\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.200\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.902\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.658\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.626\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.226\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.203\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.707\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.213\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.168\n", " Maternal Vital: HR-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.581\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.171\n", " Newborn Diagnosis:9ccs221:Resp distres:0.168\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.155\n", " Maternal Diagnosis:9ccs187:Malposition:0.123\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.111\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.281\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.246\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.246\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.216\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.451\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.437\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.328\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.298\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.298\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.295\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.452\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.225\n", " Maternal Vital: RR-otherPregnancy:-0.216\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.189\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.175\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.157\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.145\n", " Diagnosis:9ccs76:Meningitis:0.097\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.072\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs59:Anemia:0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.050\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.147\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Maternal Vital: Wt Change-otherPregnancy:-0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs2:Septicemia:0.104\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.264\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.163\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.157\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.143\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.218\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.173\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.155\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.153\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.151\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.290\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.233\n", " Diagnosis:9ccs3:Oth bact inf:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.198\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.184\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.220\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.214\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.115\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.101\n", " Maternal Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Maternal Vital: Wt Change-otherPregnancy:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.100\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.084\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.428\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.355\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.745\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.139\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.132\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.107\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.101\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " MatDeliveryAge:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.065\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.060\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.353\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.311\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.297\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.238\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.137\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.130\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.128\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.535\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.438\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.349\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.487\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.230\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.196\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.169\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.923\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.599\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.327\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.216\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.472\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.413\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.330\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.322\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.287\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.250\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.885\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.713\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.709\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.693\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.600\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.539\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.411\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.240\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.215\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.428\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.338\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.316\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.204\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.165\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.147\n", "\n", " Maternal Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.242\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.223\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.174\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.962\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.411\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.374\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.324\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.265\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.185\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.641\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.497\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.458\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.407\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.391\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.320\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.319\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.296\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.452\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.243\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.209\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.518\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.409\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.407\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.290\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:-0.246\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.267\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.185\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.173\n", " Diagnosis:9ccs240:Burns:0.167\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.162\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.923\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.902\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.565\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.324\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.299\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.195\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.453\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.411\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.307\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.248\n", " Maternal Vital: BP-otherPregnancy:0.246\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.203\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.331\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.234\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.962\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.415\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.338\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.291\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.746\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.693\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.656\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.622\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.424\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.416\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.362\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.351\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.349\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.253\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.186\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.248\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.233\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.228\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.627\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.438\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.424\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.247\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.690\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.355\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.288\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.270\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.269\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.201\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.178\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.333\n", " Maternal Vital: Ht Percentile-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.261\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.203\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.387\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.154\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.145\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.352\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.311\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.297\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.262\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.251\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.143\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.132\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.116\n", " Maternal Maternal Procedure History:99401-otherPregnancy:-0.105\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.397\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.383\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.357\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.317\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.266\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.233\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.171\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.379\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.239\n", " Diagnosis:9ccs64:Ot hematl dx:0.220\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.198\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.240\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.193\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.170\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.159\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.133\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.116\n", " Maternal Vital: PL-otherPregnancy:-0.114\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.194\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.152\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.149\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.149\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.142\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Maternal Diagnosis:9ccs184:Early labor:0.168\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.745\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.191\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.180\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.092\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.067\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.230\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.210\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.159\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.140\n", " Diagnosis:9ccs216:Nerv cong an:0.125\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.117\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.686\n", " Maternal Vital: Ht Percentile-postPregnancy:0.502\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.501\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.430\n", " Maternal Vital: BMI Percentile-postPregnancy:0.423\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.250\n", " Maternal Vital: Wt-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.192\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.396\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.273\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.241\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.210\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.182\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.127\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.119\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.111\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.109\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.106\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.103\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.083\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.520\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.417\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.394\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.338\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.326\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.266\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.407\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.329\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.309\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.229\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.707\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.446\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.334\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.278\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.209\n", " Diagnosis:9ccs147:Anal/rectal:0.183\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.163\n", " Maternal Vital: PL-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:0.330\n", " Diagnosis:9ccs64:Ot hematl dx:0.214\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.206\n", " Maternal Vital: Wt Change-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.174\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.173\n", " Maternal Diagnosis:9ccs128:Asthma:0.166\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.163\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.363\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.312\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.208\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.279\n", " Maternal Vital: Wt Change-postPregnancy:0.246\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.166\n", " Maternal Vital: BP-otherPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.105\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.145\n", " Maternal Vital: PL-postPregnancy:0.138\n", " Maternal Vital: PL-otherPregnancy:0.115\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.091\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.869\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.622\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.535\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.505\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.390\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.366\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.241\n", " Maternal Vital: HR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.175\n", " Maternal Vital: RR-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.138\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.110\n", " Newborn Diagnosis:9ccs259:Unclassified:0.108\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.497\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.348\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.343\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.307\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.289\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:0.301\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.106\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.097\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.092\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.351\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.220\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.199\n", " Diagnosis:9ccs75:Hx mental dx:0.176\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.173\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.164\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.392\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.198\n", " Maternal Vital: Wt Change-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.148\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.134\n", " Maternal Diagnosis:9ccs59:Anemia:0.123\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.326\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.300\n", " Diagnosis:9ccs2:Septicemia:-0.279\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.254\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.223\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.222\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.153\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.243\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.192\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.181\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.172\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.170\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.165\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.200\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.188\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.178\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.266\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.254\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.226\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.222\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.275\n", " Diagnosis:9ccs64:Ot hematl dx:0.258\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.240\n", " Diagnosis:10ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs211:Ot conn tiss:0.208\n", " Diagnosis:9ccs2603:E Codes: Fall:0.156\n", " Diagnosis:9ccs258:Other screen:0.154\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.150\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.398\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.337\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.313\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.265\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.244\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.176\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.132\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.095\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.084\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.555\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.418\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.398\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.244\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.230\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.227\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.404\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.340\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.205\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.182\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.166\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.266\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.207\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.200\n", " Diagnosis:9ccs219:Low birth wt:0.186\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.165\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.365\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.322\n", " Diagnosis:9ccs2:Septicemia:-0.293\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.266\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.234\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.180\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:-0.252\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.208\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.142\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.130\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.128\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.351\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.316\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.242\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.223\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.559\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.419\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.382\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.337\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.263\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.229\n", " Maternal Vital: Wt-otherPregnancy:0.200\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.194\n", " Maternal Vital: HR-otherPregnancy:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.594\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.198\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.195\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.190\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.157\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.156\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.315\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.208\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.207\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.187\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.178\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.164\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.129\n", " Diagnosis:9ccs0:No DX:0.126\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs187:Malposition:0.118\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.308\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.266\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.200\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.188\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.187\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.182\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.438\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.426\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.403\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.367\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.335\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.291\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.268\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.657\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.535\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.497\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.467\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.455\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.442\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.438\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.410\n", "\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.226\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.217\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.352\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.299\n", " Maternal Vital: Wt Change-otherPregnancy:-0.293\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.289\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.281\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.267\n", " Maternal Vital: SpO2-postPregnancy:-0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.619\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.497\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.475\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.433\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.379\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.280\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.598\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.251\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.201\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.188\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.162\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.124\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.194\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.167\n", " Diagnosis:9ccs219:Low birth wt:0.158\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.131\n", " Maternal Diagnosis:9ccs184:Early labor:0.117\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Diagnosis:9ccs153:GI hemorrhag:0.092\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.091\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.079\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.508\n", " Maternal Vital: Wt Percentile-postPregnancy:0.502\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.275\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.261\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.247\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.236\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.323\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.202\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.152\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.619\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.458\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.417\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.318\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.311\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.310\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.655\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.239\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.213\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.194\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.208\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.212\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.144\n", " Maternal Vital: Ht-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.135\n", " Diagnosis:9ccs244:Other injury:0.131\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.563\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.543\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.539\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.473\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.260\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.653\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.641\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.533\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.487\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.399\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.398\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.387\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.366\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.357\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.352\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.313\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.290\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.308\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.226\n", " Maternal Vital: RR-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.199\n", " Maternal Vital: PL-otherPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.173\n", "\n", " Maternal Maternal Procedure History:45300-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:45300-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.388\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.180\n", " Maternal Vital: Wt Change-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.175\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs59:Anemia:0.122\n", " Diagnosis:9ccs234:Crush injury:0.106\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.200\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.177\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.172\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.165\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.144\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.128\n", " Maternal Vital: Ht-postPregnancy:-0.101\n", " Diagnosis:9ccs215:gu cong anom:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.096\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.088\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.353\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.275\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.206\n", " Maternal Vital: SpO2-postPregnancy:0.175\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.133\n", "\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.313\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.273\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.250\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.209\n", " Diagnosis:9ccs242:Poisn ot med:0.194\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.471\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.470\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.490\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.472\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.407\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.358\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.329\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.303\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.299\n", "\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-postPregnancy:1.000\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.277\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.130\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.114\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.363\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.283\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.197\n", " Diagnosis:9ccs219:Low birth wt:0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.246\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.235\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.225\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.180\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.153\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.373\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.295\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.217\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.184\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.166\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.162\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Maternal Diagnosis:9ccs168:PID:-0.129\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.099\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.081\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.242\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.223\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.175\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.599\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.372\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.254\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.229\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.227\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.598\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.334\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.262\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.249\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.199\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.183\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.165\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.452\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.395\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.303\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.239\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.217\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.506\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.470\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.363\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.323\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.490\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.353\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.317\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.307\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.382\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.336\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.229\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.138\n", " Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.126\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.110\n", " Maternal Diagnosis:9ccs168:PID:-0.108\n", " Diagnosis:9ccs234:Crush injury:0.092\n", "\n", " Maternal Maternal Procedure History:76830-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:76830-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.234\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.209\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.168\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.159\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.148\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.140\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.349\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.326\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.306\n", " Maternal Vital: Wt-otherPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.282\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.281\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.163\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.148\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.134\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.343\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.311\n", " Maternal Vital: PL-otherPregnancy:0.304\n", " Maternal Vital: Temp-otherPregnancy:-0.259\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.250\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.242\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.533\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.311\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.309\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:-0.262\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.253\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.252\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.690\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.358\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.344\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.179\n", " Maternal Vital: RR-postPregnancy:-0.162\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Vital: Wt-postPregnancy:0.110\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.099\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.096\n", " Diagnosis:9ccs163:Other GU dx:-0.089\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.565\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.373\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.349\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.273\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.170\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.165\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.162\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.253\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.192\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.188\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.168\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.166\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.546\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.383\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.374\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.297\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.294\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.280\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.238\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.177\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.318\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.313\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.311\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.261\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.249\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.168\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.443\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.222\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.216\n", " Maternal Vital: RR-postPregnancy:0.204\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.535\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.289\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.212\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.205\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.200\n", "\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.386\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.328\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.319\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.288\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.125\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.122\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.106\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.105\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.763\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.709\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.580\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.390\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.410\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.177\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.175\n", " Maternal Vital: RR-postPregnancy:-0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.231\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.224\n", "\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.353\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.351\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.337\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.299\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.769\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.546\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.472\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.390\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.352\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.480\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.394\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.334\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.241\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.581\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.535\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.365\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.353\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.300\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.251\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.396\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.259\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.244\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.198\n", " Diagnosis:9ccs234:Crush injury:0.177\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.170\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.156\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.273\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.272\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.259\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.247\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.599\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.257\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.248\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.232\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.216\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.213\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.275\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.202\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.170\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.151\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.151\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.178\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.170\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Maternal Vital: Wt Change-postPregnancy:-0.117\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.089\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.306\n", " Diagnosis:9ccs2:Septicemia:0.293\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.289\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.274\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.229\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.193\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-postPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.659\n", " Maternal Vital: Wt Percentile-postPregnancy:0.501\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.333\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.324\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.286\n", " Maternal Vital: BMI Percentile-postPregnancy:0.276\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.769\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.473\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.427\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.327\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.559\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.302\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.301\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.289\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.635\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.520\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.347\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.331\n", " Diagnosis:9ccs2:Septicemia:-0.240\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.225\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.581\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.407\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.382\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.381\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.316\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.290\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.563\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.439\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.427\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.304\n", "\n", " Maternal Maternal Procedure History:90801-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.627\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.298\n", " Diagnosis:9ccs242:Poisn ot med:0.290\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.266\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.225\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.224\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.543\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.459\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.424\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.295\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.421\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.277\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.274\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.267\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.460\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.422\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.293\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.775\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.713\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.604\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.424\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.402\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.626\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.565\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.387\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.331\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.530\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.408\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.332\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.285\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.260\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.396\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.281\n", " Diagnosis:9ccs2:Septicemia:-0.262\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.260\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.240\n", "\n", "Vital : 0.883520479162\n", "MatDeliveryAge : 0.00998777698811\n", "Number of Visits : 0.0078883354188\n", "Census : 0.0504239363659\n", "Maternal Diagnosis : 0.0132989560816\n", "Diagnosis : 0.0139806945707\n", "Newborn Diagnosis : 0.00227740409359\n", "Maternal Maternal Lab History : 0.0118667626475\n", "Maternal Vital : 0.00401907812316\n", "Maternal Maternal Diagnosis : 0.00152067101592\n", "Lab : 0.000581018382417\n", "Maternal Maternal Procedure History : 0.000634887150637\n", "Time to run analysis 0:31:48.550059\n", "Total Time elapsed 6:45:56.154852\n", "-----------------------------------------------------\n", "\n", "boys min_5 full gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.227\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.250\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.166\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.754, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.176\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.153\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.114\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.738, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.225\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.231\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.240\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.752\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.707, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.320\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.311\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.329\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.753, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.244\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.289\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.247\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.714, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.007\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: -0.008\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.752, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.256\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.272\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.259\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.735, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.220\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.183\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.209\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.770, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.135\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.117\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.136\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.743, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.173\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.195\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.798, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.222\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.206\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.175\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.768, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.272\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.321\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.742, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.103\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.111\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.757, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.170\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.199\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.754, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.124\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.102\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.926\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.715, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.284\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.306\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.749, Explained Variance Score Test: 0.284\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.123\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.126\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.123\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.761, Explained Variance Score Test: 0.284\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.214\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.251\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.247\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.748, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.303\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.247\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.254\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.724\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.748, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.253\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.279\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.742, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.203\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.210\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.213\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.753, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.263\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.251\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.242\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.744, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.339\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.293\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.317\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.754, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.185\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.206\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.713, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.254\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.292\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.219\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.742, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.075\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.060\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.938\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.135\n", "AUC Test: 0.769, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.281\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.266\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.275\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.752, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.182\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.170\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.753, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.257\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.253\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.260\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.728, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.109\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.133\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.065\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.751, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.087\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.098\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: -0.029\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.727, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.282\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.276\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.325\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.730, Explained Variance Score Test: 0.244\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.282\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.272\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.280\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.763, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.609, R^2 test: 0.118\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.123\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.135\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.704\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.738, Explained Variance Score Test: 0.251\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.199\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.181\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.764, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.132\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.148\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.789, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.076\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.048\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.043\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.738, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.606, R^2 test: 0.173\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.225\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.734, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.254\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.295\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.269\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.755, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.203\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.206\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.238\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.744, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.175\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.169\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.747, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.136\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.216\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.932, R^2 test: 0.205\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.753, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.153\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.151\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.995, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.729, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.092\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.113\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.102\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.738, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.282\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.279\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.264\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.737, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.325\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.328\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.316\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.920\n", "AUC Validation: 0.912, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.747, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: 0.138\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.613, R^2 test: 0.121\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.739, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.173\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.165\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.201\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.758, Explained Variance Score Test: 0.272\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.172\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.168\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.135\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.732, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: 0.325\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.344\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.335\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.740, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.262\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.204\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.214\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.763, Explained Variance Score Test: 0.287\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.270\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.285\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: 0.284\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.703, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.327\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.295\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.311\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.750, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.206\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.194\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.229\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.734, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.143\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.142\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.135\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.732, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.165\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.171\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.204\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.778, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.229\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.210\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.243\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.717, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.207\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.215\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.765, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.196\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.223\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.244\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.752, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.080\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.102\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.057\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.721, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: 0.227\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.199\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.223\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.735, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.627, R^2 test: 0.163\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.210\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.127\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.777, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.275\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.292\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.741, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.090\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.119\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.082\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.766, Explained Variance Score Test: 0.293\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: 0.069\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.076\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.744, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.241\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.211\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.721\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.761, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.449\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.947, R^2 test: 0.530\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.952, R^2 test: 0.481\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.757, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.005\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: -0.000\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.754, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.217\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.223\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.241\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.718, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.163\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.129\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.946, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.746, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.086\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.115\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.760, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.102\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.099\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.099\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.736, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.153\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.183\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.787\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.774, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.366\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.366\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.345\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.995, Explained Variance Score Train: 0.930\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.774, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.232\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.182\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.169\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.716, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.243\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.244\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.237\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.741, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.276\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.269\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.749, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.260\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.218\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.743, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.095\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.102\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.948\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.769, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.268\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.272\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.746, Explained Variance Score Test: 0.226\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.247\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.258\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.125\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.145\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.173\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.726, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.411\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.414\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.450\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.769, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.215\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.231\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.236\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.746, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.161\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.160\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.144\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.748, Explained Variance Score Test: 0.272\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.292\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.260\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.783\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.747, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.277\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.274\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.297\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.733, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.630, R^2 test: 0.259\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.275\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.265\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.731, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.115\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.112\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.127\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.779, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.580, R^2 test: 0.158\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: 0.187\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: 0.189\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.755, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.207\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.226\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.214\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.738, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.312\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.351\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.307\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.708, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.253\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.277\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.267\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.741, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.227\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.224\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.237\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.773, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: 0.236\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.255\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.212\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.717\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.748, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.101\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.113\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.084\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.932\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.744, Explained Variance Score Test: 0.267\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.087\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.088\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.114\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.769, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.610, R^2 test: 0.147\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: 0.169\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.171\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.732, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: 0.125\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.093\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.116\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.738, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.246\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.273\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.707, Explained Variance Score Test: 0.200\n", "\n", "total Variables 858 and total subjects: 1751\n", "->AUC validation: 0.741 95% CI: [0.729 , 0.753]\n", "->AUC test: 0.746 95% CI: [0.743 , 0.750]\n", "->R^2 validation: 0.217 95% CI: [0.201 , 0.232]\n", "->R^2 test: 0.259 95% CI: [0.253 , 0.264]\n", "->Explained Variance validation: 0.200 95% CI: [0.184 , 0.217]\n", "->Explained Variance test: 0.246 95% CI: [0.241 , 0.252]\n", "Test set metrics:\n", "@threshold:1.961, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.520, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.462, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.301, sens:0.072, spec:0.996, ppv:0.857, acc:0.777, f1:0.133, mcc:0.237, total+:7, total-:343\n", "@threshold:1.259, sens:0.084, spec:0.996, ppv:0.875, acc:0.780, f1:0.154, mcc:0.261, total+:8, total-:342\n", "@threshold:1.176, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:1.167, sens:0.096, spec:0.993, ppv:0.800, acc:0.780, f1:0.172, mcc:0.129, total+:10, total-:340\n", "@threshold:0.968, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:0.958, sens:0.120, spec:0.989, ppv:0.769, acc:0.783, f1:0.208, mcc:0.093, total+:13, total-:337\n", "@threshold:0.917, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:0.888, sens:0.133, spec:0.985, ppv:0.733, acc:0.783, f1:0.224, mcc:0.070, total+:15, total-:335\n", "@threshold:0.756, sens:0.145, spec:0.981, ppv:0.706, acc:0.783, f1:0.240, mcc:0.057, total+:17, total-:333\n", "@threshold:0.733, sens:0.157, spec:0.981, ppv:0.722, acc:0.786, f1:0.257, mcc:0.060, total+:18, total-:332\n", "@threshold:0.583, sens:0.181, spec:0.978, ppv:0.714, acc:0.789, f1:0.288, mcc:0.054, total+:21, total-:329\n", "@threshold:0.533, sens:0.193, spec:0.963, ppv:0.615, acc:0.780, f1:0.294, mcc:0.029, total+:26, total-:324\n", "@threshold:0.532, sens:0.193, spec:0.959, ppv:0.593, acc:0.777, f1:0.291, mcc:0.025, total+:27, total-:323\n", "@threshold:0.522, sens:0.205, spec:0.959, ppv:0.607, acc:0.780, f1:0.306, mcc:0.027, total+:28, total-:322\n", "@threshold:0.522, sens:0.205, spec:0.955, ppv:0.586, acc:0.777, f1:0.304, mcc:0.024, total+:29, total-:321\n", "@threshold:0.431, sens:0.217, spec:0.940, ppv:0.529, acc:0.769, f1:0.308, mcc:0.016, total+:34, total-:316\n", "@threshold:0.425, sens:0.229, spec:0.936, ppv:0.528, acc:0.769, f1:0.319, mcc:0.016, total+:36, total-:314\n", "@threshold:0.370, sens:0.241, spec:0.929, ppv:0.513, acc:0.766, f1:0.328, mcc:0.014, total+:39, total-:311\n", "@threshold:0.330, sens:0.289, spec:0.925, ppv:0.545, acc:0.774, f1:0.378, mcc:0.016, total+:44, total-:306\n", "@threshold:0.313, sens:0.301, spec:0.925, ppv:0.556, acc:0.777, f1:0.391, mcc:0.017, total+:45, total-:305\n", "@threshold:0.301, sens:0.313, spec:0.921, ppv:0.553, acc:0.777, f1:0.400, mcc:0.016, total+:47, total-:303\n", "@threshold:0.298, sens:0.325, spec:0.921, ppv:0.562, acc:0.780, f1:0.412, mcc:0.017, total+:48, total-:302\n", "@threshold:0.296, sens:0.325, spec:0.918, ppv:0.551, acc:0.777, f1:0.409, mcc:0.016, total+:49, total-:301\n", "@threshold:0.270, sens:0.337, spec:0.899, ppv:0.509, acc:0.766, f1:0.406, mcc:0.012, total+:55, total-:295\n", "@threshold:0.263, sens:0.337, spec:0.895, ppv:0.500, acc:0.763, f1:0.403, mcc:0.011, total+:56, total-:294\n", "@threshold:0.253, sens:0.349, spec:0.895, ppv:0.509, acc:0.766, f1:0.414, mcc:0.012, total+:57, total-:293\n", "@threshold:0.238, sens:0.349, spec:0.891, ppv:0.500, acc:0.763, f1:0.411, mcc:0.011, total+:58, total-:292\n", "@threshold:0.208, sens:0.361, spec:0.888, ppv:0.500, acc:0.763, f1:0.420, mcc:0.011, total+:60, total-:290\n", "@threshold:0.202, sens:0.386, spec:0.884, ppv:0.508, acc:0.766, f1:0.438, mcc:0.011, total+:63, total-:287\n", "@threshold:0.185, sens:0.398, spec:0.869, ppv:0.485, acc:0.757, f1:0.437, mcc:0.010, total+:68, total-:282\n", "@threshold:0.177, sens:0.398, spec:0.865, ppv:0.478, acc:0.754, f1:0.434, mcc:0.009, total+:69, total-:281\n", "@threshold:0.162, sens:0.410, spec:0.861, ppv:0.479, acc:0.754, f1:0.442, mcc:0.009, total+:71, total-:279\n", "@threshold:0.157, sens:0.422, spec:0.858, ppv:0.479, acc:0.754, f1:0.449, mcc:0.009, total+:73, total-:277\n", "@threshold:0.127, sens:0.434, spec:0.828, ppv:0.439, acc:0.734, f1:0.436, mcc:0.007, total+:82, total-:268\n", "@threshold:0.117, sens:0.434, spec:0.824, ppv:0.434, acc:0.731, f1:0.434, mcc:0.007, total+:83, total-:267\n", "@threshold:0.029, sens:0.446, spec:0.779, ppv:0.385, acc:0.700, f1:0.413, mcc:0.005, total+:96, total-:254\n", "@threshold:0.026, sens:0.446, spec:0.775, ppv:0.381, acc:0.697, f1:0.411, mcc:0.004, total+:97, total-:253\n", "@threshold:0.023, sens:0.458, spec:0.772, ppv:0.384, acc:0.697, f1:0.418, mcc:0.004, total+:99, total-:251\n", "@threshold:0.018, sens:0.458, spec:0.768, ppv:0.380, acc:0.694, f1:0.415, mcc:0.004, total+:100, total-:250\n", "@threshold:0.005, sens:0.470, spec:0.760, ppv:0.379, acc:0.691, f1:0.419, mcc:0.004, total+:103, total-:247\n", "@threshold:-0.027, sens:0.506, spec:0.757, ppv:0.393, acc:0.697, f1:0.442, mcc:0.005, total+:107, total-:243\n", "@threshold:-0.044, sens:0.518, spec:0.757, ppv:0.398, acc:0.700, f1:0.450, mcc:0.005, total+:108, total-:242\n", "@threshold:-0.053, sens:0.530, spec:0.753, ppv:0.400, acc:0.700, f1:0.456, mcc:0.005, total+:110, total-:240\n", "@threshold:-0.056, sens:0.542, spec:0.749, ppv:0.402, acc:0.700, f1:0.462, mcc:0.005, total+:112, total-:238\n", "@threshold:-0.056, sens:0.542, spec:0.745, ppv:0.398, acc:0.697, f1:0.459, mcc:0.005, total+:113, total-:237\n", "@threshold:-0.067, sens:0.554, spec:0.730, ppv:0.390, acc:0.689, f1:0.458, mcc:0.005, total+:118, total-:232\n", "@threshold:-0.073, sens:0.566, spec:0.727, ppv:0.392, acc:0.689, f1:0.463, mcc:0.005, total+:120, total-:230\n", "@threshold:-0.082, sens:0.578, spec:0.715, ppv:0.387, acc:0.683, f1:0.464, mcc:0.004, total+:124, total-:226\n", "@threshold:-0.092, sens:0.602, spec:0.712, ppv:0.394, acc:0.686, f1:0.476, mcc:0.005, total+:127, total-:223\n", "@threshold:-0.115, sens:0.614, spec:0.693, ppv:0.383, acc:0.674, f1:0.472, mcc:0.004, total+:133, total-:217\n", "@threshold:-0.118, sens:0.639, spec:0.689, ppv:0.390, acc:0.677, f1:0.484, mcc:0.004, total+:136, total-:214\n", "@threshold:-0.125, sens:0.651, spec:0.685, ppv:0.391, acc:0.677, f1:0.489, mcc:0.005, total+:138, total-:212\n", "@threshold:-0.131, sens:0.663, spec:0.682, ppv:0.393, acc:0.677, f1:0.493, mcc:0.005, total+:140, total-:210\n", "@threshold:-0.155, sens:0.675, spec:0.667, ppv:0.386, acc:0.669, f1:0.491, mcc:0.004, total+:145, total-:205\n", "@threshold:-0.158, sens:0.675, spec:0.663, ppv:0.384, acc:0.666, f1:0.489, mcc:0.004, total+:146, total-:204\n", "@threshold:-0.160, sens:0.687, spec:0.663, ppv:0.388, acc:0.669, f1:0.496, mcc:0.004, total+:147, total-:203\n", "@threshold:-0.160, sens:0.687, spec:0.659, ppv:0.385, acc:0.666, f1:0.494, mcc:0.004, total+:148, total-:202\n", "@threshold:-0.177, sens:0.699, spec:0.655, ppv:0.387, acc:0.666, f1:0.498, mcc:0.004, total+:150, total-:200\n", "@threshold:-0.184, sens:0.699, spec:0.652, ppv:0.384, acc:0.663, f1:0.496, mcc:0.004, total+:151, total-:199\n", "@threshold:-0.194, sens:0.711, spec:0.637, ppv:0.378, acc:0.654, f1:0.494, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.195, sens:0.711, spec:0.633, ppv:0.376, acc:0.651, f1:0.492, mcc:0.004, total+:157, total-:193\n", "@threshold:-0.207, sens:0.723, spec:0.614, ppv:0.368, acc:0.640, f1:0.488, mcc:0.004, total+:163, total-:187\n", "@threshold:-0.218, sens:0.759, spec:0.610, ppv:0.377, acc:0.646, f1:0.504, mcc:0.004, total+:167, total-:183\n", "@threshold:-0.224, sens:0.771, spec:0.610, ppv:0.381, acc:0.649, f1:0.510, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.226, sens:0.771, spec:0.607, ppv:0.379, acc:0.646, f1:0.508, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.233, sens:0.783, spec:0.599, ppv:0.378, acc:0.643, f1:0.510, mcc:0.004, total+:172, total-:178\n", "@threshold:-0.234, sens:0.783, spec:0.596, ppv:0.376, acc:0.640, f1:0.508, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.246, sens:0.795, spec:0.592, ppv:0.377, acc:0.640, f1:0.512, mcc:0.004, total+:175, total-:175\n", "@threshold:-0.254, sens:0.807, spec:0.588, ppv:0.379, acc:0.640, f1:0.515, mcc:0.004, total+:177, total-:173\n", "@threshold:-0.257, sens:0.819, spec:0.588, ppv:0.382, acc:0.643, f1:0.521, mcc:0.004, total+:178, total-:172\n", "@threshold:-0.260, sens:0.819, spec:0.584, ppv:0.380, acc:0.640, f1:0.519, mcc:0.004, total+:179, total-:171\n", "@threshold:-0.265, sens:0.831, spec:0.577, ppv:0.379, acc:0.637, f1:0.521, mcc:0.004, total+:182, total-:168\n", "@threshold:-0.273, sens:0.831, spec:0.573, ppv:0.377, acc:0.634, f1:0.519, mcc:0.004, total+:183, total-:167\n", "@threshold:-0.306, sens:0.843, spec:0.536, ppv:0.361, acc:0.609, f1:0.505, mcc:0.004, total+:194, total-:156\n", "@threshold:-0.308, sens:0.843, spec:0.532, ppv:0.359, acc:0.606, f1:0.504, mcc:0.004, total+:195, total-:155\n", "@threshold:-0.324, sens:0.855, spec:0.524, ppv:0.359, acc:0.603, f1:0.505, mcc:0.004, total+:198, total-:152\n", "@threshold:-0.328, sens:0.855, spec:0.521, ppv:0.357, acc:0.600, f1:0.504, mcc:0.004, total+:199, total-:151\n", "@threshold:-0.372, sens:0.867, spec:0.468, ppv:0.336, acc:0.563, f1:0.485, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.372, sens:0.867, spec:0.464, ppv:0.335, acc:0.560, f1:0.483, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.395, sens:0.880, spec:0.423, ppv:0.322, acc:0.531, f1:0.471, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.396, sens:0.880, spec:0.419, ppv:0.320, acc:0.529, f1:0.469, mcc:0.003, total+:228, total-:122\n", "@threshold:-0.398, sens:0.892, spec:0.419, ppv:0.323, acc:0.531, f1:0.474, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.409, sens:0.892, spec:0.416, ppv:0.322, acc:0.529, f1:0.473, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.420, sens:0.904, spec:0.404, ppv:0.321, acc:0.523, f1:0.473, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.429, sens:0.928, spec:0.401, ppv:0.325, acc:0.526, f1:0.481, mcc:0.003, total+:237, total-:113\n", "@threshold:-0.432, sens:0.940, spec:0.397, ppv:0.326, acc:0.526, f1:0.484, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.432, sens:0.940, spec:0.393, ppv:0.325, acc:0.523, f1:0.483, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.468, sens:0.952, spec:0.337, ppv:0.309, acc:0.483, f1:0.466, mcc:0.003, total+:256, total-:94\n", "@threshold:-0.478, sens:0.952, spec:0.333, ppv:0.307, acc:0.480, f1:0.465, mcc:0.003, total+:257, total-:93\n", "@threshold:-0.521, sens:0.964, spec:0.277, ppv:0.293, acc:0.440, f1:0.449, mcc:0.002, total+:273, total-:77\n", "@threshold:-0.521, sens:0.964, spec:0.273, ppv:0.292, acc:0.437, f1:0.448, mcc:0.002, total+:274, total-:76\n", "@threshold:-0.694, sens:0.976, spec:0.146, ppv:0.262, acc:0.343, f1:0.413, mcc:0.002, total+:309, total-:41\n", "@threshold:-0.701, sens:0.976, spec:0.142, ppv:0.261, acc:0.340, f1:0.412, mcc:0.002, total+:310, total-:40\n", "@threshold:-0.786, sens:0.988, spec:0.079, ppv:0.250, acc:0.294, f1:0.399, mcc:0.002, total+:328, total-:22\n", "@threshold:-0.791, sens:0.988, spec:0.075, ppv:0.249, acc:0.291, f1:0.398, mcc:0.002, total+:329, total-:21\n", "@threshold:-1.073, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.074\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.069\n", "\n", "* Vital: BMI-avg16to19 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.090\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.064\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.063\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.063\n", "\n", " Vital: Temp-avg1to3 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.089\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.078\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.074\n", "\n", " Vital: Temp-avg10to13 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", "\n", " Vital: Temp-avg13to16 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.010] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.344\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.234\n", " Number of Visits:-0.231\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.182\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.173\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs159:UTI:0.061\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.058\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.057\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.057\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.055\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.098\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.081\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", "\n", " Vital: Temp-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.106\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.086\n", " Diagnosis:9ccs122:Pneumonia:0.081\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.074\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.085\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.075\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", "\n", "* Vital: Wt-avg0to1 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Maternal Diagnosis:9ccs184:Early labor:-0.345\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.261\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.159\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.110\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.106\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.087\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.086\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.082\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.066\n", "\n", " Vital: Temp-avg0to1 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.079\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", "\n", " Vital: Temp-avg16to19 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.083\n", "\n", " Number of Visits | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.079\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.075\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.074\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.073\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.070\n", " Maternal Vital: RR-otherPregnancy:-0.069\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.081\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.077\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs187:Malposition:-0.064\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.063\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.059\n", "\n", "* Vital: BMI-gain0to3 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.088\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.078\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.074\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.072\n", "\n", " Vital: BMI-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.084\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.081\n", " Maternal Diagnosis:9ccs184:Early labor:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", "\n", " Vital: Wt-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.095\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.095\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.082\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.082\n", "\n", " Vital: Wt-gain5to10 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.078\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.075\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.073\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.071\n", "\n", "* Vital: Wt-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Ht Percentile-latest | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.077\n", " Maternal Vital: Ht-otherPregnancy:0.074\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.072\n", " Diagnosis:9ccs59:Anemia:-0.070\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.069\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.066\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.067\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.065\n", "\n", "* Vital: Wt-gain0to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.091\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.076\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.071\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.068\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.066\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:-0.087\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.066\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.059\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.058\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.058\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", "\n", " Vital: Temp-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:0.085\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.083\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.078\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Maternal Vital: BMI-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.069\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", "\n", "* Vital: Wt-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Maternal Diagnosis:9ccs184:Early labor:-0.294\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.167\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.096\n", "\n", "* Vital: Wt-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.071\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.068\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.063\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.063\n", "\n", "* Vital: Wt Change-latest | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.155\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.117\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.108\n", "\n", "* Vital: Wt Percentile-latest | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.096\n", " Diagnosis:9ccs128:Asthma:0.091\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.084\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.069\n", "\n", " Vital: HR-latest | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.095\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.087\n", " Number of Visits:-0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.066\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.062\n", "\n", "* Vital: BMI-avg1to3 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.083\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.080\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.080\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.077\n", "\n", "* Vital: Ht-gain1to5 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.082\n", "\n", "* Vital: BMI-avg0to1 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.007] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Maternal Diagnosis:9ccs184:Early labor:-0.261\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.120\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.103\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", "\n", "* Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.063\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.059\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.056\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.055\n", "\n", " Vital: Ht-gain3to7 | coef 0.006 95% CI: [0.003 , 0.008] | OR_adj 1.006 [1.003 1.008] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.090\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.081\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Vital: BP-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.074\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.100\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.093\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.088\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.082\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.076\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.074\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.074\n", "\n", " Vital: Temp-avg19to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.083\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.077\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.076\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.075\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.005 95% CI: [0.003 , 0.008] | OR_adj 1.005 [1.003 1.008] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.086\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.076\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.074\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.073\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs184:Early labor:-0.070\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.098\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.086\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.080\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", "\n", "* Vital: BMI-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Maternal Vital: Ht-postPregnancy:-0.083\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.077\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.076\n", "\n", " Vital: Temp-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", "* Vital: Wt-gain3to7 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.084\n", " Diagnosis:9ccs127:COPD:0.078\n", " Maternal Vital: BP-postPregnancy:0.077\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.074\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.073\n", "\n", " Vital: BMI-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.101\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.090\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.079\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.075\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:-0.091\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.066\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.064\n", " Maternal Vital: RR-otherPregnancy:0.063\n", " Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.073\n", " MatDeliveryAge:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.065\n", "\n", "* Vital: BMI-gain0to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.071\n", "\n", " Vital: BMI-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Maternal Vital: BP-otherPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Maternal Vital: BMI Percentile-postPregnancy:0.071\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.084\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.075\n", " Diagnosis:9ccs128:Asthma:0.073\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.076\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.074\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.069\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", "\n", " MatDeliveryAge | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.243\n", " Maternal Diagnosis:9ccs186:DM in preg:0.233\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.193\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.147\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Number of Visits:0.107\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.104\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.104\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.065\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.064\n", " Maternal Vital: RR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.062\n", " Diagnosis:9ccs0:No DX:-0.061\n", "\n", " Vital: Ht-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:0.102\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.077\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.074\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Maternal Vital: Wt-otherPregnancy:-0.072\n", "\n", "* Vital: Wt-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.094\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.087\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.078\n", "\n", " Vital: HC-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:-0.083\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.077\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.066\n", " Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.064\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.062\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.061\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.059\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.057\n", "\n", " Vital: Ht-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.086\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.084\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.080\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.077\n", " Diagnosis:9ccs8:Oth infectns:0.072\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.071\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.071\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.105\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.069\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.069\n", "\n", " Vital: HC-gain5to10 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.083\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.078\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.075\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.075\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.074\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.065\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.060\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.060\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.083\n", " Maternal Vital: Ht-postPregnancy:-0.081\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.075\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.074\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.069\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.063\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.110\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.103\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.103\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", "\n", "* Vital: Ht-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.166\n", " Maternal Diagnosis:9ccs184:Early labor:-0.123\n", " Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Maternal Vital: Wt Change-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.071\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.070\n", "\n", " Vital: Ht-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.085\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.072\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.069\n", " Number of Visits:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.066\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.083\n", " Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.068\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.067\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.084\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.081\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.071\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.086\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.083\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.081\n", " Number of Visits:0.073\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.071\n", "\n", " Vital: BMI-gain7to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.119\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.080\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.074\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.076\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.074\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.066\n", " Maternal Vital: RR-otherPregnancy:-0.062\n", " Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.061\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.061\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.060\n", "\n", "* Vital: BMI-avg19to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.164\n", " Diagnosis:9ccs0:No DX:0.147\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.102\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.096\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.086\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.078\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.078\n", "\n", " Vital: BMI-gain16to24 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.071\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.066\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.065\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.064\n", "\n", " Vital: HC-gain7to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.096\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.077\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.072\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.072\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.071\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.070\n", "\n", " Vital: Ht-gain7to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.097\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.079\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.077\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.070\n", "\n", " Vital: Ht-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Maternal Diagnosis:9ccs184:Early labor:-0.145\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.081\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.073\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.067\n", "\n", "* Vital: BMI-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.072\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.071\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.069\n", " Maternal Vital: RR-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.064\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.063\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.079\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.068\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.085\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.085\n", "\n", " Vital: HC-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:-0.089\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.083\n", " Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Maternal Vital: BP-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.060\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.060\n", " Maternal Vital: Ht-postPregnancy:-0.060\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.110\n", " Diagnosis:9ccs0:No DX:0.103\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.087\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.070\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.067\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Maternal Diagnosis:9ccs184:Early labor:-0.178\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.149\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.099\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.089\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.063\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.062\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.061\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.079\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Maternal Vital: Wt Change-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.075\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.074\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.063\n", "\n", "* Vital: HC-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Maternal Vital: BP-otherPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.071\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.069\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.068\n", " Maternal Vital: BMI Percentile-postPregnancy:0.064\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.064\n", "\n", " Vital: HC-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.078\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", "\n", "* Vital: BMI-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.087\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-postPregnancy:-0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.075\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.072\n", "\n", "* Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.297\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.182\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Maternal Vital: Ht-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:-0.073\n", " Diagnosis:9ccs59:Anemia:0.070\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:-0.065\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.063\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.062\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.061\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.077\n", " Maternal Vital: Wt Change-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.069\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.068\n", "\n", "* Vital: Ht-avg5to7 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.270\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.243\n", " Maternal Diagnosis:9ccs184:Early labor:-0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.096\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.088\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.139\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.082\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.079\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.078\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.074\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.063\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.063\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.192\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.108\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.105\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.078\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.075\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Diagnosis:9ccs136:Teeth dx:-0.076\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.074\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.070\n", "\n", " Vital: Ht-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.105\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Diagnosis:9ccs240:Burns:0.087\n", " Maternal Vital: Ht-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.068\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.067\n", " Maternal Vital: BP-otherPregnancy:0.065\n", "\n", " Vital: BMI-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.081\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.072\n", " Number of Visits:0.069\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.068\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.068\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.060\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.060\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.060\n", "\n", "* Vital: Wt-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.121\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.115\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.080\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.077\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.092\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.064\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.063\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.068\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.064\n", " Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.059\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.058\n", "\n", " Vital: HC-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.085\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.081\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.087\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", "\n", "* Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Maternal Diagnosis:9ccs184:Early labor:-0.327\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.213\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.149\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.144\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.135\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.129\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.100\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.099\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.078\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.077\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.077\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.099\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.087\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.082\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.079\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.077\n", " Maternal Vital: RR-otherPregnancy:-0.077\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.086\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.078\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.076\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.075\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.074\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.074\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.070\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Maternal Maternal Lab History: MPV-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 481 | OR_unadj: 0.644 [0.440 0.942] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.207\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.163\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.160\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.157\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.144\n", "\n", " Maternal Vital: Wt-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 587 | OR_unadj: 1.252 [0.913 1.716] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.360\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.344\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.321\n", " Maternal Vital: BP-postPregnancy:0.321\n", " Maternal Vital: Ht-postPregnancy:0.305\n", " Maternal Vital: BP-otherPregnancy:0.276\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.256\n", " Maternal Vital: Ht-otherPregnancy:0.240\n", "\n", "* Vital: Wt-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Vital: Wt-postPregnancy:0.083\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.079\n", " Maternal Diagnosis:9ccs184:Early labor:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.074\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.077\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.074\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.069\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.065\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.091\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.069\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.064\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.062\n", " Maternal Vital: RR-otherPregnancy:0.061\n", " Maternal Vital: BP-postPregnancy:0.060\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.059\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.098\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.096\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.078\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.077\n", " Diagnosis:9ccs244:Other injury:-0.076\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.073\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.069\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs128:Asthma:0.082\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Maternal Diagnosis:9ccs184:Early labor:-0.065\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.062\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.061\n", "\n", " Vital: HR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.100\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.097\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.088\n", " Diagnosis:9ccs127:COPD:-0.082\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.081\n", " Maternal Vital: RR-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.075\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.073\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 550 | OR_unadj: 0.945 [0.680 1.314] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.441\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.417\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.211\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.195\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.195\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.190\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.148\n", "\n", "* Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.093\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.087\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.082\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.079\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.079\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 550 | OR_unadj: 0.926 [0.655 1.310] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.551\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.496\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.407\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.265\n", "\n", " Maternal Vital: BMI-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 476 | OR_unadj: 1.407 [0.733 2.700] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.391\n", " Maternal Vital: BMI-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.336\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.331\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.314\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.297\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.287\n", "\n", "* Vital: Ht-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs184:Early labor:-0.096\n", " Maternal Vital: Ht-otherPregnancy:0.092\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.075\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Maternal Vital: Wt-postPregnancy:0.071\n", "\n", " Vital: RR-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.141\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.128\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.100\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.097\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.097\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.096\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 550 | OR_unadj: 0.841 [0.617 1.148] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.551\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.464\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.414\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.351\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.322\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.220\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.219\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", "* Vital: HC-avg1to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Maternal Diagnosis:9ccs184:Early labor:-0.244\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.147\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.090\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", "* Vital: HR-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.151\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.138\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.116\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.095\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.089\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 581 | OR_unadj: 0.781 [0.558 1.093] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.422\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Vital: Wt-otherPregnancy:0.202\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Vital: PL-otherPregnancy:0.157\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.142\n", " Maternal Vital: HR-postPregnancy:0.138\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.121\n", "\n", "* Vital: Wt-gain0to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.080\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " Maternal Vital: Wt-postPregnancy:0.072\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.071\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.069\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.068\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.073\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.069\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", "* Vital: Ht-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Maternal Diagnosis:9ccs184:Early labor:-0.207\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.157\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.145\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.096\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.083\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.083\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.076\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.081\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.078\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.074\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.070\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.083\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.080\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.078\n", " Diagnosis:9ccs154:Gastroent:-0.076\n", " Maternal Vital: Wt Percentile-postPregnancy:0.076\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.075\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.072\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.141\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.130\n", " Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.103\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.100\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.089\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.088\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Maternal Diagnosis:9ccs184:Early labor:-0.150\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.083\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.081\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 489 | OR_unadj: 0.990 [0.709 1.381] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.289\n", " Maternal Vital: PL-postPregnancy:0.208\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Vital: PL-otherPregnancy:0.143\n", " Maternal Vital: BP-postPregnancy:0.138\n", " Maternal Vital: Wt Change-postPregnancy:0.137\n", " Maternal Vital: Temp-otherPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.112\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.071\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.080\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.073\n", " Maternal Vital: Wt Change-otherPregnancy:0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.072\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:0.145\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.134\n", " Number of Visits:-0.133\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.115\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.110\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.091\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.072\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.071\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.068\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.067\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.081\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.078\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.077\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.068\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", "* Vital: Wt-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.109\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.100\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.077\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.075\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.088\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.088\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.086\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.076\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.108\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.084\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.077\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.078\n", " Maternal Vital: BP-postPregnancy:0.078\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.072\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", "\n", "* Maternal Vital: Ht-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 482 | OR_unadj: 0.662 [0.460 0.953] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.602\n", " Maternal Vital: Wt-postPregnancy:0.305\n", " Maternal Vital: Wt-otherPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-postPregnancy:0.148\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.146\n", " Maternal Vital: BP-otherPregnancy:0.145\n", "\n", "* Vital: HC-gain0to24 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.076\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.067\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.066\n", " Maternal Vital: SpO2-postPregnancy:0.063\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.063\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.059\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", "* Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 439 | OR_unadj: 0.670 [0.455 0.986] | indivs AUC:0.455\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.562\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.175\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.138\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.114\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.105\n", " Maternal Maternal Lab History: AST-postPregnancy:0.104\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.102\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Maternal Maternal Lab History: MCH-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 550 | OR_unadj: 0.875 [0.645 1.187] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.745\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.561\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.447\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.345\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.273\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.211\n", "\n", " Vital: HR-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.074\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.070\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.068\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.066\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.063\n", "\n", " Vital: HC-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:-0.087\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Maternal Diagnosis:9ccs238:Complic proc:0.077\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.065\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:0.122\n", " Diagnosis:9ccs7:Viral infect:0.104\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.095\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.082\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.075\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.071\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.069\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.066\n", "\n", "* Vital: Ht-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.156\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.106\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.091\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.086\n", "\n", " Vital: HR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.092\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.080\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.079\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.077\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.070\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.077\n", " Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.071\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.071\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.068\n", " Maternal Diagnosis:9ccs184:Early labor:-0.066\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.136\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.113\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.097\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.092\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.091\n", " Maternal Vital: Wt Change-otherPregnancy:-0.088\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.107\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.084\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.082\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.100\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.069\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 549 | OR_unadj: 1.015 [0.727 1.418] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.789\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.661\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.550\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.465\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.356\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.233\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.228\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.222\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.081\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.072\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.068\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Maternal Vital: SpO2-postPregnancy:0.063\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.060\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.059\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:9ccs136:Teeth dx:-0.092\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.070\n", "\n", "* Vital: HC-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.189\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.131\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.102\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.099\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.093\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.093\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 550 | OR_unadj: 0.781 [0.564 1.080] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.770\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.690\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.345\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.290\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.286\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.261\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.230\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.111\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.099\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.097\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.087\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.081\n", " Maternal Vital: Wt Change-postPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.078\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.074\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.069\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 550 | OR_unadj: 0.931 [0.684 1.267] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.770\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.407\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.351\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.317\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.313\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.289\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.128\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.112\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.106\n", " Maternal Vital: Wt Change-otherPregnancy:0.098\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.095\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.090\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs184:Early labor:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 504 | OR_unadj: 1.043 [0.709 1.532] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.447\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.354\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.312\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.289\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.230\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.166\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.163\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.139\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.115\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.103\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.099\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.099\n", "\n", "* Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:-0.157\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.110\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.106\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.105\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.096\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.087\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.088\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.075\n", " MatDeliveryAge:-0.073\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.069\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.091\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.083\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.080\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.079\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.078\n", " MatDeliveryAge:-0.076\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.071\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.069\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.065\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.119\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.117\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.108\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.105\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 550 | OR_unadj: 1.000 [0.742 1.347] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.945\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.690\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.397\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.389\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.377\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.325\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.274\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.100\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.082\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.080\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.079\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.076\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.073\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.084\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 507 | OR_unadj: 0.769 [0.544 1.086] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.616\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.466\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.461\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.377\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.374\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.312\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.297\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.127\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.114\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.114\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.114\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.095\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.077\n", " Maternal Vital: Wt-postPregnancy:0.076\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.075\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.074\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.071\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.088\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.070\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 485 | OR_unadj: 0.826 [0.561 1.217] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.461\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.368\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.356\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.317\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.240\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 437 | OR_unadj: 0.870 [0.606 1.251] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.545\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.466\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.238\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.233\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.195\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.160\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.144\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.128\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.083\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs159:UTI:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.072\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.069\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 439 | OR_unadj: 0.858 [0.606 1.215] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.793\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.545\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.465\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.447\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.368\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.364\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.261\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.227\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.099\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.094\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.085\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.077\n", "\n", " Vital: RR-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.135\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.104\n", " Diagnosis:9ccs2:Septicemia:0.099\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.072\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.081\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.067\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.066\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 435 | OR_unadj: 0.805 [0.541 1.197] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.789\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.751\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.701\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.616\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.314\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.226\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", "* Vital: BMI Percentile-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.128\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.071\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.097\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.094\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:-0.092\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.088\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.075\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.069\n", " Lab:294147 FREE T4 - LMC:0.066\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.066\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.097\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.092\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.090\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.086\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.083\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.081\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.080\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.078\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:0.127\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:J7302-postPregnancy:-0.102\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.102\n", " Maternal Vital: Wt Change-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.086\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.083\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.079\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.078\n", "\n", "* Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 262 | OR_unadj: 0.615 [0.404 0.936] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.122\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.120\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.113\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.112\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 317 | OR_unadj: nan [ nan nan] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.435\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.366\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.331\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.211\n", " Maternal Vital: Temp-postPregnancy:0.196\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.195\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.169\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 561 | OR_unadj: 0.789 [0.525 1.186] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.308\n", " Maternal Vital: BMI-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.250\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.235\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.235\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 300 | OR_unadj: 0.574 [0.322 1.022] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.445\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.288\n", " Maternal Maternal Lab History: AST-postPregnancy:0.284\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.282\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.261\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.084\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.072\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.068\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.064\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.059\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.149\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.139\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.112\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.109\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.095\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.092\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.168\n", " Diagnosis:9ccs222:Perint jaund:-0.119\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.119\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.110\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.098\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.096\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.093\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.093\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.093\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.083\n", " Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.065\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.063\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.061\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.058\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.303\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.141\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.122\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.115\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.096\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.095\n", " Diagnosis:9ccs8:Oth infectns:0.094\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.201\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.175\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.138\n", " Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.122\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.117\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", "\n", " Maternal Diagnosis:9ccs183:HTN in preg | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 202 | OR_unadj: 1.377 [0.987 1.920] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.230\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.174\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.165\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.163\n", " Maternal Diagnosis:9ccs184:Early labor:0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.130\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.127\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.116\n", " Maternal Vital: BP-postPregnancy:0.111\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 242 | OR_unadj: 1.074 [0.524 2.198] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.232\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.158\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.146\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.144\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.138\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 262 | OR_unadj: 0.768 [0.482 1.225] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.179\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.172\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.169\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.132\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.132\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.078\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs98:HTN:0.075\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.071\n", "\n", "* Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 316 | OR_unadj: 0.608 [0.394 0.938] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.610\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.560\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.378\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.331\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.225\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.111\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.108\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.103\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.100\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.090\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.088\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.088\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 255 | OR_unadj: 0.977 [0.645 1.479] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.246\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.241\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.189\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.177\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.140\n", " Maternal Vital: HR-postPregnancy:0.137\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.133\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 0.953 [0.574 1.583] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Lab:294147 FREE T4 - LMC:-0.208\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.203\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.167\n", " Maternal Diagnosis:9ccs186:DM in preg:0.167\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.131\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.131\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.124\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 436 | OR_unadj: 0.813 [0.567 1.167] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.701\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.661\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.562\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.377\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.364\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.176\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.173\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.169\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.150\n", " Diagnosis:9ccs151:Oth liver dx:0.082\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.074\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 302 | OR_unadj: 0.676 [0.384 1.190] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.625\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.459\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.254\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.226\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.209\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 315 | OR_unadj: 0.791 [0.529 1.182] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.338\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.329\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.275\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.266\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:0.214\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.187\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.177\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Maternal Diagnosis:9ccs184:Early labor:0.276\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.127\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 315 | OR_unadj: 0.897 [0.598 1.346] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.329\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.234\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.144\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.142\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 302 | OR_unadj: 0.804 [0.538 1.202] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.610\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.530\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.338\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.274\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.265\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", "\n", "* Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 317 | OR_unadj: 0.556 [0.345 0.895] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.314\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.275\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.182\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.177\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.174\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.171\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.170\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.138\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.136\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.108\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 301 | OR_unadj: 0.727 [0.472 1.119] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.843\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.560\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.422\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.297\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.247\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.212\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Maternal Vital: Wt-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 266 | OR_unadj: 0.998 [0.625 1.594] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.621\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.575\n", " Maternal Vital: BP-otherPregnancy:0.451\n", " Maternal Vital: Ht-otherPregnancy:0.369\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.289\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.268\n", " Maternal Vital: Ht-postPregnancy:0.236\n", " Maternal Vital: BP-postPregnancy:0.202\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.101\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 268 | OR_unadj: 0.904 [0.578 1.413] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.451\n", " Maternal Vital: BP-postPregnancy:0.422\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.288\n", " Maternal Vital: Ht-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.276\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.246\n", " Maternal Vital: PL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 0.895 [0.568 1.410] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.688\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.451\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.325\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.296\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.289\n", " Maternal Vital: BP-otherPregnancy:0.288\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.081\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 0.692 [0.417 1.148] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.688\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.290\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.218\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.217\n", " Maternal Vital: BP-otherPregnancy:0.210\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.208\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 240 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.425\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.351\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.273\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.219\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.210\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.206\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.986 [0.618 1.573] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.839\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.436\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.245\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.234\n", "\n", " Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 154 | OR_unadj: 0.843 [0.556 1.278] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.243\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.233\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.081\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.079\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.079\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.078\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.077\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 190 | OR_unadj: 1.605 [1.150 2.240] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.347\n", " MatDeliveryAge:0.233\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.118\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.112\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.110\n", " Maternal Diagnosis:9ccs98:HTN:0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 335 | OR_unadj: 1.210 [0.822 1.780] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.178\n", " Maternal Vital: RR-otherPregnancy:0.159\n", " Maternal Vital: Ht Percentile-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.142\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.130\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.123\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 315 | OR_unadj: 0.735 [0.466 1.159] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.134\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.127\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.127\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.126\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.126\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Diagnosis:9ccs7:Viral infect:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.070\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.683 [0.426 1.095] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.533\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.489\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.464\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.451\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.389\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.301\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.233\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 333 | OR_unadj: 0.596 [0.351 1.010] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.254\n", " Maternal Maternal Procedure History:58300-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.177\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.143\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.133\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 171 | OR_unadj: 0.665 [0.363 1.217] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.421\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.132\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 245 | OR_unadj: 0.933 [0.548 1.589] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.625\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.284\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.239\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.185\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.178\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.169\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.111\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.103\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.098\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.098\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 261 | OR_unadj: 0.945 [0.528 1.690] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.178\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.176\n", " Maternal Vital: Wt-otherPregnancy:0.173\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.164\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.154\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.152\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 418 | OR_unadj: 1.131 [0.872 1.468] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.343\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.151\n", " Maternal Diagnosis:9ccs184:Early labor:-0.146\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.141\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.118\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.082\n", " Maternal Diagnosis:9ccs128:Asthma:-0.076\n", " MatDeliveryAge:-0.074\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 234 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.241\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.211\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.185\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.163\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.163\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 261 | OR_unadj: 0.765 [0.475 1.231] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.602\n", " Maternal Vital: Wt-otherPregnancy:0.369\n", " Maternal Vital: BP-otherPregnancy:0.285\n", " Maternal Vital: Wt-postPregnancy:0.240\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.161\n", " Maternal Vital: Wt Percentile-postPregnancy:0.160\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.156\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.148\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.095 [0.706 1.699] | indivs AUC:0.546\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.441\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.240\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.237\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.198\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.185\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 160 | OR_unadj: 0.771 [0.398 1.497] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.589\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.486\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.326\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.273\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.206\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.193\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 0.728 [0.461 1.147] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.775\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.568\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.534\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.447\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.414\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.323\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.281\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 181 | OR_unadj: 1.193 [0.834 1.706] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.536\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.087\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.077\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.071\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 321 | OR_unadj: 0.850 [0.478 1.511] | indivs AUC:0.552\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.727\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.336\n", " Maternal Vital: BMI-postPregnancy:0.331\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.253\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.252\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.237\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.210\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 244 | OR_unadj: 0.917 [0.577 1.459] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.310\n", " Maternal Vital: HR-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.191\n", " Maternal Vital: BP-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.175\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.161\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.086\n", " Diagnosis:9ccs127:COPD:0.084\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 794 | OR_unadj: 1.158 [0.923 1.452] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " MatDeliveryAge:0.147\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.122\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.109\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.088\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.087\n", " Diagnosis:9ccs76:Meningitis:-0.083\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.083\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.082\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 234 | OR_unadj: 0.751 [0.451 1.250] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.586\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.413\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.227\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.219\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 112 | OR_unadj: 0.975 [0.442 2.151] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.486\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.477\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.460\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.376\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.305\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.262\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.261\n", " Maternal Maternal Lab History: AST-postPregnancy:0.196\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.182\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 408 | OR_unadj: 1.221 [0.942 1.584] | indivs AUC:0.555\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.173\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.122\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.081\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.076\n", " Diagnosis:9ccs240:Burns:0.076\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.063 [0.590 1.915] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.351\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.259\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.251\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.207\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.186\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 206 | OR_unadj: 0.591 [0.325 1.076] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.404\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.177\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.165\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.159\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.149\n", " Maternal Vital: BMI-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.134\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 186 | OR_unadj: 1.175 [0.737 1.873] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.294\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.157\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.148\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 180 | OR_unadj: 0.852 [0.495 1.466] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.218\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.212\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 304 | OR_unadj: 0.645 [0.353 1.178] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.168\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 141 | OR_unadj: 1.165 [0.676 2.008] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.293\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.257\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.185\n", " Diagnosis:9ccs2:Septicemia:-0.162\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.155\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 264 | OR_unadj: 0.961 [0.631 1.464] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.219\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.196\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.195\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.191\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.182\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 146 | OR_unadj: 0.683 [0.318 1.470] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.217\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.153\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.149\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.125\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.124\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.119\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 223 | OR_unadj: 0.788 [0.406 1.530] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.222\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.216\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.193\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.190\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 265 | OR_unadj: 1.208 [0.796 1.835] | indivs AUC:0.549\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.335\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.235\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.192\n", " Maternal Vital: BP-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 122 | OR_unadj: 1.451 [0.788 2.673] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.660\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.544\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.529\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.502\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.433\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.193\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.102\n", " Number of Visits:0.100\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.099\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.081\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 448 | OR_unadj: 1.076 [0.833 1.391] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.536\n", " Maternal Diagnosis:9ccs59:Anemia:0.373\n", " Maternal Diagnosis:9ccs128:Asthma:0.203\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.201\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.176\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.152\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.136\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.136\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 213 | OR_unadj: 0.879 [0.510 1.514] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.294\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.214\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.182\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.170\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.169\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 194 | OR_unadj: 0.655 [0.358 1.197] | indivs AUC:0.466\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.853\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.165\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.161\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.127\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.122\n", " Maternal Vital: Temp-postPregnancy:-0.122\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 135 | OR_unadj: 0.746 [0.373 1.490] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.183\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.171\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.169\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.169\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.158\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 687 | OR_unadj: 0.815 [0.645 1.031] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.296\n", " Maternal Diagnosis:9ccs187:Malposition:-0.140\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " MatDeliveryAge:-0.104\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.102\n", " Diagnosis:9ccs256:Exam/eval:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 181 | OR_unadj: 1.186 [0.654 2.152] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.300\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.289\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.282\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.245\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.213\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 195 | OR_unadj: 1.037 [0.649 1.659] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.864\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.693\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.436\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.371\n", " Maternal Vital: Wt Percentile-postPregnancy:0.250\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.223\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 180 | OR_unadj: 0.649 [0.338 1.249] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.149\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.146\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.136\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.343\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.089\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.082\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", "\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 1.596 [0.876 2.909] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.344\n", " Maternal Vital: Wt-otherPregnancy:0.268\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.236\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.173\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.171\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.166\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.163\n", "\n", " Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 260 | OR_unadj: 1.185 [0.871 1.613] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.296\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.233\n", " MatDeliveryAge:0.193\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.173\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.142\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.101\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.099\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.090\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.112\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.097\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.095\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Maternal Vital: RR-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs128:Asthma:-0.069\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.066\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.062\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.061\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 193 | OR_unadj: 1.135 [0.693 1.860] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.586\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.264\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.238\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.237\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.184\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.145\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 108 | OR_unadj: 1.090 [0.489 2.427] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.463\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.217\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.171\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 119 | OR_unadj: 1.219 [0.627 2.372] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.752\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.460\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.329\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.303\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.191\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.181\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.166\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 135 | OR_unadj: 0.779 [0.412 1.471] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.279\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.277\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.246\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.242\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.203\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.187\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 184 | OR_unadj: 0.770 [0.496 1.197] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.853\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.161\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.128\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.123\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 45 | OR_unadj: 1.619 [0.853 3.076] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.454\n", " Newborn Diagnosis:9ccs259:Unclassified:0.168\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.161\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.127\n", " MatDeliveryAge:0.121\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.115\n", " Lab:294147 FREE T4 - LMC:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:0.104\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.103\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.082\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 150 | OR_unadj: 1.129 [0.762 1.672] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.079\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.075\n", " Diagnosis:9ccs205:Back problem:0.069\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.063\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.063\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.063\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.140\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.134\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.127\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.070\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 194 | OR_unadj: 0.948 [0.556 1.615] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.611\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.273\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.176\n", " Maternal Vital: Ht-otherPregnancy:0.161\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.159\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.149\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.097\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.088\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.087\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.104\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.082\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.079\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 121 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.426\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.421\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.326\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.243\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.234\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.182\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.181\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.181\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.180\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.158\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.153\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.131\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.129\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.128\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.126\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.121\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.107\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.081\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.111\n", " Maternal Vital: RR-otherPregnancy:0.107\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.188 [0.698 2.022] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.235\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.199\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.198\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.167\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.150\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.149\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 1.096 [0.751 1.599] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.139\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.109\n", " Newborn Diagnosis:9ccs253:Allergy:0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.099\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs240:Burns:0.090\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.088\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.090\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 125 | OR_unadj: 1.046 [0.558 1.963] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Vital: PL-otherPregnancy:0.291\n", " Maternal Vital: HR-postPregnancy:0.208\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.147\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.122\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.190 [0.724 1.954] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.839\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.693\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.587\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.228\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.227\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.201\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.199\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.176\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 0.902 [0.461 1.766] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.529\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.449\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.299\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.126\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.094\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 172 | OR_unadj: 1.437 [0.845 2.445] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.592\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.331\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.300\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.249\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.205\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.113\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.092\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.085\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 103 | OR_unadj: 0.936 [0.502 1.744] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.259\n", " Maternal Vital: Temp-postPregnancy:0.232\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.181\n", " Diagnosis:9ccs246:FUO:-0.176\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.142\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.140\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 205 | OR_unadj: 0.903 [0.538 1.515] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.212\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.169\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.168\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.261\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.183\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.172\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 0.728 [0.448 1.182] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.941\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.595\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.534\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.518\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.489\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.313\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.289\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.094\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.093\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:-0.131\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.249 [0.758 2.058] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.373\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.123\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.122\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.107\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.104\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.101\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.099\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.099\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.703 [0.290 1.701] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.194\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.182\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.166\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.165\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.155\n", " Maternal Vital: HR-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs186:DM in preg:0.146\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Maternal Diagnosis:9ccs184:Early labor:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.139\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.131\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.130\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.122\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.114\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.428 [0.724 2.816] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.660\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.449\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.350\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.258\n", " Maternal Vital: Wt-postPregnancy:0.256\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.235\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.199\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 179 | OR_unadj: 1.389 [0.741 2.603] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.592\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.415\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.292\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.237\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.224\n", " Maternal Vital: Wt-otherPregnancy:0.192\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.189\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.999 [0.534 1.869] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.429\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.335\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.188\n", " Maternal Vital: Ht Percentile-postPregnancy:0.160\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.154\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.281\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.247\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.222\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.195\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.157\n", " Diagnosis:9ccs242:Poisn ot med:0.155\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.148\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.130\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.589\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.426\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.376\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.303\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.227\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.207\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.197\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.167\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.110\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.086\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 139 | OR_unadj: 0.436 [0.153 1.241] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.240\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.228\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.224\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.215\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.201\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.695 [0.395 1.225] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.201\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.196\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.194\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.123\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.112\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.112\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.107\n", " Number of Visits:0.105\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.962 [0.586 1.581] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.177\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.153\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.135\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.131\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.113\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.111\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.123\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 186 | OR_unadj: 0.952 [0.550 1.647] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.187\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.173\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.163\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.146\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.146\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.134\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.347\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.168\n", " MatDeliveryAge:0.132\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.056 [0.704 1.585] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.784\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.296\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.264\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.025 [0.629 1.671] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.423\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.312\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.172\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.163\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.159\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.126\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.122\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.115 [0.674 1.845] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.423\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.168\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.149\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.143\n", " Maternal Vital: BP-otherPregnancy:0.142\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.141\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.089\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.252\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.250\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.171\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.167\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.162\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.147\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.445\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.404\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.381\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.378\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.372\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.263\n", " Maternal Maternal Lab History: AST-postPregnancy:0.239\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.195\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 184 | OR_unadj: 0.712 [0.369 1.376] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.333\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.165\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.583 [0.244 1.394] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.180\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.165\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 0.746 [0.443 1.257] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.140\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.132\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.114\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.103\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.099\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.095\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.482 [0.169 1.381] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.217\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.194\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.154\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.146\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.133\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.203\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.197\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.182\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.161\n", " Maternal Vital: HR-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 1.062 [0.500 2.257] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.227\n", " Maternal Vital: Wt Change-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.216\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.199\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 0.841 [0.497 1.425] | indivs AUC:0.469\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.650\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.241\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.236\n", "\n", "* Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 5.024 [1.585 15.918] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.259\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.230\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.193\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.159\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.158\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.129\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 1.457 [0.665 3.192] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.254\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.226\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.117\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.115\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.104\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.096\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.478 [0.142 1.606] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.121\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.111\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.097\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.092\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.092\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 98 | OR_unadj: 1.401 [0.691 2.840] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.276\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.250\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.220\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", " Maternal Diagnosis:9ccs0:No DX:-0.127\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.122\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.561\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.404\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.281\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.273\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.248\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.219\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 73 | OR_unadj: 2.078 [0.980 4.405] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.575\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.382\n", " Maternal Vital: Wt-postPregnancy:0.360\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.301\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.256\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.222\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Maternal Vital: Wt Change-otherPregnancy:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.100\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.084\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.136\n", " Number of Visits:0.117\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.102\n", "\n", "* Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.931 [1.020 3.653] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.138\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.107\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.091\n", " Diagnosis:9ccs165:Inf male gen:0.086\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Maternal Vital: SpO2-postPregnancy:-0.085\n", "\n", "* Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.572 [0.333 0.983] | indivs AUC:0.464\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.469\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.288\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.276\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.250\n", " Newborn Diagnosis:9ccs221:Resp distres:0.249\n", " Newborn Diagnosis:9ccs253:Allergy:0.168\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.161\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.147\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.190\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.189\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.152\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.136\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.109\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.163\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.137\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.134\n", " Number of Visits:0.134\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.122\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.156\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.118\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.110\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.109\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.942 [0.428 2.071] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.172\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.137\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 0.865 [0.503 1.490] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.757\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.650\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.317\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.268\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.261\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.893\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.264\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.245\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.242\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.214\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.212\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.210\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 81 | OR_unadj: 0.499 [0.194 1.282] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.158\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.137\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.130\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.127\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.782 [0.321 1.909] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.179\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.168\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.165\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.159\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.157\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.154\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 83 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.525\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.460\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.459\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.453\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.428\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.410\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.352\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.327\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.374 [0.113 1.237] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.893\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.275\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.274\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.244\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.227\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.220\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.120\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.111\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.096\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.746 [0.327 1.699] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.413\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.324\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.277\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.232\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.964 [0.388 2.394] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.166\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.158\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.156\n", " Maternal Vital: Wt Change-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.140\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.770\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.215\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Maternal Diagnosis:9ccs159:UTI:0.167\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.148\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.146\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 69 | OR_unadj: 0.982 [0.362 2.662] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.584\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.502\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.428\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.313\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.288\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.228\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.219\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.108\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.083\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 1.292 [0.571 2.925] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.478\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.434\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.165\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.199\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.194\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.152\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.151\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.133\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.131\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 0.413 [0.095 1.795] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.179\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 0.720 [0.333 1.553] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.544\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.287\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.267\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.198\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.195\n", " Maternal Vital: RR-otherPregnancy:0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.253\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.205\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.143\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.138\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.154\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.125\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.122\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.106\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 204 | OR_unadj: 1.233 [0.723 2.104] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.483\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.325\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.242\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 193 | OR_unadj: 1.064 [0.620 1.824] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.611\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.580\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.528\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.233\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.213\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 0.390 [0.090 1.687] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.226\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.189\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.178\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.160\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.147\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.142\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.140\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.128\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.096\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.094\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.537 [0.226 1.278] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.250\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.561 [0.194 1.623] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.492\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.483\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.468\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.435\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.424\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.413\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.379\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.364\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 62 | OR_unadj: 1.078 [0.459 2.531] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.627\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.433\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.204\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.197\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.191\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.137\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.126\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.117\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 1.185 [0.626 2.243] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.451\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.368\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.308\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.269\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.222\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 219 | OR_unadj: 1.116 [0.707 1.760] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.392\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.361\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.320\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.318\n", " Maternal Vital: RR-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.294\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.129\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.087\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.366\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.307\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.237\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.519 [0.180 1.492] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.221\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.210\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.206\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.177\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.176\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.171\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.152 [0.595 2.231] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.338\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.299\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.250\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.658 [0.273 1.585] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.220\n", " Maternal Vital: RR-otherPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.196\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.130\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.128\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.127\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.304\n", " Maternal Vital: PL-postPregnancy:0.291\n", " Maternal Vital: BP-otherPregnancy:0.213\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.200\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.198\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.186\n", " Maternal Vital: Wt-otherPregnancy:0.180\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.326\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.217\n", " Lab:297275 STREP RAPID TEST (POCT):0.215\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.141\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.214\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.193\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.184\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.184\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.183\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.134\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.126\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 181 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.549\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.512\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.331\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.203\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.203\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.196\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.101\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.092\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.076\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.075\n", " Maternal Vital: PL-otherPregnancy:0.072\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.883 [0.329 2.367] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.211\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.182\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.181\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.180\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.178\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Maternal Diagnosis:9ccs159:UTI:-0.194\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.160\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Maternal Diagnosis:9ccs184:Early labor:-0.134\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.192\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.185\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.133\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.106\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.340\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.308\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.307\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.266 [0.453 3.538] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.404\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.138\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.125\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.122\n", " Maternal Vital: RR-postPregnancy:-0.120\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.192\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.192\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.166\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.102\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.181 [0.427 3.271] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.235\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.216\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.196\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.191\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.173\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.171\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.168\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.162\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.149\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.660 [0.191 2.278] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.428\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.374\n", " Maternal Vital: Wt-postPregnancy:0.321\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.289\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.283\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.200\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.176\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.146\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.131\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.220\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.214\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.115\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.101\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.101\n", " Maternal Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.184\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.162\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.116\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.675\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.189\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.189\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.187\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.168\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.158\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.151\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.139\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.250\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.215\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:0.113\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.112\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.099\n", " Diagnosis:9ccs212:Ot bone dx:0.092\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 97 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.190\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.211\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.179\n", " Maternal Diagnosis:9ccs168:PID:0.176\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 2.013 [0.882 4.591] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.298\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.289\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.287\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.207\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.147\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.140\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.939 [1.401 6.164] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.242\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.201\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.184\n", " Maternal Diagnosis:9ccs128:Asthma:0.183\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.167\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.163\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.150\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", "\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: 0.846 [0.345 2.078] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.357\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.313\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.295\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.265\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.220\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.213\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.964 [0.457 2.032] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.266\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.178\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.174\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.170\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.169\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.955 [0.470 1.937] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.264\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.167\n", " Maternal Vital: Temp-otherPregnancy:-0.162\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.154\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.147\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.133\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.132\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: nan [ nan nan] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.435\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.246\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.212\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.199\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.163\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.161\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.147\n", " Maternal Vital: Temp-postPregnancy:0.144\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.618 [0.258 1.483] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.352\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.303\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.236\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.215\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.214\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.210\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.478\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.213\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.192\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.180\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.393 [0.639 3.036] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.203\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.183\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.160\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.143\n", " Maternal Vital: Wt-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.126\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.120 [0.580 2.166] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.297\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.280\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.252\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.246\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.232\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.229\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.651\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.181\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.154\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.137\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.083\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.081\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.079\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 0.439 [0.101 1.918] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.303\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.254\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.251\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.232\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.185\n", " Maternal Vital: RR-otherPregnancy:0.178\n", " Diagnosis:9ccs3:Oth bact inf:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.309\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.276\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.255\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.200\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.951 [0.410 2.208] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.803\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.434\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.272\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.271\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.259\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.254\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: nan [ nan nan] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.162\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.130\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.127\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.119\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.146\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.139\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.109\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.095\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.091\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.085\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.170\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.369 [0.086 1.591] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.359\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.351\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.161\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.152\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.208\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.132\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.096\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.086\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.084\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.210\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.151\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.127\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.122\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.120\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 0.500 [0.174 1.434] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.561\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.340\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.299\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.234\n", " Maternal Vital: Wt Change-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.100\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.092\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.086\n", " Maternal Vital: SpO2-postPregnancy:0.082\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.883 [0.293 2.656] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Diagnosis:9ccs8:Oth infectns:0.162\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.156\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.140\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.135\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.191\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.152\n", " Maternal Diagnosis:9ccs238:Complic proc:0.139\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs159:UTI:0.092\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs2:Septicemia:0.076\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.501 [0.149 1.690] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.404\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.358\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.358\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.263\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.197\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.174\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.204\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.119\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.705\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.604\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.600\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.580\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.553\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.548\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.497\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.492\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.358\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.491\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.151\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.505\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.299\n", " Maternal Vital: RR-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.220\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.391\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.363\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.357\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.345\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.286\n", " Maternal Vital: BMI-postPregnancy:-0.272\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.266\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 1.365 [0.484 3.852] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.221\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.176\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.170\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.163\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.213\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.176\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.139\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.131\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.100\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.092\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 1.010 [0.331 3.088] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.490\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.234\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.182\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.170\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.157\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.146\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.144\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 0.756 [0.216 2.644] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.314\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.190\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.179\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.159\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.156\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.152\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 59 | OR_unadj: 0.621 [0.181 2.131] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.438\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.265\n", " Diagnosis:9ccs242:Poisn ot med:0.231\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.201\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.175\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.173\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.127\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.119\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.111\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.109\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.106\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.103\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.083\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.342\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.333\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.324\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.324\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.277\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.469\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.186\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.179\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.305\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.288\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.206\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.160\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.157\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.144\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.136\n", " Maternal Diagnosis:9ccs159:UTI:0.131\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.126\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.256\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.205\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.204\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.201\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.188\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.162\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.156\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 0.194 [0.026 1.461] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.176\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.142\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.129\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Newborn Diagnosis:9ccs221:Resp distres:0.119\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.107\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.088\n", " Diagnosis:9ccs91:Other eye dx:0.083\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.081\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.681\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.657\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.465\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.464\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.431\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.411\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.335\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 76 | OR_unadj: 1.784 [0.758 4.201] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.267\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.236\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.208\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.198\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.670 [0.229 1.964] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.910\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.363\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.282\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.255\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.230\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.222\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.203\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Maternal Diagnosis:9ccs159:UTI:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 72 | OR_unadj: 1.252 [0.490 3.198] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.467\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.460\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.459\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.284\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.235\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1740 | OR_unadj: 2.841 [0.363 22.266] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.223\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.113\n", " Diagnosis:9ccs2:Septicemia:-0.110\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.110\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.101\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.096\n", " Diagnosis:9ccs244:Other injury:-0.073\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.206 [0.027 1.553] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.209\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.203\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.163\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.162\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.153\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.143\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.123\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.294\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.256\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.213\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.201\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.181\n", " Diagnosis:9ccs219:Low birth wt:0.179\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.159\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.150\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.159\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.146\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.137\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.921 [0.761 4.848] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.215\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.184\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.166\n", " Maternal Vital: Wt Change-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.138\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.128\n", " Maternal Diagnosis:9ccs0:No DX:-0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.110\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.103\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.379\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.315\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.263\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.229\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.209\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.195\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.754 [0.310 1.834] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.491\n", " Maternal Vital: Wt Percentile-postPregnancy:0.423\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.233\n", " Maternal Vital: Wt-postPregnancy:0.202\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.193\n", " Maternal Vital: BP-otherPregnancy:0.160\n", " Maternal Vital: Wt-otherPregnancy:0.156\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: nan [ nan nan] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.549\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.220\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.212\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.187\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.146\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: 0.542 [0.122 2.411] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.255\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.206\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.195\n", " Diagnosis:9ccs55:Fluid/elc dx:0.168\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Diagnosis:9ccs163:Other GU dx:0.144\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.132\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.062 [0.423 2.663] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.504\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.483\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.451\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.319\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.236\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.191\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.222\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.169\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.168\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.122\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.116\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.104\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.348\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.330\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.312\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.282\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.268\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.246\n", "\n", " Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.275\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.274\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.160\n", " Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.141\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.363\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.355\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.316\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.157\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.125\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.082\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.082\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.075\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.072\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.196\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.165\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.119\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Vital: RR-otherPregnancy:0.114\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 75 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.472\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.470\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.392\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.305\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.469 [0.107 2.059] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.261\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.241\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.213\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.302\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.291\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.267\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.267\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.265\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.225\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.220\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.503 [0.114 2.221] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.301\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.296\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.207\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.191\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.183\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:-0.294\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.137\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.112\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.102\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.527 [0.156 1.782] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.910\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.456\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.404\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.374\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.367\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.364\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.359\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.337\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.587 [0.131 2.635] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.269\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.256\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.252\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.251\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.246\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.245\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.342\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.303\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.290\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.287\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.285\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.277\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.269\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.236\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.229\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.264\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.239\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.180\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.130\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.168\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.119\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.098\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.085\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.084\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.162\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.117\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.094\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.379\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.308\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.266\n", " Diagnosis:9ccs123:Influenza:0.207\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.200\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.188\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.187\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.182\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.208\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.136\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.121\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.118\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.112\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.105\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: nan [ nan nan] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.742\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.169\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.168\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.163\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.157\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.134\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.234 [0.031 1.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.267\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.264\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.250\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.229\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.213\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.189\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.225\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.198\n", " Diagnosis:9ccs246:FUO:0.195\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.183\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.125\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.122\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.106\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 55 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.418\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.363\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.311\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.311\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.241\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.229\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.681\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.642\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.535\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.466\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.451\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.425\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.425\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.318\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.342\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.329\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.293\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.218\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.353\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.268\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.250\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.215\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 2.972 [0.902 9.793] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.252\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.235\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.188\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.154\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.150\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.145\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.675\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.255\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.218\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.218\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.216\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.214\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.228\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.182\n", " Maternal Diagnosis:9ccs0:No DX:-0.173\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.153\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.130\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.121\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.776 [0.532 5.930] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.419\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.138\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.251 [0.033 1.912] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.176\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.157\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.156\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.149\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.149\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.189\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.174\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs0:No DX:0.158\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.143\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.140\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.132\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.125\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.216\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.194\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.180\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.174\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.168\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.140\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.132\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.362\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.317\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.242\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.216\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.197\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.191\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.189\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.252\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.158\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.152\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.114\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.190\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.094\n", " Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.061\n", " Maternal Vital: RR-postPregnancy:0.059\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.289 [0.408 4.071] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.317\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.302\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.286\n", " Maternal Vital: Ht Percentile-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.220\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.205\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.194\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.651\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.159\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.139\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.120\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.117\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.453\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.398\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.395\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.336\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.266\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.227\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.745\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.139\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.132\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.107\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.101\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " MatDeliveryAge:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.065\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.060\n", "\n", " Maternal Maternal Procedure History:59430-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: nan [ nan nan] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Procedure History:59430-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.189\n", " Maternal Vital: BMI-postPregnancy:0.187\n", " Maternal Vital: Temp-otherPregnancy:0.181\n", " Maternal Vital: BMI-otherPregnancy:0.164\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.159\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.147\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Maternal Vital: Wt Change-otherPregnancy:-0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs2:Septicemia:0.104\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.335\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.264\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.163\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.157\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.143\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.389\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.296\n", " Maternal Vital: SpO2-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.267\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.264\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.263\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.260\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 47 | OR_unadj: 0.930 [0.345 2.506] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.491\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.243\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.229\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.223\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.220\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:0.164\n", " Diagnosis:9ccs234:Crush injury:-0.098\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.083\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.070\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 1.180 [0.318 4.381] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.249\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.225\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.218\n", " Diagnosis:9ccs234:Crush injury:0.183\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.233\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.205\n", " Diagnosis:9ccs55:Fluid/elc dx:0.180\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.146\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.139\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.123\n", " Diagnosis:9ccs62:Coag/hemr dx:0.114\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.586 [0.172 2.000] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.693\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.382\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.187\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.177\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 80 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.467\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.349\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.217\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.210\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.199\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.194\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.135\n", " Diagnosis:9ccs240:Burns:0.124\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.119\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.118\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.068\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Maternal Diagnosis:9ccs184:Early labor:0.249\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.211\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.168\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.130\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.330\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.124\n", " Maternal Diagnosis:9ccs128:Asthma:0.117\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.116\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.102\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.096\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs64:Ot hematl dx:0.093\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.555\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.492\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.172\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.169\n", " Maternal Vital: PL-otherPregnancy:0.168\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.293\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.293\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.279\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.168\n", " Diagnosis:9ccs246:FUO:0.166\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.165\n", " Maternal Vital: Wt Change-otherPregnancy:-0.162\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.155\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.131\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.120\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.098\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.097\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.840\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.533\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.448\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.398\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.653\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.641\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.533\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.487\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.399\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.398\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.387\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.366\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.807\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.790\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.775\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.763\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.730\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.705\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.505\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.483\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.735\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.312\n", " Maternal Vital: Wt Change-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.248\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.226\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.214\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.416\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.273\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.262\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.250\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.242\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.233\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.745\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.191\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.180\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.092\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.067\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 1.419 [0.443 4.549] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.451\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.341\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.181\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.188\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.167\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.126\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.092\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.091\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.089\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.159\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.132\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.129\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.118\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.705 [0.203 2.448] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.406\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.344\n", " Maternal Vital: Ht Percentile-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.182\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.160\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.248\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:-0.187\n", " Diagnosis:9ccs234:Crush injury:0.168\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.152\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.135\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.133\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.107\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.138\n", " Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.126\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.110\n", " Maternal Diagnosis:9ccs168:PID:-0.108\n", " Diagnosis:9ccs234:Crush injury:0.092\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.262\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.251\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.143\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.132\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.116\n", " Maternal Maternal Procedure History:99401-otherPregnancy:-0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.266\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.166\n", " Maternal Vital: Wt-otherPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.153\n", " Maternal Diagnosis:9ccs184:Early labor:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.252\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.249\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.240\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.237\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.138\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.131\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.115\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.101\n", " MatDeliveryAge:0.094\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.083\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.079\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.067\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.249\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.200\n", " Maternal Vital: PL-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.188\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.173\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.164\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.294\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.281\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.221\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.146\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.141\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.145\n", " Maternal Vital: PL-postPregnancy:0.138\n", " Maternal Vital: PL-otherPregnancy:0.115\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.091\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.294\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.236\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.079\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.078\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.430\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.387\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.154\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.145\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.382\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", "* Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 3.576 [1.147 11.152] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.341\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.304\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.284\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.217\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.215\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Vital: RR-otherPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.209\n", " Maternal Maternal Lab History: PT-postPregnancy:0.189\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.168\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.409\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.407\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.393\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.381\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.309\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.309\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.421\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.360\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.248\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.194\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.132\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.331\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.234\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.665 [0.594 11.959] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.398\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.386\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.209\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.174\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.151\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.178\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.164\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.129\n", " Diagnosis:9ccs0:No DX:0.126\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs187:Malposition:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.505\n", " Maternal Vital: RR-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.458\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.225\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.312\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.224\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.214\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.168\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.161\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:-0.160\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.840\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.735\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.489\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.437\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.386\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.184\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.180\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.129\n", "\n", " Maternal Maternal Procedure History:J7302-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7302-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.443\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.155\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.148\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.130\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.126\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.120\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.102\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.364\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.317\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.222\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.186\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.177\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.172\n", " Lab:297275 STREP RAPID TEST (POCT):0.168\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:0.301\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.106\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.098\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.097\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.092\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.085\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.658\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.471\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.158\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.138\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:-0.252\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.208\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.142\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.130\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.128\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.126\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.377\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:0.372\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.249\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.227\n", "\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.581\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.530\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.270\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.232\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.240\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.193\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.170\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.159\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.133\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.116\n", " Maternal Vital: PL-otherPregnancy:-0.114\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.157\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.145\n", " Diagnosis:9ccs76:Meningitis:0.097\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.072\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.065\n", " Maternal Diagnosis:9ccs59:Anemia:0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.050\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.281\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.246\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.246\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.243\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.216\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.197\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.188\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.161\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.143\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.594\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.198\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.195\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.190\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.157\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.010 [0.209 4.884] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.200\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.188\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.178\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.883 [0.187 4.178] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.340\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.335\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.333\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.297\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.290\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.274\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.262\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.249\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:-0.143\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.061\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.053\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Maternal Vital: BP-otherPregnancy:0.047\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.250\n", " Maternal Vital: Wt Change-postPregnancy:0.241\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.215\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.131\n", " Maternal Vital: BP-otherPregnancy:0.118\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.492\n", " Maternal Maternal Procedure History:59430-postPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.337\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.214\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.209\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.363\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.352\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.312\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.208\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.207\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.422\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.364\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.327\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.243\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.214\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.581\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.171\n", " Newborn Diagnosis:9ccs221:Resp distres:0.168\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.155\n", " Maternal Diagnosis:9ccs187:Malposition:0.123\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:-0.111\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.351\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.227\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.220\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.199\n", " Diagnosis:9ccs75:Hx mental dx:0.176\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.173\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.164\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.706 [0.154 3.235] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.194\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.163\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.152\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.149\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.149\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.142\n", "\n", " Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.669\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.259\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.173\n", " Diagnosis:9ccs8:Oth infectns:0.171\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.162\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.250\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.180\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Diagnosis:9ccs243:Poisn nonmed:0.119\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.099\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.098\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.094\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.083\n", "\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.353\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.351\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.337\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.299\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.331\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.229\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.204\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.197\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.196\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.185\n", "\n", " Maternal Maternal Procedure History:85018-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:85018-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.388\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.337\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.289\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.239\n", " Maternal Vital: SpO2-postPregnancy:-0.197\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.184\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.497\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.348\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.343\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.307\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.394\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.347\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.302\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.263\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.259\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.240\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.207\n", " Newborn Diagnosis:9ccs253:Allergy:0.202\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.452\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.251\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.243\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.209\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:-0.230\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.210\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.159\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.140\n", " Diagnosis:9ccs216:Nerv cong an:0.125\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.117\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.452\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.333\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.275\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.271\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.261\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.242\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.247\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.203\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.657\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.535\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.497\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.467\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.455\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.442\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.438\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.410\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.097\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.400\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.373\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.344\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.294\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.233\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.475\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.398\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.337\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.313\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.265\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.244\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.266\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.213\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.207\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.200\n", " Diagnosis:9ccs219:Low birth wt:0.186\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 3.556 [0.715 17.690] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.238\n", " Maternal Maternal Procedure History:76830-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.137\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.130\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.128\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.180 [0.237 5.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.278\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.229\n", " Diagnosis:9ccs55:Fluid/elc dx:0.216\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.205\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.200\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.313\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.273\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.250\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.209\n", " Diagnosis:9ccs242:Poisn ot med:0.194\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.182\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.194\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.167\n", " Diagnosis:9ccs219:Low birth wt:0.158\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.131\n", " Maternal Diagnosis:9ccs184:Early labor:0.117\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Diagnosis:9ccs153:GI hemorrhag:0.092\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.091\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.079\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 3.563 [0.887 14.312] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.636\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.433\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.351\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.309\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.236\n", " Lab:294147 FREE T4 - LMC:0.233\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.518\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.409\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.407\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.290\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:-0.246\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.962\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.415\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.338\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.291\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.392\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.198\n", " Maternal Vital: Wt Change-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.148\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.134\n", " Maternal Diagnosis:9ccs59:Anemia:0.123\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.358\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.352\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.347\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.299\n", " Maternal Vital: Wt Change-otherPregnancy:-0.293\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.289\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.281\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.267\n", " Maternal Vital: SpO2-postPregnancy:-0.244\n", "\n", " Maternal Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.242\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.223\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.174\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.160\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.218\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.173\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.155\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.153\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.151\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.751\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.411\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.240\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.215\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.211\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.193\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.178\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.170\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Maternal Vital: Wt Change-postPregnancy:-0.117\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.089\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.465\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.251\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.223\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.155\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.142\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.323\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.277\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.202\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.152\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.130\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.568\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.525\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.400\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.389\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.303\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.298\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.243\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.209\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.209\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.192\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.181\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.172\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.170\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.165\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.451\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.437\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.411\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.328\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.298\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.298\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.295\n", "\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.448\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.437\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.339\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.193\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.188\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.165\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.158\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.114\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.441 [0.055 3.534] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.404\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.340\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.205\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.182\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.166\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.156\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.240\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.195\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.170\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.152\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.149\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.147\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.410\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.233\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.177\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.175\n", " Maternal Vital: RR-postPregnancy:-0.171\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.407\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.353\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.329\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.309\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.229\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.883 [0.248 3.146] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.635\n", " Maternal Vital: BMI Percentile-postPregnancy:0.557\n", " Maternal Vital: Wt Percentile-postPregnancy:0.430\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.253\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.241\n", " Maternal Vital: Ht Percentile-postPregnancy:0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.219\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.441\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.236\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.185\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.137\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.131\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.121\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.116\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.599\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.489\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.348\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.339\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.275\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.226\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.194\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.774 [0.442 7.127] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.343\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.322\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.290\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.279\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.160\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.313\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.209\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.194\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.176\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.152\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.151\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.150\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.146\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.116\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.103\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.327\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.290\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.233\n", " Diagnosis:9ccs3:Oth bact inf:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.198\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.184\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.504 [0.062 4.108] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.244\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.240\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.237\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.197\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.175\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.161\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.141\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.122\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.655\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.351\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.316\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.242\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.223\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.221\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.508\n", " Maternal Vital: Wt Percentile-postPregnancy:0.502\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.275\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.265\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.261\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.247\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.236\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.599\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.303\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.266\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.257\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.251\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.655\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.649\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.243\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.239\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.213\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.486\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.466\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.455\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.441\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.357\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.343\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.298\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.292\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.347\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.221\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.184\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.153\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.421\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.338\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.233\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.171\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.158\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.140\n", "\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.521\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.432\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.386\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.328\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.319\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:-0.288\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.233\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.208\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.137\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.126\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.121\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.119\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.114\n", "\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.581\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.535\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.365\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.353\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.300\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.251\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.185\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.147\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.154\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.126\n", " Maternal Diagnosis:9ccs59:Anemia:0.112\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.107\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.101\n", " Maternal Maternal Diagnosis:9ccs197:Skin infectn-postPregnancy:0.100\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.089\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.087\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.212\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.144\n", " Maternal Vital: Ht-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.135\n", " Diagnosis:9ccs244:Other injury:0.131\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.592\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.353\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.275\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.206\n", " Maternal Vital: SpO2-postPregnancy:0.175\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.133\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.326\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.300\n", " Diagnosis:9ccs2:Septicemia:-0.279\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.254\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.223\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.222\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.153\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:0.330\n", " Diagnosis:9ccs64:Ot hematl dx:0.214\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.206\n", " Maternal Vital: Wt Change-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.174\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.173\n", " Maternal Diagnosis:9ccs128:Asthma:0.166\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.163\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.396\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.273\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.241\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.216\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.210\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.182\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Maternal Diagnosis:9ccs168:PID:-0.129\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.099\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.081\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.428\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.338\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.316\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.204\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.165\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.147\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.707\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.331\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.213\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.206\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.168\n", " Maternal Vital: HR-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.904\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.381\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.352\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.306\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.263\n", " Maternal Vital: SpO2-postPregnancy:-0.240\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.214\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.100\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.099\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.094\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.245\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Maternal Diagnosis:9ccs59:Anemia:0.088\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.082\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:-0.201\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.178\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.446\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.293\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.220\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.197\n", " Diagnosis:9ccs147:Anal/rectal:0.193\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.845\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.365\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.322\n", " Diagnosis:9ccs2:Septicemia:-0.293\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.266\n", " Maternal Diagnosis:9ccs196:Nml preg/del:0.234\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.247\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.229\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.202\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.193\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.581\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.407\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.382\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.381\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.316\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.290\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.253\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.192\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.188\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.168\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.166\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.520\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.417\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.394\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.338\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.326\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.266\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.223\n", "\n", "* Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 4.754 [1.059 21.333] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.134\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.126\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.110\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Diagnosis:10ccs58:Ot nutrit dx:0.083\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.076\n", " Diagnosis:9ccs8:Oth infectns:0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.074\n", "\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.248\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.232\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.216\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.213\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.195\n", " Maternal Vital: Temp-otherPregnancy:-0.176\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.089\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.242\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.223\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.178\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.176\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.175\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.170\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.092\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.707\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.446\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.334\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.278\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.209\n", " Diagnosis:9ccs147:Anal/rectal:0.183\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:J7300-postPregnancy:-0.163\n", " Maternal Vital: PL-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.208\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.490\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.472\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.407\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.358\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.329\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.303\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.299\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.904\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.347\n", " Maternal Maternal Procedure History:85018-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:87880-postPregnancy:-0.260\n", " Maternal Vital: SpO2-postPregnancy:0.237\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.211\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.177\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.275\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.202\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.201\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.170\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.151\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.151\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.686\n", " Maternal Vital: Ht Percentile-postPregnancy:0.502\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.501\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.430\n", " Maternal Vital: BMI Percentile-postPregnancy:0.423\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.250\n", " Maternal Vital: Wt-otherPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.192\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.179\n", "\n", " Maternal Maternal Procedure History:76830-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:76830-postPregnancy:1.000\n", " Maternal Maternal Procedure History:85018-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.234\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.209\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.168\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.159\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.148\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.452\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.279\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.225\n", " Maternal Vital: RR-otherPregnancy:-0.216\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.189\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.175\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.409\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.281\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.274\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.238\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.235\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.225\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.356\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.326\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.266\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.260\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.241\n", " Maternal Vital: HR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.175\n", " Maternal Vital: RR-otherPregnancy:-0.143\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.138\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.110\n", " Newborn Diagnosis:9ccs259:Unclassified:0.108\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.107\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.280\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.238\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.177\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.487\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.257\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.230\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.196\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.169\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.599\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.372\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.321\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.254\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.229\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.229\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.227\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:-0.275\n", " Diagnosis:9ccs64:Ot hematl dx:0.258\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.240\n", " Diagnosis:10ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs211:Ot conn tiss:0.208\n", " Diagnosis:9ccs2603:E Codes: Fall:0.156\n", " Diagnosis:9ccs258:Other screen:0.154\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.152\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:-0.150\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.635\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.520\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.347\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.331\n", " Diagnosis:9ccs2:Septicemia:-0.240\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.225\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.438\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.426\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.403\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.367\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.335\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.291\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.268\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.376\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.122\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.102\n", " Maternal Maternal Procedure History:59430-postPregnancy:-0.091\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.090\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.085\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.471\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.470\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.326\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.294\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.441\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.343\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.311\n", " Maternal Vital: PL-otherPregnancy:0.304\n", " Maternal Vital: Temp-otherPregnancy:-0.259\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.250\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.242\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.615\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.497\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.418\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.842\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.381\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.182\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.153\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.150\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Maternal Diagnosis:9ccs184:Early labor:0.168\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.606\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.472\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.413\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.374\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.330\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.322\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.287\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.250\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.363\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.289\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy:-0.277\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.231\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.229\n", " Maternal Diagnosis:9ccs211:Ot conn tiss:0.223\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.598\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.251\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.201\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.199\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.188\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.162\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.124\n", "\n", " Maternal Maternal Lab History: TEST NAME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TEST NAME-postPregnancy:1.000\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.372\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.361\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.277\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.168\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.130\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.428\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.355\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.171\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.562\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.421\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.280\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.277\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.274\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.273\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.267\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.567\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.456\n", " Maternal Vital: RR-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.395\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.288\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.279\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.261\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.241\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.506\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.470\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.395\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.363\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.323\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.194\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.170\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.165\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.162\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.452\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.395\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.308\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.307\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.303\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.245\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.239\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.217\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.869\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.790\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.656\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.553\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.446\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.769\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.546\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.472\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.432\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.390\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.352\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.327\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.289\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.259\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.254\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.226\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.222\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.205\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.416\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.385\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.383\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.372\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.359\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.317\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.308\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.299\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.267\n", "\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.902\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.658\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.626\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.338\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.226\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.203\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.353\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.311\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.297\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.480\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.394\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.334\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.275\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.241\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.193\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.144\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.392\n", " Maternal Maternal Procedure History:45300-postPregnancy:0.388\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.274\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.225\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.167\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.885\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.746\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.746\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.730\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.696\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.548\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.413\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.690\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.358\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.344\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.959\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.565\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.453\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.407\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.395\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.380\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.296\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.869\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.622\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.539\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.535\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.505\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.390\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.366\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.333\n", " Maternal Vital: Ht Percentile-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:-0.261\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.211\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.203\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.315\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.208\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.207\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.559\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.302\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.301\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.289\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.555\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.418\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.398\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.378\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.244\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.230\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.227\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.487\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.271\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.253\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.234\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.186\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.686\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.659\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.635\n", " Maternal Vital: Ht Percentile-postPregnancy:0.508\n", " Maternal Vital: BMI Percentile-postPregnancy:0.491\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.167\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.163\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.162\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.619\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.616\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.458\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.417\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.327\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.322\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.318\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.311\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.310\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.213\n", " Maternal Maternal Diagnosis:9ccs247:Lymph enlarg-postPregnancy:0.179\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.166\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.721\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.696\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.362\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.359\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.330\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.290\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.960\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.530\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.408\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.332\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.332\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.285\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.260\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.885\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.864\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.760\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.713\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.709\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.693\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.600\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.539\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.772 [0.323 9.712] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.780\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.546\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.383\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.374\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.297\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.294\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.962\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.411\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.388\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.374\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.324\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.265\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:-0.248\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.185\n", "\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.535\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.289\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.212\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.205\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.200\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.623\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.421\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.392\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.390\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.352\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.311\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.297\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.923\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.902\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.565\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.324\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.299\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.282\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.195\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Vital: Ht Percentile-postPregnancy:0.776\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.659\n", " Maternal Vital: Wt Percentile-postPregnancy:0.501\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.333\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.324\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.315\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.286\n", " Maternal Vital: BMI Percentile-postPregnancy:0.276\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.653\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.619\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.497\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.475\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.433\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.379\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.280\n", "\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.628\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.400\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.246\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.226\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.697\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:0.294\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.267\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.185\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.173\n", " Diagnosis:9ccs240:Burns:0.167\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.162\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.770\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.382\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.336\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.317\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.249\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.229\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.849\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.463\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.248\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.233\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.228\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.202\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.421\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.397\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.383\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.357\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.317\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.266\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs136:Teeth dx-postPregnancy:0.738\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.623\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.444\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.234\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.231\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.224\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:-0.315\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.246\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.235\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.225\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.180\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.153\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.563\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.543\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.539\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.473\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.746\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.693\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.656\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.622\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.424\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.416\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.362\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.351\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.349\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.690\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.627\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.355\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.288\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.270\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.269\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.807\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.485\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.419\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.349\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.326\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.306\n", " Maternal Vital: Wt-otherPregnancy:0.301\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.282\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.281\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.379\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.366\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.329\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.239\n", " Diagnosis:9ccs64:Ot hematl dx:0.220\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.198\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.248\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.213\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.163\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.148\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.134\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7302-postPregnancy:0.443\n", " Maternal Maternal Procedure History:90801-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.313\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.222\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.216\n", " Maternal Vital: RR-postPregnancy:0.204\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Procedure History:90801-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90801-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.627\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.298\n", " Diagnosis:9ccs242:Poisn ot med:0.290\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.266\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.225\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.224\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.533\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.407\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.311\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.309\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:-0.262\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.253\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.252\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.641\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.497\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.458\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.407\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.391\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.320\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.319\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.296\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.660\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.499\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.453\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.411\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.307\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.248\n", " Maternal Vital: BP-otherPregnancy:0.246\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.203\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.598\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.442\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.334\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.262\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.249\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.245\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.199\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.183\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.396\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.259\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.244\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.198\n", " Diagnosis:9ccs234:Crush injury:0.177\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.170\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.156\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.146\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.176\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.132\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.111\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.095\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.085\n", " Maternal Maternal Procedure History:76830-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.084\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.308\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.279\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.278\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.226\n", " Maternal Vital: RR-postPregnancy:-0.201\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.199\n", " Maternal Vital: PL-otherPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.371\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.357\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.352\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.313\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.290\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.280\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.399\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.320\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.235\n", " Maternal Vital: BMI-postPregnancy:-0.222\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.202\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.835\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.279\n", " Maternal Vital: Wt Change-postPregnancy:0.246\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.166\n", " Maternal Vital: BP-otherPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.105\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.911\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.396\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.281\n", " Diagnosis:9ccs2:Septicemia:-0.262\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.260\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.240\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.455\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.273\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.272\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.259\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.247\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.228\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.557\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.363\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.326\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.283\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.197\n", " Diagnosis:9ccs219:Low birth wt:0.168\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.144\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.128\n", " Maternal Vital: Ht-postPregnancy:-0.101\n", " Diagnosis:9ccs215:gu cong anom:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.096\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.088\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.769\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.473\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.441\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.427\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.327\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.559\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.419\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.382\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.337\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.263\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.229\n", " Maternal Vital: Wt-otherPregnancy:0.200\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.194\n", " Maternal Vital: HR-otherPregnancy:0.193\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.451\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.425\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.329\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.307\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.290\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.283\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.282\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.956\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.923\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.629\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.599\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.327\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.216\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.482\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.200\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.177\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.172\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.165\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.373\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.295\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.217\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.202\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.184\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.166\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.162\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-otherPregnancy:0.626\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.599\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.565\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.387\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:-0.331\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.265\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.179\n", " Maternal Vital: RR-postPregnancy:-0.162\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.113\n", " Maternal Vital: Wt-postPregnancy:0.110\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.099\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.096\n", " Diagnosis:9ccs163:Other GU dx:-0.089\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.775\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.756\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.736\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.713\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.604\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.603\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.424\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.402\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.563\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.467\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.439\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.427\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.304\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.535\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.438\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.351\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.349\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.630\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.565\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.511\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.373\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.349\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.273\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.955\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.788\n", " Maternal Maternal Lab History: NO. OF FETUSES-otherPregnancy:0.763\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.709\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.688\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.580\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.390\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.490\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.448\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.447\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.433\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.353\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.343\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.317\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.307\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:90801-postPregnancy:0.627\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.438\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.424\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.304\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.265\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.247\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.552\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.496\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.306\n", " Diagnosis:9ccs2:Septicemia:0.293\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.289\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.274\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.257\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.239\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.446\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.409\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.271\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.270\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.242\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.239\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.227\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.963\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.460\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.422\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.293\n", "\n", " Maternal Maternal Lab History: APTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.518\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.312\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:-0.259\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:-0.239\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.233\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.232\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.218\n", "\n", " Maternal Maternal Procedure History:45300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:45300-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.612\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.388\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs147:Anal/rectal-postPregnancy:0.180\n", " Maternal Vital: Wt Change-postPregnancy:0.177\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.175\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs59:Anemia:0.122\n", " Diagnosis:9ccs234:Crush injury:0.106\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.318\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.313\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.311\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.261\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.249\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:-0.168\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.998\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-otherPregnancy:0.967\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-otherPregnancy:0.543\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.459\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.441\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.424\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.295\n", "\n", " Maternal Maternal Lab History: PATIENT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.699\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.642\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.488\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.486\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.471\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.437\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.428\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.426\n", "\n", "Vital : 0.752574676483\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : 0.00633324170501\n", "MatDeliveryAge : 0.00506432772347\n", "Maternal Maternal Lab History : 0.0828917487684\n", "Maternal Vital : 0.0220787003618\n", "Census : 0.077360834051\n", "Diagnosis : 0.0242678708732\n", "Maternal Maternal Diagnosis : 0.0089098886216\n", "Maternal Diagnosis : 0.0100993407486\n", "Lab : 0.00248798693692\n", "Newborn Diagnosis : 0.00376725832506\n", "Maternal Maternal Procedure History : 0.00416412540184\n", "Time to run analysis 0:15:51.902089\n", "Total Time elapsed 7:01:48.057071\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.951, R^2 test: -1.197\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.823, R^2 test: -0.179\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.746, R^2 test: 0.036\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.418\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.896, Explained Variance Score Validation: 0.433\n", "AUC Test: 0.765, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.904, R^2 test: -1.684\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.716, R^2 test: -0.093\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.585, R^2 test: 0.086\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.720, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.758, Explained Variance Score Test: 0.267\n", "\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.911, R^2 test: -0.405\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.752, R^2 test: 0.176\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.643, R^2 test: 0.180\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.759, Explained Variance Score Test: 0.293\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.928, R^2 test: -0.625\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.824, R^2 test: 0.084\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.730, R^2 test: 0.275\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.454, R^2 test: 0.368\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.855, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.771, Explained Variance Score Test: 0.298\n", "\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.947, R^2 test: -1.232\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.812, R^2 test: -0.135\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.725, R^2 test: 0.004\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.360, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.852, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.754, Explained Variance Score Test: 0.299\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.924, R^2 test: -0.887\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.837, R^2 test: 0.035\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.165\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.333\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.753, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.914, R^2 test: -0.870\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.784, R^2 test: 0.004\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.701, R^2 test: 0.126\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.775, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.898, R^2 test: -0.987\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.722, R^2 test: -0.235\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.602, R^2 test: -0.110\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.748, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.941, R^2 test: -1.172\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.236\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.687, R^2 test: 0.084\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.755, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.964, R^2 test: -1.043\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.827, R^2 test: -0.141\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.736, R^2 test: 0.002\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.758, Explained Variance Score Test: 0.276\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.227\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.833, R^2 test: -0.220\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.709, R^2 test: -0.096\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.727, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.765, Explained Variance Score Test: 0.267\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.953, R^2 test: -0.675\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.813, R^2 test: -0.077\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.707, R^2 test: 0.073\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.743, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.945, R^2 test: -4.141\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.783, R^2 test: -0.738\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.664, R^2 test: -0.199\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.756, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.955, R^2 test: -1.641\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.844, R^2 test: -0.415\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.230\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.113\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.755, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.814\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.755, R^2 test: -0.401\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.653, R^2 test: -0.193\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.768, Explained Variance Score Test: 0.289\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.924, R^2 test: -0.932\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.782, R^2 test: -0.109\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.678, R^2 test: 0.027\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.749, Explained Variance Score Test: 0.239\n", "\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.940, R^2 test: -2.218\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.742, R^2 test: -0.331\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.617, R^2 test: 0.029\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.209\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.772, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.951, R^2 test: -1.369\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.829, R^2 test: -0.449\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.752, R^2 test: -0.253\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.060\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.750, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.928, R^2 test: -1.974\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.756, R^2 test: -0.612\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.652, R^2 test: -0.202\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.774, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.948, R^2 test: -0.481\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.838, R^2 test: 0.043\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.754, R^2 test: 0.187\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.755, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.961, R^2 test: -1.184\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.803, R^2 test: 0.041\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.685, R^2 test: 0.213\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.365, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.750, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.898, R^2 test: -1.796\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.704, R^2 test: -0.041\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.598, R^2 test: 0.132\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.756, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.962, R^2 test: -0.766\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.841, R^2 test: -0.033\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.724, R^2 test: 0.154\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.341\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.751, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.948, R^2 test: -0.738\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.826, R^2 test: -0.170\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.724, R^2 test: 0.037\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.385, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.771, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.951, R^2 test: -0.314\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.776, R^2 test: 0.046\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.649, R^2 test: 0.110\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.176, R^2 test: 0.096\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.176\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.757, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.940, R^2 test: -1.808\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.847, R^2 test: -0.556\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.769, R^2 test: -0.233\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.802, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.764, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.958, R^2 test: -2.713\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.833, R^2 test: -0.695\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.305\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.203\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.770, Explained Variance Score Test: 0.282\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.937, R^2 test: -0.470\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.772, R^2 test: 0.120\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.629, R^2 test: 0.157\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.188\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.768, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.924, R^2 test: -1.844\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.820, R^2 test: -0.651\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.727, R^2 test: -0.153\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.737, Explained Variance Score Test: 0.265\n", "\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.933, R^2 test: -0.979\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.755, R^2 test: -0.125\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.622, R^2 test: 0.041\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.287, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.762, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.939, R^2 test: -2.364\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.773, R^2 test: -0.354\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.635, R^2 test: -0.096\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.770, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.911, R^2 test: -1.623\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.755, R^2 test: -0.216\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.669, R^2 test: -0.062\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.133\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.763, Explained Variance Score Test: 0.309\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.916, R^2 test: -0.690\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.759, R^2 test: -0.015\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.650, R^2 test: 0.125\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.763, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.927, R^2 test: -1.163\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.176\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.638, R^2 test: 0.063\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.750, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.867, R^2 test: -1.925\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.686, R^2 test: -0.299\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.545, R^2 test: -0.060\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.770, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.735\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.793, R^2 test: 0.121\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.668, R^2 test: 0.237\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.752, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.961, R^2 test: -0.716\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.868, R^2 test: -0.232\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.759, R^2 test: -0.140\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.408, R^2 test: 0.133\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.408\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.774, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.937, R^2 test: -0.640\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.784, R^2 test: -0.026\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.681, R^2 test: 0.121\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.743, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.887, R^2 test: -0.327\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.672, R^2 test: 0.364\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.522, R^2 test: 0.408\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.706, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.765, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.920, R^2 test: -1.260\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.819, R^2 test: -0.252\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.721, R^2 test: 0.119\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.341\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.744, Explained Variance Score Test: 0.250\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.959, R^2 test: -1.388\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.831, R^2 test: -0.429\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.717, R^2 test: -0.122\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.768, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.962, R^2 test: -2.234\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.832, R^2 test: -0.322\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.713, R^2 test: 0.037\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.331\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.834, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.762, Explained Variance Score Test: 0.289\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.965, R^2 test: -1.173\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.843, R^2 test: -0.108\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.078\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.328\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.761, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.929, R^2 test: -1.444\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.806, R^2 test: -0.313\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.707, R^2 test: -0.114\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.363, R^2 test: 0.117\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.764, Explained Variance Score Test: 0.311\n", "\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.951, R^2 test: -0.998\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.768, R^2 test: 0.015\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.637, R^2 test: 0.187\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.350\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.754, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.937, R^2 test: -1.055\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.792, R^2 test: 0.025\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.667, R^2 test: 0.159\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.746, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.917, R^2 test: -1.818\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.383\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.733, R^2 test: -0.114\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.388, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.764, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.954, R^2 test: -0.562\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.846, R^2 test: -0.166\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.732, R^2 test: 0.037\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.431, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.834, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.774, Explained Variance Score Test: 0.306\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.907, R^2 test: -0.854\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.766, R^2 test: -0.180\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.656, R^2 test: 0.069\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.768, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.950, R^2 test: -2.978\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.791, R^2 test: -0.553\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.681, R^2 test: -0.156\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.754, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.919, R^2 test: -3.481\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.719, R^2 test: -0.301\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.608, R^2 test: 0.021\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.126\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.739, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.916, R^2 test: -1.505\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.736, R^2 test: -0.193\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.619, R^2 test: -0.107\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.098\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.751, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.871, R^2 test: -3.192\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.628, R^2 test: -0.342\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.047\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.772, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.920, R^2 test: -4.973\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.724, R^2 test: -0.630\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.622, R^2 test: -0.309\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.116\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.765, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.882, R^2 test: -0.473\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.719, R^2 test: 0.207\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.611, R^2 test: 0.278\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.756, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.967, R^2 test: -0.543\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.879, R^2 test: 0.107\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.791, R^2 test: 0.238\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.483, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.851, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.764, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.924, R^2 test: -1.396\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.082\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.630, R^2 test: 0.026\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.772, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.912, R^2 test: -2.375\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.713, R^2 test: -0.184\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.595, R^2 test: 0.036\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.343\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.762, Explained Variance Score Test: 0.288\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.929, R^2 test: -1.758\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.790, R^2 test: -0.311\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.686, R^2 test: 0.059\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.760, Explained Variance Score Test: 0.297\n", "\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.890, R^2 test: -1.112\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.711, R^2 test: 0.045\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.597, R^2 test: 0.113\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.241, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.765, Explained Variance Score Test: 0.278\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.931, R^2 test: -3.562\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.719, R^2 test: -0.565\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.567, R^2 test: -0.051\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.716, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.762, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.882, R^2 test: -0.854\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.707, R^2 test: -0.083\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.570, R^2 test: 0.171\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.257\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.772, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.946, R^2 test: -1.856\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.802, R^2 test: -0.636\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.712, R^2 test: -0.330\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.766, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.955, R^2 test: -0.794\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.818, R^2 test: -0.013\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.700, R^2 test: 0.178\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.359, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.919, R^2 test: -1.189\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.726, R^2 test: 0.144\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.603, R^2 test: 0.214\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.767, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.920, R^2 test: -1.753\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.768, R^2 test: -0.192\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.669, R^2 test: 0.021\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.397, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.768, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.950, R^2 test: -2.480\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.788, R^2 test: -0.441\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.683, R^2 test: -0.150\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.768, Explained Variance Score Test: 0.313\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.886, R^2 test: -1.342\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.666, R^2 test: 0.055\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.511, R^2 test: 0.168\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.191, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.710, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.749, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.880, R^2 test: -4.583\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.693, R^2 test: -1.038\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.562, R^2 test: -0.362\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.230, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.766, Explained Variance Score Test: 0.273\n", "\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.909, R^2 test: -0.972\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.752, R^2 test: -0.064\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.630, R^2 test: 0.103\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.760, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.950, R^2 test: -0.215\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.806, R^2 test: 0.206\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.662, R^2 test: 0.287\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.771, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.951, R^2 test: -0.539\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.817, R^2 test: 0.115\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.704, R^2 test: 0.198\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.344\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.743, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.927, R^2 test: -0.629\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.778, R^2 test: -0.050\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.691, R^2 test: 0.104\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.760, Explained Variance Score Test: 0.296\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.956, R^2 test: -1.113\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.808, R^2 test: -0.264\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.697, R^2 test: -0.018\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.271, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.768, Explained Variance Score Test: 0.313\n", "\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.967, R^2 test: -0.303\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.868, R^2 test: 0.002\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.777, R^2 test: 0.126\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.424, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.750, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.886, R^2 test: -1.951\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.732, R^2 test: -0.319\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.643, R^2 test: -0.023\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.099\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.776, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.962, R^2 test: -0.996\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.792, R^2 test: -0.193\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.657, R^2 test: 0.027\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.761, Explained Variance Score Test: 0.285\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.926, R^2 test: -0.327\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.776, R^2 test: 0.119\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.681, R^2 test: 0.239\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.898, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.764, Explained Variance Score Test: 0.296\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.959, R^2 test: -2.277\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.832, R^2 test: -0.318\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.706, R^2 test: 0.116\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.770, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.946, R^2 test: -0.250\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.794, R^2 test: 0.178\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.665, R^2 test: 0.246\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.775, Explained Variance Score Test: 0.289\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.919, R^2 test: -1.791\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.752, R^2 test: -0.254\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.617, R^2 test: 0.054\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.711, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.776, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.959, R^2 test: -0.420\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.811, R^2 test: -0.001\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.716, R^2 test: 0.132\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.870, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.778, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.971, R^2 test: -1.817\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.613\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.716, R^2 test: -0.270\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.075\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.754, Explained Variance Score Test: 0.288\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.933, R^2 test: -1.409\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.716, R^2 test: 0.099\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.595, R^2 test: 0.220\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.758, Explained Variance Score Test: 0.281\n", "\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.933, R^2 test: -0.715\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.799, R^2 test: -0.069\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.650, R^2 test: 0.182\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.767, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.933, R^2 test: -1.347\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.106\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.628, R^2 test: 0.105\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.765, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.529\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.786, R^2 test: -0.161\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.683, R^2 test: 0.108\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.753, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.948, R^2 test: -0.990\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.760, R^2 test: 0.041\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.628, R^2 test: 0.127\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.301\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.746, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.933, R^2 test: -0.827\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.044\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.699, R^2 test: 0.047\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.184\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.752, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.899, R^2 test: -0.451\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.758, R^2 test: 0.202\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.651, R^2 test: 0.272\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.758, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.956, R^2 test: -1.402\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.818, R^2 test: -0.288\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.707, R^2 test: 0.042\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.767, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.891, R^2 test: -1.312\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.784, R^2 test: -0.551\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.698, R^2 test: -0.274\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.095\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.823, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.745, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.927, R^2 test: -0.247\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.785, R^2 test: 0.202\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.643, R^2 test: 0.358\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.766, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.881, R^2 test: -3.078\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.741, R^2 test: -0.560\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.652, R^2 test: -0.211\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.844, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.762, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.946, R^2 test: -2.746\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.822, R^2 test: -1.047\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.726, R^2 test: -0.539\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.728, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.777, Explained Variance Score Test: 0.294\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.916, R^2 test: -1.269\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.710, R^2 test: 0.195\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.604, R^2 test: 0.235\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.755, Explained Variance Score Test: 0.299\n", "\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.953, R^2 test: -1.177\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.785, R^2 test: -0.069\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.673, R^2 test: 0.126\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.770, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.949, R^2 test: -1.238\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.794, R^2 test: -0.284\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.661, R^2 test: -0.076\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.070\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.743, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.770, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.962, R^2 test: -2.379\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.831, R^2 test: -0.478\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.691, R^2 test: -0.094\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.127\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.735, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.958, R^2 test: -1.489\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.822, R^2 test: -0.218\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.719, R^2 test: -0.039\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.174, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.728, Explained Variance Score Train: 0.174\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.757, Explained Variance Score Test: 0.224\n", "\n", "total Variables 328 and total subjects: 1751\n", "->AUC validation: 0.753 95% CI: [0.740 , 0.766]\n", "->AUC test: 0.761 95% CI: [0.759 , 0.763]\n", "->R^2 validation: 0.235 95% CI: [0.220 , 0.250]\n", "->R^2 test: 0.280 95% CI: [0.276 , 0.285]\n", "->Explained Variance validation: 0.223 95% CI: [0.208 , 0.238]\n", "->Explained Variance test: 0.277 95% CI: [0.272 , 0.282]\n", "Test set metrics:\n", "@threshold:0.859, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.572, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:0.522, sens:0.060, spec:1.000, ppv:1.000, acc:0.777, f1:0.114, mcc:0.000, total+:5, total-:345\n", "@threshold:0.518, sens:0.060, spec:0.996, ppv:0.833, acc:0.774, f1:0.112, mcc:0.211, total+:6, total-:344\n", "@threshold:0.503, sens:0.072, spec:0.993, ppv:0.750, acc:0.774, f1:0.132, mcc:0.105, total+:8, total-:342\n", "@threshold:0.468, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:0.450, sens:0.120, spec:0.985, ppv:0.714, acc:0.780, f1:0.206, mcc:0.065, total+:14, total-:336\n", "@threshold:0.437, sens:0.120, spec:0.981, ppv:0.667, acc:0.777, f1:0.204, mcc:0.049, total+:15, total-:335\n", "@threshold:0.422, sens:0.133, spec:0.981, ppv:0.688, acc:0.780, f1:0.222, mcc:0.053, total+:16, total-:334\n", "@threshold:0.410, sens:0.133, spec:0.978, ppv:0.647, acc:0.777, f1:0.220, mcc:0.041, total+:17, total-:333\n", "@threshold:0.376, sens:0.145, spec:0.974, ppv:0.632, acc:0.777, f1:0.235, mcc:0.036, total+:19, total-:331\n", "@threshold:0.355, sens:0.157, spec:0.970, ppv:0.619, acc:0.777, f1:0.250, mcc:0.032, total+:21, total-:329\n", "@threshold:0.340, sens:0.169, spec:0.966, ppv:0.609, acc:0.777, f1:0.264, mcc:0.029, total+:23, total-:327\n", "@threshold:0.339, sens:0.169, spec:0.963, ppv:0.583, acc:0.774, f1:0.262, mcc:0.025, total+:24, total-:326\n", "@threshold:0.322, sens:0.181, spec:0.955, ppv:0.556, acc:0.771, f1:0.273, mcc:0.021, total+:27, total-:323\n", "@threshold:0.291, sens:0.229, spec:0.951, ppv:0.594, acc:0.780, f1:0.330, mcc:0.023, total+:32, total-:318\n", "@threshold:0.287, sens:0.241, spec:0.951, ppv:0.606, acc:0.783, f1:0.345, mcc:0.025, total+:33, total-:317\n", "@threshold:0.281, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.268, sens:0.253, spec:0.948, ppv:0.600, acc:0.783, f1:0.356, mcc:0.023, total+:35, total-:315\n", "@threshold:0.259, sens:0.253, spec:0.944, ppv:0.583, acc:0.780, f1:0.353, mcc:0.021, total+:36, total-:314\n", "@threshold:0.253, sens:0.265, spec:0.944, ppv:0.595, acc:0.783, f1:0.367, mcc:0.022, total+:37, total-:313\n", "@threshold:0.244, sens:0.289, spec:0.940, ppv:0.600, acc:0.786, f1:0.390, mcc:0.022, total+:40, total-:310\n", "@threshold:0.239, sens:0.301, spec:0.936, ppv:0.595, acc:0.786, f1:0.400, mcc:0.021, total+:42, total-:308\n", "@threshold:0.235, sens:0.301, spec:0.933, ppv:0.581, acc:0.783, f1:0.397, mcc:0.019, total+:43, total-:307\n", "@threshold:0.218, sens:0.313, spec:0.925, ppv:0.565, acc:0.780, f1:0.403, mcc:0.017, total+:46, total-:304\n", "@threshold:0.213, sens:0.325, spec:0.921, ppv:0.562, acc:0.780, f1:0.412, mcc:0.017, total+:48, total-:302\n", "@threshold:0.212, sens:0.337, spec:0.921, ppv:0.571, acc:0.783, f1:0.424, mcc:0.017, total+:49, total-:301\n", "@threshold:0.193, sens:0.337, spec:0.918, ppv:0.560, acc:0.780, f1:0.421, mcc:0.016, total+:50, total-:300\n", "@threshold:0.193, sens:0.349, spec:0.918, ppv:0.569, acc:0.783, f1:0.433, mcc:0.017, total+:51, total-:299\n", "@threshold:0.188, sens:0.373, spec:0.914, ppv:0.574, acc:0.786, f1:0.453, mcc:0.017, total+:54, total-:296\n", "@threshold:0.186, sens:0.386, spec:0.910, ppv:0.571, acc:0.786, f1:0.460, mcc:0.016, total+:56, total-:294\n", "@threshold:0.163, sens:0.386, spec:0.906, ppv:0.561, acc:0.783, f1:0.457, mcc:0.016, total+:57, total-:293\n", "@threshold:0.154, sens:0.398, spec:0.899, ppv:0.550, acc:0.780, f1:0.462, mcc:0.014, total+:60, total-:290\n", "@threshold:0.154, sens:0.398, spec:0.895, ppv:0.541, acc:0.777, f1:0.458, mcc:0.014, total+:61, total-:289\n", "@threshold:0.142, sens:0.410, spec:0.888, ppv:0.531, acc:0.774, f1:0.463, mcc:0.013, total+:64, total-:286\n", "@threshold:0.140, sens:0.410, spec:0.884, ppv:0.523, acc:0.771, f1:0.459, mcc:0.012, total+:65, total-:285\n", "@threshold:0.132, sens:0.422, spec:0.884, ppv:0.530, acc:0.774, f1:0.470, mcc:0.013, total+:66, total-:284\n", "@threshold:0.126, sens:0.422, spec:0.880, ppv:0.522, acc:0.771, f1:0.467, mcc:0.012, total+:67, total-:283\n", "@threshold:0.105, sens:0.434, spec:0.858, ppv:0.486, acc:0.757, f1:0.459, mcc:0.009, total+:74, total-:276\n", "@threshold:0.101, sens:0.434, spec:0.854, ppv:0.480, acc:0.754, f1:0.456, mcc:0.009, total+:75, total-:275\n", "@threshold:0.084, sens:0.446, spec:0.846, ppv:0.474, acc:0.751, f1:0.460, mcc:0.009, total+:78, total-:272\n", "@threshold:0.084, sens:0.446, spec:0.843, ppv:0.468, acc:0.749, f1:0.457, mcc:0.008, total+:79, total-:271\n", "@threshold:0.083, sens:0.458, spec:0.843, ppv:0.475, acc:0.751, f1:0.466, mcc:0.009, total+:80, total-:270\n", "@threshold:0.069, sens:0.506, spec:0.839, ppv:0.494, acc:0.760, f1:0.500, mcc:0.009, total+:85, total-:265\n", "@threshold:0.064, sens:0.518, spec:0.831, ppv:0.489, acc:0.757, f1:0.503, mcc:0.009, total+:88, total-:262\n", "@threshold:0.059, sens:0.518, spec:0.828, ppv:0.483, acc:0.754, f1:0.500, mcc:0.009, total+:89, total-:261\n", "@threshold:0.030, sens:0.530, spec:0.805, ppv:0.458, acc:0.740, f1:0.492, mcc:0.007, total+:96, total-:254\n", "@threshold:0.029, sens:0.530, spec:0.801, ppv:0.454, acc:0.737, f1:0.489, mcc:0.007, total+:97, total-:253\n", "@threshold:0.026, sens:0.542, spec:0.798, ppv:0.455, acc:0.737, f1:0.495, mcc:0.007, total+:99, total-:251\n", "@threshold:0.025, sens:0.542, spec:0.794, ppv:0.450, acc:0.734, f1:0.492, mcc:0.007, total+:100, total-:250\n", "@threshold:0.018, sens:0.554, spec:0.775, ppv:0.434, acc:0.723, f1:0.487, mcc:0.006, total+:106, total-:244\n", "@threshold:0.014, sens:0.554, spec:0.772, ppv:0.430, acc:0.720, f1:0.484, mcc:0.006, total+:107, total-:243\n", "@threshold:0.007, sens:0.566, spec:0.760, ppv:0.423, acc:0.714, f1:0.485, mcc:0.006, total+:111, total-:239\n", "@threshold:0.003, sens:0.590, spec:0.757, ppv:0.430, acc:0.717, f1:0.497, mcc:0.006, total+:114, total-:236\n", "@threshold:-0.014, sens:0.602, spec:0.745, ppv:0.424, acc:0.711, f1:0.498, mcc:0.006, total+:118, total-:232\n", "@threshold:-0.018, sens:0.602, spec:0.742, ppv:0.420, acc:0.709, f1:0.495, mcc:0.006, total+:119, total-:231\n", "@threshold:-0.034, sens:0.614, spec:0.723, ppv:0.408, acc:0.697, f1:0.490, mcc:0.005, total+:125, total-:225\n", "@threshold:-0.059, sens:0.639, spec:0.719, ppv:0.414, acc:0.700, f1:0.502, mcc:0.005, total+:128, total-:222\n", "@threshold:-0.070, sens:0.651, spec:0.693, ppv:0.397, acc:0.683, f1:0.493, mcc:0.005, total+:136, total-:214\n", "@threshold:-0.075, sens:0.651, spec:0.689, ppv:0.394, acc:0.680, f1:0.491, mcc:0.005, total+:137, total-:213\n", "@threshold:-0.082, sens:0.663, spec:0.682, ppv:0.393, acc:0.677, f1:0.493, mcc:0.005, total+:140, total-:210\n", "@threshold:-0.087, sens:0.663, spec:0.678, ppv:0.390, acc:0.674, f1:0.491, mcc:0.004, total+:141, total-:209\n", "@threshold:-0.136, sens:0.675, spec:0.655, ppv:0.378, acc:0.660, f1:0.485, mcc:0.004, total+:148, total-:202\n", "@threshold:-0.137, sens:0.675, spec:0.652, ppv:0.376, acc:0.657, f1:0.483, mcc:0.004, total+:149, total-:201\n", "@threshold:-0.141, sens:0.687, spec:0.652, ppv:0.380, acc:0.660, f1:0.489, mcc:0.004, total+:150, total-:200\n", "@threshold:-0.143, sens:0.687, spec:0.648, ppv:0.377, acc:0.657, f1:0.487, mcc:0.004, total+:151, total-:199\n", "@threshold:-0.144, sens:0.699, spec:0.648, ppv:0.382, acc:0.660, f1:0.494, mcc:0.004, total+:152, total-:198\n", "@threshold:-0.147, sens:0.711, spec:0.644, ppv:0.383, acc:0.660, f1:0.498, mcc:0.004, total+:154, total-:196\n", "@threshold:-0.154, sens:0.723, spec:0.640, ppv:0.385, acc:0.660, f1:0.502, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.154, sens:0.723, spec:0.637, ppv:0.382, acc:0.657, f1:0.500, mcc:0.004, total+:157, total-:193\n", "@threshold:-0.175, sens:0.735, spec:0.614, ppv:0.372, acc:0.643, f1:0.494, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.180, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.189, sens:0.819, spec:0.521, ppv:0.347, acc:0.591, f1:0.487, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.189, sens:0.819, spec:0.517, ppv:0.345, acc:0.589, f1:0.486, mcc:0.003, total+:197, total-:153\n", "@threshold:-0.194, sens:0.831, spec:0.509, ppv:0.345, acc:0.586, f1:0.488, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.196, sens:0.831, spec:0.506, ppv:0.343, acc:0.583, f1:0.486, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.201, sens:0.843, spec:0.506, ppv:0.347, acc:0.586, f1:0.491, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.201, sens:0.843, spec:0.502, ppv:0.345, acc:0.583, f1:0.490, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.205, sens:0.855, spec:0.498, ppv:0.346, acc:0.583, f1:0.493, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.205, sens:0.855, spec:0.494, ppv:0.345, acc:0.580, f1:0.491, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.214, sens:0.867, spec:0.483, ppv:0.343, acc:0.574, f1:0.491, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.220, sens:0.880, spec:0.479, ppv:0.344, acc:0.574, f1:0.495, mcc:0.003, total+:212, total-:138\n", "@threshold:-0.222, sens:0.892, spec:0.476, ppv:0.346, acc:0.574, f1:0.498, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.224, sens:0.892, spec:0.472, ppv:0.344, acc:0.571, f1:0.497, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.232, sens:0.904, spec:0.464, ppv:0.344, acc:0.569, f1:0.498, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.238, sens:0.904, spec:0.461, ppv:0.342, acc:0.566, f1:0.497, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.288, sens:0.916, spec:0.412, ppv:0.326, acc:0.531, f1:0.481, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.291, sens:0.916, spec:0.408, ppv:0.325, acc:0.529, f1:0.479, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.292, sens:0.928, spec:0.408, ppv:0.328, acc:0.531, f1:0.484, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.295, sens:0.928, spec:0.404, ppv:0.326, acc:0.529, f1:0.483, mcc:0.003, total+:236, total-:114\n", "@threshold:-0.323, sens:0.940, spec:0.378, ppv:0.320, acc:0.511, f1:0.477, mcc:0.003, total+:244, total-:106\n", "@threshold:-0.325, sens:0.940, spec:0.375, ppv:0.318, acc:0.509, f1:0.476, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.336, sens:0.952, spec:0.352, ppv:0.313, acc:0.494, f1:0.472, mcc:0.003, total+:252, total-:98\n", "@threshold:-0.339, sens:0.952, spec:0.348, ppv:0.312, acc:0.491, f1:0.470, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.418, sens:0.952, spec:0.296, ppv:0.296, acc:0.451, f1:0.451, mcc:0.002, total+:267, total-:83\n", "@threshold:-0.423, sens:0.964, spec:0.292, ppv:0.297, acc:0.451, f1:0.455, mcc:0.003, total+:269, total-:81\n", "@threshold:-0.458, sens:0.976, spec:0.262, ppv:0.291, acc:0.431, f1:0.449, mcc:0.003, total+:278, total-:72\n", "@threshold:-0.468, sens:0.976, spec:0.258, ppv:0.290, acc:0.429, f1:0.448, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.581, sens:0.988, spec:0.176, ppv:0.272, acc:0.369, f1:0.426, mcc:0.002, total+:302, total-:48\n", "@threshold:-0.587, sens:0.988, spec:0.172, ppv:0.271, acc:0.366, f1:0.425, mcc:0.002, total+:303, total-:47\n", "@threshold:-1.184, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.091 95% CI: [0.071 , 0.111] | OR_adj 1.095 [1.074 1.117] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs246:FUO:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", "\n", "* Vital: Wt-avg19to24 | coef 0.063 95% CI: [0.044 , 0.082] | OR_adj 1.065 [1.045 1.085] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs246:FUO:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.056 95% CI: [0.039 , 0.073] | OR_adj 1.058 [1.040 1.075] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", "* Vital: BMI-gain0to24 | coef 0.042 95% CI: [0.026 , 0.059] | OR_adj 1.043 [1.026 1.061] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.045\n", " MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt-gain0to24 | coef 0.042 95% CI: [0.027 , 0.057] | OR_adj 1.043 [1.028 1.058] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs246:FUO:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", "\n", "* Vital: BMI-avg19to24 | coef 0.032 95% CI: [0.015 , 0.049] | OR_adj 1.032 [1.015 1.050] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs137:Mouth dx:-0.044\n", "\n", "* Vital: BMI-avg16to19 | coef 0.028 95% CI: [0.017 , 0.039] | OR_adj 1.029 [1.017 1.040] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs246:FUO:0.053\n", " Diagnosis:9ccs208:Acq foot def:0.050\n", " Diagnosis:9ccs209:Ot acq defor:0.050\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.046\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.028 95% CI: [0.013 , 0.042] | OR_adj 1.028 [1.013 1.043] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs133:Oth low resp:0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.050\n", "\n", "* Vital: BMI-avg7to10 | coef 0.019 95% CI: [0.010 , 0.028] | OR_adj 1.019 [1.010 1.028] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs59:Anemia:0.051\n", " Diagnosis:9ccs8:Oth infectns:-0.046\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.017 95% CI: [0.010 , 0.025] | OR_adj 1.018 [1.010 1.026] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.015 95% CI: [0.008 , 0.022] | OR_adj 1.015 [1.008 1.022] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs143:Abdom hernia:0.049\n", " Diagnosis:9ccs94:Other ear dx:0.049\n", " Diagnosis:9ccs64:Ot hematl dx:0.048\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.014 95% CI: [0.007 , 0.021] | OR_adj 1.014 [1.007 1.021] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Diagnosis:9ccs208:Acq foot def:0.047\n", " Diagnosis:9ccs89:Blindness:-0.047\n", "\n", "* Vital: Wt-avg16to19 | coef 0.014 95% CI: [0.007 , 0.020] | OR_adj 1.014 [1.007 1.020] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.058\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", "* Vital: Wt-latest | coef 0.012 95% CI: [0.007 , 0.018] | OR_adj 1.012 [1.007 1.018] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.010 95% CI: [0.003 , 0.017] | OR_adj 1.010 [1.003 1.017] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", "\n", " MatDeliveryAge | coef 0.009 95% CI: [0.005 , 0.014] | OR_adj 1.009 [1.005 1.014] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.054\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.007 95% CI: [0.003 , 0.011] | OR_adj 1.007 [1.003 1.011] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.059\n", " Diagnosis:9ccs89:Blindness:-0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.007 95% CI: [0.003 , 0.011] | OR_adj 1.007 [1.003 1.011] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.049\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.047\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.006 95% CI: [0.002 , 0.010] | OR_adj 1.006 [1.002 1.010] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.061\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.006 95% CI: [0.002 , 0.009] | OR_adj 1.006 [1.002 1.009] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.051\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.000 , 0.010] | OR_adj 1.005 [1.000 1.010] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.066\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", "* Vital: BMI-avg10to13 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.050\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", " Diagnosis:9ccs155:Other GI dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs64:Ot hematl dx:0.049\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs222:Perint jaund:-0.051\n", "\n", "* Vital: BMI-avg3to5 | coef 0.004 95% CI: [-0.001 , 0.008] | OR_adj 1.004 [0.999 1.008] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.055\n", " Diagnosis:9ccs123:Influenza:-0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", "* Vital: Wt-avg5to7 | coef 0.003 95% CI: [-0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", "\n", "* Vital: Wt Percentile-latest | coef 0.003 95% CI: [-0.001 , 0.007] | OR_adj 1.003 [0.999 1.007] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs209:Ot acq defor:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", "\n", " Vital: Temp-latest | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.054\n", " Diagnosis:9ccs59:Anemia:0.051\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", " Diagnosis:9ccs7:Viral infect:-0.049\n", "\n", "* Vital: Wt-avg0to1 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", "* Vital: Wt-gain13to19 | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs217:Ot cong anom:0.044\n", " Diagnosis:9ccs127:COPD:0.038\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.038\n", " Diagnosis:9ccs234:Crush injury:-0.038\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.037\n", " Diagnosis:9ccs95:Oth nerv dx:-0.037\n", " Diagnosis:9ccs244:Other injury:0.036\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:-0.059\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs92:Otitis media:0.052\n", "\n", " Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs90:Eye infectn:-0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.055\n", " Diagnosis:9ccs141:Ot dx stomch:-0.054\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", " Newborn Diagnosis:9ccs0:No DX:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:0.049\n", " Diagnosis:9ccs222:Perint jaund:-0.049\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs246:FUO:0.052\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.050\n", "\n", " Vital: Temp-avg3to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", "* Vital: BMI-avg1to3 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", " Vital: BMI-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.052\n", " Diagnosis:9ccs62:Coag/hemr dx:0.051\n", " Diagnosis:9ccs251:Abdomnl pain:0.043\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.043\n", " Diagnosis:9ccs92:Otitis media:0.042\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.041\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.041\n", " Diagnosis:9ccs75:Hx mental dx:0.040\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.039\n", " Diagnosis:9ccs123:Influenza:-0.035\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs155:Other GI dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.037\n", "\n", " Vital: Ht-avg7to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.046\n", " Diagnosis:9ccs8:Oth infectns:0.044\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.052\n", " Diagnosis:9ccs0:No DX:-0.050\n", " Diagnosis:9ccs217:Ot cong anom:0.046\n", " Diagnosis:9ccs246:FUO:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.043\n", " Diagnosis:9ccs74:Ot mentl cnd:0.043\n", " Diagnosis:9ccs197:Skin infectn:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", " Diagnosis:9ccs91:Other eye dx:-0.038\n", "\n", " Vital: Wt-gain1to5 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Diagnosis:9ccs211:Ot conn tiss:-0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Diagnosis:9ccs211:Ot conn tiss:-0.042\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", "\n", " Vital: HC-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.045\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.044\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Diagnosis:9ccs59:Anemia:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Diagnosis:9ccs253:Allergy:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.051\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " MatDeliveryAge:-0.050\n", " Diagnosis:9ccs239:Superfic inj:-0.050\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", " Vital: Wt-gain5to10 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.049\n", " Lab:294147 FREE T4 - LMC:0.043\n", "\n", " Vital: Ht-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs213:Cardiac anom:0.048\n", " Diagnosis:9ccs2:Septicemia:0.047\n", " Diagnosis:9ccs166:Oth male gen:0.045\n", "\n", " Vital: BMI-gain5to10 | coef 0.000 95% CI: [-0.001 , 0.002] | OR_adj 1.000 [0.999 1.002] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs257:Ot aftercare:0.049\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.043\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs222:Perint jaund:-0.039\n", "\n", " Vital: Wt-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.049\n", " Diagnosis:9ccs251:Abdomnl pain:0.045\n", " Diagnosis:9ccs125:Bronchitis:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.044\n", "\n", "* Vital: Wt-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.063\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs147:Anal/rectal:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: BMI-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.051\n", " MatDeliveryAge:-0.046\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", " Vital: BMI-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs133:Oth low resp:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: HC-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", "* Vital: Ht Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs234:Crush injury:0.048\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs258:Other screen:0.045\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.068\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs117:Ot circul dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.050\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", "\n", "* Vital: Wt-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs159:UTI:0.057\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", " Diagnosis:9ccs247:Lymph enlarg:-0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.039\n", " Diagnosis:9ccs205:Back problem:-0.039\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs250:Nausea/vomit:-0.043\n", " Diagnosis:9ccs234:Crush injury:-0.041\n", " Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs8:Oth infectns:-0.040\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs240:Burns:-0.056\n", " Diagnosis:9ccs122:Pneumonia:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.050\n", "\n", "* Vital: Wt-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.064\n", "\n", "* Vital: Wt-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", "* Vital: Ht-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", " Vital: Ht-gain10to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.046\n", " Diagnosis:9ccs92:Otitis media:0.045\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs246:FUO:-0.043\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", "\n", "* Vital: BMI-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs154:Gastroent:-0.055\n", " Diagnosis:9ccs240:Burns:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", "\n", " Vital: Ht-gain0to3 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", " Diagnosis:9ccs113:Late eff CVD:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.048\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", "* Vital: Ht-avg0to1 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", "* Vital: Wt-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs155:Other GI dx:-0.047\n", " Diagnosis:9ccs251:Abdomnl pain:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Diagnosis:9ccs55:Fluid/elc dx:0.043\n", "\n", " Vital: BMI-gain3to7 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs47:Ot bnign neo:-0.060\n", " Lab:297275 STREP RAPID TEST (POCT):0.058\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", " Diagnosis:9ccs165:Inf male gen:-0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs75:Hx mental dx:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.050\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.049\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.052\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.047\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Newborn Diagnosis:9ccs253:Allergy:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", "\n", " Number of Visits | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Ht Percentile-avg13to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.042\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", " Vital: BMI-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.046\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", "Vital : 0.55862527069\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.00918710365197\n", "Number of Visits : -4.27920370972e-05\n", "Time to run analysis 0:00:40.140832\n", "Total Time elapsed 7:02:28.199901\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.246\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.248\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.252\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.764, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.152\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.146\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.154\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.598\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.777, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.221\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.225\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.231\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.771, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.215\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.240\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.225\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.747, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.049\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.056\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.072\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.755, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.240\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.267\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.265\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.756, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.166\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.200\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.217\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.717\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.744, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.321\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.321\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.234\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.751, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.124\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.105\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.160\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.144\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.136\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.131\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.762, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.130\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.149\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.160\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.760, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.259\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.281\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.294\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.760, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.152\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.183\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.196\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.746, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.363\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.382\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.367\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: 0.376\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.387\n", "AUC Test: 0.766, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.303\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.317\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.303\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.742, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.168\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.165\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.151\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.757, Explained Variance Score Test: 0.286\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.318\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.309\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.320\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.316\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.603\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.765, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: -0.041\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: -0.006\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: -0.007\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.667, R^2 test: -0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.667\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.763, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: -0.072\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: -0.025\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.034\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.758, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: -0.009\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: 0.043\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: 0.090\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.896, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.764, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.283\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.294\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.291\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.759, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.210\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.222\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.269\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.275\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.760, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.239\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.238\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.224\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.759, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.279\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.304\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.289\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.781, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.171\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.169\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.187\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.768, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.163\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.165\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.164\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.653\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.757, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.130\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.134\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.128\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.639, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.743, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.239\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.218\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.206\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.769, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.200\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.189\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.217\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.754, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.308\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.317\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.299\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.763, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.199\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.246\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.290\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.310\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.322\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.311\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.755, Explained Variance Score Test: 0.297\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.296\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: 0.297\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: 0.275\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.769, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.268\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.294\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.308\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.639, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.753, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.237\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.242\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.250\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.756, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.120\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.164\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.202\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.740, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.345\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.344\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.661, R^2 test: 0.368\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.362\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.587\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.757, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.285\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.285\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.255\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.746, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.919, R^2 test: 0.303\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.893, R^2 test: 0.297\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.774, R^2 test: 0.294\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.702, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.919\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.753, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: -0.007\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.028\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.055\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.737, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.112\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: 0.135\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.147\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.558, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.779, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.177\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.199\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.249\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.747, Explained Variance Score Test: 0.259\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.177\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.193\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.198\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.769, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.086\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.896, R^2 test: 0.091\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.803, R^2 test: 0.121\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.740, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.757, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.309\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.298\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.295\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.745, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.199\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.205\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.221\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.624, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.624\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.734, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.194\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.217\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.249\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.776, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.277\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.276\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.257\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.762, Explained Variance Score Test: 0.298\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.139\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.141\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.106\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.733, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.295\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.291\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.323\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.773, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.135\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.158\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: 0.209\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.757, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.135\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.143\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.177\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.751, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.168\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.192\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.172\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.599, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.761, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.269\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.290\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.275\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.275\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.274\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.283\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.279\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.878, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.761, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: 0.273\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.887, R^2 test: 0.295\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.778, R^2 test: 0.314\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.710, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.755, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.257\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.253\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.144\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.596, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.754, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.148\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.152\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: 0.157\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.681, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.759, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: -0.005\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: -0.007\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.764, R^2 test: -0.019\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.747, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.206\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.268\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.733, R^2 test: 0.279\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.656\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.756, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.202\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.168\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.185\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: 0.189\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.546\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.163\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: 0.129\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: 0.153\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.756, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.110\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.128\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.159\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.784, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.117\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.135\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.174\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.742, Explained Variance Score Test: 0.283\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: 0.230\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: 0.227\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: 0.227\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.554, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.554\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.752, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.302\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.315\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: 0.317\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.739, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: -0.145\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: -0.141\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.762, R^2 test: -0.151\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.691, R^2 test: -0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.621, Explained Variance Score Validation: -0.135\n", "AUC Test: 0.736, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.155\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.159\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.147\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.902, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.722, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.349\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.349\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.736, R^2 test: 0.355\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.337\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.760, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.334\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.339\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.339\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.752, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.203\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: 0.225\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.222\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.633\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.747, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.239\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.233\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.235\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.733, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.202\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.239\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.306\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.774, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.237\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.238\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.247\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.739, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.091\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.105\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.133\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.740, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.375\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.367\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.347\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.754, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.379\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.388\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.393\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.412\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.413\n", "AUC Test: 0.755, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.149\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.158\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.158\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.633, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.724, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.229\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.228\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.262\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.537, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.902, Explained Variance Score Train: 0.537\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.723, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.227\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.223\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.235\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.772, Explained Variance Score Test: 0.292\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.160\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.177\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.165\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.738, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.221\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.229\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.736, R^2 test: 0.240\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.772, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.211\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.219\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.238\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.750, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.157\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.179\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.186\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.652\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.742, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.007\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.027\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.054\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.756, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.387\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.388\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.397\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.751, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.213\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.223\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.254\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.611, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.746, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.256\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.253\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.270\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.275\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.653\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.763, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.028\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.024\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.075\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.108\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.770, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: -0.067\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: -0.078\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: -0.064\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.654, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.751, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.028\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.030\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.060\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.083\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.763, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.309\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.312\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.316\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.902, Explained Variance Score Train: 0.627\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.737, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.211\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.220\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.254\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.598\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.759, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.080\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.080\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.764, R^2 test: 0.097\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.696, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.767, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.301\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.282\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.611, R^2 test: 0.275\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.776, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.256\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.256\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.258\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.771, Explained Variance Score Test: 0.306\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.348\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.359\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.359\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.358\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.562\n", "AUC Validation: 0.859, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.770, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.252\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.253\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.271\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.769, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.199\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.198\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.229\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.738, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.221\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.209\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.237\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.597, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.750, Explained Variance Score Test: 0.267\n", "\n", "total Variables 328 and total subjects: 1751\n", "->AUC validation: 0.746 95% CI: [0.735 , 0.757]\n", "->AUC test: 0.756 95% CI: [0.753 , 0.758]\n", "->R^2 validation: 0.225 95% CI: [0.206 , 0.244]\n", "->R^2 test: 0.278 95% CI: [0.273 , 0.282]\n", "->Explained Variance validation: 0.215 95% CI: [0.196 , 0.234]\n", "->Explained Variance test: 0.274 95% CI: [0.269 , 0.279]\n", "Test set metrics:\n", "@threshold:2.117, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.624, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.619, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.562, sens:0.048, spec:0.996, ppv:0.800, acc:0.771, f1:0.091, mcc:0.182, total+:5, total-:345\n", "@threshold:1.533, sens:0.060, spec:0.996, ppv:0.833, acc:0.774, f1:0.112, mcc:0.211, total+:6, total-:344\n", "@threshold:1.477, sens:0.072, spec:0.993, ppv:0.750, acc:0.774, f1:0.132, mcc:0.105, total+:8, total-:342\n", "@threshold:1.440, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:1.276, sens:0.096, spec:0.989, ppv:0.727, acc:0.777, f1:0.170, mcc:0.079, total+:11, total-:339\n", "@threshold:1.233, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:1.073, sens:0.133, spec:0.985, ppv:0.733, acc:0.783, f1:0.224, mcc:0.070, total+:15, total-:335\n", "@threshold:0.949, sens:0.145, spec:0.981, ppv:0.706, acc:0.783, f1:0.240, mcc:0.057, total+:17, total-:333\n", "@threshold:0.944, sens:0.145, spec:0.978, ppv:0.667, acc:0.780, f1:0.238, mcc:0.045, total+:18, total-:332\n", "@threshold:0.927, sens:0.157, spec:0.978, ppv:0.684, acc:0.783, f1:0.255, mcc:0.048, total+:19, total-:331\n", "@threshold:0.900, sens:0.157, spec:0.974, ppv:0.650, acc:0.780, f1:0.252, mcc:0.039, total+:20, total-:330\n", "@threshold:0.852, sens:0.169, spec:0.974, ppv:0.667, acc:0.783, f1:0.269, mcc:0.042, total+:21, total-:329\n", "@threshold:0.829, sens:0.169, spec:0.970, ppv:0.636, acc:0.780, f1:0.267, mcc:0.035, total+:22, total-:328\n", "@threshold:0.820, sens:0.181, spec:0.970, ppv:0.652, acc:0.783, f1:0.283, mcc:0.037, total+:23, total-:327\n", "@threshold:0.815, sens:0.193, spec:0.966, ppv:0.640, acc:0.783, f1:0.296, mcc:0.033, total+:25, total-:325\n", "@threshold:0.799, sens:0.205, spec:0.966, ppv:0.654, acc:0.786, f1:0.312, mcc:0.035, total+:26, total-:324\n", "@threshold:0.750, sens:0.205, spec:0.963, ppv:0.630, acc:0.783, f1:0.309, mcc:0.030, total+:27, total-:323\n", "@threshold:0.725, sens:0.217, spec:0.963, ppv:0.643, acc:0.786, f1:0.324, mcc:0.032, total+:28, total-:322\n", "@threshold:0.711, sens:0.217, spec:0.959, ppv:0.621, acc:0.783, f1:0.321, mcc:0.028, total+:29, total-:321\n", "@threshold:0.684, sens:0.229, spec:0.955, ppv:0.613, acc:0.783, f1:0.333, mcc:0.026, total+:31, total-:319\n", "@threshold:0.637, sens:0.253, spec:0.951, ppv:0.618, acc:0.786, f1:0.359, mcc:0.026, total+:34, total-:316\n", "@threshold:0.504, sens:0.265, spec:0.944, ppv:0.595, acc:0.783, f1:0.367, mcc:0.022, total+:37, total-:313\n", "@threshold:0.495, sens:0.277, spec:0.940, ppv:0.590, acc:0.783, f1:0.377, mcc:0.021, total+:39, total-:311\n", "@threshold:0.466, sens:0.289, spec:0.933, ppv:0.571, acc:0.780, f1:0.384, mcc:0.019, total+:42, total-:308\n", "@threshold:0.463, sens:0.289, spec:0.929, ppv:0.558, acc:0.777, f1:0.381, mcc:0.017, total+:43, total-:307\n", "@threshold:0.445, sens:0.301, spec:0.921, ppv:0.543, acc:0.774, f1:0.388, mcc:0.015, total+:46, total-:304\n", "@threshold:0.439, sens:0.301, spec:0.918, ppv:0.532, acc:0.771, f1:0.385, mcc:0.014, total+:47, total-:303\n", "@threshold:0.423, sens:0.313, spec:0.914, ppv:0.531, acc:0.771, f1:0.394, mcc:0.014, total+:49, total-:301\n", "@threshold:0.404, sens:0.325, spec:0.910, ppv:0.529, acc:0.771, f1:0.403, mcc:0.014, total+:51, total-:299\n", "@threshold:0.386, sens:0.337, spec:0.903, ppv:0.519, acc:0.769, f1:0.409, mcc:0.013, total+:54, total-:296\n", "@threshold:0.385, sens:0.337, spec:0.899, ppv:0.509, acc:0.766, f1:0.406, mcc:0.012, total+:55, total-:295\n", "@threshold:0.370, sens:0.349, spec:0.891, ppv:0.500, acc:0.763, f1:0.411, mcc:0.011, total+:58, total-:292\n", "@threshold:0.360, sens:0.361, spec:0.888, ppv:0.500, acc:0.763, f1:0.420, mcc:0.011, total+:60, total-:290\n", "@threshold:0.345, sens:0.373, spec:0.880, ppv:0.492, acc:0.760, f1:0.425, mcc:0.010, total+:63, total-:287\n", "@threshold:0.334, sens:0.398, spec:0.876, ppv:0.500, acc:0.763, f1:0.443, mcc:0.011, total+:66, total-:284\n", "@threshold:0.334, sens:0.410, spec:0.876, ppv:0.507, acc:0.766, f1:0.453, mcc:0.011, total+:67, total-:283\n", "@threshold:0.326, sens:0.410, spec:0.873, ppv:0.500, acc:0.763, f1:0.450, mcc:0.011, total+:68, total-:282\n", "@threshold:0.324, sens:0.422, spec:0.873, ppv:0.507, acc:0.766, f1:0.461, mcc:0.011, total+:69, total-:281\n", "@threshold:0.311, sens:0.422, spec:0.869, ppv:0.500, acc:0.763, f1:0.458, mcc:0.010, total+:70, total-:280\n", "@threshold:0.299, sens:0.434, spec:0.865, ppv:0.500, acc:0.763, f1:0.465, mcc:0.010, total+:72, total-:278\n", "@threshold:0.291, sens:0.446, spec:0.861, ppv:0.500, acc:0.763, f1:0.471, mcc:0.010, total+:74, total-:276\n", "@threshold:0.291, sens:0.458, spec:0.861, ppv:0.507, acc:0.766, f1:0.481, mcc:0.011, total+:75, total-:275\n", "@threshold:0.288, sens:0.458, spec:0.858, ppv:0.500, acc:0.763, f1:0.478, mcc:0.010, total+:76, total-:274\n", "@threshold:0.267, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.263, sens:0.470, spec:0.846, ppv:0.487, acc:0.757, f1:0.479, mcc:0.009, total+:80, total-:270\n", "@threshold:0.257, sens:0.482, spec:0.843, ppv:0.488, acc:0.757, f1:0.485, mcc:0.009, total+:82, total-:268\n", "@threshold:0.253, sens:0.482, spec:0.839, ppv:0.482, acc:0.754, f1:0.482, mcc:0.009, total+:83, total-:267\n", "@threshold:0.243, sens:0.494, spec:0.831, ppv:0.477, acc:0.751, f1:0.485, mcc:0.009, total+:86, total-:264\n", "@threshold:0.232, sens:0.506, spec:0.828, ppv:0.477, acc:0.751, f1:0.491, mcc:0.009, total+:88, total-:262\n", "@threshold:0.219, sens:0.518, spec:0.813, ppv:0.462, acc:0.743, f1:0.489, mcc:0.008, total+:93, total-:257\n", "@threshold:0.216, sens:0.518, spec:0.809, ppv:0.457, acc:0.740, f1:0.486, mcc:0.007, total+:94, total-:256\n", "@threshold:0.204, sens:0.530, spec:0.805, ppv:0.458, acc:0.740, f1:0.492, mcc:0.007, total+:96, total-:254\n", "@threshold:0.201, sens:0.530, spec:0.801, ppv:0.454, acc:0.737, f1:0.489, mcc:0.007, total+:97, total-:253\n", "@threshold:0.196, sens:0.542, spec:0.798, ppv:0.455, acc:0.737, f1:0.495, mcc:0.007, total+:99, total-:251\n", "@threshold:0.188, sens:0.554, spec:0.794, ppv:0.455, acc:0.737, f1:0.500, mcc:0.007, total+:101, total-:249\n", "@threshold:0.182, sens:0.566, spec:0.779, ppv:0.443, acc:0.729, f1:0.497, mcc:0.007, total+:106, total-:244\n", "@threshold:0.166, sens:0.566, spec:0.775, ppv:0.439, acc:0.726, f1:0.495, mcc:0.006, total+:107, total-:243\n", "@threshold:0.149, sens:0.578, spec:0.764, ppv:0.432, acc:0.720, f1:0.495, mcc:0.006, total+:111, total-:239\n", "@threshold:0.146, sens:0.578, spec:0.760, ppv:0.429, acc:0.717, f1:0.492, mcc:0.006, total+:112, total-:238\n", "@threshold:0.128, sens:0.590, spec:0.749, ppv:0.422, acc:0.711, f1:0.492, mcc:0.006, total+:116, total-:234\n", "@threshold:0.122, sens:0.627, spec:0.745, ppv:0.433, acc:0.717, f1:0.512, mcc:0.006, total+:120, total-:230\n", "@threshold:0.110, sens:0.639, spec:0.738, ppv:0.431, acc:0.714, f1:0.515, mcc:0.006, total+:123, total-:227\n", "@threshold:0.108, sens:0.639, spec:0.734, ppv:0.427, acc:0.711, f1:0.512, mcc:0.006, total+:124, total-:226\n", "@threshold:0.099, sens:0.651, spec:0.727, ppv:0.425, acc:0.709, f1:0.514, mcc:0.006, total+:127, total-:223\n", "@threshold:0.094, sens:0.663, spec:0.723, ppv:0.426, acc:0.709, f1:0.519, mcc:0.006, total+:129, total-:221\n", "@threshold:0.083, sens:0.675, spec:0.700, ppv:0.412, acc:0.694, f1:0.511, mcc:0.005, total+:136, total-:214\n", "@threshold:0.075, sens:0.687, spec:0.697, ppv:0.413, acc:0.694, f1:0.516, mcc:0.005, total+:138, total-:212\n", "@threshold:0.066, sens:0.699, spec:0.685, ppv:0.408, acc:0.689, f1:0.516, mcc:0.005, total+:142, total-:208\n", "@threshold:0.064, sens:0.699, spec:0.682, ppv:0.406, acc:0.686, f1:0.513, mcc:0.005, total+:143, total-:207\n", "@threshold:0.044, sens:0.711, spec:0.659, ppv:0.393, acc:0.671, f1:0.506, mcc:0.005, total+:150, total-:200\n", "@threshold:0.036, sens:0.723, spec:0.655, ppv:0.395, acc:0.671, f1:0.511, mcc:0.005, total+:152, total-:198\n", "@threshold:0.032, sens:0.735, spec:0.652, ppv:0.396, acc:0.671, f1:0.515, mcc:0.005, total+:154, total-:196\n", "@threshold:0.029, sens:0.735, spec:0.648, ppv:0.394, acc:0.669, f1:0.513, mcc:0.005, total+:155, total-:195\n", "@threshold:0.028, sens:0.747, spec:0.648, ppv:0.397, acc:0.671, f1:0.519, mcc:0.005, total+:156, total-:194\n", "@threshold:0.021, sens:0.747, spec:0.644, ppv:0.395, acc:0.669, f1:0.517, mcc:0.005, total+:157, total-:193\n", "@threshold:0.020, sens:0.759, spec:0.640, ppv:0.396, acc:0.669, f1:0.521, mcc:0.005, total+:159, total-:191\n", "@threshold:0.013, sens:0.759, spec:0.637, ppv:0.394, acc:0.666, f1:0.519, mcc:0.005, total+:160, total-:190\n", "@threshold:-0.019, sens:0.771, spec:0.599, ppv:0.374, acc:0.640, f1:0.504, mcc:0.004, total+:171, total-:179\n", "@threshold:-0.020, sens:0.771, spec:0.596, ppv:0.372, acc:0.637, f1:0.502, mcc:0.004, total+:172, total-:178\n", "@threshold:-0.035, sens:0.783, spec:0.577, ppv:0.365, acc:0.626, f1:0.498, mcc:0.004, total+:178, total-:172\n", "@threshold:-0.061, sens:0.783, spec:0.573, ppv:0.363, acc:0.623, f1:0.496, mcc:0.004, total+:179, total-:171\n", "@threshold:-0.079, sens:0.795, spec:0.573, ppv:0.367, acc:0.626, f1:0.502, mcc:0.004, total+:180, total-:170\n", "@threshold:-0.081, sens:0.795, spec:0.569, ppv:0.365, acc:0.623, f1:0.500, mcc:0.004, total+:181, total-:169\n", "@threshold:-0.097, sens:0.807, spec:0.547, ppv:0.356, acc:0.609, f1:0.494, mcc:0.004, total+:188, total-:162\n", "@threshold:-0.106, sens:0.819, spec:0.543, ppv:0.358, acc:0.609, f1:0.498, mcc:0.004, total+:190, total-:160\n", "@threshold:-0.132, sens:0.831, spec:0.491, ppv:0.337, acc:0.571, f1:0.479, mcc:0.003, total+:205, total-:145\n", "@threshold:-0.136, sens:0.831, spec:0.487, ppv:0.335, acc:0.569, f1:0.478, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.147, sens:0.843, spec:0.483, ppv:0.337, acc:0.569, f1:0.481, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.149, sens:0.855, spec:0.479, ppv:0.338, acc:0.569, f1:0.485, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.155, sens:0.867, spec:0.472, ppv:0.338, acc:0.566, f1:0.486, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.157, sens:0.867, spec:0.468, ppv:0.336, acc:0.563, f1:0.485, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.176, sens:0.880, spec:0.446, ppv:0.330, acc:0.549, f1:0.480, mcc:0.003, total+:221, total-:129\n", "@threshold:-0.181, sens:0.880, spec:0.442, ppv:0.329, acc:0.546, f1:0.479, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.188, sens:0.892, spec:0.434, ppv:0.329, acc:0.543, f1:0.481, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.189, sens:0.904, spec:0.431, ppv:0.330, acc:0.543, f1:0.484, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.198, sens:0.916, spec:0.416, ppv:0.328, acc:0.534, f1:0.483, mcc:0.003, total+:232, total-:118\n", "@threshold:-0.198, sens:0.916, spec:0.412, ppv:0.326, acc:0.531, f1:0.481, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.221, sens:0.928, spec:0.371, ppv:0.314, acc:0.503, f1:0.470, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.233, sens:0.928, spec:0.367, ppv:0.313, acc:0.500, f1:0.468, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.290, sens:0.940, spec:0.300, ppv:0.294, acc:0.451, f1:0.448, mcc:0.002, total+:265, total-:85\n", "@threshold:-0.295, sens:0.952, spec:0.296, ppv:0.296, acc:0.451, f1:0.451, mcc:0.002, total+:267, total-:83\n", "@threshold:-0.428, sens:0.964, spec:0.184, ppv:0.268, acc:0.369, f1:0.420, mcc:0.002, total+:298, total-:52\n", "@threshold:-0.437, sens:0.964, spec:0.180, ppv:0.268, acc:0.366, f1:0.419, mcc:0.002, total+:299, total-:51\n", "@threshold:-0.490, sens:0.976, spec:0.146, ppv:0.262, acc:0.343, f1:0.413, mcc:0.002, total+:309, total-:41\n", "@threshold:-0.497, sens:0.976, spec:0.142, ppv:0.261, acc:0.340, f1:0.412, mcc:0.002, total+:310, total-:40\n", "@threshold:-0.501, sens:0.988, spec:0.142, ppv:0.264, acc:0.343, f1:0.416, mcc:0.002, total+:311, total-:39\n", "@threshold:-0.509, sens:0.988, spec:0.139, ppv:0.263, acc:0.340, f1:0.415, mcc:0.002, total+:312, total-:38\n", "@threshold:-1.074, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.076 95% CI: [0.065 , 0.087] | OR_adj 1.079 [1.067 1.091] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs246:FUO:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.040 95% CI: [0.032 , 0.048] | OR_adj 1.041 [1.033 1.049] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs133:Oth low resp:0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.050\n", "\n", "* Vital: BMI-gain0to24 | coef 0.038 95% CI: [0.031 , 0.046] | OR_adj 1.039 [1.031 1.047] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.045\n", " MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.035 95% CI: [0.029 , 0.042] | OR_adj 1.036 [1.029 1.042] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.035 95% CI: [0.029 , 0.041] | OR_adj 1.036 [1.029 1.042] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", "* Vital: BMI-avg19to24 | coef 0.033 95% CI: [0.027 , 0.039] | OR_adj 1.034 [1.027 1.040] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs137:Mouth dx:-0.044\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.031 95% CI: [0.024 , 0.038] | OR_adj 1.032 [1.024 1.039] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.028 95% CI: [0.022 , 0.034] | OR_adj 1.028 [1.022 1.034] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt-latest | coef 0.025 95% CI: [0.020 , 0.031] | OR_adj 1.026 [1.020 1.032] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", "* Vital: Wt-avg19to24 | coef 0.021 95% CI: [0.017 , 0.025] | OR_adj 1.021 [1.017 1.026] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs246:FUO:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.020 95% CI: [0.017 , 0.023] | OR_adj 1.020 [1.017 1.024] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs92:Otitis media:0.052\n", "\n", "* Vital: Wt-gain0to24 | coef 0.018 95% CI: [0.014 , 0.021] | OR_adj 1.018 [1.014 1.022] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs246:FUO:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", "\n", "* Vital: Wt Percentile-latest | coef 0.016 95% CI: [0.012 , 0.020] | OR_adj 1.016 [1.012 1.020] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs209:Ot acq defor:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", "\n", "* Vital: BMI-avg16to19 | coef 0.016 95% CI: [0.012 , 0.019] | OR_adj 1.016 [1.012 1.019] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs246:FUO:0.053\n", " Diagnosis:9ccs208:Acq foot def:0.050\n", " Diagnosis:9ccs209:Ot acq defor:0.050\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.046\n", "\n", " MatDeliveryAge | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.054\n", "\n", "* Vital: Wt-avg16to19 | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.015] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.058\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.009 1.014] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Diagnosis:9ccs208:Acq foot def:0.047\n", " Diagnosis:9ccs89:Blindness:-0.047\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.011 95% CI: [0.007 , 0.015] | OR_adj 1.011 [1.007 1.015] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs143:Abdom hernia:0.049\n", " Diagnosis:9ccs94:Other ear dx:0.049\n", " Diagnosis:9ccs64:Ot hematl dx:0.048\n", "\n", " Number of Visits | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.014] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Wt-avg0to1 | coef 0.010 95% CI: [0.007 , 0.012] | OR_adj 1.010 [1.007 1.012] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.059\n", " Diagnosis:9ccs89:Blindness:-0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", "* Vital: Wt-avg10to13 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.005 1.010] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.063\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs147:Anal/rectal:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", "* Vital: Wt-avg1to3 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.007 95% CI: [0.003 , 0.010] | OR_adj 1.007 [1.003 1.010] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs154:Gastroent:-0.055\n", " Diagnosis:9ccs240:Burns:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.007 95% CI: [0.003 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.068\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs117:Ot circul dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.050\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.050\n", "\n", "* Vital: BMI-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.006 95% CI: [0.004 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs222:Perint jaund:-0.051\n", "\n", "* Vital: BMI-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.072\n", " Diagnosis:9ccs216:Nerv cong an:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.060\n", "\n", "* Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs217:Ot cong anom:0.044\n", " Diagnosis:9ccs127:COPD:0.038\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.038\n", " Diagnosis:9ccs234:Crush injury:-0.038\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.037\n", " Diagnosis:9ccs95:Oth nerv dx:-0.037\n", " Diagnosis:9ccs244:Other injury:0.036\n", "\n", "* Vital: Wt-avg5to7 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.006 [1.005 1.007] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.051\n", "\n", " Vital: Temp-avg19to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Diagnosis:9ccs217:Ot cong anom:-0.075\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.046\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.045\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.049\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.047\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", " Vital: Wt-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", " Newborn Diagnosis:9ccs0:No DX:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:0.049\n", " Diagnosis:9ccs222:Perint jaund:-0.049\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.049\n", " Diagnosis:9ccs251:Abdomnl pain:0.045\n", " Diagnosis:9ccs125:Bronchitis:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.044\n", "\n", " Vital: Temp-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", " Diagnosis:9ccs155:Other GI dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs64:Ot hematl dx:0.049\n", "\n", " Vital: Temp-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Number of Visits:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.060\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.058\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", "\n", "* Vital: Ht-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Diagnosis:9ccs135:Intest infct:0.054\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:-0.059\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.054\n", " Diagnosis:9ccs59:Anemia:0.051\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.061\n", " Diagnosis:9ccs239:Superfic inj:-0.058\n", " Diagnosis:9ccs128:Asthma:0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs147:Anal/rectal:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Newborn Diagnosis:9ccs253:Allergy:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.066\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.061\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", "\n", "* Vital: BMI-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs218:Liveborn:0.058\n", " Newborn Diagnosis:9ccs0:No DX:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.050\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.052\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.047\n", "\n", "* Vital: BMI-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.055\n", " Diagnosis:9ccs123:Influenza:-0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.046\n", "\n", "* Vital: BMI-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs59:Anemia:0.051\n", " Diagnosis:9ccs8:Oth infectns:-0.046\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs125:Bronchitis:-0.058\n", " MatDeliveryAge:-0.055\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs159:UTI:0.057\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", " Diagnosis:9ccs247:Lymph enlarg:-0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.039\n", " Diagnosis:9ccs205:Back problem:-0.039\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.069\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs137:Mouth dx:-0.066\n", " Diagnosis:9ccs155:Other GI dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Diagnosis:9ccs211:Ot conn tiss:-0.042\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", "\n", "* Vital: BMI-gain0to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.058\n", " Diagnosis:9ccs140:Gastritis:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs216:Nerv cong an:-0.047\n", " Diagnosis:9ccs124:Tonsillitis:-0.046\n", " Diagnosis:9ccs234:Crush injury:0.043\n", " Diagnosis:9ccs251:Abdomnl pain:-0.042\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.039\n", " Newborn Diagnosis:9ccs221:Resp distres:0.038\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs246:FUO:0.045\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.042\n", " Diagnosis:9ccs244:Other injury:0.039\n", " Diagnosis:9ccs208:Acq foot def:-0.038\n", " Diagnosis:9ccs217:Ot cong anom:0.038\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.037\n", " Diagnosis:9ccs95:Oth nerv dx:-0.037\n", " Diagnosis:9ccs198:Ot infl skin:-0.037\n", " Diagnosis:9ccs259:Unclassified:0.037\n", "\n", " Vital: Temp-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", " Vital: HC-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " MatDeliveryAge:-0.049\n", " Diagnosis:9ccs2:Septicemia:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs3:Oth bact inf:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Diagnosis:9ccs59:Anemia:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Diagnosis:9ccs253:Allergy:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.051\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " MatDeliveryAge:-0.050\n", " Diagnosis:9ccs239:Superfic inj:-0.050\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", " Vital: Temp-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Number of Visits:-0.081\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.065\n", " Diagnosis:9ccs163:Other GU dx:0.061\n", "\n", " Vital: Temp-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", "* Vital: Wt-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.064\n", "\n", " Vital: HC-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", " Diagnosis:9ccs7:Viral infect:-0.049\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", " Diagnosis:9ccs113:Late eff CVD:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.048\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", " Vital: Ht-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.046\n", " Diagnosis:9ccs92:Otitis media:0.045\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs246:FUO:-0.043\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", "\n", "* Vital: Wt-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs155:Other GI dx:-0.047\n", " Diagnosis:9ccs251:Abdomnl pain:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Diagnosis:9ccs55:Fluid/elc dx:0.043\n", "\n", " Vital: Ht-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Lab:297275 STREP RAPID TEST (POCT):0.062\n", "\n", " Vital: Wt-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.049\n", " Lab:294147 FREE T4 - LMC:0.043\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", "\n", " Vital: Ht-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", "\n", " Vital: HC-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Diagnosis:9ccs2:Septicemia:0.045\n", " Diagnosis:9ccs208:Acq foot def:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", "\n", "* Vital: Wt-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs259:Unclassified:-0.058\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.058\n", " Diagnosis:9ccs125:Bronchitis:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.054\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs135:Intest infct:-0.051\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", "* Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", " Diagnosis:9ccs165:Inf male gen:-0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs234:Crush injury:0.048\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs258:Other screen:0.045\n", "\n", " Vital: Ht-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", "* Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.085\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.079\n", "\n", " Vital: BMI-gain16to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.051\n", " MatDeliveryAge:-0.046\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Diagnosis:9ccs211:Ot conn tiss:-0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", "\n", "* Vital: BMI Percentile-latest | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.071\n", " Diagnosis:9ccs209:Ot acq defor:0.071\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.059\n", " Diagnosis:9ccs242:Poisn ot med:-0.057\n", " Diagnosis:9ccs62:Coag/hemr dx:0.054\n", " Lab:294147 FREE T4 - LMC:0.050\n", "\n", " Vital: BMI-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs257:Ot aftercare:0.049\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.043\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs222:Perint jaund:-0.039\n", "\n", "* Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", "* Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs246:FUO:0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.041\n", " Diagnosis:9ccs259:Unclassified:0.038\n", " Diagnosis:9ccs217:Ot cong anom:0.038\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.038\n", " Diagnosis:9ccs223:Birth trauma:-0.036\n", " Diagnosis:9ccs208:Acq foot def:-0.035\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs234:Crush injury:-0.034\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs47:Ot bnign neo:-0.060\n", " Lab:297275 STREP RAPID TEST (POCT):0.058\n", "\n", " Vital: HR-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs89:Blindness:-0.055\n", " Diagnosis:9ccs251:Abdomnl pain:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", "\n", " Vital: BMI-gain7to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs133:Oth low resp:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs250:Nausea/vomit:-0.043\n", " Diagnosis:9ccs234:Crush injury:-0.041\n", " Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs8:Oth infectns:-0.040\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Diagnosis:9ccs90:Eye infectn:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.081\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.052\n", " Diagnosis:9ccs62:Coag/hemr dx:0.051\n", " Diagnosis:9ccs251:Abdomnl pain:0.043\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.043\n", " Diagnosis:9ccs92:Otitis media:0.042\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.041\n", "\n", " Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Vital: Wt Change-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Diagnosis:9ccs135:Intest infct:-0.089\n", " Diagnosis:9ccs155:Other GI dx:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.068\n", " Diagnosis:9ccs127:COPD:-0.066\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", "\n", "* Vital: HC-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.048\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.047\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.047\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs135:Intest infct:-0.060\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs47:Ot bnign neo:0.049\n", " Diagnosis:9ccs165:Inf male gen:-0.049\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.048\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " MatDeliveryAge:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.051\n", " Diagnosis:9ccs2:Septicemia:0.044\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.043\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", "\n", " Vital: Ht-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Number of Visits:0.055\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.039\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Diagnosis:9ccs216:Nerv cong an:-0.063\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs127:COPD:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", " Diagnosis:9ccs62:Coag/hemr dx:0.046\n", " Diagnosis:9ccs212:Ot bone dx:-0.045\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", "\n", "* Vital: HC-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.064\n", "\n", " Vital: HC-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", " Number of Visits:0.052\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:10ccs58:Ot nutrit dx:0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:0.047\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs246:FUO:0.052\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs155:Other GI dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.037\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", "* Vital: Ht-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", "\n", " Vital: HC-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.041\n", " Diagnosis:9ccs75:Hx mental dx:0.040\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.039\n", " Diagnosis:9ccs123:Influenza:-0.035\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.052\n", " Diagnosis:9ccs0:No DX:-0.050\n", " Diagnosis:9ccs217:Ot cong anom:0.046\n", " Diagnosis:9ccs246:FUO:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.043\n", " Diagnosis:9ccs74:Ot mentl cnd:0.043\n", " Diagnosis:9ccs197:Skin infectn:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", " Diagnosis:9ccs91:Other eye dx:-0.038\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.049\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", "* Vital: Ht-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.056\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs135:Intest infct:0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.046\n", " Diagnosis:9ccs8:Oth infectns:0.045\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.042\n", " Diagnosis:9ccs213:Cardiac anom:0.042\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", "* Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: RR-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Number of Visits:-0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.045\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.044\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Vital: Ht-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.046\n", " Diagnosis:9ccs8:Oth infectns:0.044\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs240:Burns:-0.056\n", " Diagnosis:9ccs122:Pneumonia:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.050\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.049\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:0.047\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", " Lab:294147 FREE T4 - LMC:0.046\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.058\n", " Diagnosis:9ccs217:Ot cong anom:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", "\n", " Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Diagnosis:9ccs8:Oth infectns:0.056\n", " Diagnosis:9ccs219:Low birth wt:-0.055\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.054\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Diagnosis:9ccs117:Ot circul dx:-0.064\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.062\n", " Diagnosis:9ccs205:Back problem:0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.055\n", "\n", " Vital: HR-avg10to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs213:Cardiac anom:0.048\n", " Diagnosis:9ccs2:Septicemia:0.047\n", " Diagnosis:9ccs166:Oth male gen:0.045\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.055\n", " Diagnosis:9ccs0:No DX:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Newborn Diagnosis:9ccs253:Allergy:-0.051\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.049\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: HC-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.064\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Lab:294147 FREE T4 - LMC:0.051\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.064\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Lab:294147 FREE T4 - LMC:0.051\n", "\n", "* Vital: Ht-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Diagnosis:9ccs205:Back problem:0.061\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.051\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.042\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", " Diagnosis:9ccs211:Ot conn tiss:-0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.043\n", "\n", "* Vital: Ht-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs59:Anemia:-0.056\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.053\n", " Diagnosis:9ccs127:COPD:0.049\n", " Diagnosis:9ccs244:Other injury:0.049\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.059\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.058\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.053\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Lab:297275 STREP RAPID TEST (POCT):0.047\n", " Diagnosis:9ccs234:Crush injury:0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.041\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.147\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs250:Nausea/vomit:0.062\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs165:Inf male gen:0.055\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.050\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.049\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Number of Visits:-0.133\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", " Diagnosis:9ccs125:Bronchitis:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.080\n", " Diagnosis:9ccs128:Asthma:-0.072\n", " Diagnosis:9ccs166:Oth male gen:-0.069\n", " Diagnosis:9ccs113:Late eff CVD:-0.068\n", " Diagnosis:9ccs122:Pneumonia:-0.065\n", " Diagnosis:9ccs7:Viral infect:-0.063\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs223:Birth trauma:0.046\n", " Diagnosis:9ccs205:Back problem:0.044\n", " Diagnosis:9ccs127:COPD:-0.043\n", " Lab:297275 STREP RAPID TEST (POCT):0.041\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Number of Visits:-0.041\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:-0.104\n", " Diagnosis:9ccs151:Oth liver dx:-0.080\n", " Diagnosis:9ccs239:Superfic inj:-0.076\n", " Diagnosis:9ccs198:Ot infl skin:-0.068\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.051\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs8:Oth infectns:-0.048\n", " Lab:297275 STREP RAPID TEST (POCT):0.046\n", " Diagnosis:9ccs55:Fluid/elc dx:0.045\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs255:Social admin:0.073\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs75:Hx mental dx:0.062\n", " Diagnosis:9ccs76:Meningitis:0.062\n", " Diagnosis:9ccs258:Other screen:0.061\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Diagnosis:9ccs7:Viral infect:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs159:UTI:-0.060\n", " Diagnosis:9ccs117:Ot circul dx:-0.060\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Diagnosis:9ccs159:UTI:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs64:Ot hematl dx:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Newborn Diagnosis:9ccs218:Liveborn:0.054\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.050\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", "\n", " Vital: HR-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:10ccs58:Ot nutrit dx:0.052\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs117:Ot circul dx:-0.062\n", " Diagnosis:9ccs159:UTI:0.061\n", " Diagnosis:9ccs7:Viral infect:0.060\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.059\n", " Diagnosis:9ccs135:Intest infct:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Diagnosis:9ccs159:UTI:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs205:Back problem:0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.053\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.052\n", " Diagnosis:9ccs117:Ot circul dx:-0.051\n", " Diagnosis:9ccs90:Eye infectn:0.051\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Diagnosis:9ccs166:Oth male gen:-0.085\n", " Diagnosis:9ccs257:Ot aftercare:-0.084\n", " Diagnosis:9ccs128:Asthma:-0.082\n", " Diagnosis:9ccs7:Viral infect:-0.073\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.061\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.059\n", " Diagnosis:9ccs212:Ot bone dx:-0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.054\n", " Number of Visits:0.054\n", " Diagnosis:9ccs205:Back problem:0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Diagnosis:9ccs4:Mycoses:0.052\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.061\n", " Diagnosis:9ccs155:Other GI dx:-0.058\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs159:UTI:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.069\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs155:Other GI dx:-0.051\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs95:Oth nerv dx:0.091\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Diagnosis:9ccs127:COPD:0.051\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs222:Perint jaund:0.054\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs75:Hx mental dx:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.050\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.049\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:-0.052\n", " Diagnosis:9ccs219:Low birth wt:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.047\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.080\n", " Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs250:Nausea/vomit:-0.066\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs4:Mycoses:-0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs127:COPD:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Newborn Diagnosis:9ccs253:Allergy:0.056\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Diagnosis:9ccs92:Otitis media:-0.081\n", " Diagnosis:9ccs125:Bronchitis:-0.076\n", " Diagnosis:9ccs127:COPD:-0.073\n", " Diagnosis:9ccs257:Ot aftercare:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.067\n", " Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs128:Asthma:-0.059\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.044\n", " Diagnosis:9ccs133:Oth low resp:-0.043\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " MatDeliveryAge:0.039\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Diagnosis:9ccs2:Septicemia:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.058\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.054\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.052\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs90:Eye infectn:-0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.055\n", " Diagnosis:9ccs141:Ot dx stomch:-0.054\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.054\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs151:Oth liver dx:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.065\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs240:Burns:0.057\n", " Diagnosis:9ccs166:Oth male gen:0.055\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Number of Visits:0.069\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs197:Skin infectn:0.061\n", " Diagnosis:9ccs123:Influenza:-0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs159:UTI:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.057\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.053\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.070\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.056\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.048\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs140:Gastritis:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.051\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.075\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs258:Other screen:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.064\n", " Diagnosis:9ccs64:Ot hematl dx:0.062\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.061\n", " Diagnosis:9ccs89:Blindness:-0.059\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.053\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs258:Other screen:0.064\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.084\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs137:Mouth dx:0.081\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs244:Other injury:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", " Diagnosis:9ccs219:Low birth wt:0.052\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs244:Other injury:-0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs258:Other screen:0.081\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.119\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:-0.078\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs127:COPD:0.061\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.053\n", " Diagnosis:9ccs153:GI hemorrhag:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs127:COPD:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.044\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Number of Visits:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs135:Intest infct:0.096\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs159:UTI:0.094\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.089\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs89:Blindness:0.048\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs258:Other screen:0.102\n", " Diagnosis:9ccs127:COPD:0.088\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Diagnosis:9ccs122:Pneumonia:0.095\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Diagnosis:9ccs92:Otitis media:0.088\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", " Diagnosis:9ccs140:Gastritis:0.098\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", " Diagnosis:9ccs234:Crush injury:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs135:Intest infct:0.082\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Diagnosis:9ccs234:Crush injury:0.056\n", " Diagnosis:9ccs123:Influenza:0.053\n", " MatDeliveryAge:-0.052\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", " Diagnosis:9ccs8:Oth infectns:0.087\n", " Number of Visits:0.075\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs215:gu cong anom:0.063\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.085\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs258:Other screen:0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs205:Back problem:0.075\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:0.061\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs64:Ot hematl dx:0.065\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", " Diagnosis:9ccs253:Allergy:-0.044\n", " Diagnosis:9ccs215:gu cong anom:0.042\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", " Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Number of Visits:0.062\n", " Diagnosis:9ccs216:Nerv cong an:0.056\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.124\n", " Newborn Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.071\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Number of Visits:0.100\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.061\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs250:Nausea/vomit:0.057\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.085\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs223:Birth trauma:0.082\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Diagnosis:9ccs94:Other ear dx:0.101\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.088\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Diagnosis:9ccs7:Viral infect:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs216:Nerv cong an:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.045\n", " Diagnosis:9ccs140:Gastritis:0.043\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", " Number of Visits:0.032\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.087\n", " Diagnosis:9ccs224:Ot perint dx:-0.068\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", " Diagnosis:9ccs205:Back problem:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.067\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.074\n", " Diagnosis:9ccs246:FUO:0.071\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", " Diagnosis:9ccs89:Blindness:0.041\n", " Diagnosis:9ccs123:Influenza:0.041\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", " Newborn Diagnosis:9ccs253:Allergy:-0.043\n", " Diagnosis:9ccs7:Viral infect:0.041\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs256:Exam/eval:0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.099\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.134\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.068\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " MatDeliveryAge:0.062\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs126:Ot up rsp in:-0.035\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.030\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.028\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs91:Other eye dx:-0.045\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:0.037\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.026\n", " Diagnosis:9ccs7:Viral infect:0.020\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs127:COPD:0.075\n", " Number of Visits:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.066\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " Diagnosis:9ccs205:Back problem:0.052\n", " Diagnosis:9ccs136:Teeth dx:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.041\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Diagnosis:9ccs117:Ot circul dx:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.101\n", " Newborn Diagnosis:9ccs253:Allergy:0.092\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.086\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.079\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs89:Blindness:0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs94:Other ear dx:-0.044\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.044\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs165:Inf male gen:-0.065\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs76:Meningitis:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", " Diagnosis:9ccs128:Asthma:0.052\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs92:Otitis media:-0.035\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Diagnosis:9ccs140:Gastritis:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", " Newborn Diagnosis:9ccs0:No DX:0.067\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.062\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs154:Gastroent:0.061\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", " Diagnosis:9ccs137:Mouth dx:0.087\n", " Diagnosis:9ccs90:Eye infectn:0.082\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs258:Other screen:0.069\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs90:Eye infectn:-0.041\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Diagnosis:9ccs259:Unclassified:0.050\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs217:Ot cong anom:0.041\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.063\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Number of Visits:0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", " Diagnosis:9ccs48:Thyroid dsor:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", " Diagnosis:9ccs256:Exam/eval:0.063\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs244:Other injury:-0.045\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", " Diagnosis:9ccs123:Influenza:0.046\n", " Diagnosis:9ccs200:Oth skin dx:0.045\n", " Diagnosis:9ccs253:Allergy:0.038\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.068\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", " Diagnosis:9ccs234:Crush injury:0.060\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", " Diagnosis:9ccs90:Eye infectn:-0.028\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs159:UTI:0.035\n", " Diagnosis:9ccs7:Viral infect:0.033\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.045\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.045\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", " Number of Visits:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs215:gu cong anom:0.078\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Diagnosis:9ccs127:COPD:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.049\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", " Diagnosis:10ccs58:Ot nutrit dx:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.043\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", " Diagnosis:9ccs256:Exam/eval:0.038\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", " Newborn Diagnosis:9ccs259:Unclassified:0.043\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", "Vital : 0.952411530015\n", "MatDeliveryAge : 0.0149603758282\n", "Number of Visits : 0.0111805302697\n", "Newborn Diagnosis : 0.00511832444977\n", "Diagnosis : 0.0160848087205\n", "Lab : 0.000244430716387\n", "Time to run analysis 0:21:18.853402\n", "Total Time elapsed 7:23:47.054027\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.095\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.015\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.130\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.745, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.159\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.167\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.137\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.755, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.168\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.119\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.148\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.746, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.101\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.113\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.728, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.171\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.108\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.143\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.736, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: 0.123\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.105\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.689\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.721, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.260\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.261\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.785, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: -0.017\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: -0.029\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: -0.025\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.762, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.175\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.151\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.182\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.730, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.303\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.274\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.911\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.761, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.058\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.106\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.732, Explained Variance Score Test: 0.185\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.259\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.241\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.250\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.755, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.181\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.156\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.122\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.749, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.217\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.229\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.943\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.764, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.267\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.277\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.780, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.206\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.153\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.928\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.725, Explained Variance Score Test: 0.219\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.196\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.208\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.728, Explained Variance Score Test: 0.258\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.172\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.193\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.189\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.729, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.316\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.294\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.326\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.757, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.097\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.057\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.749, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.200\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.139\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.719, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.045\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.011\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: -0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.598, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.715, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.166\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.192\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.722, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.359\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.389\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.383\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.734, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.297\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.292\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.859, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.740, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.163\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.180\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.194\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.738, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.196\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.211\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.194\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.726, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.233\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.298\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.218\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.723, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.258\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.253\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.311\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.751, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.227\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.239\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.754, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: 0.210\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: 0.261\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.742, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: 0.278\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.294\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.310\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.731, Explained Variance Score Test: 0.266\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.077\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.082\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.078\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.722, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: 0.206\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.153\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.225\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.743, Explained Variance Score Test: 0.228\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.138\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.165\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.164\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.742, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.107\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.091\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.149\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.708, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.116\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.159\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.161\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.754, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.228\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.205\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.782, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.190\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.096\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.758, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.133\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.183\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.183\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.720, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.233\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.242\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.730, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.121\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.099\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.715, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: 0.175\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.152\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.706, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.266\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.250\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.241\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.764, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.181\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.207\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.248\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.738, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.208\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.175\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.723, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.290\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.260\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.765\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.750, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.177\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.161\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.743, Explained Variance Score Test: 0.236\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: -0.128\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: -0.099\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: -0.097\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.652, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.736, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.381\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.395\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.948, R^2 test: 0.372\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.760, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.154\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.169\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.145\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.737, Explained Variance Score Test: 0.281\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.153\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.118\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.125\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.751, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.172\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.149\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.137\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.767, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.169\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.173\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.173\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.744, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.226\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.199\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.952, R^2 test: 0.199\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.922\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.721, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.071\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.026\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.741, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: 0.234\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.267\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.229\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.742, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.286\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.308\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.320\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.756, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.197\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.170\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.241\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.713, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.189\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.214\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.949, R^2 test: 0.191\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.940\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.773, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.035\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.014\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.705, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.187\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.192\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.766, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: 0.227\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.213\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.756, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.237\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.242\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.737, Explained Variance Score Test: 0.232\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.170\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.187\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.761, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.286\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.263\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.270\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.751, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.129\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.168\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.763\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.746, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.137\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.073\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.076\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.747, Explained Variance Score Test: 0.269\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.194\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.178\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.732, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.238\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.244\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.173\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.756, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.083\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.073\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.747, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.191\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.164\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.179\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.729, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.288\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.299\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.329\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.760, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.165\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.186\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.730, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.324\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.307\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.746, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.061\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: -0.094\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: -0.131\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.713, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.204\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.225\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.762, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.046\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.022\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.944, R^2 test: 0.017\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.932\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.748, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.238\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.244\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.728, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.226\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.209\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.720, Explained Variance Score Test: 0.217\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.183\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.148\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.189\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.747, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.094\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.085\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.698, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.208\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.236\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.217\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.743, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.298\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.275\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.265\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.751, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.478\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.486\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.476\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.464\n", "AUC Test: 0.758, Explained Variance Score Test: 0.233\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.378\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.369\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.345\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.746, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.173\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.143\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.154\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.759, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.180\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.213\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.209\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.739, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.234\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.252\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.759, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.192\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.219\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.202\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.775, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.091\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.107\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.735, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.244\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.224\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.232\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.737, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.123\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.058\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.099\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.726, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.200\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.188\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.222\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.740, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.279\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.290\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.326\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.744, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.122\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.138\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.110\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.739, Explained Variance Score Test: 0.243\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.288\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.281\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.276\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.741, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.566, R^2 test: 0.192\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: 0.207\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.761, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.003\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: -0.004\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: -0.016\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.732, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.183\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.210\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.766, Explained Variance Score Test: 0.276\n", "\n", "total Variables 328 and total subjects: 1751\n", "->AUC validation: 0.721 95% CI: [0.709 , 0.732]\n", "->AUC test: 0.742 95% CI: [0.739 , 0.745]\n", "->R^2 validation: 0.205 95% CI: [0.187 , 0.223]\n", "->R^2 test: 0.248 95% CI: [0.242 , 0.254]\n", "->Explained Variance validation: 0.185 95% CI: [0.166 , 0.204]\n", "->Explained Variance test: 0.237 95% CI: [0.231 , 0.244]\n", "Test set metrics:\n", "@threshold:1.893, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.712, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.504, sens:0.048, spec:0.996, ppv:0.800, acc:0.771, f1:0.091, mcc:0.182, total+:5, total-:345\n", "@threshold:1.359, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:1.273, sens:0.072, spec:0.989, ppv:0.667, acc:0.771, f1:0.130, mcc:0.063, total+:9, total-:341\n", "@threshold:1.206, sens:0.096, spec:0.985, ppv:0.667, acc:0.774, f1:0.168, mcc:0.054, total+:12, total-:338\n", "@threshold:1.176, sens:0.108, spec:0.985, ppv:0.692, acc:0.777, f1:0.188, mcc:0.060, total+:13, total-:337\n", "@threshold:0.965, sens:0.133, spec:0.981, ppv:0.688, acc:0.780, f1:0.222, mcc:0.053, total+:16, total-:334\n", "@threshold:0.897, sens:0.145, spec:0.970, ppv:0.600, acc:0.774, f1:0.233, mcc:0.030, total+:20, total-:330\n", "@threshold:0.830, sens:0.169, spec:0.966, ppv:0.609, acc:0.777, f1:0.264, mcc:0.029, total+:23, total-:327\n", "@threshold:0.828, sens:0.181, spec:0.966, ppv:0.625, acc:0.780, f1:0.280, mcc:0.031, total+:24, total-:326\n", "@threshold:0.815, sens:0.205, spec:0.963, ppv:0.630, acc:0.783, f1:0.309, mcc:0.030, total+:27, total-:323\n", "@threshold:0.805, sens:0.217, spec:0.959, ppv:0.621, acc:0.783, f1:0.321, mcc:0.028, total+:29, total-:321\n", "@threshold:0.715, sens:0.265, spec:0.955, ppv:0.647, acc:0.791, f1:0.376, mcc:0.030, total+:34, total-:316\n", "@threshold:0.670, sens:0.277, spec:0.951, ppv:0.639, acc:0.791, f1:0.387, mcc:0.028, total+:36, total-:314\n", "@threshold:0.664, sens:0.277, spec:0.948, ppv:0.622, acc:0.789, f1:0.383, mcc:0.025, total+:37, total-:313\n", "@threshold:0.628, sens:0.289, spec:0.936, ppv:0.585, acc:0.783, f1:0.387, mcc:0.020, total+:41, total-:309\n", "@threshold:0.577, sens:0.301, spec:0.933, ppv:0.581, acc:0.783, f1:0.397, mcc:0.019, total+:43, total-:307\n", "@threshold:0.542, sens:0.313, spec:0.929, ppv:0.578, acc:0.783, f1:0.406, mcc:0.019, total+:45, total-:305\n", "@threshold:0.527, sens:0.313, spec:0.925, ppv:0.565, acc:0.780, f1:0.403, mcc:0.017, total+:46, total-:304\n", "@threshold:0.520, sens:0.325, spec:0.925, ppv:0.574, acc:0.783, f1:0.415, mcc:0.018, total+:47, total-:303\n", "@threshold:0.512, sens:0.325, spec:0.921, ppv:0.562, acc:0.780, f1:0.412, mcc:0.017, total+:48, total-:302\n", "@threshold:0.503, sens:0.337, spec:0.921, ppv:0.571, acc:0.783, f1:0.424, mcc:0.017, total+:49, total-:301\n", "@threshold:0.472, sens:0.373, spec:0.918, ppv:0.585, acc:0.789, f1:0.456, mcc:0.018, total+:53, total-:297\n", "@threshold:0.381, sens:0.386, spec:0.884, ppv:0.508, acc:0.766, f1:0.438, mcc:0.011, total+:63, total-:287\n", "@threshold:0.356, sens:0.398, spec:0.880, ppv:0.508, acc:0.766, f1:0.446, mcc:0.011, total+:65, total-:285\n", "@threshold:0.355, sens:0.410, spec:0.880, ppv:0.515, acc:0.769, f1:0.456, mcc:0.012, total+:66, total-:284\n", "@threshold:0.332, sens:0.434, spec:0.876, ppv:0.522, acc:0.771, f1:0.474, mcc:0.012, total+:69, total-:281\n", "@threshold:0.296, sens:0.446, spec:0.861, ppv:0.500, acc:0.763, f1:0.471, mcc:0.010, total+:74, total-:276\n", "@threshold:0.280, sens:0.470, spec:0.858, ppv:0.506, acc:0.766, f1:0.487, mcc:0.010, total+:77, total-:273\n", "@threshold:0.248, sens:0.482, spec:0.846, ppv:0.494, acc:0.760, f1:0.488, mcc:0.010, total+:81, total-:269\n", "@threshold:0.235, sens:0.482, spec:0.843, ppv:0.488, acc:0.757, f1:0.485, mcc:0.009, total+:82, total-:268\n", "@threshold:0.223, sens:0.494, spec:0.835, ppv:0.482, acc:0.754, f1:0.488, mcc:0.009, total+:85, total-:265\n", "@threshold:0.222, sens:0.494, spec:0.831, ppv:0.477, acc:0.751, f1:0.485, mcc:0.009, total+:86, total-:264\n", "@threshold:0.212, sens:0.506, spec:0.831, ppv:0.483, acc:0.754, f1:0.494, mcc:0.009, total+:87, total-:263\n", "@threshold:0.185, sens:0.506, spec:0.828, ppv:0.477, acc:0.751, f1:0.491, mcc:0.009, total+:88, total-:262\n", "@threshold:0.183, sens:0.518, spec:0.828, ppv:0.483, acc:0.754, f1:0.500, mcc:0.009, total+:89, total-:261\n", "@threshold:0.181, sens:0.518, spec:0.824, ppv:0.478, acc:0.751, f1:0.497, mcc:0.008, total+:90, total-:260\n", "@threshold:0.099, sens:0.530, spec:0.772, ppv:0.419, acc:0.714, f1:0.468, mcc:0.006, total+:105, total-:245\n", "@threshold:0.098, sens:0.530, spec:0.768, ppv:0.415, acc:0.711, f1:0.466, mcc:0.006, total+:106, total-:244\n", "@threshold:0.088, sens:0.542, spec:0.768, ppv:0.421, acc:0.714, f1:0.474, mcc:0.006, total+:107, total-:243\n", "@threshold:0.083, sens:0.542, spec:0.764, ppv:0.417, acc:0.711, f1:0.471, mcc:0.006, total+:108, total-:242\n", "@threshold:0.048, sens:0.554, spec:0.742, ppv:0.400, acc:0.697, f1:0.465, mcc:0.005, total+:115, total-:235\n", "@threshold:0.045, sens:0.554, spec:0.738, ppv:0.397, acc:0.694, f1:0.462, mcc:0.005, total+:116, total-:234\n", "@threshold:0.040, sens:0.566, spec:0.738, ppv:0.402, acc:0.697, f1:0.470, mcc:0.005, total+:117, total-:233\n", "@threshold:0.038, sens:0.566, spec:0.734, ppv:0.398, acc:0.694, f1:0.468, mcc:0.005, total+:118, total-:232\n", "@threshold:0.018, sens:0.578, spec:0.715, ppv:0.387, acc:0.683, f1:0.464, mcc:0.004, total+:124, total-:226\n", "@threshold:0.018, sens:0.578, spec:0.712, ppv:0.384, acc:0.680, f1:0.462, mcc:0.004, total+:125, total-:225\n", "@threshold:0.013, sens:0.590, spec:0.708, ppv:0.386, acc:0.680, f1:0.467, mcc:0.004, total+:127, total-:223\n", "@threshold:0.003, sens:0.602, spec:0.704, ppv:0.388, acc:0.680, f1:0.472, mcc:0.004, total+:129, total-:221\n", "@threshold:-0.050, sens:0.614, spec:0.674, ppv:0.370, acc:0.660, f1:0.462, mcc:0.004, total+:138, total-:212\n", "@threshold:-0.051, sens:0.614, spec:0.670, ppv:0.367, acc:0.657, f1:0.459, mcc:0.004, total+:139, total-:211\n", "@threshold:-0.060, sens:0.627, spec:0.667, ppv:0.369, acc:0.657, f1:0.464, mcc:0.004, total+:141, total-:209\n", "@threshold:-0.071, sens:0.639, spec:0.663, ppv:0.371, acc:0.657, f1:0.469, mcc:0.004, total+:143, total-:207\n", "@threshold:-0.071, sens:0.651, spec:0.663, ppv:0.375, acc:0.660, f1:0.476, mcc:0.004, total+:144, total-:206\n", "@threshold:-0.083, sens:0.651, spec:0.659, ppv:0.372, acc:0.657, f1:0.474, mcc:0.004, total+:145, total-:205\n", "@threshold:-0.084, sens:0.663, spec:0.659, ppv:0.377, acc:0.660, f1:0.480, mcc:0.004, total+:146, total-:204\n", "@threshold:-0.100, sens:0.675, spec:0.655, ppv:0.378, acc:0.660, f1:0.485, mcc:0.004, total+:148, total-:202\n", "@threshold:-0.108, sens:0.687, spec:0.648, ppv:0.377, acc:0.657, f1:0.487, mcc:0.004, total+:151, total-:199\n", "@threshold:-0.110, sens:0.687, spec:0.644, ppv:0.375, acc:0.654, f1:0.485, mcc:0.004, total+:152, total-:198\n", "@threshold:-0.147, sens:0.699, spec:0.633, ppv:0.372, acc:0.649, f1:0.485, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.170, sens:0.723, spec:0.629, ppv:0.377, acc:0.651, f1:0.496, mcc:0.004, total+:159, total-:191\n", "@threshold:-0.174, sens:0.735, spec:0.629, ppv:0.381, acc:0.654, f1:0.502, mcc:0.004, total+:160, total-:190\n", "@threshold:-0.177, sens:0.747, spec:0.625, ppv:0.383, acc:0.654, f1:0.506, mcc:0.004, total+:162, total-:188\n", "@threshold:-0.200, sens:0.759, spec:0.603, ppv:0.373, acc:0.640, f1:0.500, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.205, sens:0.759, spec:0.599, ppv:0.371, acc:0.637, f1:0.498, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.208, sens:0.771, spec:0.599, ppv:0.374, acc:0.640, f1:0.504, mcc:0.004, total+:171, total-:179\n", "@threshold:-0.215, sens:0.771, spec:0.596, ppv:0.372, acc:0.637, f1:0.502, mcc:0.004, total+:172, total-:178\n", "@threshold:-0.217, sens:0.783, spec:0.596, ppv:0.376, acc:0.640, f1:0.508, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.220, sens:0.783, spec:0.592, ppv:0.374, acc:0.637, f1:0.506, mcc:0.004, total+:174, total-:176\n", "@threshold:-0.224, sens:0.795, spec:0.588, ppv:0.375, acc:0.637, f1:0.510, mcc:0.004, total+:176, total-:174\n", "@threshold:-0.225, sens:0.795, spec:0.584, ppv:0.373, acc:0.634, f1:0.508, mcc:0.004, total+:177, total-:173\n", "@threshold:-0.235, sens:0.807, spec:0.581, ppv:0.374, acc:0.634, f1:0.511, mcc:0.004, total+:179, total-:171\n", "@threshold:-0.239, sens:0.807, spec:0.577, ppv:0.372, acc:0.631, f1:0.510, mcc:0.004, total+:180, total-:170\n", "@threshold:-0.240, sens:0.819, spec:0.577, ppv:0.376, acc:0.634, f1:0.515, mcc:0.004, total+:181, total-:169\n", "@threshold:-0.241, sens:0.819, spec:0.573, ppv:0.374, acc:0.631, f1:0.513, mcc:0.004, total+:182, total-:168\n", "@threshold:-0.259, sens:0.831, spec:0.566, ppv:0.373, acc:0.629, f1:0.515, mcc:0.004, total+:185, total-:165\n", "@threshold:-0.265, sens:0.843, spec:0.562, ppv:0.374, acc:0.629, f1:0.519, mcc:0.004, total+:187, total-:163\n", "@threshold:-0.270, sens:0.855, spec:0.547, ppv:0.370, acc:0.620, f1:0.516, mcc:0.004, total+:192, total-:158\n", "@threshold:-0.270, sens:0.855, spec:0.543, ppv:0.368, acc:0.617, f1:0.514, mcc:0.004, total+:193, total-:157\n", "@threshold:-0.270, sens:0.867, spec:0.539, ppv:0.369, acc:0.617, f1:0.518, mcc:0.004, total+:195, total-:155\n", "@threshold:-0.287, sens:0.867, spec:0.502, ppv:0.351, acc:0.589, f1:0.500, mcc:0.004, total+:205, total-:145\n", "@threshold:-0.294, sens:0.867, spec:0.498, ppv:0.350, acc:0.586, f1:0.498, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.307, sens:0.880, spec:0.472, ppv:0.341, acc:0.569, f1:0.492, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.308, sens:0.880, spec:0.468, ppv:0.340, acc:0.566, f1:0.490, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.321, sens:0.892, spec:0.453, ppv:0.336, acc:0.557, f1:0.488, mcc:0.003, total+:220, total-:130\n", "@threshold:-0.325, sens:0.892, spec:0.449, ppv:0.335, acc:0.554, f1:0.487, mcc:0.003, total+:221, total-:129\n", "@threshold:-0.379, sens:0.904, spec:0.382, ppv:0.312, acc:0.506, f1:0.464, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.387, sens:0.916, spec:0.378, ppv:0.314, acc:0.506, f1:0.468, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.397, sens:0.928, spec:0.378, ppv:0.317, acc:0.509, f1:0.472, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.397, sens:0.928, spec:0.375, ppv:0.316, acc:0.506, f1:0.471, mcc:0.003, total+:244, total-:106\n", "@threshold:-0.397, sens:0.940, spec:0.375, ppv:0.318, acc:0.509, f1:0.476, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.404, sens:0.940, spec:0.371, ppv:0.317, acc:0.506, f1:0.474, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.431, sens:0.952, spec:0.337, ppv:0.309, acc:0.483, f1:0.466, mcc:0.003, total+:256, total-:94\n", "@threshold:-0.432, sens:0.952, spec:0.333, ppv:0.307, acc:0.480, f1:0.465, mcc:0.003, total+:257, total-:93\n", "@threshold:-0.476, sens:0.964, spec:0.270, ppv:0.291, acc:0.434, f1:0.447, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.478, sens:0.964, spec:0.266, ppv:0.290, acc:0.431, f1:0.446, mcc:0.002, total+:276, total-:74\n", "@threshold:-0.537, sens:0.976, spec:0.202, ppv:0.276, acc:0.386, f1:0.430, mcc:0.002, total+:294, total-:56\n", "@threshold:-0.538, sens:0.976, spec:0.199, ppv:0.275, acc:0.383, f1:0.429, mcc:0.002, total+:295, total-:55\n", "@threshold:-0.561, sens:0.988, spec:0.172, ppv:0.271, acc:0.366, f1:0.425, mcc:0.002, total+:303, total-:47\n", "@threshold:-0.571, sens:0.988, spec:0.169, ppv:0.270, acc:0.363, f1:0.424, mcc:0.002, total+:304, total-:46\n", "@threshold:-1.029, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.063\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs133:Oth low resp:0.053\n", " MatDeliveryAge:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs246:FUO:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", "\n", " Vital: Temp-avg10to13 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", "\n", "* Vital: BMI-avg16to19 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.066\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " MatDeliveryAge:-0.057\n", " Diagnosis:9ccs246:FUO:0.053\n", " Diagnosis:9ccs208:Acq foot def:0.050\n", " Diagnosis:9ccs209:Ot acq defor:0.050\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.046\n", "\n", " Vital: Temp-avg1to3 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs125:Bronchitis:-0.058\n", " MatDeliveryAge:-0.055\n", "\n", " Vital: Temp-avg5to7 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Number of Visits:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.060\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.058\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", "\n", "* Vital: BMI-gain0to3 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1416 | OR_unadj: 1.282 [1.019 1.613] | indivs AUC:0.549\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.058\n", " Diagnosis:9ccs140:Gastritis:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs216:Nerv cong an:-0.047\n", " Diagnosis:9ccs124:Tonsillitis:-0.046\n", " Diagnosis:9ccs234:Crush injury:0.043\n", " Diagnosis:9ccs251:Abdomnl pain:-0.042\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.039\n", " Newborn Diagnosis:9ccs221:Resp distres:0.038\n", "\n", " Number of Visits | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: Ht-avg10to13 | coef 0.009 95% CI: [0.005 , 0.012] | OR_adj 1.009 [1.005 1.012] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.056\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1479 | OR_unadj: 1.133 [0.902 1.422] | indivs AUC:0.580\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:0.070\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.068\n", " Diagnosis:9ccs258:Other screen:-0.059\n", " Newborn Diagnosis:9ccs0:No DX:0.057\n", " Diagnosis:9ccs113:Late eff CVD:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.048\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", "* Vital: Wt-gain16to24 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1468 | OR_unadj: 1.821 [1.385 2.394] | indivs AUC:0.589\n", "Correlated most with:\n", "Number of Visits:-0.109\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs259:Unclassified:-0.058\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.058\n", " Diagnosis:9ccs125:Bronchitis:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.054\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs135:Intest infct:-0.051\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " Vital: Temp-avg7to10 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Number of Visits:-0.081\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.065\n", " Diagnosis:9ccs163:Other GU dx:0.061\n", "\n", " Vital: Temp-avg0to1 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", "* Vital: Wt for Length ZScore-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1470 | OR_unadj: 1.423 [1.134 1.786] | indivs AUC:0.554\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.068\n", " Diagnosis:9ccs258:Other screen:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.052\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.047\n", "\n", " Vital: Wt-gain1to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Number of Visits:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.090\n", " Lab:297275 STREP RAPID TEST (POCT):-0.085\n", " Diagnosis:9ccs212:Ot bone dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", "\n", "* Vital: Wt Percentile-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.091\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " MatDeliveryAge:-0.051\n", " Diagnosis:9ccs209:Ot acq defor:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", "\n", "* Vital: Wt-latest | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Number of Visits:0.362\n", " Diagnosis:9ccs126:Ot up rsp in:0.282\n", " Diagnosis:9ccs92:Otitis media:0.237\n", " Diagnosis:9ccs10:Immuniz/scrn:0.219\n", " Diagnosis:9ccs128:Asthma:0.149\n", " Diagnosis:9ccs257:Ot aftercare:0.137\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs125:Bronchitis:0.134\n", " Diagnosis:9ccs135:Intest infct:0.133\n", " Diagnosis:9ccs122:Pneumonia:0.116\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 963 | OR_unadj: 0.991 [0.728 1.347] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.089\n", " Number of Visits:-0.084\n", " Diagnosis:9ccs143:Abdom hernia:-0.079\n", " Diagnosis:9ccs4:Mycoses:-0.071\n", " Diagnosis:9ccs135:Intest infct:-0.070\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs240:Burns:-0.056\n", " Diagnosis:9ccs122:Pneumonia:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.050\n", "\n", "* Vital: Wt-avg0to1 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.352\n", " Diagnosis:9ccs219:Low birth wt:-0.282\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs253:Allergy:-0.105\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Diagnosis:9ccs216:Nerv cong an:-0.073\n", "\n", "* Vital: Wt-gain3to7 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs92:Otitis media:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs127:COPD:0.078\n", " Diagnosis:9ccs212:Ot bone dx:0.073\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.064\n", "\n", " Vital: Temp-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", " Vital: Temp-avg3to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", " Diagnosis:9ccs124:Tonsillitis:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1486 | OR_unadj: 1.088 [0.866 1.367] | indivs AUC:0.520\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.095\n", " Lab:292495 LEAD LEVEL - Sunrise:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Newborn Diagnosis:9ccs253:Allergy:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", "\n", " Vital: Temp-avg13to16 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", " Vital: HC-gain0to3 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Diagnosis:9ccs2:Septicemia:0.045\n", " Diagnosis:9ccs208:Acq foot def:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1421 | OR_unadj: 1.022 [0.812 1.287] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.079\n", " Diagnosis:9ccs59:Anemia:0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.071\n", " Number of Visits:-0.066\n", " Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs209:Ot acq defor:-0.059\n", "\n", "* Vital: Wt-avg1to3 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.301\n", " Diagnosis:9ccs219:Low birth wt:-0.233\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.122\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.116\n", " Newborn Diagnosis:9ccs253:Allergy:-0.104\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.103\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.078\n", " Diagnosis:9ccs159:UTI:0.071\n", "\n", "* Vital: BMI-avg5to7 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1341 | OR_unadj: 1.832 [1.456 2.305] | indivs AUC:0.633\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.097\n", " Diagnosis:9ccs128:Asthma:0.092\n", " Diagnosis:9ccs95:Oth nerv dx:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.085\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Newborn Diagnosis:9ccs218:Liveborn:0.058\n", " Newborn Diagnosis:9ccs0:No DX:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.050\n", "\n", "* Vital: Wt-gain13to19 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1448 | OR_unadj: 1.720 [1.369 2.161] | indivs AUC:0.588\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.065\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs217:Ot cong anom:0.044\n", " Diagnosis:9ccs127:COPD:0.038\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.038\n", " Diagnosis:9ccs234:Crush injury:-0.038\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.037\n", " Diagnosis:9ccs95:Oth nerv dx:-0.037\n", " Diagnosis:9ccs244:Other injury:0.036\n", "\n", "* Vital: BMI-avg0to1 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1349 | OR_unadj: 1.526 [1.213 1.918] | indivs AUC:0.584\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.268\n", " Diagnosis:9ccs219:Low birth wt:-0.212\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.092\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.072\n", " Diagnosis:9ccs216:Nerv cong an:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.069\n", " Diagnosis:9ccs259:Unclassified:-0.060\n", "\n", "* Vital: Wt-gain7to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1496 | OR_unadj: 1.701 [1.338 2.162] | indivs AUC:0.561\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.070\n", " Diagnosis:9ccs59:Anemia:0.068\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs155:Other GI dx:-0.047\n", " Diagnosis:9ccs251:Abdomnl pain:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Diagnosis:9ccs55:Fluid/elc dx:0.043\n", "\n", " Vital: HR-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs89:Blindness:-0.055\n", " Diagnosis:9ccs251:Abdomnl pain:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", "\n", " Vital: Temp-avg16to19 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Diagnosis:9ccs90:Eye infectn:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.081\n", "\n", " MatDeliveryAge | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.054\n", "\n", " Vital: Wt-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1472 | OR_unadj: 1.156 [0.922 1.450] | indivs AUC:0.577\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.080\n", " Diagnosis:9ccs259:Unclassified:-0.076\n", " Newborn Diagnosis:9ccs0:No DX:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs92:Otitis media:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Number of Visits:0.058\n", " Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.049\n", " Lab:294147 FREE T4 - LMC:0.043\n", "\n", " Vital: BMI-gain1to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1461 | OR_unadj: 0.988 [0.787 1.241] | indivs AUC:0.502\n", "Correlated most with:\n", "Number of Visits:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Lab:297275 STREP RAPID TEST (POCT):-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.057\n", " Diagnosis:9ccs212:Ot bone dx:-0.055\n", " Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.046\n", "\n", " Vital: Wt-gain10to16 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1466 | OR_unadj: 0.865 [0.679 1.104] | indivs AUC:0.519\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.070\n", " Number of Visits:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs243:Poisn nonmed:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.049\n", " Diagnosis:9ccs251:Abdomnl pain:0.045\n", " Diagnosis:9ccs125:Bronchitis:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.044\n", "\n", " Vital: Temp-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Diagnosis:9ccs217:Ot cong anom:-0.075\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Diagnosis:9ccs257:Ot aftercare:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.046\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.045\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1500 | OR_unadj: 1.181 [0.941 1.483] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.054\n", " Diagnosis:9ccs113:Late eff CVD:-0.054\n", " Diagnosis:9ccs8:Oth infectns:0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.046\n", " Diagnosis:9ccs256:Exam/eval:0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.044\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", " Diagnosis:9ccs165:Inf male gen:-0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", "\n", "* Vital: Wt-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1425 | OR_unadj: 1.462 [1.162 1.839] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs8:Oth infectns:0.064\n", " Diagnosis:9ccs2:Septicemia:0.062\n", " Diagnosis:9ccs159:UTI:0.057\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", " Diagnosis:9ccs140:Gastritis:0.049\n", " Diagnosis:9ccs234:Crush injury:0.049\n", " Diagnosis:9ccs247:Lymph enlarg:-0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.039\n", " Diagnosis:9ccs205:Back problem:-0.039\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.103\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs123:Influenza:-0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.057\n", " Diagnosis:9ccs155:Other GI dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs64:Ot hematl dx:0.049\n", "\n", " Vital: BMI-gain5to10 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1471 | OR_unadj: 1.143 [0.910 1.435] | indivs AUC:0.581\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.069\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs257:Ot aftercare:0.049\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.043\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs222:Perint jaund:-0.039\n", "\n", " Vital: Ht-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", "\n", "* Vital: Wt for Length ZScore-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1463 | OR_unadj: 1.409 [1.123 1.768] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.061\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs47:Ot bnign neo:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Diagnosis:9ccs134:Ot uppr resp:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.044\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Diagnosis:9ccs211:Ot conn tiss:-0.042\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", "\n", " Vital: Ht-gain7to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", "* Vital: BMI-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.155\n", " Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs64:Ot hematl dx:0.098\n", " Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.073\n", " Diagnosis:9ccs159:UTI:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.060\n", " Number of Visits:-0.060\n", " Diagnosis:9ccs141:Ot dx stomch:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", "\n", " Vital: HC-gain1to5 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", " Diagnosis:9ccs94:Other ear dx:0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.057\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Number of Visits:-0.081\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs64:Ot hematl dx:0.064\n", " Diagnosis:9ccs2:Septicemia:-0.064\n", " Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.056\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.054\n", " Diagnosis:9ccs59:Anemia:0.051\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1353 | OR_unadj: 0.799 [0.624 1.024] | indivs AUC:0.487\n", "Correlated most with:\n", "Number of Visits:-0.085\n", " Diagnosis:9ccs126:Ot up rsp in:-0.074\n", " Diagnosis:9ccs135:Intest infct:-0.060\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs47:Ot bnign neo:0.049\n", " Diagnosis:9ccs165:Inf male gen:-0.049\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.048\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.107\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.060\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.055\n", " Diagnosis:9ccs123:Influenza:-0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", " Vital: Wt for Length ZScore-gain13to19 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1485 | OR_unadj: 1.109 [0.884 1.392] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.062\n", " Diagnosis:9ccs246:FUO:0.061\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.056\n", " Diagnosis:9ccs155:Other GI dx:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.051\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.050\n", " Diagnosis:9ccs234:Crush injury:0.048\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs258:Other screen:0.045\n", "\n", " Vital: BMI-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1496 | OR_unadj: 1.138 [0.883 1.468] | indivs AUC:0.480\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.067\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.067\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs133:Oth low resp:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", "* Vital: BMI-gain0to24 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.109\n", " Diagnosis:9ccs58:Ot nutrit dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.085\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs243:Poisn nonmed:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.064\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.045\n", " MatDeliveryAge:-0.044\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.006 95% CI: [0.004 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.053\n", " Diagnosis:9ccs127:COPD:0.049\n", " Diagnosis:9ccs244:Other injury:0.049\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", "\n", " Vital: BMI-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1484 | OR_unadj: 1.317 [0.995 1.744] | indivs AUC:0.547\n", "Correlated most with:\n", "Number of Visits:-0.101\n", " Diagnosis:9ccs259:Unclassified:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.062\n", " Diagnosis:9ccs135:Intest infct:-0.062\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.051\n", " MatDeliveryAge:-0.046\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.044\n", "\n", " Vital: Ht-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.046\n", " Diagnosis:9ccs8:Oth infectns:0.044\n", "\n", " Vital: Wt Percentile-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 812 | OR_unadj: 1.283 [0.948 1.736] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.042\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 879 | OR_unadj: 1.673 [1.252 2.235] | indivs AUC:0.563\n", "Correlated most with:\n", "Number of Visits:-0.191\n", " Diagnosis:9ccs92:Otitis media:-0.145\n", " Diagnosis:9ccs257:Ot aftercare:-0.125\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Diagnosis:9ccs135:Intest infct:-0.093\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs258:Other screen:-0.085\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.079\n", "\n", " Vital: Ht-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Number of Visits:0.055\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.039\n", "\n", " Vital: HC-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " MatDeliveryAge:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.051\n", " Diagnosis:9ccs2:Septicemia:0.044\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.043\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", "\n", "* Vital: BMI-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1462 | OR_unadj: 1.439 [1.146 1.808] | indivs AUC:0.583\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs246:FUO:0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.041\n", " Diagnosis:9ccs259:Unclassified:0.038\n", " Diagnosis:9ccs217:Ot cong anom:0.038\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.038\n", " Diagnosis:9ccs223:Birth trauma:-0.036\n", " Diagnosis:9ccs208:Acq foot def:-0.035\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs234:Crush injury:-0.034\n", "\n", " Vital: Ht-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.046\n", " Diagnosis:9ccs92:Otitis media:0.045\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs246:FUO:-0.043\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", "\n", "* Vital: Wt Change-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 987 | OR_unadj: 1.430 [1.090 1.874] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:-0.196\n", " Diagnosis:9ccs92:Otitis media:-0.156\n", " Diagnosis:9ccs257:Ot aftercare:-0.152\n", " Diagnosis:9ccs126:Ot up rsp in:-0.121\n", " Diagnosis:9ccs7:Viral infect:-0.112\n", " Diagnosis:9ccs135:Intest infct:-0.089\n", " Diagnosis:9ccs155:Other GI dx:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.068\n", " Diagnosis:9ccs127:COPD:-0.066\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Diagnosis:9ccs211:Ot conn tiss:-0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", "\n", " Vital: HC-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.094\n", " Diagnosis:9ccs246:FUO:-0.079\n", " MatDeliveryAge:-0.077\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.050\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.007] | occ: 1392 | OR_unadj: 4.002 [3.155 5.076] | indivs AUC:0.774\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs246:FUO:0.066\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Diagnosis:9ccs243:Poisn nonmed:0.064\n", " Diagnosis:9ccs58:Ot nutrit dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs133:Oth low resp:0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.050\n", "\n", "* Vital: BMI-avg13to16 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1283 | OR_unadj: 2.266 [1.799 2.852] | indivs AUC:0.652\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.075\n", " MatDeliveryAge:-0.071\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.067\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs154:Gastroent:-0.055\n", " Diagnosis:9ccs240:Burns:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", "\n", "* Vital: Ht-gain1to5 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Diagnosis:9ccs135:Intest infct:0.054\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", " Diagnosis:9ccs223:Birth trauma:-0.051\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.049\n", "\n", " Vital: Ht-gain16to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs95:Oth nerv dx:-0.102\n", " Diagnosis:9ccs128:Asthma:0.094\n", " Newborn Diagnosis:9ccs218:Liveborn:0.085\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.065\n", " Newborn Diagnosis:9ccs0:No DX:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.063\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.061\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", "\n", " Vital: BMI-gain3to7 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1478 | OR_unadj: 1.130 [0.893 1.430] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs92:Otitis media:0.073\n", " Number of Visits:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.071\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.063\n", " Diagnosis:9ccs47:Ot bnign neo:-0.060\n", " Lab:297275 STREP RAPID TEST (POCT):0.058\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs246:FUO:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Diagnosis:9ccs208:Acq foot def:0.047\n", " Diagnosis:9ccs89:Blindness:-0.047\n", "\n", "* Vital: Wt-avg13to16 | coef 0.006 95% CI: [0.003 , 0.008] | OR_adj 1.006 [1.003 1.008] | occ: 1316 | OR_unadj: 2.403 [1.908 3.025] | indivs AUC:0.668\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs147:Anal/rectal:0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", "\n", " Vital: HC-gain16to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.041\n", " Diagnosis:9ccs75:Hx mental dx:0.040\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.039\n", " Diagnosis:9ccs123:Influenza:-0.035\n", "\n", " Vital: HC-gain5to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " MatDeliveryAge:-0.049\n", " Diagnosis:9ccs2:Septicemia:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs3:Oth bact inf:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", "\n", "* Vital: Ht Percentile-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.092\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.089\n", " MatDeliveryAge:-0.078\n", " Diagnosis:9ccs95:Oth nerv dx:-0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.067\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.051\n", "\n", "* Vital: BMI-avg19to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.105\n", " Diagnosis:9ccs58:Ot nutrit dx:0.094\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs243:Poisn nonmed:0.072\n", " Diagnosis:9ccs246:FUO:0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.046\n", " Diagnosis:9ccs137:Mouth dx:-0.044\n", "\n", "* Vital: HC-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.048\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.047\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.047\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 716 | OR_unadj: 1.806 [1.349 2.418] | indivs AUC:0.529\n", "Correlated most with:\n", "Number of Visits:-0.170\n", " Diagnosis:9ccs92:Otitis media:-0.130\n", " Diagnosis:9ccs239:Superfic inj:-0.097\n", " Diagnosis:9ccs125:Bronchitis:-0.097\n", " Diagnosis:9ccs7:Viral infect:-0.097\n", " Diagnosis:9ccs128:Asthma:-0.090\n", " Diagnosis:9ccs257:Ot aftercare:-0.086\n", " Diagnosis:9ccs126:Ot up rsp in:-0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.083\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.080\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1344 | OR_unadj: 1.988 [1.580 2.502] | indivs AUC:0.629\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.187\n", " Diagnosis:9ccs219:Low birth wt:-0.140\n", " Diagnosis:9ccs138:Esophgeal dx:-0.105\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs155:Other GI dx:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.066\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1318 | OR_unadj: 0.982 [0.778 1.240] | indivs AUC:0.558\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Lab:294147 FREE T4 - LMC:0.048\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs250:Nausea/vomit:-0.043\n", " Diagnosis:9ccs234:Crush injury:-0.041\n", " Diagnosis:9ccs94:Other ear dx:-0.041\n", " Diagnosis:9ccs8:Oth infectns:-0.040\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Number of Visits:0.073\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.061\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.054\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", "\n", " Vital: Ht-gain3to7 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Lab:297275 STREP RAPID TEST (POCT):0.062\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Lab:297275 STREP RAPID TEST (POCT):0.047\n", " Diagnosis:9ccs234:Crush injury:0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.041\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", "\n", "* Vital: BMI-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.104\n", " Diagnosis:9ccs128:Asthma:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.073\n", " Diagnosis:9ccs143:Abdom hernia:0.068\n", " MatDeliveryAge:-0.062\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.059\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs59:Anemia:0.051\n", " Diagnosis:9ccs8:Oth infectns:-0.046\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1369 | OR_unadj: 2.216 [1.761 2.787] | indivs AUC:0.613\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.110\n", " Diagnosis:9ccs138:Esophgeal dx:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.090\n", " Diagnosis:9ccs95:Oth nerv dx:-0.084\n", " Diagnosis:9ccs128:Asthma:0.080\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Diagnosis:9ccs136:Teeth dx:-0.066\n", " Diagnosis:9ccs95:Oth nerv dx:-0.065\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs138:Esophgeal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.059\n", " Diagnosis:9ccs89:Blindness:-0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", "\n", " Vital: HC-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", " Number of Visits:0.052\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:10ccs58:Ot nutrit dx:0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:0.047\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1374 | OR_unadj: 2.112 [1.680 2.657] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs95:Oth nerv dx:-0.069\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs137:Mouth dx:-0.066\n", " Diagnosis:9ccs155:Other GI dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Ht-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", " Vital: Ht-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Diagnosis:9ccs8:Oth infectns:0.056\n", " Diagnosis:9ccs219:Low birth wt:-0.055\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.054\n", "\n", " Vital: Ht-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Diagnosis:9ccs246:FUO:0.045\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.042\n", " Diagnosis:9ccs244:Other injury:0.039\n", " Diagnosis:9ccs208:Acq foot def:-0.038\n", " Diagnosis:9ccs217:Ot cong anom:0.038\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.037\n", " Diagnosis:9ccs95:Oth nerv dx:-0.037\n", " Diagnosis:9ccs198:Ot infl skin:-0.037\n", " Diagnosis:9ccs259:Unclassified:0.037\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 2.797 [2.219 3.525] | indivs AUC:0.670\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs143:Abdom hernia:0.075\n", " Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.063\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs147:Anal/rectal:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: BMI-gain10to16 | coef 0.005 95% CI: [0.005 , 0.005] | OR_adj 1.005 [1.005 1.005] | occ: 1482 | OR_unadj: 0.877 [0.692 1.111] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.052\n", " Diagnosis:9ccs62:Coag/hemr dx:0.051\n", " Diagnosis:9ccs251:Abdomnl pain:0.043\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.043\n", " Diagnosis:9ccs92:Otitis media:0.042\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.041\n", "\n", "* Vital: Ht-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.049\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:0.047\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", " Lab:294147 FREE T4 - LMC:0.046\n", "\n", "* Vital: HC-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.064\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1336 | OR_unadj: 1.084 [0.859 1.369] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs135:Intest infct:0.049\n", " Diagnosis:9ccs47:Ot bnign neo:-0.046\n", " Diagnosis:9ccs8:Oth infectns:0.045\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.043\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.042\n", " Diagnosis:9ccs213:Cardiac anom:0.042\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 742 | OR_unadj: 0.895 [0.668 1.200] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.147\n", " Lab:292495 LEAD LEVEL - Sunrise:0.083\n", " Diagnosis:9ccs92:Otitis media:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs250:Nausea/vomit:0.062\n", " Newborn Diagnosis:9ccs218:Liveborn:0.057\n", " Diagnosis:9ccs165:Inf male gen:0.055\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.050\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.049\n", "\n", "* Vital: Wt-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1323 | OR_unadj: 3.040 [2.410 3.836] | indivs AUC:0.708\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.058\n", " Diagnosis:9ccs89:Blindness:-0.054\n", " Diagnosis:9ccs246:FUO:0.052\n", "\n", "* Vital: Ht-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", " Vital: Wt for Len Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1330 | OR_unadj: 1.141 [0.909 1.433] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:0.053\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs155:Other GI dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.037\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.096\n", " Diagnosis:9ccs95:Oth nerv dx:-0.088\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.084\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " MatDeliveryAge:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs134:Ot uppr resp:-0.049\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.047\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1184 | OR_unadj: 1.549 [1.223 1.962] | indivs AUC:0.532\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs76:Meningitis:0.071\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.053\n", " Diagnosis:9ccs243:Poisn nonmed:0.051\n", " Newborn Diagnosis:9ccs0:No DX:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:0.049\n", " Diagnosis:9ccs222:Perint jaund:-0.049\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: HC-avg7to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs127:COPD:0.055\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", " Diagnosis:9ccs62:Coag/hemr dx:0.046\n", " Diagnosis:9ccs212:Ot bone dx:-0.045\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 663 | OR_unadj: 1.165 [0.818 1.659] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:-0.104\n", " Diagnosis:9ccs151:Oth liver dx:-0.080\n", " Diagnosis:9ccs239:Superfic inj:-0.076\n", " Diagnosis:9ccs198:Ot infl skin:-0.068\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.051\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs8:Oth infectns:-0.048\n", " Lab:297275 STREP RAPID TEST (POCT):0.046\n", " Diagnosis:9ccs55:Fluid/elc dx:0.045\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1343 | OR_unadj: 1.177 [0.935 1.480] | indivs AUC:0.554\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs216:Nerv cong an:-0.074\n", " Diagnosis:9ccs122:Pneumonia:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.068\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", "\n", " Vital: HR-avg7to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.006] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.052\n", " Diagnosis:9ccs0:No DX:-0.050\n", " Diagnosis:9ccs217:Ot cong anom:0.046\n", " Diagnosis:9ccs246:FUO:0.044\n", " Diagnosis:9ccs234:Crush injury:-0.043\n", " Diagnosis:9ccs74:Ot mentl cnd:0.043\n", " Diagnosis:9ccs197:Skin infectn:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", " Diagnosis:9ccs91:Other eye dx:-0.038\n", "\n", "* Vital: HC-avg5to7 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 616 | OR_unadj: 1.170 [0.832 1.646] | indivs AUC:0.539\n", "Correlated most with:\n", "Number of Visits:-0.133\n", " Diagnosis:9ccs92:Otitis media:-0.114\n", " Diagnosis:9ccs257:Ot aftercare:-0.091\n", " Diagnosis:9ccs125:Bronchitis:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.080\n", " Diagnosis:9ccs128:Asthma:-0.072\n", " Diagnosis:9ccs166:Oth male gen:-0.069\n", " Diagnosis:9ccs113:Late eff CVD:-0.068\n", " Diagnosis:9ccs122:Pneumonia:-0.065\n", " Diagnosis:9ccs7:Viral infect:-0.063\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.086\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs136:Teeth dx:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs246:FUO:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", "\n", "* Vital: Ht-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", " Diagnosis:9ccs244:Other injury:0.047\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.045\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.044\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.042\n", "\n", " Vital: RR-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Number of Visits:-0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", "\n", "* Vital: HC-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.058\n", " Diagnosis:9ccs217:Ot cong anom:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 746 | OR_unadj: 2.004 [1.568 2.561] | indivs AUC:0.605\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.067\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.061\n", " Diagnosis:9ccs239:Superfic inj:-0.058\n", " Diagnosis:9ccs128:Asthma:0.057\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs147:Anal/rectal:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 491 | OR_unadj: 1.157 [0.795 1.685] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.082\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs125:Bronchitis:-0.056\n", " Diagnosis:9ccs151:Oth liver dx:-0.056\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs75:Hx mental dx:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.050\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.049\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", " Diagnosis:9ccs211:Ot conn tiss:-0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.043\n", "\n", "* Vital: Wt-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs136:Teeth dx:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.063\n", " Diagnosis:9ccs133:Oth low resp:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.063\n", " Diagnosis:9ccs246:FUO:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1392 | OR_unadj: 3.861 [3.032 4.917] | indivs AUC:0.753\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.080\n", " Diagnosis:9ccs243:Poisn nonmed:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.066\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.060\n", " MatDeliveryAge:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs7:Viral infect:-0.048\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.044\n", " Diagnosis:9ccs133:Oth low resp:-0.043\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " MatDeliveryAge:0.039\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1398 | OR_unadj: 3.884 [3.049 4.948] | indivs AUC:0.767\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.082\n", " Diagnosis:9ccs243:Poisn nonmed:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.064\n", " Diagnosis:9ccs246:FUO:0.062\n", " Diagnosis:9ccs138:Esophgeal dx:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.060\n", " MatDeliveryAge:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Diagnosis:9ccs209:Ot acq defor:0.052\n", " Diagnosis:9ccs92:Otitis media:0.052\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 626 | OR_unadj: 0.825 [0.577 1.179] | indivs AUC:0.528\n", "Correlated most with:\n", "Number of Visits:-0.162\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs125:Bronchitis:-0.087\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Diagnosis:9ccs257:Ot aftercare:-0.081\n", " Diagnosis:9ccs7:Viral infect:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs159:UTI:-0.060\n", " Diagnosis:9ccs117:Ot circul dx:-0.060\n", "\n", "* Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs64:Ot hematl dx:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Diagnosis:9ccs117:Ot circul dx:-0.064\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.062\n", " Diagnosis:9ccs205:Back problem:0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.055\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 574 | OR_unadj: 0.822 [0.563 1.199] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.091\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.059\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.058\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.053\n", "\n", " Vital: HC-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Vital: HR-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs213:Cardiac anom:0.048\n", " Diagnosis:9ccs2:Septicemia:0.047\n", " Diagnosis:9ccs166:Oth male gen:0.045\n", "\n", "* Vital: HR-avg5to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Newborn Diagnosis:9ccs218:Liveborn:0.054\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.050\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", "* Vital: Ht-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: HC-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", "\n", " Vital: HR-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs223:Birth trauma:0.046\n", " Diagnosis:9ccs205:Back problem:0.044\n", " Diagnosis:9ccs127:COPD:-0.043\n", " Lab:297275 STREP RAPID TEST (POCT):0.041\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Number of Visits:-0.041\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 504 | OR_unadj: 0.896 [0.600 1.337] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:-0.126\n", " Number of Visits:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.100\n", " Diagnosis:9ccs166:Oth male gen:-0.085\n", " Diagnosis:9ccs257:Ot aftercare:-0.084\n", " Diagnosis:9ccs128:Asthma:-0.082\n", " Diagnosis:9ccs7:Viral infect:-0.073\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs126:Ot up rsp in:-0.063\n", " Diagnosis:9ccs59:Anemia:-0.062\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Diagnosis:9ccs216:Nerv cong an:-0.063\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Diagnosis:9ccs128:Asthma:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs253:Allergy:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.050\n", " Diagnosis:9ccs246:FUO:0.050\n", " Diagnosis:9ccs143:Abdom hernia:0.049\n", " Diagnosis:9ccs94:Other ear dx:0.049\n", " Diagnosis:9ccs64:Ot hematl dx:0.048\n", "\n", "* Vital: Ht-avg19to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.091\n", " Diagnosis:9ccs95:Oth nerv dx:-0.078\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs128:Asthma:0.070\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs224:Ot perint dx:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.058\n", " Diagnosis:9ccs246:FUO:0.052\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.050\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", "\n", "* Vital: Wt Percentile-gain1to5 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 424 | OR_unadj: 0.622 [0.403 0.960] | indivs AUC:0.467\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.061\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.059\n", " Diagnosis:9ccs212:Ot bone dx:-0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.054\n", " Number of Visits:0.054\n", " Diagnosis:9ccs205:Back problem:0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " Diagnosis:9ccs4:Mycoses:0.052\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 914 | OR_unadj: 2.491 [1.969 3.150] | indivs AUC:0.673\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.092\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Diagnosis:9ccs59:Anemia:-0.058\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " MatDeliveryAge:-0.055\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.052\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.052\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 920 | OR_unadj: 2.523 [1.996 3.191] | indivs AUC:0.683\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.095\n", " Diagnosis:9ccs128:Asthma:0.072\n", " Diagnosis:9ccs59:Anemia:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Diagnosis:9ccs253:Allergy:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.051\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " MatDeliveryAge:-0.050\n", " Diagnosis:9ccs239:Superfic inj:-0.050\n", " Diagnosis:9ccs147:Anal/rectal:0.049\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs75:Hx mental dx:0.062\n", " Diagnosis:9ccs76:Meningitis:0.062\n", " Diagnosis:9ccs258:Other screen:0.061\n", "\n", " Vital: HR-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Diagnosis:9ccs127:COPD:0.051\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.056\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.048\n", "\n", "* Vital: HC-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.102\n", " Diagnosis:9ccs95:Oth nerv dx:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.073\n", " MatDeliveryAge:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs243:Poisn nonmed:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs246:FUO:0.058\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 654 | OR_unadj: 1.705 [1.318 2.206] | indivs AUC:0.580\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.092\n", " Diagnosis:9ccs136:Teeth dx:-0.079\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs218:Liveborn:0.055\n", " Diagnosis:9ccs0:No DX:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Newborn Diagnosis:9ccs253:Allergy:-0.051\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.049\n", "\n", "* Vital: Ht-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs59:Anemia:-0.056\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1339 | OR_unadj: 2.266 [1.799 2.853] | indivs AUC:0.670\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs95:Oth nerv dx:-0.083\n", " Diagnosis:9ccs125:Bronchitis:0.077\n", " MatDeliveryAge:-0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs122:Pneumonia:0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", "\n", " Vital: HR-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:10ccs58:Ot nutrit dx:0.052\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.105\n", " MatDeliveryAge:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs95:Oth nerv dx:-0.071\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.063\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs136:Teeth dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.055\n", " Diagnosis:9ccs222:Perint jaund:-0.051\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs222:Perint jaund:0.054\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 536 | OR_unadj: 1.504 [1.134 1.995] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.096\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.068\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Newborn Diagnosis:9ccs253:Allergy:-0.057\n", " Diagnosis:9ccs159:UTI:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 638 | OR_unadj: 1.802 [1.392 2.332] | indivs AUC:0.586\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.083\n", " Diagnosis:9ccs136:Teeth dx:-0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.075\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:0.069\n", " Diagnosis:9ccs205:Back problem:0.061\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.051\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 275 | OR_unadj: 2.882 [2.032 4.086] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.069\n", " Diagnosis:9ccs209:Ot acq defor:0.068\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs117:Ot circul dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.050\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Diagnosis:9ccs159:UTI:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1286 | OR_unadj: 2.171 [1.726 2.731] | indivs AUC:0.666\n", "Correlated most with:\n", "MatDeliveryAge:-0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs151:Oth liver dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.052\n", " Diagnosis:9ccs7:Viral infect:-0.049\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 425 | OR_unadj: 1.110 [0.767 1.607] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.121\n", " Number of Visits:-0.114\n", " Diagnosis:9ccs92:Otitis media:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.086\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs166:Oth male gen:-0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.068\n", " Diagnosis:9ccs90:Eye infectn:-0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.055\n", " Diagnosis:9ccs141:Ot dx stomch:-0.054\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 363 | OR_unadj: 1.189 [0.815 1.732] | indivs AUC:0.515\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.072\n", " Diagnosis:9ccs151:Oth liver dx:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.065\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs240:Burns:0.057\n", " Diagnosis:9ccs166:Oth male gen:0.055\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 370 | OR_unadj: 0.972 [0.656 1.439] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.115\n", " Diagnosis:9ccs133:Oth low resp:-0.097\n", " Diagnosis:9ccs92:Otitis media:-0.081\n", " Diagnosis:9ccs125:Bronchitis:-0.076\n", " Diagnosis:9ccs127:COPD:-0.073\n", " Diagnosis:9ccs257:Ot aftercare:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.067\n", " Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs128:Asthma:-0.059\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 316 | OR_unadj: 0.819 [0.534 1.257] | indivs AUC:0.475\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.075\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs258:Other screen:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.064\n", " Diagnosis:9ccs64:Ot hematl dx:0.062\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.061\n", " Diagnosis:9ccs89:Blindness:-0.059\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs197:Skin infectn:-0.053\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs205:Back problem:0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.053\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.052\n", " Diagnosis:9ccs117:Ot circul dx:-0.051\n", " Diagnosis:9ccs90:Eye infectn:0.051\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs127:COPD:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Newborn Diagnosis:9ccs253:Allergy:0.056\n", "\n", " Vital: RR-avg10to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.054\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs140:Gastritis:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.051\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs197:Skin infectn:0.061\n", " Diagnosis:9ccs123:Influenza:-0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 462 | OR_unadj: 1.576 [1.167 2.127] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.101\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.098\n", " Diagnosis:9ccs205:Back problem:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:-0.081\n", " Diagnosis:9ccs159:UTI:0.075\n", " Diagnosis:9ccs219:Low birth wt:-0.072\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.069\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs155:Other GI dx:-0.051\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 299 | OR_unadj: 1.324 [0.896 1.956] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.080\n", " Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs250:Nausea/vomit:-0.066\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs4:Mycoses:-0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 348 | OR_unadj: 1.343 [0.953 1.892] | indivs AUC:0.493\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.105\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Diagnosis:9ccs138:Esophgeal dx:-0.090\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", " Diagnosis:9ccs117:Ot circul dx:-0.062\n", " Diagnosis:9ccs159:UTI:0.061\n", " Diagnosis:9ccs7:Viral infect:0.060\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.059\n", " Diagnosis:9ccs135:Intest infct:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", " Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 396 | OR_unadj: 1.125 [0.805 1.571] | indivs AUC:0.529\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.114\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs219:Low birth wt:-0.074\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Diagnosis:9ccs159:UTI:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.057\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.053\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 504 | OR_unadj: 1.284 [0.941 1.751] | indivs AUC:0.596\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:0.066\n", " Diagnosis:9ccs117:Ot circul dx:-0.065\n", " Diagnosis:9ccs211:Ot conn tiss:-0.063\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Diagnosis:9ccs2:Septicemia:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.055\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.050\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs127:COPD:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.044\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 225 | OR_unadj: 0.845 [0.517 1.380] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.119\n", " Diagnosis:9ccs151:Oth liver dx:-0.081\n", " Diagnosis:9ccs224:Ot perint dx:-0.078\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs127:COPD:0.061\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.053\n", " Diagnosis:9ccs153:GI hemorrhag:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 495 | OR_unadj: 1.260 [0.921 1.724] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.088\n", " Diagnosis:9ccs3:Oth bact inf:-0.076\n", " Lab:294147 FREE T4 - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:-0.059\n", " Diagnosis:9ccs48:Thyroid dsor:0.058\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs211:Ot conn tiss:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.054\n", " Diagnosis:9ccs94:Other ear dx:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.052\n", "\n", "* Vital: RR-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", " Diagnosis:9ccs234:Crush injury:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", "* Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 247 | OR_unadj: 2.918 [2.034 4.185] | indivs AUC:0.572\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.071\n", " Diagnosis:9ccs209:Ot acq defor:0.071\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.059\n", " Diagnosis:9ccs242:Poisn ot med:-0.057\n", " Diagnosis:9ccs62:Coag/hemr dx:0.054\n", " Lab:294147 FREE T4 - LMC:0.050\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:-0.052\n", " Diagnosis:9ccs219:Low birth wt:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.047\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs244:Other injury:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", " Diagnosis:9ccs219:Low birth wt:0.052\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", "\n", "* Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.064\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Lab:294147 FREE T4 - LMC:0.051\n", "\n", "* Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 235 | OR_unadj: 2.838 [1.958 4.112] | indivs AUC:0.576\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.080\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.074\n", " Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.064\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Lab:294147 FREE T4 - LMC:0.051\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs89:Blindness:0.048\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.055\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs258:Other screen:0.081\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs215:gu cong anom:0.063\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs95:Oth nerv dx:0.091\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.085\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.070\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.061\n", " Diagnosis:9ccs155:Other GI dx:-0.058\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs244:Other injury:-0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs255:Social admin:0.073\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Number of Visits:0.100\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.061\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs250:Nausea/vomit:0.057\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Number of Visits:0.069\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs258:Other screen:0.102\n", " Diagnosis:9ccs127:COPD:0.088\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.084\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", " Diagnosis:9ccs140:Gastritis:0.098\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Diagnosis:9ccs94:Other ear dx:0.101\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.088\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.071\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs205:Back problem:0.075\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Diagnosis:9ccs7:Viral infect:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs135:Intest infct:0.082\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Number of Visits:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs135:Intest infct:0.096\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs159:UTI:0.094\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.089\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs64:Ot hematl dx:0.065\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.087\n", " Diagnosis:9ccs224:Ot perint dx:-0.068\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:0.061\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " Diagnosis:9ccs205:Back problem:0.052\n", " Diagnosis:9ccs136:Teeth dx:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.041\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs137:Mouth dx:0.081\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Diagnosis:9ccs122:Pneumonia:0.095\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Diagnosis:9ccs92:Otitis media:0.088\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs92:Otitis media:-0.035\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs216:Nerv cong an:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.045\n", " Diagnosis:9ccs140:Gastritis:0.043\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.134\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.068\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " MatDeliveryAge:0.062\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.079\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.074\n", " Diagnosis:9ccs246:FUO:0.071\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", " Diagnosis:9ccs137:Mouth dx:0.087\n", " Diagnosis:9ccs90:Eye infectn:0.082\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs258:Other screen:0.069\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", " Diagnosis:9ccs8:Oth infectns:0.087\n", " Number of Visits:0.075\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.085\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", " Newborn Diagnosis:9ccs253:Allergy:-0.043\n", " Diagnosis:9ccs7:Viral infect:0.041\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs155:Other GI dx:0.040\n", " Diagnosis:9ccs126:Ot up rsp in:-0.035\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.030\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.028\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs258:Other screen:0.064\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", " Diagnosis:9ccs253:Allergy:-0.044\n", " Diagnosis:9ccs215:gu cong anom:0.042\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs223:Birth trauma:0.082\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs256:Exam/eval:0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.099\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Diagnosis:9ccs234:Crush injury:0.056\n", " Diagnosis:9ccs123:Influenza:0.053\n", " MatDeliveryAge:-0.052\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Number of Visits:0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", " Diagnosis:9ccs128:Asthma:0.052\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs258:Other screen:0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", " Diagnosis:9ccs244:Other injury:0.076\n", " Diagnosis:9ccs127:COPD:0.075\n", " Number of Visits:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.070\n", " Diagnosis:9ccs219:Low birth wt:0.066\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", " Diagnosis:9ccs89:Blindness:0.041\n", " Diagnosis:9ccs123:Influenza:0.041\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs165:Inf male gen:-0.065\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs76:Meningitis:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Diagnosis:9ccs117:Ot circul dx:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.101\n", " Newborn Diagnosis:9ccs253:Allergy:0.092\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.086\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:-0.115\n", " Diagnosis:9ccs141:Ot dx stomch:0.095\n", " Diagnosis:9ccs3:Oth bact inf:0.095\n", " Diagnosis:9ccs134:Ot uppr resp:-0.079\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs89:Blindness:0.059\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs94:Other ear dx:-0.044\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.044\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", " Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Number of Visits:0.062\n", " Diagnosis:9ccs216:Nerv cong an:0.056\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", " Diagnosis:9ccs123:Influenza:0.046\n", " Diagnosis:9ccs200:Oth skin dx:0.045\n", " Diagnosis:9ccs253:Allergy:0.038\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", " Newborn Diagnosis:9ccs0:No DX:0.067\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.062\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.048\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.045\n", " Diagnosis:9ccs7:Viral infect:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", " Number of Visits:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs215:gu cong anom:0.078\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.124\n", " Newborn Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Diagnosis:9ccs259:Unclassified:0.050\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs217:Ot cong anom:0.041\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Diagnosis:9ccs140:Gastritis:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs159:UTI:0.035\n", " Diagnosis:9ccs7:Viral infect:0.033\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs244:Other injury:-0.045\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Diagnosis:9ccs90:Eye infectn:-0.041\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs133:Oth low resp:0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", " Number of Visits:0.032\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs154:Gastroent:0.061\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs91:Other eye dx:-0.045\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:0.037\n", " Diagnosis:9ccs96:Hrt valve dx:0.035\n", " Diagnosis:9ccs92:Otitis media:-0.026\n", " Diagnosis:9ccs7:Viral infect:0.020\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.068\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", " Diagnosis:9ccs234:Crush injury:0.060\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", " Diagnosis:9ccs90:Eye infectn:-0.028\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", " Diagnosis:9ccs205:Back problem:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.067\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.045\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.045\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Diagnosis:9ccs127:COPD:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.049\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", " Diagnosis:10ccs58:Ot nutrit dx:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.043\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", " Diagnosis:9ccs256:Exam/eval:0.038\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", " Diagnosis:9ccs48:Thyroid dsor:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", " Newborn Diagnosis:9ccs259:Unclassified:0.043\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.063\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", " Diagnosis:9ccs256:Exam/eval:0.063\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.076\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.073\n", "\n", "Vital : 0.945044753839\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : 0.00881484710116\n", "MatDeliveryAge : 0.00721932538475\n", "Diagnosis : 0.0310120740814\n", "Lab : 0.00343669717822\n", "Newborn Diagnosis : 0.00447230241525\n", "Time to run analysis 0:09:51.150034\n", "Total Time elapsed 7:33:38.204337\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.878, R^2 test: -1.390\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.620, R^2 test: -0.196\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.436, R^2 test: -0.021\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.575, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.529, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.853, R^2 test: -4.037\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.667, R^2 test: -1.210\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.536, R^2 test: -0.618\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.061\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.645, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.578, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.848, R^2 test: -2.438\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.624, R^2 test: -0.703\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.496, R^2 test: -0.350\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.068\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.658, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.543, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.558, Explained Variance Score Test: 0.001\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.782, R^2 test: -3.049\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.536, R^2 test: -0.689\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.403, R^2 test: -0.231\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.009, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.558, Explained Variance Score Test: 0.002\n", "\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.805, R^2 test: -2.373\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.575, R^2 test: -0.650\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.406, R^2 test: -0.380\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.510, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.431, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.536, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.891, R^2 test: -1.284\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.721, R^2 test: -0.467\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.604, R^2 test: -0.247\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.137, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.137\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.518, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.843, R^2 test: -1.340\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.701, R^2 test: -0.118\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.576, R^2 test: 0.100\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.013, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.608, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.535, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.527, Explained Variance Score Test: 0.005\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.859, R^2 test: -1.357\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.695, R^2 test: -0.397\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.561, R^2 test: -0.253\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.555, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.507, Explained Variance Score Test: 0.001\n", "\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.872, R^2 test: -0.828\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.697, R^2 test: -0.156\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.581, R^2 test: -0.079\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.063, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.621, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.775, R^2 test: -3.225\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.599, R^2 test: -0.995\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.489, R^2 test: -0.655\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.080\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.668, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.534, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.831, R^2 test: -2.166\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.640, R^2 test: -0.560\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.496, R^2 test: -0.212\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.017, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.591, Explained Variance Score Train: 0.017\n", "AUC Validation: 0.423, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.444, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.853, R^2 test: -2.574\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.802\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.529, R^2 test: -0.401\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.063, R^2 test: 0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.697, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.573, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.786, R^2 test: -0.596\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.593, R^2 test: -0.079\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.425, R^2 test: -0.056\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.002, R^2 test: -0.037\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.599, Explained Variance Score Train: 0.002\n", "AUC Validation: 0.404, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.537, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.817, R^2 test: -1.432\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.578, R^2 test: -0.388\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.396, R^2 test: -0.181\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.003, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.629, Explained Variance Score Train: 0.003\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.548, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.851, R^2 test: -1.872\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.653, R^2 test: -0.406\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.515, R^2 test: -0.234\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.503, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.533, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.857, R^2 test: -2.245\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.689, R^2 test: -0.626\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.582, R^2 test: -0.385\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.569, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.563, Explained Variance Score Test: 0.013\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.824, R^2 test: -0.885\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.568, R^2 test: -0.245\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.389, R^2 test: -0.126\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.026, R^2 test: -0.092\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.671, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.385, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.564, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.871, R^2 test: -4.107\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.624, R^2 test: -0.379\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.467, R^2 test: -0.271\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.544, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.483, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.782, R^2 test: -0.510\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.583, R^2 test: -0.137\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.489, R^2 test: -0.100\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.016, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.614, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.539, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.857, R^2 test: -1.274\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.647, R^2 test: -0.271\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.507, R^2 test: -0.123\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.003, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.592, Explained Variance Score Train: 0.003\n", "AUC Validation: 0.497, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.545, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.806, R^2 test: -0.733\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.531, R^2 test: -0.120\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.418, R^2 test: -0.020\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.033, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.699, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.494, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.529, Explained Variance Score Test: 0.002\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.910, R^2 test: -1.415\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.738, R^2 test: -0.303\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.600, R^2 test: -0.145\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.070, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.676, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.573, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.573, Explained Variance Score Test: 0.020\n", "\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.810, R^2 test: -1.178\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.595, R^2 test: -0.327\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.415, R^2 test: -0.151\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.632, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.436, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.855, R^2 test: -3.581\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.717, R^2 test: -2.161\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.616, R^2 test: -1.351\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.059, R^2 test: -0.065\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.672, Explained Variance Score Train: 0.059\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.539, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.904, R^2 test: -2.396\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.726, R^2 test: -1.175\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.614, R^2 test: -0.671\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.061, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.061\n", "AUC Validation: 0.538, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.465, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.861, R^2 test: -0.963\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.664, R^2 test: -0.124\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.502, R^2 test: 0.013\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.643, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.528, Explained Variance Score Test: 0.005\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.848, R^2 test: -1.228\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.597, R^2 test: -0.529\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.458, R^2 test: -0.342\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.005, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.624, Explained Variance Score Train: 0.005\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.458, Explained Variance Score Test: -0.003\n", "\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.895, R^2 test: -4.018\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.677, R^2 test: -1.280\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.562, R^2 test: -0.792\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.091, R^2 test: -0.073\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.091\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.603, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.828, R^2 test: -2.065\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.603, R^2 test: -0.658\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.484, R^2 test: -0.386\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.440, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.536, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.807, R^2 test: -2.358\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.596, R^2 test: -0.758\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.480, R^2 test: -0.442\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.698, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.551, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.827, R^2 test: -5.021\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.625, R^2 test: -1.312\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.489, R^2 test: -0.524\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.063\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.622, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.579, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.538, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.939, R^2 test: -1.606\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.783, R^2 test: -0.662\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.648, R^2 test: -0.382\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.114, R^2 test: -0.036\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.672, Explained Variance Score Train: 0.114\n", "AUC Validation: 0.406, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.517, Explained Variance Score Test: -0.006\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.855, R^2 test: -3.985\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.618, R^2 test: -1.323\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.508, R^2 test: -0.886\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.055, R^2 test: -0.088\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.685, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.434, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.531, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.850, R^2 test: -2.213\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.578, R^2 test: -0.599\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.421, R^2 test: -0.229\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.834, R^2 test: -2.334\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.613, R^2 test: -0.642\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.448, R^2 test: -0.233\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.033, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.598, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.588, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.903, R^2 test: -3.738\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.726, R^2 test: -1.571\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.584, R^2 test: -0.974\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.050, R^2 test: 0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.607, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.554, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.563, Explained Variance Score Test: -0.002\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.874, R^2 test: -1.078\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.745, R^2 test: -0.302\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.652, R^2 test: -0.162\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.164, R^2 test: -0.037\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.682, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.492, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.603, Explained Variance Score Test: 0.022\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.873, R^2 test: -3.434\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.695, R^2 test: -1.120\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.530, R^2 test: -0.424\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.058, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.688, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.475, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.784, R^2 test: -2.559\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.510, R^2 test: -0.666\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.347, R^2 test: -0.306\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.426, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.529, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.903, R^2 test: -3.433\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.667, R^2 test: -1.090\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.529, R^2 test: -0.503\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.048, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.570, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.549, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.861, R^2 test: -1.210\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.638, R^2 test: -0.394\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.495, R^2 test: -0.202\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.043, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.468, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.451, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.853, R^2 test: -1.535\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.641, R^2 test: -0.443\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.487, R^2 test: -0.241\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.607, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.482, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.878, R^2 test: -2.180\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.555\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.533, R^2 test: -0.253\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.056, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.056\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.604, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.833, R^2 test: -1.439\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.635, R^2 test: -0.320\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.490, R^2 test: -0.145\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.044, R^2 test: 0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.613, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.863, R^2 test: -1.145\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.681, R^2 test: -0.309\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.514, R^2 test: -0.086\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.044, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.540, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.858, R^2 test: -1.216\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.676, R^2 test: -0.240\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.550, R^2 test: -0.067\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.079, R^2 test: 0.043\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.644, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.062\n", "AUC Test: 0.550, Explained Variance Score Test: -0.001\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.815, R^2 test: -1.185\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.624, R^2 test: -0.259\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.462, R^2 test: 0.020\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.016, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.604, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.552, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.576, Explained Variance Score Test: 0.010\n", "\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.881, R^2 test: -2.345\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.656\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.516, R^2 test: -0.230\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.030, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.572, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.587, Explained Variance Score Test: 0.007\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.873, R^2 test: -3.034\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.639, R^2 test: -0.729\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.519, R^2 test: -0.350\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.076, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.076\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.590, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.820, R^2 test: -1.453\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.605, R^2 test: -0.317\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.469, R^2 test: -0.108\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.077, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.627, Explained Variance Score Train: 0.077\n", "AUC Validation: 0.608, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.522, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.890, R^2 test: -2.631\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.728, R^2 test: -1.231\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.625, R^2 test: -0.831\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.056, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.703, Explained Variance Score Train: 0.056\n", "AUC Validation: 0.574, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.497, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.860, R^2 test: -1.407\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.624, R^2 test: -0.424\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.219\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.583, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.502, Explained Variance Score Test: -0.002\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.822, R^2 test: -1.028\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.611, R^2 test: -0.430\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.473, R^2 test: -0.243\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.624, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.459, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.571, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.896, R^2 test: -3.760\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.712, R^2 test: -1.042\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.571, R^2 test: -0.465\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.053, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.564, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.602, Explained Variance Score Test: 0.029\n", "\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.788, R^2 test: -0.627\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.575, R^2 test: -0.122\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.440, R^2 test: -0.044\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.531, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.506, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.483, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.826, R^2 test: -1.223\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.601, R^2 test: -0.319\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.470, R^2 test: -0.086\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.547, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.528, Explained Variance Score Test: 0.007\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.799, R^2 test: -0.943\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.601, R^2 test: -0.390\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.471, R^2 test: -0.203\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.061, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.061\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.540, Explained Variance Score Test: 0.006\n", "\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.831, R^2 test: -2.916\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.590, R^2 test: -0.532\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.472, R^2 test: -0.349\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.694, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.567, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.545, Explained Variance Score Test: -0.005\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.844, R^2 test: -2.241\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.616, R^2 test: -0.534\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.478, R^2 test: -0.226\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.062, R^2 test: -0.034\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.648, Explained Variance Score Train: 0.062\n", "AUC Validation: 0.411, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.565, Explained Variance Score Test: 0.004\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.861, R^2 test: -1.133\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.092\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.066\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.072, R^2 test: 0.055\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.072\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.591, Explained Variance Score Test: 0.023\n", "\n", "\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.855, R^2 test: -1.186\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.655, R^2 test: -0.210\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.553, R^2 test: -0.079\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.099, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.636, Explained Variance Score Train: 0.099\n", "AUC Validation: 0.465, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.478, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.844, R^2 test: -1.577\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.644, R^2 test: -0.545\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.520, R^2 test: -0.449\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.075, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.075\n", "AUC Validation: 0.499, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.534, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.742, R^2 test: -2.769\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.536, R^2 test: -0.778\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.393, R^2 test: -0.279\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.026, R^2 test: -0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.693, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.628, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.853, R^2 test: -1.401\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.285\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.006\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.032, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.613, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.562, Explained Variance Score Test: -0.001\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.848, R^2 test: -1.277\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.644, R^2 test: -0.365\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.506, R^2 test: -0.218\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.552, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.580, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.801, R^2 test: -2.230\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.626, R^2 test: -0.811\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.508, R^2 test: -0.469\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.033, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.613, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.538, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.561, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.905, R^2 test: -2.003\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.690\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.529, R^2 test: -0.433\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.036, R^2 test: -0.052\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.605, Explained Variance Score Train: 0.036\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.551, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.853, R^2 test: -4.320\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.641, R^2 test: -0.775\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.510, R^2 test: -0.377\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.063, R^2 test: -0.041\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.616, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.653, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.590, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.842, R^2 test: -2.370\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.662, R^2 test: -0.388\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.557, R^2 test: -0.138\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.087, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.087\n", "AUC Validation: 0.557, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.564, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.855, R^2 test: -2.777\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.609, R^2 test: -0.682\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.449, R^2 test: -0.425\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.558, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.823, R^2 test: -5.130\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.584, R^2 test: -0.923\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.429, R^2 test: -0.473\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.664, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.562, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.584, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.872, R^2 test: -2.558\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.769\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.531, R^2 test: -0.457\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.104, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.723, Explained Variance Score Train: 0.104\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.586, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.865, R^2 test: -2.562\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.670, R^2 test: -0.716\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.537, R^2 test: -0.439\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.077, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.695, Explained Variance Score Train: 0.077\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.544, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.807, R^2 test: -1.289\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.634, R^2 test: -0.539\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.473, R^2 test: -0.263\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.678, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.548, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.828, R^2 test: -1.615\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.635, R^2 test: -0.452\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.533, R^2 test: -0.268\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.703, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.521, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.498, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.823, R^2 test: -3.903\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.582, R^2 test: -0.976\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.435, R^2 test: -0.373\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.551, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.463, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.529, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.872, R^2 test: -2.933\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.713, R^2 test: -1.066\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.601, R^2 test: -0.585\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.050, R^2 test: 0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.663, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.582, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.821, R^2 test: -2.035\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.671, R^2 test: -0.516\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.573, R^2 test: -0.286\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.101, R^2 test: 0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.699, Explained Variance Score Train: 0.101\n", "AUC Validation: 0.573, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.583, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.614\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.349\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.545, R^2 test: -0.191\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.049, R^2 test: -0.024\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.469, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.884, R^2 test: -2.337\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.586, R^2 test: -0.384\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.449, R^2 test: -0.250\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.618, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.407, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.440, Explained Variance Score Test: -0.014\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.798, R^2 test: -1.399\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.581, R^2 test: 0.003\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.447, R^2 test: 0.146\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.029, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.029\n", "AUC Validation: 0.451, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.617, Explained Variance Score Test: 0.021\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.895, R^2 test: -3.619\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.646, R^2 test: -0.594\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.476, R^2 test: -0.126\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.654, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.605, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.818, R^2 test: -2.296\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.628, R^2 test: -0.444\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.495, R^2 test: -0.330\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.024\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.620, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.522, Explained Variance Score Test: -0.001\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.892, R^2 test: -2.210\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.700, R^2 test: -0.622\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.560, R^2 test: -0.342\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.003, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.546, Explained Variance Score Train: 0.003\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.498, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.832, R^2 test: -2.054\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.623, R^2 test: -0.759\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.495, R^2 test: -0.444\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.618, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.566, Explained Variance Score Test: 0.012\n", "\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.911, R^2 test: -3.084\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.760, R^2 test: -1.527\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.590, R^2 test: -0.769\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.097, R^2 test: -0.059\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.711, Explained Variance Score Train: 0.097\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.489, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.891, R^2 test: -2.830\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.723, R^2 test: -0.963\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.603, R^2 test: -0.560\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.106, R^2 test: 0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.106\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.623, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.843, R^2 test: -0.936\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.664, R^2 test: -0.186\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.520, R^2 test: -0.051\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.075, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.600, Explained Variance Score Train: 0.075\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.585, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.873, R^2 test: -1.981\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.505\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.516, R^2 test: -0.246\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.048\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.675, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.534, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.544, Explained Variance Score Test: -0.005\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.843, R^2 test: -1.966\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.661, R^2 test: -0.687\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.519, R^2 test: -0.419\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.063, R^2 test: -0.036\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.573, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.552, Explained Variance Score Test: 0.014\n", "\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.853, R^2 test: -2.001\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.647, R^2 test: -0.622\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.541, R^2 test: -0.395\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.111, R^2 test: -0.037\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.111\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.557, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.882, R^2 test: -1.480\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.670, R^2 test: -0.647\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.517, R^2 test: -0.368\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.567, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.484, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.444, Explained Variance Score Test: -0.001\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.860, R^2 test: -1.552\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.459\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.516, R^2 test: -0.206\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.648, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.550, Explained Variance Score Test: 0.003\n", "\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.904, R^2 test: -4.370\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.683, R^2 test: -1.022\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.543, R^2 test: -0.386\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.646, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.513, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.828, R^2 test: -1.374\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.634, R^2 test: -0.261\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.503, R^2 test: -0.088\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.034, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.629, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.579, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.587, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.844, R^2 test: -2.996\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.609, R^2 test: -0.545\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.482, R^2 test: -0.239\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.711, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.545, Explained Variance Score Test: 0.012\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.854, R^2 test: -2.715\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.674, R^2 test: -1.219\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.556, R^2 test: -0.639\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.091, R^2 test: 0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.622, Explained Variance Score Train: 0.091\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.558, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.876, R^2 test: -2.260\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.687, R^2 test: -0.525\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.580, R^2 test: -0.240\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.071, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.596, Explained Variance Score Train: 0.071\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.525, Explained Variance Score Test: -0.018\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.863, R^2 test: -1.340\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.672, R^2 test: -0.353\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.545, R^2 test: -0.242\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.674, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.418, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.501, Explained Variance Score Test: 0.002\n", "\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.877, R^2 test: -2.552\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.638, R^2 test: -0.732\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.508, R^2 test: -0.388\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.002, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.556, Explained Variance Score Train: 0.002\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.464, Explained Variance Score Test: -0.000\n", "\n", "total Variables 254 and total subjects: 1751\n", "->AUC validation: 0.543 95% CI: [0.529 , 0.557]\n", "->AUC test: 0.542 95% CI: [0.533 , 0.550]\n", "->R^2 validation: 0.001 95% CI: [-0.003 , 0.005]\n", "->R^2 test: 0.003 95% CI: [0.000 , 0.006]\n", "->Explained Variance validation: -0.014 95% CI: [-0.019 , -0.008]\n", "->Explained Variance test: -0.003 95% CI: [-0.006 , 0.000]\n", "Test set metrics:\n", "@threshold:0.876, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.124, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.127, sens:0.000, spec:0.996, ppv:0.000, acc:0.760, f1:0.000, mcc:-0.034, total+:1, total-:349\n", "@threshold:-0.127, sens:0.000, spec:0.993, ppv:0.000, acc:0.757, f1:0.000, mcc:-0.024, total+:2, total-:348\n", "@threshold:-0.129, sens:0.012, spec:0.989, ppv:0.250, acc:0.757, f1:0.023, mcc:0.001, total+:4, total-:346\n", "@threshold:-0.130, sens:0.012, spec:0.978, ppv:0.143, acc:0.749, f1:0.022, mcc:-0.006, total+:7, total-:343\n", "@threshold:-0.131, sens:0.024, spec:0.974, ppv:0.222, acc:0.749, f1:0.043, mcc:-0.001, total+:9, total-:341\n", "@threshold:-0.132, sens:0.036, spec:0.959, ppv:0.214, acc:0.740, f1:0.062, mcc:-0.001, total+:14, total-:336\n", "@threshold:-0.133, sens:0.036, spec:0.940, ppv:0.158, acc:0.726, f1:0.059, mcc:-0.003, total+:19, total-:331\n", "@threshold:-0.134, sens:0.072, spec:0.921, ppv:0.222, acc:0.720, f1:0.109, mcc:-0.001, total+:27, total-:323\n", "@threshold:-0.134, sens:0.108, spec:0.906, ppv:0.265, acc:0.717, f1:0.154, mcc:0.001, total+:34, total-:316\n", "@threshold:-0.135, sens:0.133, spec:0.876, ppv:0.250, acc:0.700, f1:0.173, mcc:0.000, total+:44, total-:306\n", "@threshold:-0.136, sens:0.181, spec:0.839, ppv:0.259, acc:0.683, f1:0.213, mcc:0.001, total+:58, total-:292\n", "@threshold:-0.137, sens:0.229, spec:0.783, ppv:0.247, acc:0.651, f1:0.237, mcc:0.000, total+:77, total-:273\n", "@threshold:-0.137, sens:0.277, spec:0.760, ppv:0.264, acc:0.646, f1:0.271, mcc:0.001, total+:87, total-:263\n", "@threshold:-0.138, sens:0.289, spec:0.704, ppv:0.233, acc:0.606, f1:0.258, mcc:-0.000, total+:103, total-:247\n", "@threshold:-0.139, sens:0.337, spec:0.652, ppv:0.231, acc:0.577, f1:0.275, mcc:-0.000, total+:121, total-:229\n", "@threshold:-0.139, sens:0.410, spec:0.588, ppv:0.236, acc:0.546, f1:0.300, mcc:-0.000, total+:144, total-:206\n", "@threshold:-0.141, sens:0.542, spec:0.498, ppv:0.251, acc:0.509, f1:0.344, mcc:0.000, total+:179, total-:171\n", "@threshold:-0.142, sens:0.614, spec:0.446, ppv:0.256, acc:0.486, f1:0.362, mcc:0.001, total+:199, total-:151\n", "@threshold:-0.142, sens:0.723, spec:0.371, ppv:0.263, acc:0.454, f1:0.386, mcc:0.001, total+:228, total-:122\n", "@threshold:-0.143, sens:0.795, spec:0.288, ppv:0.258, acc:0.409, f1:0.389, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.144, sens:0.819, spec:0.221, ppv:0.246, acc:0.363, f1:0.379, mcc:0.000, total+:276, total-:74\n", "@threshold:-0.144, sens:0.880, spec:0.172, ppv:0.248, acc:0.340, f1:0.387, mcc:0.001, total+:294, total-:56\n", "@threshold:-0.145, sens:0.916, spec:0.135, ppv:0.248, acc:0.320, f1:0.390, mcc:0.001, total+:307, total-:43\n", "@threshold:-0.146, sens:0.928, spec:0.064, ppv:0.235, acc:0.269, f1:0.376, mcc:-0.000, total+:327, total-:23\n", "@threshold:-0.147, sens:0.988, spec:0.030, ppv:0.240, acc:0.257, f1:0.387, mcc:0.001, total+:341, total-:9\n", "@threshold:-0.147, sens:0.988, spec:0.011, ppv:0.237, acc:0.243, f1:0.382, mcc:-0.000, total+:346, total-:4\n", "@threshold:-0.148, sens:0.988, spec:0.007, ppv:0.236, acc:0.240, f1:0.381, mcc:-0.001, total+:347, total-:3\n", "\n", "* Vital: Ht-avg16to19 | coef 0.015 95% CI: [0.008 , 0.022] | OR_adj 1.015 [1.008 1.022] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.049\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:0.047\n", "\n", "* Vital: HC-avg7to10 | coef 0.011 95% CI: [0.003 , 0.019] | OR_adj 1.011 [1.003 1.019] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.053\n", "\n", "* Vital: Ht-avg1to3 | coef 0.011 95% CI: [0.005 , 0.016] | OR_adj 1.011 [1.005 1.016] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.010 95% CI: [0.004 , 0.017] | OR_adj 1.010 [1.004 1.017] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Diagnosis:9ccs117:Ot circul dx:-0.064\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.062\n", " Diagnosis:9ccs205:Back problem:0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.055\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.010 95% CI: [0.002 , 0.017] | OR_adj 1.010 [1.002 1.017] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", " Diagnosis:9ccs211:Ot conn tiss:-0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.043\n", "\n", "* Vital: Ht-avg0to1 | coef 0.009 95% CI: [0.004 , 0.015] | OR_adj 1.009 [1.004 1.015] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", " MatDeliveryAge | coef 0.009 95% CI: [0.004 , 0.014] | OR_adj 1.009 [1.004 1.014] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.006 95% CI: [0.002 , 0.011] | OR_adj 1.006 [1.002 1.011] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.046\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.045\n", "\n", "* Vital: Ht Percentile-latest | coef 0.006 95% CI: [0.002 , 0.011] | OR_adj 1.006 [1.002 1.011] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", " Vital: HC-gain1to5 | coef -0.006 95% CI: [-0.009 , -0.002] | OR_adj 0.994 [0.991 0.998] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.005 95% CI: [0.001 , 0.010] | OR_adj 1.005 [1.001 1.010] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.059\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.005 95% CI: [0.001 , 0.009] | OR_adj 1.005 [1.001 1.009] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", "\n", " Number of Visits | coef 0.005 95% CI: [0.001 , 0.009] | OR_adj 1.005 [1.001 1.009] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: HC-gain0to24 | coef 0.004 95% CI: [0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.006] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", "\n", " Vital: Ht-gain7to13 | coef -0.003 95% CI: [-0.005 , -0.001] | OR_adj 0.997 [0.995 0.999] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", "* Vital: HC-avg19to24 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.003 95% CI: [-0.006 , 0.000] | OR_adj 0.997 [0.994 1.000] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [-0.001 , 0.006] | OR_adj 1.003 [0.999 1.006] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Vital: HC-latest | coef 0.002 95% CI: [0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Lab:297275 STREP RAPID TEST (POCT):0.047\n", " Diagnosis:9ccs234:Crush injury:0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.041\n", "\n", " Vital: Ht-gain13to19 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.045\n", " Diagnosis:9ccs246:FUO:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.044\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.044\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.042\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.002 95% CI: [-0.005 , 0.001] | OR_adj 0.998 [0.995 1.001] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Ht-gain16to24 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", "\n", " Vital: Ht-gain5to10 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Number of Visits:0.055\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", "\n", " Vital: Ht-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.054\n", "\n", " Vital: Temp-avg3to5 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Diagnosis:9ccs159:UTI:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", "\n", " Vital: Ht-gain10to16 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.048\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.047\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", "\n", "* Vital: Ht-latest | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs205:Back problem:0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.053\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.052\n", " Diagnosis:9ccs117:Ot circul dx:-0.051\n", " Diagnosis:9ccs90:Eye infectn:0.051\n", "\n", " Vital: Temp-latest | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", "* Vital: Ht-gain0to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Vital: HC-gain0to3 | coef 0.000 95% CI: [-0.001 , 0.002] | OR_adj 1.000 [0.999 1.002] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Diagnosis:9ccs2:Septicemia:0.045\n", " Diagnosis:9ccs208:Acq foot def:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.000 95% CI: [-0.001 , 0.002] | OR_adj 1.000 [0.999 1.002] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", "* Vital: HC-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.064\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", "* Vital: Ht-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.056\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", "\n", " Vital: HC-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Vital: Ht-gain0to3 | coef -0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Number of Visits:0.042\n", "\n", "* Vital: HC-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.058\n", " Diagnosis:9ccs217:Ot cong anom:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", "\n", " Vital: HR-avg7to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Vital: HC-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Diagnosis:9ccs216:Nerv cong an:-0.063\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs222:Perint jaund:0.054\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", "\n", " Diagnosis:9ccs7:Viral infect | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.103142907314\n", "MatDeliveryAge : 0.00876728550582\n", "Number of Visits : 0.00478463785113\n", "Census : 0.0120558017688\n", "Diagnosis : 0.00123946720758\n", "Time to run analysis 0:00:41.233651\n", "Total Time elapsed 7:34:19.438156\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.217\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.130\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: -0.104\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.085\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.581, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.038\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.033\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.022\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.609, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.549, Explained Variance Score Test: -0.039\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.008\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: 0.000\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.570, R^2 test: -0.022\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.592, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.466, Explained Variance Score Test: -0.060\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.003\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: 0.027\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: 0.036\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.618, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.040\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: -0.033\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: -0.047\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.571, R^2 test: -0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.602, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: 0.008\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.012\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.019\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.510, R^2 test: 0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.510\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.583, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.067\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: 0.059\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: 0.066\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.598, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.160\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.125\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.521, R^2 test: -0.095\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.571, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.059\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: 0.034\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.551, R^2 test: -0.029\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.458, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.671, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.042\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.717, R^2 test: -0.016\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.529, R^2 test: -0.073\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.094\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.626, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.213\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: -0.129\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.559, R^2 test: -0.085\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: -0.044\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.517, Explained Variance Score Validation: -0.129\n", "AUC Test: 0.568, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.031\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.036\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.035\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.629, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.574, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.005\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: 0.026\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: 0.033\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.456, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.563, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.615, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.022\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.751, R^2 test: 0.067\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.570, R^2 test: 0.080\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.073\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.473\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.537, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.059\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: -0.104\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: -0.161\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: -0.129\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.604, Explained Variance Score Validation: -0.104\n", "AUC Test: 0.612, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.136\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: 0.015\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.517, R^2 test: 0.051\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.433, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.576, Explained Variance Score Test: 0.005\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.075\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.067\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.037\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.543\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.564, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.030\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.032\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: 0.034\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.554, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.554\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.043\n", "AUC Test: 0.591, Explained Variance Score Test: -0.023\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.066\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: 0.056\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.587, R^2 test: 0.059\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.606, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.044\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.084\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.523, R^2 test: -0.052\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.591, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.121\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: -0.141\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: -0.083\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: -0.074\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.559, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: 0.109\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: 0.127\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: 0.077\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.473, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.473\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.630, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.070\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: -0.079\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: -0.047\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.503, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.615, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.525, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.197\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.188\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.141\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.511, R^2 test: -0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.426, Explained Variance Score Validation: -0.116\n", "AUC Test: 0.621, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.468\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: -0.280\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: -0.243\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: -0.216\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.261\n", "AUC Test: 0.564, Explained Variance Score Test: -0.056\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.044\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: -0.018\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.627, R^2 test: -0.017\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.530, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.530\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.575, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: -0.031\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: -0.010\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: -0.020\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.602, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.047\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: -0.022\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.573, R^2 test: 0.056\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.628, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.119\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: -0.121\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: -0.058\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.508, R^2 test: -0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.568, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.043\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.030\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: 0.055\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.575, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.012\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: -0.003\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: -0.008\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.492, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.613, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.029\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.744, R^2 test: 0.001\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: -0.029\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.537, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.538, Explained Variance Score Test: -0.021\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.094\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.780, R^2 test: -0.090\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: -0.082\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.905, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.563, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.502, Explained Variance Score Test: -0.052\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.134\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.072\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: -0.052\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.567, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.037\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.037\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: 0.059\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.473, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.672, Explained Variance Score Test: 0.071\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: -0.181\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.083\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.570, R^2 test: 0.032\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.610, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.165\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: -0.127\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: -0.032\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: -0.028\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.548, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.040\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: 0.017\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: 0.014\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.583, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.592, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.042\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.751, R^2 test: -0.006\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.508, R^2 test: 0.028\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.415, R^2 test: 0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.537, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.599, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.017\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.737, R^2 test: -0.020\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.520, R^2 test: -0.019\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.570, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.115\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: -0.087\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.532, R^2 test: -0.037\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.444, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.570, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.059\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.736, R^2 test: -0.049\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.532, R^2 test: -0.059\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.576, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.002\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: -0.010\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.028\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.477, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.559, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.071\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: 0.003\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.549, R^2 test: 0.088\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.459, R^2 test: 0.077\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.576, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.257\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: -0.146\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: -0.139\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: -0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.095\n", "AUC Test: 0.566, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.121\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: -0.096\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.614, R^2 test: 0.021\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.575, Explained Variance Score Test: -0.039\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.260\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: -0.258\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: -0.100\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.563, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: -0.007\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.016\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: 0.039\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.580, Explained Variance Score Test: -0.008\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.140\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.150\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.557, R^2 test: -0.104\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.467, R^2 test: -0.094\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.467\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.647, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: -0.178\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: -0.207\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: -0.108\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.543, R^2 test: -0.105\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.543\n", "AUC Validation: 0.629, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.559, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.028\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.001\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: -0.029\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: -0.030\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.624\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.543, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.118\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.114\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: -0.092\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.499, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.643, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.605, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.047\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: 0.065\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.561, R^2 test: 0.031\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.508, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.102\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.048\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.570, R^2 test: -0.013\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.632, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.061\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.041\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.556, R^2 test: -0.001\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.509, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.005\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: 0.065\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.071\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.579, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: -0.698\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: -0.559\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.611, R^2 test: -0.223\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: -0.174\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.514, Explained Variance Score Validation: -0.123\n", "AUC Test: 0.635, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.206\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: -0.218\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: -0.189\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: -0.177\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.177\n", "AUC Test: 0.617, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.026\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: -0.010\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.009\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.552, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.635, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.836, R^2 test: -0.237\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: -0.123\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.539, R^2 test: -0.062\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.539\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.572, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.001\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: 0.006\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.615, R^2 test: 0.028\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.517, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.569, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: 0.030\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: 0.051\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.561, R^2 test: 0.064\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.582, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: -0.102\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: -0.088\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.054\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.072\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.636, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.235\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.189\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: -0.146\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.491, R^2 test: -0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.459, Explained Variance Score Validation: -0.115\n", "AUC Test: 0.631, Explained Variance Score Test: 0.052\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.015\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.039\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: 0.021\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: 0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.602, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.043\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.017\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: 0.010\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.487, R^2 test: 0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.592, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.024\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: 0.031\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.042\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.626, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: 0.080\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.084\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.073\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: 0.071\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.528, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.592, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.025\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.021\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.026\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.511, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.599, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.051\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.093\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: -0.050\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.639, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.044\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.075\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.507, R^2 test: -0.036\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.422, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.565, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.023\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: -0.007\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.615, R^2 test: -0.061\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: -0.064\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.650, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.593, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.062\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: -0.033\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.602, R^2 test: 0.003\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.595, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: 0.091\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.756, R^2 test: 0.084\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.542, R^2 test: 0.093\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: 0.096\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.538, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.094\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.735, R^2 test: -0.106\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: -0.057\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.442, R^2 test: -0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.520, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.039\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.048\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: -0.010\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.456, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.634, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: 0.041\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: 0.052\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.592, R^2 test: 0.065\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.499, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.595, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.004\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.003\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.610, R^2 test: 0.024\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.560, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.173\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: -0.107\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: -0.032\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.539, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.577, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.101\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: -0.101\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: -0.119\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.561, R^2 test: -0.112\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.561\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.569, Explained Variance Score Test: 0.039\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.003\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: 0.016\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.036\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.582, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.282\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: -0.358\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: -0.235\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: -0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.487, Explained Variance Score Validation: -0.186\n", "AUC Test: 0.610, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.190\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.131\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: -0.096\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.510, R^2 test: -0.086\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.647, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.586, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.012\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.035\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.035\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.600, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.139\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.112\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: -0.116\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.494, R^2 test: -0.116\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.098\n", "AUC Test: 0.614, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.104\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.110\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: -0.028\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.630, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.080\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.075\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: -0.108\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.514, R^2 test: -0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.514\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.587, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.007\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.004\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.017\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.629, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: 0.007\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.001\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.581, R^2 test: 0.007\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.490, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.570, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.586, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.072\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: -0.061\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: -0.028\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: -0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.543, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.576, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.084\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.037\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: 0.001\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.599, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.501, Explained Variance Score Test: -0.050\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.068\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: -0.050\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.614, R^2 test: -0.031\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.625, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.024\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.033\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: -0.036\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.893, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.520, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.075\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.746, R^2 test: -0.029\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.508, R^2 test: 0.036\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.065\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.620, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.028\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: 0.018\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.578, R^2 test: 0.032\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.585, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.098\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: -0.071\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: -0.026\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.577\n", "AUC Validation: 0.621, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.589, Explained Variance Score Test: 0.004\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.189\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: -0.106\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.562, R^2 test: -0.037\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.617, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.584, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: 0.120\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.088\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: 0.014\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: 0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.504\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.626, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.050\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.034\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.648, R^2 test: 0.038\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.552, R^2 test: 0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.553\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.630, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.156\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.130\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.558, R^2 test: -0.088\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.566, Explained Variance Score Test: 0.008\n", "\n", "total Variables 254 and total subjects: 1751\n", "->AUC validation: 0.578 95% CI: [0.566 , 0.591]\n", "->AUC test: 0.586 95% CI: [0.579 , 0.593]\n", "->R^2 validation: -0.009 95% CI: [-0.022 , 0.004]\n", "->R^2 test: 0.004 95% CI: [-0.001 , 0.010]\n", "->Explained Variance validation: -0.020 95% CI: [-0.034 , -0.007]\n", "->Explained Variance test: -0.000 95% CI: [-0.006 , 0.006]\n", "Test set metrics:\n", "@threshold:0.888, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.779, sens:0.012, spec:0.996, ppv:0.500, acc:0.763, f1:0.024, mcc:0.054, total+:2, total-:348\n", "@threshold:0.681, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:0.668, sens:0.072, spec:0.989, ppv:0.667, acc:0.771, f1:0.130, mcc:0.063, total+:9, total-:341\n", "@threshold:0.668, sens:0.072, spec:0.985, ppv:0.600, acc:0.769, f1:0.129, mcc:0.042, total+:10, total-:340\n", "@threshold:0.596, sens:0.084, spec:0.970, ppv:0.467, acc:0.760, f1:0.143, mcc:0.016, total+:15, total-:335\n", "@threshold:0.580, sens:0.096, spec:0.966, ppv:0.471, acc:0.760, f1:0.160, mcc:0.016, total+:17, total-:333\n", "@threshold:0.573, sens:0.108, spec:0.966, ppv:0.500, acc:0.763, f1:0.178, mcc:0.018, total+:18, total-:332\n", "@threshold:0.557, sens:0.120, spec:0.963, ppv:0.500, acc:0.763, f1:0.194, mcc:0.018, total+:20, total-:330\n", "@threshold:0.529, sens:0.133, spec:0.951, ppv:0.458, acc:0.757, f1:0.206, mcc:0.013, total+:24, total-:326\n", "@threshold:0.528, sens:0.133, spec:0.948, ppv:0.440, acc:0.754, f1:0.204, mcc:0.011, total+:25, total-:325\n", "@threshold:0.519, sens:0.145, spec:0.940, ppv:0.429, acc:0.751, f1:0.216, mcc:0.010, total+:28, total-:322\n", "@threshold:0.489, sens:0.169, spec:0.936, ppv:0.452, acc:0.754, f1:0.246, mcc:0.011, total+:31, total-:319\n", "@threshold:0.475, sens:0.181, spec:0.929, ppv:0.441, acc:0.751, f1:0.256, mcc:0.010, total+:34, total-:316\n", "@threshold:0.472, sens:0.193, spec:0.925, ppv:0.444, acc:0.751, f1:0.269, mcc:0.010, total+:36, total-:314\n", "@threshold:0.469, sens:0.205, spec:0.925, ppv:0.459, acc:0.754, f1:0.283, mcc:0.011, total+:37, total-:313\n", "@threshold:0.462, sens:0.205, spec:0.921, ppv:0.447, acc:0.751, f1:0.281, mcc:0.010, total+:38, total-:312\n", "@threshold:0.458, sens:0.217, spec:0.921, ppv:0.462, acc:0.754, f1:0.295, mcc:0.010, total+:39, total-:311\n", "@threshold:0.454, sens:0.229, spec:0.918, ppv:0.463, acc:0.754, f1:0.306, mcc:0.010, total+:41, total-:309\n", "@threshold:0.448, sens:0.241, spec:0.914, ppv:0.465, acc:0.754, f1:0.317, mcc:0.010, total+:43, total-:307\n", "@threshold:0.446, sens:0.241, spec:0.910, ppv:0.455, acc:0.751, f1:0.315, mcc:0.009, total+:44, total-:306\n", "@threshold:0.414, sens:0.253, spec:0.873, ppv:0.382, acc:0.726, f1:0.304, mcc:0.005, total+:55, total-:295\n", "@threshold:0.412, sens:0.253, spec:0.869, ppv:0.375, acc:0.723, f1:0.302, mcc:0.005, total+:56, total-:294\n", "@threshold:0.402, sens:0.265, spec:0.861, ppv:0.373, acc:0.720, f1:0.310, mcc:0.005, total+:59, total-:291\n", "@threshold:0.400, sens:0.265, spec:0.858, ppv:0.367, acc:0.717, f1:0.308, mcc:0.004, total+:60, total-:290\n", "@threshold:0.376, sens:0.277, spec:0.846, ppv:0.359, acc:0.711, f1:0.313, mcc:0.004, total+:64, total-:286\n", "@threshold:0.368, sens:0.289, spec:0.843, ppv:0.364, acc:0.711, f1:0.322, mcc:0.004, total+:66, total-:284\n", "@threshold:0.357, sens:0.301, spec:0.820, ppv:0.342, acc:0.697, f1:0.321, mcc:0.003, total+:73, total-:277\n", "@threshold:0.350, sens:0.337, spec:0.816, ppv:0.364, acc:0.703, f1:0.350, mcc:0.004, total+:77, total-:273\n", "@threshold:0.344, sens:0.349, spec:0.816, ppv:0.372, acc:0.706, f1:0.360, mcc:0.004, total+:78, total-:272\n", "@threshold:0.344, sens:0.349, spec:0.813, ppv:0.367, acc:0.703, f1:0.358, mcc:0.004, total+:79, total-:271\n", "@threshold:0.268, sens:0.361, spec:0.734, ppv:0.297, acc:0.646, f1:0.326, mcc:0.002, total+:101, total-:249\n", "@threshold:0.262, sens:0.361, spec:0.730, ppv:0.294, acc:0.643, f1:0.324, mcc:0.002, total+:102, total-:248\n", "@threshold:0.259, sens:0.373, spec:0.730, ppv:0.301, acc:0.646, f1:0.333, mcc:0.002, total+:103, total-:247\n", "@threshold:0.254, sens:0.386, spec:0.727, ppv:0.305, acc:0.646, f1:0.340, mcc:0.002, total+:105, total-:245\n", "@threshold:0.252, sens:0.398, spec:0.727, ppv:0.311, acc:0.649, f1:0.349, mcc:0.002, total+:106, total-:244\n", "@threshold:0.249, sens:0.398, spec:0.723, ppv:0.308, acc:0.646, f1:0.347, mcc:0.002, total+:107, total-:243\n", "@threshold:0.245, sens:0.410, spec:0.719, ppv:0.312, acc:0.646, f1:0.354, mcc:0.002, total+:109, total-:241\n", "@threshold:0.240, sens:0.410, spec:0.715, ppv:0.309, acc:0.643, f1:0.352, mcc:0.002, total+:110, total-:240\n", "@threshold:0.233, sens:0.422, spec:0.708, ppv:0.310, acc:0.640, f1:0.357, mcc:0.002, total+:113, total-:237\n", "@threshold:0.232, sens:0.422, spec:0.704, ppv:0.307, acc:0.637, f1:0.355, mcc:0.002, total+:114, total-:236\n", "@threshold:0.230, sens:0.434, spec:0.693, ppv:0.305, acc:0.631, f1:0.358, mcc:0.002, total+:118, total-:232\n", "@threshold:0.228, sens:0.434, spec:0.689, ppv:0.303, acc:0.629, f1:0.356, mcc:0.002, total+:119, total-:231\n", "@threshold:0.224, sens:0.446, spec:0.682, ppv:0.303, acc:0.626, f1:0.361, mcc:0.002, total+:122, total-:228\n", "@threshold:0.222, sens:0.458, spec:0.678, ppv:0.306, acc:0.626, f1:0.367, mcc:0.002, total+:124, total-:226\n", "@threshold:0.217, sens:0.470, spec:0.674, ppv:0.310, acc:0.626, f1:0.373, mcc:0.002, total+:126, total-:224\n", "@threshold:0.217, sens:0.470, spec:0.670, ppv:0.307, acc:0.623, f1:0.371, mcc:0.002, total+:127, total-:223\n", "@threshold:0.215, sens:0.482, spec:0.670, ppv:0.312, acc:0.626, f1:0.379, mcc:0.002, total+:128, total-:222\n", "@threshold:0.214, sens:0.482, spec:0.667, ppv:0.310, acc:0.623, f1:0.377, mcc:0.002, total+:129, total-:221\n", "@threshold:0.209, sens:0.494, spec:0.655, ppv:0.308, acc:0.617, f1:0.380, mcc:0.002, total+:133, total-:217\n", "@threshold:0.206, sens:0.494, spec:0.652, ppv:0.306, acc:0.614, f1:0.378, mcc:0.002, total+:134, total-:216\n", "@threshold:0.202, sens:0.506, spec:0.640, ppv:0.304, acc:0.609, f1:0.380, mcc:0.002, total+:138, total-:212\n", "@threshold:0.193, sens:0.530, spec:0.637, ppv:0.312, acc:0.611, f1:0.393, mcc:0.002, total+:141, total-:209\n", "@threshold:0.191, sens:0.542, spec:0.637, ppv:0.317, acc:0.614, f1:0.400, mcc:0.002, total+:142, total-:208\n", "@threshold:0.189, sens:0.542, spec:0.633, ppv:0.315, acc:0.611, f1:0.398, mcc:0.002, total+:143, total-:207\n", "@threshold:0.176, sens:0.554, spec:0.614, ppv:0.309, acc:0.600, f1:0.397, mcc:0.002, total+:149, total-:201\n", "@threshold:0.176, sens:0.554, spec:0.610, ppv:0.307, acc:0.597, f1:0.395, mcc:0.002, total+:150, total-:200\n", "@threshold:0.175, sens:0.566, spec:0.610, ppv:0.311, acc:0.600, f1:0.402, mcc:0.002, total+:151, total-:199\n", "@threshold:0.173, sens:0.566, spec:0.607, ppv:0.309, acc:0.597, f1:0.400, mcc:0.002, total+:152, total-:198\n", "@threshold:0.172, sens:0.578, spec:0.607, ppv:0.314, acc:0.600, f1:0.407, mcc:0.002, total+:153, total-:197\n", "@threshold:0.168, sens:0.578, spec:0.603, ppv:0.312, acc:0.597, f1:0.405, mcc:0.002, total+:154, total-:196\n", "@threshold:0.163, sens:0.590, spec:0.592, ppv:0.310, acc:0.591, f1:0.407, mcc:0.002, total+:158, total-:192\n", "@threshold:0.163, sens:0.590, spec:0.588, ppv:0.308, acc:0.589, f1:0.405, mcc:0.002, total+:159, total-:191\n", "@threshold:0.153, sens:0.602, spec:0.562, ppv:0.299, acc:0.571, f1:0.400, mcc:0.002, total+:167, total-:183\n", "@threshold:0.149, sens:0.602, spec:0.558, ppv:0.298, acc:0.569, f1:0.398, mcc:0.002, total+:168, total-:182\n", "@threshold:0.145, sens:0.614, spec:0.554, ppv:0.300, acc:0.569, f1:0.403, mcc:0.002, total+:170, total-:180\n", "@threshold:0.142, sens:0.614, spec:0.551, ppv:0.298, acc:0.566, f1:0.402, mcc:0.002, total+:171, total-:179\n", "@threshold:0.139, sens:0.627, spec:0.547, ppv:0.301, acc:0.566, f1:0.406, mcc:0.002, total+:173, total-:177\n", "@threshold:0.131, sens:0.639, spec:0.543, ppv:0.303, acc:0.566, f1:0.411, mcc:0.002, total+:175, total-:175\n", "@threshold:0.128, sens:0.651, spec:0.539, ppv:0.305, acc:0.566, f1:0.415, mcc:0.002, total+:177, total-:173\n", "@threshold:0.119, sens:0.663, spec:0.536, ppv:0.307, acc:0.566, f1:0.420, mcc:0.002, total+:179, total-:171\n", "@threshold:0.094, sens:0.675, spec:0.502, ppv:0.296, acc:0.543, f1:0.412, mcc:0.002, total+:189, total-:161\n", "@threshold:0.093, sens:0.675, spec:0.498, ppv:0.295, acc:0.540, f1:0.410, mcc:0.002, total+:190, total-:160\n", "@threshold:0.093, sens:0.687, spec:0.491, ppv:0.295, acc:0.537, f1:0.413, mcc:0.002, total+:193, total-:157\n", "@threshold:0.089, sens:0.687, spec:0.487, ppv:0.294, acc:0.534, f1:0.412, mcc:0.002, total+:194, total-:156\n", "@threshold:0.081, sens:0.699, spec:0.479, ppv:0.294, acc:0.531, f1:0.414, mcc:0.002, total+:197, total-:153\n", "@threshold:0.079, sens:0.699, spec:0.476, ppv:0.293, acc:0.529, f1:0.413, mcc:0.002, total+:198, total-:152\n", "@threshold:0.077, sens:0.711, spec:0.468, ppv:0.294, acc:0.526, f1:0.415, mcc:0.002, total+:201, total-:149\n", "@threshold:0.074, sens:0.711, spec:0.464, ppv:0.292, acc:0.523, f1:0.414, mcc:0.002, total+:202, total-:148\n", "@threshold:0.066, sens:0.723, spec:0.453, ppv:0.291, acc:0.517, f1:0.415, mcc:0.002, total+:206, total-:144\n", "@threshold:0.066, sens:0.723, spec:0.449, ppv:0.290, acc:0.514, f1:0.414, mcc:0.002, total+:207, total-:143\n", "@threshold:0.065, sens:0.735, spec:0.449, ppv:0.293, acc:0.517, f1:0.419, mcc:0.002, total+:208, total-:142\n", "@threshold:0.065, sens:0.735, spec:0.446, ppv:0.292, acc:0.514, f1:0.418, mcc:0.002, total+:209, total-:141\n", "@threshold:0.046, sens:0.747, spec:0.427, ppv:0.288, acc:0.503, f1:0.416, mcc:0.002, total+:215, total-:135\n", "@threshold:0.044, sens:0.759, spec:0.423, ppv:0.290, acc:0.503, f1:0.420, mcc:0.002, total+:217, total-:133\n", "@threshold:0.018, sens:0.771, spec:0.375, ppv:0.277, acc:0.469, f1:0.408, mcc:0.001, total+:231, total-:119\n", "@threshold:0.014, sens:0.771, spec:0.371, ppv:0.276, acc:0.466, f1:0.406, mcc:0.001, total+:232, total-:118\n", "@threshold:0.003, sens:0.783, spec:0.367, ppv:0.278, acc:0.466, f1:0.410, mcc:0.001, total+:234, total-:116\n", "@threshold:0.003, sens:0.783, spec:0.363, ppv:0.277, acc:0.463, f1:0.409, mcc:0.001, total+:235, total-:115\n", "@threshold:-0.019, sens:0.795, spec:0.330, ppv:0.269, acc:0.440, f1:0.402, mcc:0.001, total+:245, total-:105\n", "@threshold:-0.019, sens:0.795, spec:0.326, ppv:0.268, acc:0.437, f1:0.401, mcc:0.001, total+:246, total-:104\n", "@threshold:-0.035, sens:0.807, spec:0.303, ppv:0.265, acc:0.423, f1:0.399, mcc:0.001, total+:253, total-:97\n", "@threshold:-0.037, sens:0.807, spec:0.300, ppv:0.264, acc:0.420, f1:0.398, mcc:0.001, total+:254, total-:96\n", "@threshold:-0.037, sens:0.819, spec:0.300, ppv:0.267, acc:0.423, f1:0.402, mcc:0.001, total+:255, total-:95\n", "@threshold:-0.038, sens:0.819, spec:0.296, ppv:0.266, acc:0.420, f1:0.401, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.060, sens:0.831, spec:0.255, ppv:0.257, acc:0.391, f1:0.393, mcc:0.001, total+:268, total-:82\n", "@threshold:-0.061, sens:0.831, spec:0.251, ppv:0.257, acc:0.389, f1:0.392, mcc:0.001, total+:269, total-:81\n", "@threshold:-0.062, sens:0.843, spec:0.251, ppv:0.259, acc:0.391, f1:0.397, mcc:0.001, total+:270, total-:80\n", "@threshold:-0.064, sens:0.843, spec:0.247, ppv:0.258, acc:0.389, f1:0.395, mcc:0.001, total+:271, total-:79\n", "@threshold:-0.110, sens:0.855, spec:0.172, ppv:0.243, acc:0.334, f1:0.379, mcc:0.000, total+:292, total-:58\n", "@threshold:-0.112, sens:0.855, spec:0.169, ppv:0.242, acc:0.331, f1:0.378, mcc:0.000, total+:293, total-:57\n", "@threshold:-0.114, sens:0.867, spec:0.169, ppv:0.245, acc:0.334, f1:0.382, mcc:0.001, total+:294, total-:56\n", "@threshold:-0.117, sens:0.867, spec:0.165, ppv:0.244, acc:0.331, f1:0.381, mcc:0.000, total+:295, total-:55\n", "@threshold:-0.130, sens:0.880, spec:0.157, ppv:0.245, acc:0.329, f1:0.383, mcc:0.001, total+:298, total-:52\n", "@threshold:-0.133, sens:0.880, spec:0.154, ppv:0.244, acc:0.326, f1:0.382, mcc:0.001, total+:299, total-:51\n", "@threshold:-0.148, sens:0.892, spec:0.127, ppv:0.241, acc:0.309, f1:0.379, mcc:0.000, total+:307, total-:43\n", "@threshold:-0.151, sens:0.892, spec:0.124, ppv:0.240, acc:0.306, f1:0.379, mcc:0.000, total+:308, total-:42\n", "@threshold:-0.155, sens:0.904, spec:0.124, ppv:0.243, acc:0.309, f1:0.383, mcc:0.000, total+:309, total-:41\n", "@threshold:-0.158, sens:0.904, spec:0.120, ppv:0.242, acc:0.306, f1:0.382, mcc:0.000, total+:310, total-:40\n", "@threshold:-0.159, sens:0.916, spec:0.116, ppv:0.244, acc:0.306, f1:0.385, mcc:0.001, total+:312, total-:38\n", "@threshold:-0.174, sens:0.916, spec:0.112, ppv:0.243, acc:0.303, f1:0.384, mcc:0.001, total+:313, total-:37\n", "@threshold:-0.174, sens:0.928, spec:0.112, ppv:0.245, acc:0.306, f1:0.388, mcc:0.001, total+:314, total-:36\n", "@threshold:-0.184, sens:0.940, spec:0.109, ppv:0.247, acc:0.306, f1:0.391, mcc:0.001, total+:316, total-:34\n", "@threshold:-0.197, sens:0.952, spec:0.105, ppv:0.248, acc:0.306, f1:0.394, mcc:0.001, total+:318, total-:32\n", "@threshold:-0.200, sens:0.952, spec:0.101, ppv:0.248, acc:0.303, f1:0.393, mcc:0.001, total+:319, total-:31\n", "@threshold:-0.205, sens:0.964, spec:0.090, ppv:0.248, acc:0.297, f1:0.394, mcc:0.001, total+:323, total-:27\n", "@threshold:-0.218, sens:0.964, spec:0.086, ppv:0.247, acc:0.294, f1:0.393, mcc:0.001, total+:324, total-:26\n", "@threshold:-0.219, sens:0.976, spec:0.086, ppv:0.249, acc:0.297, f1:0.397, mcc:0.001, total+:325, total-:25\n", "@threshold:-0.222, sens:0.976, spec:0.082, ppv:0.248, acc:0.294, f1:0.396, mcc:0.001, total+:326, total-:24\n", "@threshold:-0.323, sens:0.988, spec:0.037, ppv:0.242, acc:0.263, f1:0.389, mcc:0.001, total+:339, total-:11\n", "@threshold:-0.329, sens:0.988, spec:0.034, ppv:0.241, acc:0.260, f1:0.388, mcc:0.001, total+:340, total-:10\n", "@threshold:-0.432, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " MatDeliveryAge | coef 0.023 95% CI: [0.020 , 0.026] | OR_adj 1.023 [1.020 1.026] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", " Number of Visits | coef 0.022 95% CI: [0.018 , 0.027] | OR_adj 1.022 [1.018 1.027] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", "* Vital: HC-avg19to24 | coef 0.017 95% CI: [0.012 , 0.022] | OR_adj 1.017 [1.012 1.022] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", "\n", " Vital: HC-latest | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.014 1.020] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", " Vital: HC-gain5to10 | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.014 1.020] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " MatDeliveryAge:-0.049\n", " Diagnosis:9ccs2:Septicemia:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", "\n", "* Vital: Ht-gain1to5 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.017 [1.014 1.019] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", "\n", " Vital: Temp-avg10to13 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.016 [1.014 1.019] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.016 95% CI: [0.012 , 0.020] | OR_adj 1.016 [1.012 1.020] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.046\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.045\n", "\n", "* Vital: Ht-latest | coef 0.016 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.019] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", "* Vital: HC-gain0to24 | coef 0.015 95% CI: [0.012 , 0.019] | OR_adj 1.016 [1.012 1.019] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", "\n", "* Vital: Ht-avg1to3 | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.015 [1.012 1.018] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", " Vital: Temp-latest | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", " Vital: Ht-gain3to7 | coef 0.015 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.017] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Lab:297275 STREP RAPID TEST (POCT):0.062\n", "\n", "* Vital: Ht-avg16to19 | coef 0.014 95% CI: [0.011 , 0.018] | OR_adj 1.014 [1.011 1.018] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.049\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:0.047\n", "\n", " Vital: Temp-avg5to7 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Number of Visits:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.060\n", "\n", " Vital: Temp-avg19to24 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", " Vital: Temp-avg1to3 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs125:Bronchitis:-0.058\n", " MatDeliveryAge:-0.055\n", "\n", " Vital: Temp-avg7to10 | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", " Vital: Ht-gain13to19 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.045\n", " Diagnosis:9ccs246:FUO:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.044\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.044\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.042\n", "\n", "* Vital: Ht-avg0to1 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", "* Vital: HC-gain3to7 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.048\n", "\n", "* Vital: Ht-avg19to24 | coef 0.013 95% CI: [0.010 , 0.016] | OR_adj 1.013 [1.010 1.016] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.013 95% CI: [0.009 , 0.017] | OR_adj 1.013 [1.009 1.017] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.059\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", "\n", "* Vital: HC-avg7to10 | coef 0.013 95% CI: [0.010 , 0.016] | OR_adj 1.013 [1.010 1.016] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.053\n", "\n", " Vital: Temp-avg0to1 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.015] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", " Vital: Ht-gain16to24 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", "\n", " Vital: Temp-avg13to16 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", " Vital: Temp-avg3to5 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", "\n", "* Vital: Ht-gain0to24 | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.009 1.014] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", "* Vital: Ht-avg3to5 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.014] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: HC-avg3to5 | coef 0.011 95% CI: [0.009 , 0.014] | OR_adj 1.011 [1.009 1.014] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Diagnosis:9ccs216:Nerv cong an:-0.063\n", "\n", " Vital: HC-avg10to13 | coef 0.011 95% CI: [0.009 , 0.014] | OR_adj 1.011 [1.009 1.014] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", " Vital: Ht-gain0to3 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Number of Visits:0.042\n", "\n", " Vital: HC-avg0to1 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: HC-avg5to7 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", "\n", " Vital: Ht-gain7to13 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Vital: HC-gain1to5 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", " Vital: Temp-avg16to19 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Diagnosis:9ccs90:Eye infectn:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.081\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.013] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Diagnosis:9ccs117:Ot circul dx:-0.064\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.062\n", " Diagnosis:9ccs205:Back problem:0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.055\n", "\n", " Vital: Ht-gain5to10 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Number of Visits:0.055\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", "\n", " Vital: HC-gain0to3 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Diagnosis:9ccs2:Septicemia:0.045\n", " Diagnosis:9ccs208:Acq foot def:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", "\n", " Vital: Ht-gain10to16 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.048\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.047\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", "\n", " Vital: HC-gain13to19 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.013] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", "\n", "* Vital: HC-avg1to3 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.064\n", "\n", "* Vital: Ht-avg10to13 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.056\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.010 [1.007 1.012] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Lab:297275 STREP RAPID TEST (POCT):0.047\n", " Diagnosis:9ccs234:Crush injury:0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.041\n", "\n", " Vital: HC-gain10to16 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", "\n", " Vital: HC-gain7to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " MatDeliveryAge:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.050\n", " Diagnosis:9ccs2:Septicemia:0.044\n", "\n", " Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Diagnosis:9ccs8:Oth infectns:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.055\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.055\n", "\n", "* Vital: Ht-avg5to7 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", "\n", "* Vital: Ht Percentile-latest | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", " Vital: Ht-avg7to10 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.054\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Diagnosis:9ccs159:UTI:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", " Vital: HC-avg13to16 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", "\n", " Vital: RR-latest | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.072\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.063\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.062\n", "\n", " Vital: HC-gain16to24 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", "\n", "* Vital: HR-avg5to7 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Newborn Diagnosis:9ccs218:Liveborn:0.054\n", "\n", " Vital: HR-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs89:Blindness:-0.055\n", " Diagnosis:9ccs251:Abdomnl pain:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", "\n", " Vital: HR-avg10to13 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs213:Cardiac anom:0.048\n", " Diagnosis:9ccs2:Septicemia:0.047\n", " Diagnosis:9ccs166:Oth male gen:0.045\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", " Diagnosis:9ccs211:Ot conn tiss:-0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.043\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.007] | OR_adj 1.007 [1.006 1.007] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", "\n", "* Vital: HC-avg16to19 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.058\n", " Diagnosis:9ccs217:Ot cong anom:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Vital: HR-avg7to10 | coef 0.005 95% CI: [0.002 , 0.007] | OR_adj 1.005 [1.002 1.007] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs205:Back problem:0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.053\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.052\n", " Diagnosis:9ccs117:Ot circul dx:-0.051\n", " Diagnosis:9ccs90:Eye infectn:0.051\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs140:Gastritis:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.051\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.065\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", " Vital: HR-avg19to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs223:Birth trauma:0.046\n", " Diagnosis:9ccs205:Back problem:0.044\n", " Diagnosis:9ccs127:COPD:-0.043\n", " Lab:297275 STREP RAPID TEST (POCT):0.041\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Number of Visits:-0.041\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs64:Ot hematl dx:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs222:Perint jaund:0.054\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs75:Hx mental dx:0.062\n", " Diagnosis:9ccs76:Meningitis:0.062\n", " Diagnosis:9ccs258:Other screen:0.061\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: RR-avg10to13 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.054\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.044\n", " Diagnosis:9ccs133:Oth low resp:-0.043\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " MatDeliveryAge:0.039\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs197:Skin infectn:0.061\n", " Diagnosis:9ccs123:Influenza:-0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Vital: RR-avg1to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.053\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.062\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.062\n", " Diagnosis:9ccs127:COPD:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.056\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.056\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.048\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.050\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.050\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs127:COPD:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:10ccs58:Ot nutrit dx:0.052\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs244:Other injury:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", " Diagnosis:9ccs219:Low birth wt:0.052\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Vital: HR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.065\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs255:Social admin:0.073\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs258:Other screen:0.081\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs95:Oth nerv dx:0.091\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.070\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.084\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Number of Visits:0.100\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.061\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs250:Nausea/vomit:0.057\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs137:Mouth dx:0.081\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Diagnosis:9ccs122:Pneumonia:0.095\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Diagnosis:9ccs92:Otitis media:0.088\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", " Diagnosis:9ccs234:Crush injury:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Number of Visits:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs135:Intest infct:0.096\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs159:UTI:0.094\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.089\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs244:Other injury:-0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs258:Other screen:0.102\n", " Diagnosis:9ccs127:COPD:0.088\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.070\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.080\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.090\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.063\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs89:Blindness:0.048\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs205:Back problem:0.075\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.085\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", " Diagnosis:9ccs140:Gastritis:0.098\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs223:Birth trauma:0.082\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.071\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs64:Ot hematl dx:0.065\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs215:gu cong anom:0.063\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs135:Intest infct:0.082\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", " Diagnosis:9ccs256:Exam/eval:0.063\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.134\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.070\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.069\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.050\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.049\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.087\n", " Diagnosis:9ccs224:Ot perint dx:-0.068\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.058\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.085\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", " Number of Visits:0.032\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:0.061\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", " Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Number of Visits:0.062\n", " Diagnosis:9ccs216:Nerv cong an:0.056\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.054\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.087\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.086\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", " Newborn Diagnosis:9ccs259:Unclassified:0.043\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs258:Other screen:0.064\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", " Diagnosis:9ccs8:Oth infectns:0.087\n", " Number of Visits:0.075\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Diagnosis:9ccs94:Other ear dx:0.101\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.088\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", " Diagnosis:9ccs253:Allergy:-0.044\n", " Diagnosis:9ccs215:gu cong anom:0.042\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.048\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.048\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.076\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.073\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs256:Exam/eval:0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.099\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Diagnosis:9ccs117:Ot circul dx:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.101\n", " Newborn Diagnosis:9ccs253:Allergy:0.092\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.086\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", " Newborn Diagnosis:9ccs0:No DX:0.067\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.062\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " Diagnosis:9ccs205:Back problem:0.052\n", " Diagnosis:9ccs136:Teeth dx:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.041\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.061\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.061\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.046\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs258:Other screen:0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.055\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs244:Other injury:-0.045\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", " Diagnosis:9ccs137:Mouth dx:0.087\n", " Diagnosis:9ccs90:Eye infectn:0.082\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs258:Other screen:0.069\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", " Diagnosis:9ccs90:Eye infectn:-0.028\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs92:Otitis media:-0.035\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.089\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.088\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.087\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.087\n", " Diagnosis:9ccs244:Other injury:0.076\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.074\n", " Diagnosis:9ccs246:FUO:0.071\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.124\n", " Newborn Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.051\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.041\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", " Diagnosis:9ccs205:Back problem:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.067\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs127:COPD:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.052\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs154:Gastroent:0.061\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Number of Visits:0.068\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.077\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.075\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.056\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", " Number of Visits:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs215:gu cong anom:0.078\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", " Diagnosis:9ccs123:Influenza:0.046\n", " Diagnosis:9ccs200:Oth skin dx:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.039\n", "\n", "MatDeliveryAge : 0.0227109555307\n", "Number of Visits : 0.0222289352265\n", "Vital : 0.765229225673\n", "Census : 0.138952701854\n", "Diagnosis : 0.0434790948795\n", "Newborn Diagnosis : 0.00683776940649\n", "Lab : 0.000561317429401\n", "Time to run analysis 0:17:09.507557\n", "Total Time elapsed 7:51:28.946410\n", "-----------------------------------------------------\n", "\n", "boys min_5 no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.026\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.085\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.083\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.572, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.146\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: -0.160\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: -0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.730\n", "AUC Validation: 0.457, Explained Variance Score Validation: -0.114\n", "AUC Test: 0.526, Explained Variance Score Test: -0.067\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: -0.024\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.023\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.024\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.574, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.553, Explained Variance Score Test: -0.048\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.003\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: -0.015\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: -0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.584, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.576, R^2 test: 0.014\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.016\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: -0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.563, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.489, R^2 test: -0.067\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: -0.085\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.572, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: 0.019\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: 0.077\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.102\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.620, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: -0.125\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: -0.089\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: -0.084\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.508, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: -0.061\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.065\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.548, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.637, R^2 test: 0.010\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.005\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.560, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: -0.049\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.060\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: -0.051\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.799\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.067\n", "AUC Test: 0.585, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: 0.036\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.027\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.539, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.001\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.026\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.524, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.011\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: -0.018\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.044\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.596, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.012\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.028\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.102\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.595, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.138\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: -0.167\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.094\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.120\n", "AUC Test: 0.593, Explained Variance Score Test: -0.016\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.626, R^2 test: -0.132\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.168\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.177\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.641\n", "AUC Validation: 0.386, Explained Variance Score Validation: -0.153\n", "AUC Test: 0.609, Explained Variance Score Test: -0.002\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.562, R^2 test: 0.008\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.041\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.009\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.641\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.602, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.618, R^2 test: -0.071\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: -0.036\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.667\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.588, Explained Variance Score Test: -0.072\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.616, R^2 test: -0.066\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.095\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.071\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.591, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.509, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.000\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: -0.030\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.608, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.644, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: -0.094\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.117\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: -0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.570, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.556, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.581, R^2 test: -0.202\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.173\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.100\n", "AUC Test: 0.545, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.547, R^2 test: -0.119\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: -0.143\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.130\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.454, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.570, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.054\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.095\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.693\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.535, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.610, R^2 test: -0.014\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.003\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.562, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.537, Explained Variance Score Test: -0.019\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: -0.105\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: -0.099\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: -0.113\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.484, Explained Variance Score Test: -0.055\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.057\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.076\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: -0.140\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.565, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.062\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.055\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.055\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.597, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.047\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.026\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.060\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.640, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.112\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: -0.125\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: -0.113\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.483, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.589, Explained Variance Score Test: -0.057\n", "\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: -0.197\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: -0.141\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: -0.110\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.534, Explained Variance Score Test: -0.085\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.007\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.010\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: -0.037\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.584, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.080\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.127\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.173\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.451, Explained Variance Score Validation: -0.138\n", "AUC Test: 0.503, Explained Variance Score Test: -0.054\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.084\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: -0.076\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.548, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.591, R^2 test: -0.015\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: -0.011\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: -0.013\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.613, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.555, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.015\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.014\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: -0.037\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.615, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.033\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: -0.027\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: -0.084\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.623, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.602, R^2 test: -0.078\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.099\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.114\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.511, Explained Variance Score Validation: -0.101\n", "AUC Test: 0.544, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.051\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: -0.013\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.578, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.640, R^2 test: 0.015\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.002\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.546, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.565, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.626, R^2 test: -0.056\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.038\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.592, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.089\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.132\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.457, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.597, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.037\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.033\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.704\n", "AUC Validation: 0.555, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.583, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: 0.008\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: -0.007\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.515, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.600, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: -0.009\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.004\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: -0.028\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.072\n", "AUC Test: 0.579, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: -0.146\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.147\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.137\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.427, Explained Variance Score Validation: -0.105\n", "AUC Test: 0.470, Explained Variance Score Test: -0.073\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: -0.148\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.146\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.129\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.062\n", "AUC Test: 0.616, Explained Variance Score Test: 0.020\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.050\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.047\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.570, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.560, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.571, R^2 test: -0.007\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.007\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.550, Explained Variance Score Test: -0.059\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.539, R^2 test: -0.131\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: -0.062\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.084\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.540, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.577, Explained Variance Score Test: -0.025\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.052\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.037\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.570, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: -0.066\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: -0.138\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.746\n", "AUC Validation: 0.547, Explained Variance Score Validation: -0.124\n", "AUC Test: 0.508, Explained Variance Score Test: -0.118\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: 0.003\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.007\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: -0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.570, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.614, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.170\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: -0.124\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: -0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.405, Explained Variance Score Validation: -0.093\n", "AUC Test: 0.573, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: -0.067\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: -0.062\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: -0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.624, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: -0.154\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: -0.112\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.548, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.069\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.034\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.023\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.584, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.660, R^2 test: -0.104\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.101\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: -0.127\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.497, Explained Variance Score Validation: -0.084\n", "AUC Test: 0.596, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: -0.043\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.047\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.590, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.006\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.021\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.044\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.763\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.534, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.063\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.066\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.549, Explained Variance Score Test: -0.042\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.609, R^2 test: -0.030\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.050\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: -0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.558, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.663, Explained Variance Score Test: 0.073\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.012\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: -0.012\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.005\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.544, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.599, Explained Variance Score Test: 0.004\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.011\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.045\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.634, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.588, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: -0.064\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.015\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.698\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.611, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.616, R^2 test: -0.189\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: -0.391\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.191\n", "AUC Test: 0.550, Explained Variance Score Test: -0.056\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.002\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.003\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: -0.016\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.540, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.500, Explained Variance Score Test: -0.029\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.598, R^2 test: -0.043\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: -0.027\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: -0.039\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.630\n", "AUC Validation: 0.547, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.563, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.654, R^2 test: -0.052\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.037\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: -0.014\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.059\n", "AUC Test: 0.564, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.213\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: -0.315\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: -0.368\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.436, Explained Variance Score Validation: -0.225\n", "AUC Test: 0.551, Explained Variance Score Test: -0.066\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: -0.051\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.216\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: -0.167\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.106\n", "AUC Test: 0.581, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: -0.069\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.085\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.081\n", "AUC Test: 0.526, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.537, R^2 test: -0.007\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.057\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: -0.101\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.529, Explained Variance Score Test: -0.077\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.033\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: -0.071\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.008\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.636, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: -0.059\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.118\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.556, Explained Variance Score Test: -0.041\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: -0.035\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: -0.013\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.031\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.531, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.559, Explained Variance Score Test: -0.056\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: -0.003\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.005\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.038\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.553, Explained Variance Score Test: -0.042\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: -0.048\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.040\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.617, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.043\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: -0.040\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.522, Explained Variance Score Test: -0.037\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: -0.127\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.118\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.077\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.573, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.020\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: -0.120\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: -0.164\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.600, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: -0.012\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: -0.013\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: -0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.636, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.557, R^2 test: -0.051\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.015\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: -0.021\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.608, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.555, Explained Variance Score Test: -0.031\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: -0.047\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: -0.047\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.537, Explained Variance Score Test: -0.038\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: -0.118\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.117\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: -0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.500, Explained Variance Score Test: -0.048\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.043\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.010\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: -0.010\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.589, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: 0.056\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.055\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.544, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: -0.218\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.159\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.205\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.444, Explained Variance Score Validation: -0.155\n", "AUC Test: 0.552, Explained Variance Score Test: -0.023\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.022\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: -0.021\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.028\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.575, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.031\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.002\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.056\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.539, Explained Variance Score Test: -0.107\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.062\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.027\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.019\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.740\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.572, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.009\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.011\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: -0.055\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.459, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.594, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.596, R^2 test: -0.106\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: -0.144\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.152\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.689\n", "AUC Validation: 0.401, Explained Variance Score Validation: -0.112\n", "AUC Test: 0.507, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.036\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.054\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.015\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.568, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: -0.061\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.022\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.007\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.551, Explained Variance Score Test: -0.038\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: -0.179\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.225\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: -0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.614, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: 0.041\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.045\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.512, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.517, Explained Variance Score Test: -0.072\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.046\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: -0.047\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: -0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.412, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.583, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: -0.129\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.133\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: -0.112\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.405, Explained Variance Score Validation: -0.120\n", "AUC Test: 0.531, Explained Variance Score Test: -0.061\n", "\n", "total Variables 254 and total subjects: 1751\n", "->AUC validation: 0.554 95% CI: [0.540 , 0.568]\n", "->AUC test: 0.568 95% CI: [0.561 , 0.575]\n", "->R^2 validation: -0.025 95% CI: [-0.037 , -0.013]\n", "->R^2 test: -0.017 95% CI: [-0.023 , -0.010]\n", "->Explained Variance validation: -0.053 95% CI: [-0.066 , -0.039]\n", "->Explained Variance test: -0.038 95% CI: [-0.044 , -0.031]\n", "Test set metrics:\n", "@threshold:0.461, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.336, sens:0.012, spec:0.993, ppv:0.333, acc:0.760, f1:0.023, mcc:0.012, total+:3, total-:347\n", "@threshold:0.233, sens:0.060, spec:0.989, ppv:0.625, acc:0.769, f1:0.110, mcc:0.053, total+:8, total-:342\n", "@threshold:0.177, sens:0.072, spec:0.970, ppv:0.429, acc:0.757, f1:0.124, mcc:0.013, total+:14, total-:336\n", "@threshold:0.175, sens:0.072, spec:0.966, ppv:0.400, acc:0.754, f1:0.122, mcc:0.010, total+:15, total-:335\n", "@threshold:0.161, sens:0.084, spec:0.963, ppv:0.412, acc:0.754, f1:0.140, mcc:0.011, total+:17, total-:333\n", "@threshold:0.161, sens:0.084, spec:0.959, ppv:0.389, acc:0.751, f1:0.139, mcc:0.009, total+:18, total-:332\n", "@threshold:0.151, sens:0.096, spec:0.959, ppv:0.421, acc:0.754, f1:0.157, mcc:0.011, total+:19, total-:331\n", "@threshold:0.113, sens:0.120, spec:0.955, ppv:0.455, acc:0.757, f1:0.190, mcc:0.013, total+:22, total-:328\n", "@threshold:0.092, sens:0.133, spec:0.940, ppv:0.407, acc:0.749, f1:0.200, mcc:0.008, total+:27, total-:323\n", "@threshold:0.088, sens:0.133, spec:0.936, ppv:0.393, acc:0.746, f1:0.198, mcc:0.007, total+:28, total-:322\n", "@threshold:0.065, sens:0.145, spec:0.910, ppv:0.333, acc:0.729, f1:0.202, mcc:0.004, total+:36, total-:314\n", "@threshold:0.053, sens:0.169, spec:0.906, ppv:0.359, acc:0.731, f1:0.230, mcc:0.005, total+:39, total-:311\n", "@threshold:0.040, sens:0.181, spec:0.899, ppv:0.357, acc:0.729, f1:0.240, mcc:0.005, total+:42, total-:308\n", "@threshold:0.038, sens:0.181, spec:0.895, ppv:0.349, acc:0.726, f1:0.238, mcc:0.004, total+:43, total-:307\n", "@threshold:0.036, sens:0.193, spec:0.895, ppv:0.364, acc:0.729, f1:0.252, mcc:0.005, total+:44, total-:306\n", "@threshold:0.035, sens:0.193, spec:0.891, ppv:0.356, acc:0.726, f1:0.250, mcc:0.004, total+:45, total-:305\n", "@threshold:0.033, sens:0.205, spec:0.891, ppv:0.370, acc:0.729, f1:0.264, mcc:0.005, total+:46, total-:304\n", "@threshold:0.033, sens:0.205, spec:0.888, ppv:0.362, acc:0.726, f1:0.262, mcc:0.005, total+:47, total-:303\n", "@threshold:0.028, sens:0.217, spec:0.873, ppv:0.346, acc:0.717, f1:0.267, mcc:0.004, total+:52, total-:298\n", "@threshold:0.018, sens:0.253, spec:0.869, ppv:0.375, acc:0.723, f1:0.302, mcc:0.005, total+:56, total-:294\n", "@threshold:0.016, sens:0.265, spec:0.861, ppv:0.373, acc:0.720, f1:0.310, mcc:0.005, total+:59, total-:291\n", "@threshold:0.015, sens:0.265, spec:0.858, ppv:0.367, acc:0.717, f1:0.308, mcc:0.004, total+:60, total-:290\n", "@threshold:0.014, sens:0.277, spec:0.858, ppv:0.377, acc:0.720, f1:0.319, mcc:0.005, total+:61, total-:289\n", "@threshold:0.003, sens:0.301, spec:0.854, ppv:0.391, acc:0.723, f1:0.340, mcc:0.005, total+:64, total-:286\n", "@threshold:0.001, sens:0.313, spec:0.850, ppv:0.394, acc:0.723, f1:0.349, mcc:0.005, total+:66, total-:284\n", "@threshold:-0.005, sens:0.313, spec:0.846, ppv:0.388, acc:0.720, f1:0.347, mcc:0.005, total+:67, total-:283\n", "@threshold:-0.012, sens:0.325, spec:0.839, ppv:0.386, acc:0.717, f1:0.353, mcc:0.005, total+:70, total-:280\n", "@threshold:-0.013, sens:0.325, spec:0.835, ppv:0.380, acc:0.714, f1:0.351, mcc:0.005, total+:71, total-:279\n", "@threshold:-0.022, sens:0.337, spec:0.813, ppv:0.359, acc:0.700, f1:0.348, mcc:0.004, total+:78, total-:272\n", "@threshold:-0.030, sens:0.337, spec:0.809, ppv:0.354, acc:0.697, f1:0.346, mcc:0.004, total+:79, total-:271\n", "@threshold:-0.062, sens:0.349, spec:0.775, ppv:0.326, acc:0.674, f1:0.337, mcc:0.003, total+:89, total-:261\n", "@threshold:-0.063, sens:0.349, spec:0.772, ppv:0.322, acc:0.671, f1:0.335, mcc:0.002, total+:90, total-:260\n", "@threshold:-0.076, sens:0.361, spec:0.757, ppv:0.316, acc:0.663, f1:0.337, mcc:0.002, total+:95, total-:255\n", "@threshold:-0.080, sens:0.361, spec:0.753, ppv:0.312, acc:0.660, f1:0.335, mcc:0.002, total+:96, total-:254\n", "@threshold:-0.099, sens:0.373, spec:0.730, ppv:0.301, acc:0.646, f1:0.333, mcc:0.002, total+:103, total-:247\n", "@threshold:-0.100, sens:0.373, spec:0.727, ppv:0.298, acc:0.643, f1:0.332, mcc:0.002, total+:104, total-:246\n", "@threshold:-0.106, sens:0.386, spec:0.708, ppv:0.291, acc:0.631, f1:0.332, mcc:0.001, total+:110, total-:240\n", "@threshold:-0.107, sens:0.386, spec:0.704, ppv:0.288, acc:0.629, f1:0.330, mcc:0.001, total+:111, total-:239\n", "@threshold:-0.119, sens:0.398, spec:0.689, ppv:0.284, acc:0.620, f1:0.332, mcc:0.001, total+:116, total-:234\n", "@threshold:-0.120, sens:0.398, spec:0.685, ppv:0.282, acc:0.617, f1:0.330, mcc:0.001, total+:117, total-:233\n", "@threshold:-0.145, sens:0.410, spec:0.637, ppv:0.260, acc:0.583, f1:0.318, mcc:0.001, total+:131, total-:219\n", "@threshold:-0.146, sens:0.410, spec:0.633, ppv:0.258, acc:0.580, f1:0.316, mcc:0.001, total+:132, total-:218\n", "@threshold:-0.156, sens:0.422, spec:0.614, ppv:0.254, acc:0.569, f1:0.317, mcc:0.000, total+:138, total-:212\n", "@threshold:-0.156, sens:0.422, spec:0.610, ppv:0.252, acc:0.566, f1:0.315, mcc:0.000, total+:139, total-:211\n", "@threshold:-0.167, sens:0.434, spec:0.588, ppv:0.247, acc:0.551, f1:0.314, mcc:0.000, total+:146, total-:204\n", "@threshold:-0.176, sens:0.446, spec:0.584, ppv:0.250, acc:0.551, f1:0.320, mcc:0.000, total+:148, total-:202\n", "@threshold:-0.178, sens:0.458, spec:0.577, ppv:0.252, acc:0.549, f1:0.325, mcc:0.000, total+:151, total-:199\n", "@threshold:-0.181, sens:0.458, spec:0.573, ppv:0.250, acc:0.546, f1:0.323, mcc:0.000, total+:152, total-:198\n", "@threshold:-0.181, sens:0.470, spec:0.573, ppv:0.255, acc:0.549, f1:0.331, mcc:0.000, total+:153, total-:197\n", "@threshold:-0.182, sens:0.470, spec:0.569, ppv:0.253, acc:0.546, f1:0.329, mcc:0.000, total+:154, total-:196\n", "@threshold:-0.186, sens:0.482, spec:0.566, ppv:0.256, acc:0.546, f1:0.335, mcc:0.001, total+:156, total-:194\n", "@threshold:-0.188, sens:0.482, spec:0.562, ppv:0.255, acc:0.543, f1:0.333, mcc:0.000, total+:157, total-:193\n", "@threshold:-0.194, sens:0.494, spec:0.551, ppv:0.255, acc:0.537, f1:0.336, mcc:0.000, total+:161, total-:189\n", "@threshold:-0.194, sens:0.494, spec:0.547, ppv:0.253, acc:0.534, f1:0.335, mcc:0.000, total+:162, total-:188\n", "@threshold:-0.196, sens:0.506, spec:0.547, ppv:0.258, acc:0.537, f1:0.341, mcc:0.001, total+:163, total-:187\n", "@threshold:-0.199, sens:0.506, spec:0.543, ppv:0.256, acc:0.534, f1:0.340, mcc:0.001, total+:164, total-:186\n", "@threshold:-0.202, sens:0.518, spec:0.543, ppv:0.261, acc:0.537, f1:0.347, mcc:0.001, total+:165, total-:185\n", "@threshold:-0.203, sens:0.518, spec:0.539, ppv:0.259, acc:0.534, f1:0.345, mcc:0.001, total+:166, total-:184\n", "@threshold:-0.219, sens:0.530, spec:0.509, ppv:0.251, acc:0.514, f1:0.341, mcc:0.000, total+:175, total-:175\n", "@threshold:-0.227, sens:0.542, spec:0.506, ppv:0.254, acc:0.514, f1:0.346, mcc:0.000, total+:177, total-:173\n", "@threshold:-0.237, sens:0.554, spec:0.476, ppv:0.247, acc:0.494, f1:0.342, mcc:0.000, total+:186, total-:164\n", "@threshold:-0.241, sens:0.566, spec:0.472, ppv:0.250, acc:0.494, f1:0.347, mcc:0.000, total+:188, total-:162\n", "@threshold:-0.247, sens:0.578, spec:0.457, ppv:0.249, acc:0.486, f1:0.348, mcc:0.000, total+:193, total-:157\n", "@threshold:-0.248, sens:0.578, spec:0.453, ppv:0.247, acc:0.483, f1:0.347, mcc:0.000, total+:194, total-:156\n", "@threshold:-0.260, sens:0.590, spec:0.423, ppv:0.241, acc:0.463, f1:0.343, mcc:0.000, total+:203, total-:147\n", "@threshold:-0.260, sens:0.590, spec:0.419, ppv:0.240, acc:0.460, f1:0.341, mcc:0.000, total+:204, total-:146\n", "@threshold:-0.264, sens:0.602, spec:0.416, ppv:0.243, acc:0.460, f1:0.346, mcc:0.000, total+:206, total-:144\n", "@threshold:-0.265, sens:0.602, spec:0.412, ppv:0.242, acc:0.457, f1:0.345, mcc:0.000, total+:207, total-:143\n", "@threshold:-0.268, sens:0.614, spec:0.404, ppv:0.243, acc:0.454, f1:0.348, mcc:0.000, total+:210, total-:140\n", "@threshold:-0.268, sens:0.614, spec:0.401, ppv:0.242, acc:0.451, f1:0.347, mcc:0.000, total+:211, total-:139\n", "@threshold:-0.268, sens:0.627, spec:0.386, ppv:0.241, acc:0.443, f1:0.348, mcc:0.000, total+:216, total-:134\n", "@threshold:-0.269, sens:0.639, spec:0.386, ppv:0.244, acc:0.446, f1:0.353, mcc:0.000, total+:217, total-:133\n", "@threshold:-0.272, sens:0.639, spec:0.382, ppv:0.243, acc:0.443, f1:0.352, mcc:0.000, total+:218, total-:132\n", "@threshold:-0.273, sens:0.651, spec:0.382, ppv:0.247, acc:0.446, f1:0.358, mcc:0.000, total+:219, total-:131\n", "@threshold:-0.274, sens:0.651, spec:0.378, ppv:0.245, acc:0.443, f1:0.356, mcc:0.000, total+:220, total-:130\n", "@threshold:-0.277, sens:0.663, spec:0.371, ppv:0.247, acc:0.440, f1:0.359, mcc:0.000, total+:223, total-:127\n", "@threshold:-0.279, sens:0.663, spec:0.367, ppv:0.246, acc:0.437, f1:0.358, mcc:0.000, total+:224, total-:126\n", "@threshold:-0.284, sens:0.675, spec:0.356, ppv:0.246, acc:0.431, f1:0.360, mcc:0.000, total+:228, total-:122\n", "@threshold:-0.285, sens:0.687, spec:0.352, ppv:0.248, acc:0.431, f1:0.364, mcc:0.000, total+:230, total-:120\n", "@threshold:-0.296, sens:0.699, spec:0.326, ppv:0.244, acc:0.414, f1:0.361, mcc:0.000, total+:238, total-:112\n", "@threshold:-0.301, sens:0.699, spec:0.322, ppv:0.243, acc:0.411, f1:0.360, mcc:0.000, total+:239, total-:111\n", "@threshold:-0.304, sens:0.711, spec:0.311, ppv:0.243, acc:0.406, f1:0.362, mcc:0.000, total+:243, total-:107\n", "@threshold:-0.308, sens:0.735, spec:0.307, ppv:0.248, acc:0.409, f1:0.371, mcc:0.000, total+:246, total-:104\n", "@threshold:-0.316, sens:0.747, spec:0.300, ppv:0.249, acc:0.406, f1:0.373, mcc:0.000, total+:249, total-:101\n", "@threshold:-0.318, sens:0.747, spec:0.296, ppv:0.248, acc:0.403, f1:0.372, mcc:0.000, total+:250, total-:100\n", "@threshold:-0.320, sens:0.759, spec:0.296, ppv:0.251, acc:0.406, f1:0.377, mcc:0.001, total+:251, total-:99\n", "@threshold:-0.320, sens:0.759, spec:0.292, ppv:0.250, acc:0.403, f1:0.376, mcc:0.001, total+:252, total-:98\n", "@threshold:-0.324, sens:0.771, spec:0.288, ppv:0.252, acc:0.403, f1:0.380, mcc:0.001, total+:254, total-:96\n", "@threshold:-0.329, sens:0.783, spec:0.285, ppv:0.254, acc:0.403, f1:0.383, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.348, sens:0.795, spec:0.243, ppv:0.246, acc:0.374, f1:0.376, mcc:0.000, total+:268, total-:82\n", "@threshold:-0.349, sens:0.795, spec:0.240, ppv:0.245, acc:0.371, f1:0.375, mcc:0.000, total+:269, total-:81\n", "@threshold:-0.354, sens:0.807, spec:0.240, ppv:0.248, acc:0.374, f1:0.380, mcc:0.001, total+:270, total-:80\n", "@threshold:-0.354, sens:0.819, spec:0.236, ppv:0.250, acc:0.374, f1:0.383, mcc:0.001, total+:272, total-:78\n", "@threshold:-0.371, sens:0.831, spec:0.221, ppv:0.249, acc:0.366, f1:0.383, mcc:0.001, total+:277, total-:73\n", "@threshold:-0.373, sens:0.831, spec:0.217, ppv:0.248, acc:0.363, f1:0.382, mcc:0.001, total+:278, total-:72\n", "@threshold:-0.379, sens:0.843, spec:0.210, ppv:0.249, acc:0.360, f1:0.385, mcc:0.001, total+:281, total-:69\n", "@threshold:-0.380, sens:0.843, spec:0.206, ppv:0.248, acc:0.357, f1:0.384, mcc:0.001, total+:282, total-:68\n", "@threshold:-0.397, sens:0.855, spec:0.199, ppv:0.249, acc:0.354, f1:0.386, mcc:0.001, total+:285, total-:65\n", "@threshold:-0.399, sens:0.867, spec:0.195, ppv:0.251, acc:0.354, f1:0.389, mcc:0.001, total+:287, total-:63\n", "@threshold:-0.413, sens:0.880, spec:0.180, ppv:0.250, acc:0.346, f1:0.389, mcc:0.001, total+:292, total-:58\n", "@threshold:-0.413, sens:0.880, spec:0.176, ppv:0.249, acc:0.343, f1:0.388, mcc:0.001, total+:293, total-:57\n", "@threshold:-0.420, sens:0.892, spec:0.172, ppv:0.251, acc:0.343, f1:0.392, mcc:0.001, total+:295, total-:55\n", "@threshold:-0.423, sens:0.892, spec:0.169, ppv:0.250, acc:0.340, f1:0.391, mcc:0.001, total+:296, total-:54\n", "@threshold:-0.424, sens:0.904, spec:0.169, ppv:0.253, acc:0.343, f1:0.395, mcc:0.001, total+:297, total-:53\n", "@threshold:-0.429, sens:0.904, spec:0.165, ppv:0.252, acc:0.340, f1:0.394, mcc:0.001, total+:298, total-:52\n", "@threshold:-0.450, sens:0.916, spec:0.154, ppv:0.252, acc:0.334, f1:0.395, mcc:0.001, total+:302, total-:48\n", "@threshold:-0.452, sens:0.916, spec:0.150, ppv:0.251, acc:0.331, f1:0.394, mcc:0.001, total+:303, total-:47\n", "@threshold:-0.498, sens:0.928, spec:0.094, ppv:0.241, acc:0.291, f1:0.383, mcc:0.000, total+:319, total-:31\n", "@threshold:-0.502, sens:0.928, spec:0.090, ppv:0.241, acc:0.289, f1:0.382, mcc:0.000, total+:320, total-:30\n", "@threshold:-0.506, sens:0.940, spec:0.082, ppv:0.241, acc:0.286, f1:0.384, mcc:0.001, total+:323, total-:27\n", "@threshold:-0.521, sens:0.952, spec:0.079, ppv:0.243, acc:0.286, f1:0.387, mcc:0.001, total+:325, total-:25\n", "@threshold:-0.521, sens:0.964, spec:0.079, ppv:0.245, acc:0.289, f1:0.391, mcc:0.001, total+:326, total-:24\n", "@threshold:-0.535, sens:0.976, spec:0.075, ppv:0.247, acc:0.289, f1:0.394, mcc:0.001, total+:328, total-:22\n", "@threshold:-0.603, sens:0.988, spec:0.045, ppv:0.243, acc:0.269, f1:0.390, mcc:0.001, total+:337, total-:13\n", "@threshold:-0.605, sens:0.988, spec:0.041, ppv:0.243, acc:0.266, f1:0.390, mcc:0.001, total+:338, total-:12\n", "@threshold:-0.749, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " Vital: Temp-avg10to13 | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.014 1.018] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.139\n", " Diagnosis:9ccs126:Ot up rsp in:0.109\n", " Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.063\n", " Diagnosis:9ccs4:Mycoses:0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.016 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.018] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:0.068\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.066\n", " Diagnosis:9ccs259:Unclassified:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs75:Hx mental dx:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.046\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.045\n", "\n", " Vital: Temp-avg3to5 | coef 0.015 95% CI: [0.013 , 0.018] | OR_adj 1.015 [1.013 1.018] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.083\n", " Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Newborn Diagnosis:9ccs0:No DX:-0.059\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs2:Septicemia:0.050\n", "\n", " Vital: Temp-avg5to7 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.018] | occ: 1371 | OR_unadj: 1.070 [0.850 1.347] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Number of Visits:0.063\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.060\n", "\n", " Vital: Ht-gain0to3 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.072\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs216:Nerv cong an:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.051\n", " Diagnosis:9ccs234:Crush injury:0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Number of Visits:0.042\n", "\n", " Vital: Temp-avg0to1 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1328 | OR_unadj: 1.360 [0.970 1.906] | indivs AUC:0.573\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.159\n", " Diagnosis:9ccs255:Social admin:-0.118\n", " Diagnosis:9ccs95:Oth nerv dx:-0.116\n", " Diagnosis:9ccs76:Meningitis:-0.098\n", " Diagnosis:9ccs7:Viral infect:-0.093\n", " Diagnosis:9ccs166:Oth male gen:-0.083\n", " Diagnosis:9ccs198:Ot infl skin:-0.076\n", " Diagnosis:9ccs257:Ot aftercare:-0.074\n", " Diagnosis:9ccs125:Bronchitis:-0.071\n", " Diagnosis:9ccs128:Asthma:-0.068\n", "\n", " Vital: Temp-avg19to24 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.016] | occ: 1411 | OR_unadj: 1.141 [0.859 1.515] | indivs AUC:0.484\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.128\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.127\n", " Diagnosis:9ccs113:Late eff CVD:-0.094\n", " Diagnosis:9ccs239:Superfic inj:-0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.083\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.077\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.077\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.075\n", "\n", " Number of Visits | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.440\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs92:Otitis media:0.404\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", "\n", " Vital: Temp-avg7to10 | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1385 | OR_unadj: 1.015 [0.714 1.445] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.219\n", " Diagnosis:9ccs255:Social admin:-0.172\n", " Diagnosis:9ccs257:Ot aftercare:-0.140\n", " Diagnosis:9ccs7:Viral infect:-0.138\n", " Diagnosis:9ccs126:Ot up rsp in:-0.136\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.087\n", " Diagnosis:9ccs125:Bronchitis:-0.086\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.085\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.083\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs259:Unclassified:-0.085\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", "\n", "* Vital: Ht-gain1to5 | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.085\n", " Lab:297275 STREP RAPID TEST (POCT):-0.080\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", "\n", " Vital: Temp-avg1to3 | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1377 | OR_unadj: 1.065 [0.826 1.373] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs7:Viral infect:-0.100\n", " Diagnosis:9ccs134:Ot uppr resp:0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs255:Social admin:-0.064\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs125:Bronchitis:-0.058\n", " MatDeliveryAge:-0.055\n", "\n", " Vital: Ht-gain10to16 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.048\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.047\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", "\n", " Vital: Temp-latest | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.062\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", "\n", " Vital: Ht-gain16to24 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Diagnosis:9ccs126:Ot up rsp in:-0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.053\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.052\n", " Diagnosis:9ccs197:Skin infectn:-0.048\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", "\n", " Vital: Temp-avg16to19 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1323 | OR_unadj: 0.807 [0.561 1.162] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.158\n", " Diagnosis:9ccs255:Social admin:-0.148\n", " Number of Visits:-0.135\n", " Diagnosis:9ccs239:Superfic inj:-0.112\n", " Diagnosis:9ccs126:Ot up rsp in:-0.111\n", " Diagnosis:9ccs240:Burns:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:-0.092\n", " Diagnosis:9ccs258:Other screen:-0.086\n", " Diagnosis:9ccs90:Eye infectn:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.081\n", "\n", "* Vital: Ht Percentile-latest | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.016] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs244:Other injury:0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs212:Ot bone dx:-0.053\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", "\n", " Vital: HC-gain0to3 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.064\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.057\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Diagnosis:9ccs2:Septicemia:0.045\n", " Diagnosis:9ccs208:Acq foot def:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", "\n", " Vital: Ht-gain7to13 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:0.069\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.063\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.063\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs251:Abdomnl pain:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Vital: Ht-gain13to19 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1399 | OR_unadj: 1.182 [0.941 1.485] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.045\n", " Diagnosis:9ccs246:FUO:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.044\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.044\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.042\n", "\n", " Vital: Ht-gain3to7 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1460 | OR_unadj: 1.123 [0.894 1.411] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.093\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Number of Visits:0.075\n", " Diagnosis:9ccs212:Ot bone dx:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.065\n", " Diagnosis:9ccs113:Late eff CVD:0.065\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Lab:297275 STREP RAPID TEST (POCT):0.062\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Diagnosis:9ccs47:Ot bnign neo:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:0.055\n", " Diagnosis:9ccs62:Coag/hemr dx:0.055\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs218:Liveborn:0.053\n", " Diagnosis:9ccs244:Other injury:-0.050\n", "\n", " Vital: Temp-avg13to16 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1321 | OR_unadj: 1.104 [0.599 2.033] | indivs AUC:0.549\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.267\n", " Number of Visits:-0.231\n", " Diagnosis:9ccs255:Social admin:-0.178\n", " Diagnosis:9ccs126:Ot up rsp in:-0.170\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.169\n", " Diagnosis:9ccs257:Ot aftercare:-0.159\n", " Diagnosis:9ccs7:Viral infect:-0.159\n", " Diagnosis:9ccs90:Eye infectn:-0.129\n", " Diagnosis:9ccs95:Oth nerv dx:-0.124\n", " Diagnosis:9ccs244:Other injury:-0.119\n", "\n", " Vital: Ht-gain5to10 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1443 | OR_unadj: 1.120 [0.888 1.414] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:-0.068\n", " Newborn Diagnosis:9ccs0:No DX:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.057\n", " Diagnosis:9ccs259:Unclassified:-0.056\n", " Number of Visits:0.055\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", "\n", " Vital: HR-latest | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.009 1.014] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs117:Ot circul dx:-0.061\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs89:Blindness:-0.055\n", " Diagnosis:9ccs251:Abdomnl pain:-0.053\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.080\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.054\n", " Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Lab:297275 STREP RAPID TEST (POCT):0.047\n", " Diagnosis:9ccs234:Crush injury:0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.041\n", "\n", " MatDeliveryAge | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.132\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs123:Influenza:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", "* Vital: Ht-avg0to1 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.333\n", " Diagnosis:9ccs219:Low birth wt:-0.286\n", " Newborn Diagnosis:9ccs253:Allergy:-0.131\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.120\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.114\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.068\n", " Diagnosis:9ccs117:Ot circul dx:-0.059\n", "\n", " Vital: HC-gain10to16 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1231 | OR_unadj: 0.870 [0.694 1.091] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.092\n", " Diagnosis:9ccs239:Superfic inj:-0.073\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.066\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.066\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.064\n", " Lab:292495 LEAD LEVEL - Sunrise:0.061\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.056\n", "\n", " Vital: HC-avg0to1 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.277\n", " Diagnosis:9ccs219:Low birth wt:-0.224\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs205:Back problem:-0.092\n", " Newborn Diagnosis:9ccs253:Allergy:-0.088\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.076\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", "\n", "* Vital: Ht-avg10to13 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1403 | OR_unadj: 1.702 [1.355 2.140] | indivs AUC:0.575\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs219:Low birth wt:-0.085\n", " Diagnosis:9ccs2:Septicemia:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.063\n", " Diagnosis:9ccs223:Birth trauma:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.056\n", "\n", "* Vital: Ht-avg16to19 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.012] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.072\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.069\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.049\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:0.047\n", "\n", "* Vital: Ht-avg1to3 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.290\n", " Diagnosis:9ccs219:Low birth wt:-0.225\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.146\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.126\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.108\n", " Newborn Diagnosis:9ccs253:Allergy:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.095\n", " Diagnosis:9ccs2:Septicemia:0.078\n", " Diagnosis:9ccs8:Oth infectns:0.059\n", "\n", " Vital: HC-gain5to10 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Newborn Diagnosis:9ccs0:No DX:0.060\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.051\n", " MatDeliveryAge:-0.049\n", " Diagnosis:9ccs2:Septicemia:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", "\n", "* Vital: HC-gain3to7 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1347 | OR_unadj: 1.370 [1.014 1.851] | indivs AUC:0.578\n", "Correlated most with:\n", "Number of Visits:0.084\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:-0.055\n", " Diagnosis:9ccs240:Burns:0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:0.048\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.048\n", "\n", "* Vital: HC-avg1to3 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.245\n", " Diagnosis:9ccs219:Low birth wt:-0.191\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.114\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.102\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.068\n", " Diagnosis:9ccs223:Birth trauma:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.064\n", "\n", " Vital: HC-gain1to5 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.075\n", " Diagnosis:9ccs124:Tonsillitis:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.074\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.010 95% CI: [0.007 , 0.012] | OR_adj 1.010 [1.007 1.012] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.072\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs208:Acq foot def:0.064\n", " Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.060\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.059\n", " Diagnosis:9ccs259:Unclassified:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.096\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.069\n", " Diagnosis:9ccs117:Ot circul dx:-0.064\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.062\n", " Diagnosis:9ccs205:Back problem:0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.055\n", "\n", " Vital: HC-gain13to19 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs243:Poisn nonmed:0.059\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Diagnosis:9ccs208:Acq foot def:-0.048\n", "\n", " Vital: Ht-avg7to10 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.153\n", " Diagnosis:9ccs219:Low birth wt:-0.081\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.063\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.060\n", " Diagnosis:9ccs223:Birth trauma:0.059\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Newborn Diagnosis:9ccs253:Allergy:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.054\n", "\n", " Vital: HC-latest | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", "\n", "* Vital: HC-avg7to10 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.083\n", " Diagnosis:9ccs75:Hx mental dx:0.073\n", " Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs209:Ot acq defor:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.057\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.053\n", "\n", " Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1287 | OR_unadj: 1.259 [0.991 1.601] | indivs AUC:0.568\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.061\n", " Diagnosis:9ccs256:Exam/eval:0.061\n", " Diagnosis:9ccs216:Nerv cong an:-0.059\n", " Newborn Diagnosis:9ccs253:Allergy:-0.059\n", " Diagnosis:9ccs8:Oth infectns:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.055\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.055\n", "\n", "* Vital: HC-avg16to19 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.103\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.093\n", " Diagnosis:9ccs143:Abdom hernia:0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.073\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.058\n", " Diagnosis:9ccs217:Ot cong anom:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", "\n", " Vital: HC-gain7to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1315 | OR_unadj: 1.015 [0.741 1.390] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs257:Ot aftercare:-0.057\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", " MatDeliveryAge:0.053\n", " Diagnosis:9ccs197:Skin infectn:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.050\n", " Diagnosis:9ccs2:Septicemia:0.044\n", "\n", " Vital: HR-avg10to13 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 456 | OR_unadj: 1.345 [0.952 1.900] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:-0.076\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs213:Cardiac anom:0.048\n", " Diagnosis:9ccs2:Septicemia:0.047\n", " Diagnosis:9ccs166:Oth male gen:0.045\n", "\n", "* Vital: Ht-avg3to5 | coef 0.009 95% CI: [0.006 , 0.011] | OR_adj 1.009 [1.006 1.011] | occ: 1321 | OR_unadj: 1.312 [1.007 1.711] | indivs AUC:0.550\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.209\n", " Diagnosis:9ccs219:Low birth wt:-0.174\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.152\n", " Newborn Diagnosis:9ccs253:Allergy:-0.127\n", " Diagnosis:9ccs255:Social admin:-0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.098\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.090\n", " Diagnosis:9ccs126:Ot up rsp in:-0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", "\n", " Vital: HC-gain16to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Diagnosis:9ccs47:Ot bnign neo:0.042\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 388 | OR_unadj: 1.032 [0.709 1.504] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:-0.078\n", " Diagnosis:9ccs133:Oth low resp:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.074\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.074\n", " Number of Visits:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs151:Oth liver dx:0.056\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.048\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.052\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", " Diagnosis:9ccs215:gu cong anom:-0.050\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.049\n", " Diagnosis:9ccs141:Ot dx stomch:-0.048\n", " Diagnosis:9ccs211:Ot conn tiss:-0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.043\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 452 | OR_unadj: 0.762 [0.526 1.105] | indivs AUC:0.466\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:0.060\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Diagnosis:9ccs48:Thyroid dsor:0.046\n", " Diagnosis:9ccs253:Allergy:-0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.044\n", " Diagnosis:9ccs133:Oth low resp:-0.043\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " MatDeliveryAge:0.039\n", "\n", " Vital: HC-avg3to5 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.100\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.079\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Diagnosis:9ccs216:Nerv cong an:-0.063\n", "\n", "* Vital: Ht-latest | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs126:Ot up rsp in:0.347\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs92:Otitis media:0.280\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.145\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs243:Poisn nonmed:-0.056\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.009] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", " Diagnosis:9ccs243:Poisn nonmed:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.042\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", "\n", "* Vital: Ht-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1348 | OR_unadj: 1.486 [1.156 1.909] | indivs AUC:0.540\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.150\n", " Diagnosis:9ccs219:Low birth wt:-0.106\n", " Diagnosis:9ccs3:Oth bact inf:0.097\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.097\n", " Newborn Diagnosis:9ccs253:Allergy:-0.083\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.076\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.070\n", " Diagnosis:9ccs59:Anemia:-0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.077\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs140:Gastritis:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.055\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.052\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.051\n", "\n", " Vital: HC-avg13to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.082\n", " Diagnosis:9ccs143:Abdom hernia:0.073\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.068\n", " Diagnosis:9ccs62:Coag/hemr dx:0.066\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs216:Nerv cong an:-0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", "\n", " Vital: HC-avg10to13 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1210 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.608\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.296\n", " Number of Visits:-0.273\n", " Diagnosis:9ccs255:Social admin:-0.264\n", " Diagnosis:9ccs126:Ot up rsp in:-0.240\n", " Diagnosis:9ccs7:Viral infect:-0.222\n", " Diagnosis:9ccs257:Ot aftercare:-0.195\n", " Diagnosis:9ccs92:Otitis media:-0.179\n", " Diagnosis:9ccs125:Bronchitis:-0.138\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Diagnosis:9ccs135:Intest infct:-0.125\n", "\n", "* Vital: Ht-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.072\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.061\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.060\n", "\n", " Vital: RR-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 795 | OR_unadj: 1.214 [0.892 1.653] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.083\n", " Diagnosis:9ccs92:Otitis media:-0.078\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.073\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.072\n", " Diagnosis:9ccs125:Bronchitis:0.069\n", " Diagnosis:9ccs127:COPD:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:-0.063\n", " Diagnosis:9ccs123:Influenza:0.063\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.063\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.062\n", "\n", "* Vital: HC-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1177 | OR_unadj: 1.779 [1.148 2.758] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.162\n", " Diagnosis:9ccs3:Oth bact inf:-0.152\n", " Diagnosis:9ccs255:Social admin:-0.137\n", " Number of Visits:-0.136\n", " Diagnosis:9ccs7:Viral infect:-0.123\n", " Diagnosis:9ccs126:Ot up rsp in:-0.112\n", " Diagnosis:9ccs247:Lymph enlarg:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.101\n", " Diagnosis:9ccs92:Otitis media:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", "\n", "* Vital: Ht-gain0to24 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1385 | OR_unadj: 1.531 [1.220 1.920] | indivs AUC:0.572\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:-0.075\n", " Diagnosis:9ccs127:COPD:0.070\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.070\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.066\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs147:Anal/rectal:0.062\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.062\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.060\n", " Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", " Vital: HR-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.054\n", " Diagnosis:9ccs76:Meningitis:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:-0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", "\n", " Vital: HR-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 455 | OR_unadj: 1.253 [0.883 1.777] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:-0.069\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs212:Ot bone dx:-0.060\n", " Diagnosis:9ccs89:Blindness:-0.056\n", " Diagnosis:9ccs223:Birth trauma:0.046\n", " Diagnosis:9ccs205:Back problem:0.044\n", " Diagnosis:9ccs127:COPD:-0.043\n", " Lab:297275 STREP RAPID TEST (POCT):0.041\n", " Diagnosis:9ccs135:Intest infct:-0.041\n", " Number of Visits:-0.041\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs212:Ot bone dx:-0.061\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Diagnosis:9ccs243:Poisn nonmed:-0.058\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", "\n", " Vital: HR-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs64:Ot hematl dx:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.088\n", " Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.081\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.069\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Diagnosis:9ccs159:UTI:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.070\n", " Newborn Diagnosis:9ccs253:Allergy:-0.068\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs222:Perint jaund:0.054\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs253:Allergy:-0.064\n", " Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.057\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.055\n", " Diagnosis:9ccs117:Ot circul dx:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", "\n", "* Vital: HR-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Newborn Diagnosis:9ccs218:Liveborn:0.054\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 407 | OR_unadj: 1.123 [0.792 1.592] | indivs AUC:0.524\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.078\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs205:Back problem:0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.053\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.052\n", " Diagnosis:9ccs117:Ot circul dx:-0.051\n", " Diagnosis:9ccs90:Eye infectn:0.051\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.337\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.334\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.268\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.267\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.173\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.172\n", "\n", "* Vital: HC-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs251:Abdomnl pain:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.053\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", "\n", " Vital: HR-avg16to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs75:Hx mental dx:0.062\n", " Diagnosis:9ccs76:Meningitis:0.062\n", " Diagnosis:9ccs258:Other screen:0.061\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1129 | OR_unadj: 1.087 [0.853 1.386] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.258\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.244\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs117:Ot circul dx:-0.082\n", " Diagnosis:9ccs219:Low birth wt:-0.077\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.064\n", " Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.089 [0.854 1.390] | indivs AUC:0.472\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.309\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.257\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.257\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.245\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.245\n", "\n", "* Vital: HC-avg19to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:0.085\n", " Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs251:Abdomnl pain:-0.056\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.051\n", " Diagnosis:9ccs216:Nerv cong an:-0.051\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.560\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.556\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.450\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.449\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.691\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.671\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.298\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.638\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.623\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.386\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.507\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.480\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.444\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.348\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1118 | OR_unadj: 1.172 [0.912 1.506] | indivs AUC:0.517\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.999\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.335\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.293\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.293\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1122 | OR_unadj: 1.304 [1.019 1.669] | indivs AUC:0.514\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.511\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.214\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.196\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", "\n", " Vital: HR-avg3to5 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:0.077\n", " Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:10ccs58:Ot nutrit dx:0.052\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.512\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.511\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.344\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.195\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1129 | OR_unadj: 1.187 [0.933 1.510] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.996\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.387\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.382\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.381\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.344\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1068 | OR_unadj: 1.150 [0.896 1.474] | indivs AUC:0.537\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.996\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.560\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.559\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.558\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.557\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.474\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.473\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.451\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.449\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1126 | OR_unadj: 1.150 [0.895 1.477] | indivs AUC:0.424\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.996\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.736\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.734\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.693\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.674\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.670\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.649\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.994\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.336\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.335\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.264\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.172\n", "\n", " Vital: HR-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.065\n", " Diagnosis:9ccs147:Anal/rectal:-0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1123 | OR_unadj: 1.201 [0.943 1.530] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.611\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.356\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.355\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1061 | OR_unadj: 1.018 [0.783 1.322] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.508\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.506\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.445\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.349\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.347\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.485\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.487\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.462\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.440\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.393\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.392\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.673\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.632\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.613\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.357\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1129 | OR_unadj: 1.101 [0.860 1.408] | indivs AUC:0.556\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.996\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.736\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.733\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.673\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.670\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.637\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.624\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.621\n", "\n", " Vital: RR-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs47:Ot bnign neo:-0.070\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs159:UTI:0.066\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.054\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 1.121 [0.884 1.421] | indivs AUC:0.553\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.726\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.724\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.716\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.998\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.725\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.725\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", "\n", " Vital: HR-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:0.140\n", " Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs4:Mycoses:0.075\n", " Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs197:Skin infectn:0.061\n", " Diagnosis:9ccs123:Influenza:-0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.055\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.743\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1129 | OR_unadj: 0.852 [0.649 1.119] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.918\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.744\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.744\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.713\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.712\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1120 | OR_unadj: 1.111 [0.861 1.433] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.916\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.785\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.666\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.664\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.996\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.919\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.915\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.714\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.667\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1128 | OR_unadj: 1.098 [0.856 1.409] | indivs AUC:0.440\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.949\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.946\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.787\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.785\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.744\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.998\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.948\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.787\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Vital: RR-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 186 | OR_unadj: 1.215 [0.655 2.254] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:0.094\n", " Diagnosis:9ccs217:Ot cong anom:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.080\n", " Diagnosis:9ccs59:Anemia:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", " Diagnosis:9ccs159:UTI:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.060\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", "\n", "* Vital: RR-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.232\n", " Diagnosis:9ccs211:Ot conn tiss:0.104\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.053\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs243:Poisn nonmed:-0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Vital: RR-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 185 | OR_unadj: 1.354 [0.827 2.219] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.127\n", " Diagnosis:9ccs163:Other GU dx:0.113\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs151:Oth liver dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.056\n", " Diagnosis:9ccs244:Other injury:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", " Diagnosis:9ccs219:Low birth wt:0.052\n", "\n", " Vital: RR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 199 | OR_unadj: 1.538 [0.931 2.540] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.075\n", " Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.059\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.050\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.050\n", " Diagnosis:9ccs161:Ot dx kidney:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs127:COPD:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", "\n", " Vital: RR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 249 | OR_unadj: 1.208 [0.786 1.858] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.109\n", " Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs76:Meningitis:-0.068\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.062\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.062\n", " Diagnosis:9ccs127:COPD:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.056\n", "\n", " Vital: RR-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:-0.080\n", " Diagnosis:9ccs244:Other injury:-0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.053\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs92:Otitis media:0.232\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.156\n", " Diagnosis:9ccs7:Viral infect:0.137\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.787\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 0.967 [0.745 1.256] | indivs AUC:0.415\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.949\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.916\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.743\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 156 | OR_unadj: 1.148 [0.576 2.288] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.093\n", " Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.073\n", " Diagnosis:9ccs117:Ot circul dx:0.059\n", " Diagnosis:9ccs165:Inf male gen:-0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs135:Intest infct:-0.055\n", " Diagnosis:9ccs212:Ot bone dx:0.054\n", " Diagnosis:9ccs234:Crush injury:0.050\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 0.979 [0.754 1.271] | indivs AUC:0.419\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.997\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.948\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.946\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.919\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.794\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.792\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.744\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1129 | OR_unadj: 1.179 [0.933 1.489] | indivs AUC:0.455\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.916\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.794\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.792\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.788\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.787\n", "\n", " Vital: RR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Diagnosis:9ccs75:Hx mental dx:-0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs212:Ot bone dx:-0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.065\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.065\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.374\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.113\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:0.063\n", " Diagnosis:9ccs141:Ot dx stomch:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.057\n", " Diagnosis:9ccs216:Nerv cong an:-0.049\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs89:Blindness:0.048\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Diagnosis:9ccs216:Nerv cong an:0.108\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.074\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.070\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs92:Otitis media:0.169\n", " Diagnosis:9ccs126:Ot up rsp in:0.153\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs256:Exam/eval:0.184\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs126:Ot up rsp in:0.155\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 107 | OR_unadj: 0.882 [0.382 2.035] | indivs AUC:0.513\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.374\n", " Diagnosis:9ccs151:Oth liver dx:-0.123\n", " Diagnosis:9ccs222:Perint jaund:-0.101\n", " Diagnosis:9ccs205:Back problem:0.095\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.091\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.090\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.063\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs126:Ot up rsp in:0.171\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.206\n", " Diagnosis:9ccs92:Otitis media:0.204\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Diagnosis:9ccs200:Oth skin dx:0.160\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs126:Ot up rsp in:0.097\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs200:Oth skin dx:0.087\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.087\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.073\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1288 | OR_unadj: 0.968 [0.750 1.249] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.440\n", " Diagnosis:9ccs92:Otitis media:0.369\n", " Diagnosis:9ccs255:Social admin:0.356\n", " Diagnosis:9ccs10:Immuniz/scrn:0.309\n", " Diagnosis:9ccs257:Ot aftercare:0.279\n", " Diagnosis:9ccs7:Viral infect:0.270\n", " Diagnosis:9ccs125:Bronchitis:0.250\n", " Diagnosis:9ccs90:Eye infectn:0.206\n", " Diagnosis:9ccs253:Allergy:0.198\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Diagnosis:9ccs117:Ot circul dx:0.228\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.208\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.309\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs92:Otitis media:0.200\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", "\n", " Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 507 | OR_unadj: 0.895 [0.695 1.152] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.249\n", " Diagnosis:9ccs253:Allergy:0.229\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs239:Superfic inj:0.169\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs198:Ot infl skin:0.160\n", " Diagnosis:9ccs126:Ot up rsp in:0.151\n", " Diagnosis:9ccs10:Immuniz/scrn:0.148\n", " Diagnosis:9ccs133:Oth low resp:0.147\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 817 | OR_unadj: 1.012 [0.807 1.269] | indivs AUC:0.464\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.404\n", " Diagnosis:9ccs126:Ot up rsp in:0.369\n", " Diagnosis:9ccs257:Ot aftercare:0.273\n", " Diagnosis:9ccs128:Asthma:0.232\n", " Diagnosis:9ccs125:Bronchitis:0.230\n", " Diagnosis:9ccs7:Viral infect:0.216\n", " Diagnosis:9ccs255:Social admin:0.205\n", " Diagnosis:9ccs90:Eye infectn:0.204\n", " Diagnosis:9ccs10:Immuniz/scrn:0.200\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 189 | OR_unadj: 1.047 [0.730 1.501] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.162\n", " Diagnosis:9ccs239:Superfic inj:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.108\n", " Diagnosis:9ccs253:Allergy:0.105\n", " Diagnosis:9ccs137:Mouth dx:0.104\n", " Diagnosis:9ccs138:Esophgeal dx:0.103\n", " Diagnosis:9ccs200:Oth skin dx:0.103\n", " Diagnosis:9ccs92:Otitis media:0.099\n", " Diagnosis:9ccs7:Viral infect:0.089\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.270\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs92:Otitis media:0.216\n", " Diagnosis:9ccs200:Oth skin dx:0.216\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 137 | OR_unadj: 0.657 [0.410 1.052] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.212\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Number of Visits:0.123\n", " Diagnosis:9ccs91:Other eye dx:0.110\n", " Diagnosis:9ccs95:Oth nerv dx:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs257:Ot aftercare:0.089\n", " Diagnosis:9ccs133:Oth low resp:0.085\n", " Lab:292495 LEAD LEVEL - Sunrise:0.085\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs95:Oth nerv dx:0.179\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs126:Ot up rsp in:0.089\n", " Diagnosis:9ccs216:Nerv cong an:0.078\n", " Diagnosis:9ccs223:Birth trauma:0.074\n", " Diagnosis:9ccs255:Social admin:0.073\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs92:Otitis media:0.119\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.101\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.250\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs92:Otitis media:0.230\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs126:Ot up rsp in:0.182\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs92:Otitis media:0.154\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 182 | OR_unadj: 1.068 [0.742 1.539] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Number of Visits:0.185\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs200:Oth skin dx:0.133\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs126:Ot up rsp in:0.128\n", " Diagnosis:9ccs7:Viral infect:0.095\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs76:Meningitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 141 | OR_unadj: 0.785 [0.505 1.221] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Diagnosis:9ccs133:Oth low resp:0.184\n", " Number of Visits:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.140\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs154:Gastroent:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.127\n", " Diagnosis:9ccs253:Allergy:0.118\n", " Diagnosis:9ccs258:Other screen:0.102\n", " Diagnosis:9ccs127:COPD:0.088\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.329\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.269\n", " Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs253:Allergy:0.185\n", " Newborn Diagnosis:9ccs221:Resp distres:0.144\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.121\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.112\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs95:Oth nerv dx:0.091\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs141:Ot dx stomch:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.086\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs126:Ot up rsp in:0.279\n", " Diagnosis:9ccs92:Otitis media:0.273\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 67 | OR_unadj: 1.420 [0.825 2.447] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.225\n", " Number of Visits:0.172\n", " Diagnosis:9ccs163:Other GU dx:0.164\n", " Diagnosis:9ccs2:Septicemia:0.129\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", " Diagnosis:9ccs122:Pneumonia:0.095\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Diagnosis:9ccs92:Otitis media:0.088\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Diagnosis:9ccs75:Hx mental dx:0.127\n", " Number of Visits:0.112\n", " Diagnosis:9ccs126:Ot up rsp in:0.091\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 806 | OR_unadj: 0.965 [0.769 1.210] | indivs AUC:0.471\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.121\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.091\n", " Diagnosis:9ccs7:Viral infect:-0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.084\n", " Newborn Diagnosis:9ccs0:No DX:-0.080\n", " Newborn Diagnosis:9ccs253:Allergy:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs64:Ot hematl dx:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.065\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.101\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs224:Ot perint dx:0.073\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.068\n", " Diagnosis:9ccs55:Fluid/elc dx:0.066\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.063\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs124:Tonsillitis:0.127\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs126:Ot up rsp in:0.124\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.094\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs258:Other screen:0.081\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.242\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs217:Ot cong anom:0.110\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.100\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 105 | OR_unadj: 0.620 [0.360 1.069] | indivs AUC:0.470\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.329\n", " Newborn Diagnosis:9ccs221:Resp distres:0.314\n", " Newborn Diagnosis:9ccs253:Allergy:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.202\n", " Diagnosis:9ccs143:Abdom hernia:0.136\n", " Diagnosis:9ccs95:Oth nerv dx:0.105\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs200:Oth skin dx:0.229\n", " Diagnosis:9ccs126:Ot up rsp in:0.198\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", "\n", " Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 100 | OR_unadj: 1.124 [0.700 1.805] | indivs AUC:0.486\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.332\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.269\n", " Newborn Diagnosis:9ccs253:Allergy:0.218\n", " Diagnosis:9ccs219:Low birth wt:0.214\n", " Newborn Diagnosis:9ccs221:Resp distres:0.179\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.084\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs212:Ot bone dx:0.085\n", " Diagnosis:9ccs209:Ot acq defor:0.065\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 85 | OR_unadj: 1.019 [0.604 1.720] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.185\n", " Number of Visits:0.100\n", " Diagnosis:9ccs163:Other GU dx:0.078\n", " Diagnosis:9ccs239:Superfic inj:0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.063\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.061\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs250:Nausea/vomit:0.057\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 117 | OR_unadj: 1.492 [0.984 2.262] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.100\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Diagnosis:9ccs48:Thyroid dsor:0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs240:Burns:0.076\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs133:Oth low resp:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.070\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs165:Inf male gen:0.102\n", " Diagnosis:9ccs62:Coag/hemr dx:0.098\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs159:UTI:0.086\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs126:Ot up rsp in:0.356\n", " Diagnosis:9ccs92:Otitis media:0.205\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs200:Oth skin dx:0.169\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs256:Exam/eval:0.127\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs126:Ot up rsp in:0.118\n", " Diagnosis:9ccs197:Skin infectn:0.115\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1653 | OR_unadj: 0.865 [0.538 1.390] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.355\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.124\n", " Newborn Diagnosis:9ccs218:Liveborn:0.110\n", " Diagnosis:9ccs213:Cardiac anom:-0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.075\n", " Diagnosis:9ccs244:Other injury:-0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.441\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.329\n", " Diagnosis:9ccs117:Ot circul dx:0.225\n", " Diagnosis:9ccs89:Blindness:0.129\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.098\n", " Diagnosis:9ccs140:Gastritis:0.098\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.123\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs243:Poisn nonmed:0.096\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.083\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 79 | OR_unadj: 1.297 [0.777 2.164] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Number of Visits:0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.081\n", " Diagnosis:9ccs253:Allergy:0.079\n", " Diagnosis:9ccs205:Back problem:0.077\n", " Diagnosis:9ccs219:Low birth wt:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.071\n", "\n", " Diagnosis:9ccs165:Inf male gen | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 48 | OR_unadj: 1.473 [0.782 2.774] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs165:Inf male gen:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.124\n", " Diagnosis:9ccs244:Other injury:0.118\n", " Lab:294147 FREE T4 - LMC:-0.110\n", " Number of Visits:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.102\n", " Diagnosis:9ccs135:Intest infct:0.096\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs159:UTI:0.094\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.089\n", "\n", " Vital: HC Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs4:Mycoses:-0.045\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", " Diagnosis:9ccs234:Crush injury:0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", "\n", "* Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 31 | OR_unadj: 3.235 [1.305 8.018] | indivs AUC:0.518\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs219:Low birth wt:-0.264\n", " Diagnosis:9ccs59:Anemia:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:9ccs153:GI hemorrhag:-0.095\n", " Diagnosis:9ccs147:Anal/rectal:0.094\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.087\n", " Diagnosis:9ccs224:Ot perint dx:-0.068\n", " Diagnosis:9ccs2603:E Codes: Fall:0.063\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs259:Unclassified:0.100\n", " Number of Visits:0.095\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 71 | OR_unadj: 1.211 [0.701 2.093] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.241\n", " MatDeliveryAge:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.094\n", " Newborn Diagnosis:9ccs221:Resp distres:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.080\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs200:Oth skin dx:0.105\n", " Diagnosis:9ccs197:Skin infectn:0.104\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs147:Anal/rectal:0.087\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.396 [0.775 2.517] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.127\n", " Diagnosis:9ccs126:Ot up rsp in:0.095\n", " Number of Visits:0.090\n", " Diagnosis:9ccs76:Meningitis:0.084\n", " Diagnosis:9ccs92:Otitis media:0.080\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs215:gu cong anom:0.063\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1654 | OR_unadj: 0.852 [0.530 1.371] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.397\n", " Newborn Diagnosis:9ccs0:No DX:-0.357\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.241\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.202\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.183\n", " Diagnosis:9ccs219:Low birth wt:-0.122\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.113\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.113\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.112\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs141:Ot dx stomch:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", "\n", "* Diagnosis:9ccs209:Ot acq defor | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 23 | OR_unadj: 2.766 [1.203 6.358] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.182\n", " Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs62:Coag/hemr dx:0.067\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Diagnosis:9ccs243:Poisn nonmed:0.054\n", " Diagnosis:9ccs58:Ot nutrit dx:0.050\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 53 | OR_unadj: 1.154 [0.611 2.181] | indivs AUC:0.476\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.240\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.150\n", " Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs163:Other GU dx:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs213:Cardiac anom:0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.081\n", " Diagnosis:9ccs137:Mouth dx:0.081\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.472\n", " Diagnosis:9ccs159:UTI:0.225\n", " Number of Visits:0.130\n", " Diagnosis:9ccs163:Other GU dx:0.124\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.105\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs205:Back problem:0.075\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.703\n", " Diagnosis:9ccs8:Oth infectns:0.132\n", " Diagnosis:9ccs64:Ot hematl dx:0.128\n", " Diagnosis:9ccs165:Inf male gen:0.124\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.089\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.085\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 50 | OR_unadj: 0.997 [0.506 1.966] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.472\n", " Diagnosis:9ccs215:gu cong anom:0.185\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.150\n", " Diagnosis:9ccs163:Other GU dx:0.110\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs64:Ot hematl dx:0.065\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 48 | OR_unadj: 0.403 [0.159 1.026] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.179\n", " Diagnosis:9ccs216:Nerv cong an:0.156\n", " Diagnosis:9ccs211:Ot conn tiss:0.147\n", " Number of Visits:0.117\n", " Diagnosis:9ccs217:Ot cong anom:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Diagnosis:9ccs94:Other ear dx:0.101\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.088\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 39 | OR_unadj: 1.225 [0.592 2.537] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.105\n", " Diagnosis:9ccs117:Ot circul dx:0.093\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs166:Oth male gen:0.069\n", " Diagnosis:9ccs212:Ot bone dx:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:0.061\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 21 | OR_unadj: 1.421 [0.548 3.688] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.273\n", " Diagnosis:9ccs89:Blindness:0.109\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.087\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.074\n", " Diagnosis:9ccs135:Intest infct:0.063\n", " Diagnosis:9ccs205:Back problem:0.052\n", " Diagnosis:9ccs136:Teeth dx:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:-0.041\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 1.251 [0.658 2.378] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.143\n", " Diagnosis:9ccs165:Inf male gen:0.118\n", " Diagnosis:9ccs257:Ot aftercare:0.115\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs96:Hrt valve dx:0.101\n", " Diagnosis:9ccs122:Pneumonia:0.094\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs135:Intest infct:0.082\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.329 [0.351 5.033] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:0.077\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.061\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.061\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.054\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.052\n", " Diagnosis:9ccs128:Asthma:-0.052\n", " Diagnosis:9ccs208:Acq foot def:-0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.046\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.147\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.124\n", " Diagnosis:9ccs134:Ot uppr resp:0.111\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.084\n", " Diagnosis:9ccs62:Coag/hemr dx:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Number of Visits:0.062\n", " Diagnosis:9ccs216:Nerv cong an:0.056\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs256:Exam/eval:0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.099\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.388 [0.117 1.286] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.467\n", " Newborn Diagnosis:9ccs253:Allergy:0.271\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.214\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.213\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.087\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.086\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.354 [0.595 3.082] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.134\n", " Diagnosis:9ccs122:Pneumonia:0.109\n", " Diagnosis:9ccs128:Asthma:0.107\n", " Diagnosis:9ccs246:FUO:0.077\n", " Diagnosis:9ccs92:Otitis media:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.071\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.070\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.069\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.780 [0.664 4.775] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.703\n", " Diagnosis:9ccs64:Ot hematl dx:0.123\n", " Diagnosis:9ccs8:Oth infectns:0.093\n", " Diagnosis:9ccs209:Ot acq defor:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs253:Allergy:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs258:Other screen:0.064\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.386 [0.968 5.880] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.228\n", " Diagnosis:9ccs213:Cardiac anom:0.225\n", " Newborn Diagnosis:9ccs253:Allergy:0.164\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.107\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.095\n", " Diagnosis:9ccs47:Ot bnign neo:0.093\n", " Diagnosis:9ccs8:Oth infectns:0.087\n", " Number of Visits:0.075\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Lab:297275 STREP RAPID TEST (POCT) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:297275 STREP RAPID TEST (POCT):1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Diagnosis:9ccs76:Meningitis:0.106\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", " Diagnosis:9ccs163:Other GU dx:-0.047\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.044\n", " Diagnosis:9ccs253:Allergy:-0.044\n", " Diagnosis:9ccs215:gu cong anom:0.042\n", " Diagnosis:9ccs122:Pneumonia:-0.039\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.202\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.105\n", " Diagnosis:9ccs163:Other GU dx:0.090\n", " Diagnosis:9ccs197:Skin infectn:0.087\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.080\n", " Diagnosis:9ccs126:Ot up rsp in:0.074\n", " Diagnosis:9ccs246:FUO:0.071\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.055\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:-0.170\n", " Diagnosis:9ccs117:Ot circul dx:-0.101\n", " Diagnosis:9ccs213:Cardiac anom:-0.080\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.080\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.075\n", " Diagnosis:9ccs244:Other injury:-0.070\n", " Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.066\n", " Diagnosis:9ccs4:Mycoses:-0.062\n", " Diagnosis:9ccs47:Ot bnign neo:-0.054\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.209\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs256:Exam/eval:0.138\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 0.733 [0.278 1.935] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.242\n", " Diagnosis:9ccs217:Ot cong anom:0.212\n", " Diagnosis:9ccs213:Cardiac anom:0.129\n", " Diagnosis:9ccs223:Birth trauma:0.109\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs7:Viral infect:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.077\n", "\n", " Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 0.611 [0.210 1.777] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Diagnosis:9ccs127:COPD:0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.071\n", " Diagnosis:9ccs134:Ot uppr resp:0.070\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.060\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.054\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 29 | OR_unadj: 1.127 [0.478 2.660] | indivs AUC:0.505\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.273\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.081\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.081\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.061\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.058\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.258\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.142\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs126:Ot up rsp in:-0.048\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.046\n", " Diagnosis:9ccs222:Perint jaund:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs92:Otitis media:-0.035\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.061 [0.291 3.876] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.128\n", " Diagnosis:10ccs58:Ot nutrit dx:0.123\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs165:Inf male gen:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.067\n", " Diagnosis:9ccs244:Other injury:0.065\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.065\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.065\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.106 [0.403 3.040] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.132\n", " Diagnosis:10ccs58:Ot nutrit dx:0.093\n", " Diagnosis:9ccs117:Ot circul dx:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.082\n", " Diagnosis:9ccs62:Coag/hemr dx:0.070\n", " Diagnosis:9ccs197:Skin infectn:0.063\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs258:Other screen:0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.144\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Diagnosis:9ccs216:Nerv cong an:0.115\n", " Number of Visits:0.107\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.104\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.101\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.090\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs223:Birth trauma:0.082\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.308 [0.546 3.136] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:297275 STREP RAPID TEST (POCT):0.106\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs4:Mycoses:0.082\n", " Number of Visits:0.075\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.067\n", " Diagnosis:9ccs126:Ot up rsp in:0.063\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.615 [0.558 4.678] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.132\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.094\n", " Diagnosis:9ccs165:Inf male gen:0.094\n", " Newborn Diagnosis:9ccs253:Allergy:0.089\n", " Diagnosis:9ccs137:Mouth dx:0.087\n", " Diagnosis:9ccs90:Eye infectn:0.082\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Number of Visits:0.072\n", " Diagnosis:9ccs258:Other screen:0.069\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs246:FUO:0.166\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Diagnosis:9ccs159:UTI:0.129\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.074\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Number of Visits:0.068\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.153\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.142\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.085\n", " Diagnosis:9ccs151:Oth liver dx:-0.083\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs159:UTI:0.164\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.147\n", " Diagnosis:9ccs161:Ot dx kidney:0.124\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.110\n", " Diagnosis:9ccs2:Septicemia:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.090\n", " Number of Visits:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs215:gu cong anom:0.078\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.555 [0.163 1.885] | indivs AUC:0.499\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.329\n", " Diagnosis:9ccs96:Hrt valve dx:0.250\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.091\n", " Diagnosis:9ccs211:Ot conn tiss:0.084\n", " Diagnosis:9ccs2:Septicemia:0.074\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:-0.067\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs256:Exam/eval:-0.063\n", " Diagnosis:9ccs136:Teeth dx:-0.056\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.049\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Number of Visits:-0.037\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:-0.386\n", " Diagnosis:9ccs165:Inf male gen:0.089\n", " Diagnosis:9ccs223:Birth trauma:-0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.074\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.054\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.095\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs224:Ot perint dx:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", " Number of Visits:0.069\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.778 [0.604 5.234] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.441\n", " Diagnosis:9ccs96:Hrt valve dx:0.208\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.156\n", " Diagnosis:9ccs55:Fluid/elc dx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.113\n", " Diagnosis:9ccs117:Ot circul dx:0.107\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.101\n", " Newborn Diagnosis:9ccs253:Allergy:0.092\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.086\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.830 [0.278 2.482] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.124\n", " Number of Visits:0.123\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs246:FUO:0.092\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Diagnosis:9ccs7:Viral infect:0.068\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.578 [0.483 5.151] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.357\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.355\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.080\n", " Diagnosis:9ccs48:Thyroid dsor:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Diagnosis:9ccs255:Social admin:-0.043\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.207\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.132\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.088\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs122:Pneumonia:0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.064\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Number of Visits:0.062\n", " Diagnosis:9ccs222:Perint jaund:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.056\n", " Diagnosis:9ccs122:Pneumonia:0.052\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.226 [0.724 6.844] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs213:Cardiac anom:0.098\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", " Diagnosis:10ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Diagnosis:9ccs159:UTI:0.052\n", " Diagnosis:9ccs128:Asthma:0.052\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.520 [0.391 5.904] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs141:Ot dx stomch:0.090\n", " Diagnosis:9ccs205:Back problem:0.082\n", " Diagnosis:9ccs55:Fluid/elc dx:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.061\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", " Diagnosis:9ccs123:Influenza:0.050\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.042\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.175 [0.023 1.306] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.209\n", " Diagnosis:9ccs140:Gastritis:0.113\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.099\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.095\n", " Diagnosis:9ccs155:Other GI dx:0.088\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.087\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.087\n", " Diagnosis:9ccs244:Other injury:0.076\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.352 [0.045 2.758] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.202\n", " Lab:297275 STREP RAPID TEST (POCT):0.138\n", " Diagnosis:9ccs246:FUO:0.131\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", " Diagnosis:9ccs123:Influenza:0.046\n", " Diagnosis:9ccs200:Oth skin dx:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.039\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.641 [0.141 2.905] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.314\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.183\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.179\n", " Newborn Diagnosis:9ccs218:Liveborn:-0.157\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.144\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.124\n", " Newborn Diagnosis:9ccs259:Unclassified:0.083\n", " Diagnosis:9ccs95:Oth nerv dx:0.067\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.064\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.093\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):-0.075\n", " Diagnosis:9ccs153:GI hemorrhag:-0.069\n", " Diagnosis:9ccs76:Meningitis:-0.055\n", " Diagnosis:9ccs154:Gastroent:-0.053\n", " Diagnosis:9ccs92:Otitis media:-0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs244:Other injury:-0.045\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:0.097\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.037\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.036\n", " Diagnosis:9ccs153:GI hemorrhag:0.033\n", " Diagnosis:9ccs135:Intest infct:-0.029\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", " Diagnosis:9ccs90:Eye infectn:-0.028\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.964 [0.268 3.473] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.258\n", " Lab:294147 FREE T4 - LMC:0.232\n", " Newborn Diagnosis:9ccs253:Allergy:0.096\n", " Diagnosis:9ccs259:Unclassified:0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.070\n", " Newborn Diagnosis:9ccs0:No DX:0.067\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.062\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.293 [0.038 2.259] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.136\n", " Diagnosis:9ccs62:Coag/hemr dx:0.093\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.089\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.088\n", " Diagnosis:9ccs251:Abdomnl pain:0.082\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Diagnosis:9ccs161:Ot dx kidney:0.075\n", " Diagnosis:9ccs216:Nerv cong an:0.073\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.706 [0.082 6.065] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:-0.134\n", " Diagnosis:9ccs234:Crush injury:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.082\n", " Diagnosis:9ccs95:Oth nerv dx:-0.068\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.063\n", " Diagnosis:10ccs58:Ot nutrit dx:0.060\n", " Diagnosis:9ccs124:Tonsillitis:-0.059\n", " Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.144\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.113\n", " Diagnosis:9ccs47:Ot bnign neo:0.105\n", " Diagnosis:9ccs166:Oth male gen:0.098\n", " Diagnosis:9ccs216:Nerv cong an:0.097\n", " Diagnosis:9ccs55:Fluid/elc dx:0.093\n", " Diagnosis:9ccs197:Skin infectn:0.086\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:-0.097\n", " Diagnosis:9ccs0:No DX:-0.086\n", " Diagnosis:9ccs136:Teeth dx:-0.072\n", " Diagnosis:9ccs94:Other ear dx:-0.064\n", " Diagnosis:9ccs134:Ot uppr resp:-0.064\n", " Diagnosis:9ccs197:Skin infectn:-0.061\n", " Lab:306617 OCCULT BLOOD TEST (FECAL):0.058\n", " Diagnosis:9ccs76:Meningitis:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", "\n", " Lab:306617 OCCULT BLOOD TEST (FECAL) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:306617 OCCULT BLOOD TEST (FECAL):1.000\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.153\n", " Diagnosis:9ccs247:Lymph enlarg:-0.105\n", " Diagnosis:9ccs91:Other eye dx:-0.100\n", " Diagnosis:9ccs258:Other screen:-0.099\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.082\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.078\n", " Diagnosis:9ccs224:Ot perint dx:-0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs154:Gastroent:0.061\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.179 [0.122 11.369] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:0.125\n", " Diagnosis:9ccs48:Thyroid dsor:0.116\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.076\n", " Diagnosis:9ccs95:Oth nerv dx:0.063\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.053\n", " Diagnosis:9ccs166:Oth male gen:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.417 [0.274 7.331] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs259:Unclassified:0.056\n", " Diagnosis:9ccs217:Ot cong anom:0.049\n", " Diagnosis:9ccs256:Exam/eval:0.048\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.046\n", " Diagnosis:9ccs95:Oth nerv dx:0.045\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.043\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.042\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.041\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.320 [0.041 2.484] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.156\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.115\n", " Diagnosis:9ccs59:Anemia:0.108\n", " Diagnosis:9ccs62:Coag/hemr dx:0.097\n", " Diagnosis:9ccs74:Ot mentl cnd:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.073\n", " Diagnosis:9ccs205:Back problem:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:0.070\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.067\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 0.785 [0.169 3.647] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.179\n", " Diagnosis:9ccs251:Abdomnl pain:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.506\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.386\n", " Diagnosis:9ccs48:Thyroid dsor:0.232\n", " Diagnosis:9ccs165:Inf male gen:-0.110\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.069\n", " Diagnosis:9ccs143:Abdom hernia:0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.054\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.098\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.060\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.058\n", " Number of Visits:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.056\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.050\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.049\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.031 [0.592 6.976] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Diagnosis:9ccs240:Burns:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.102\n", " Diagnosis:9ccs151:Oth liver dx:0.096\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs215:gu cong anom:0.049\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.047\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 0.884 [0.098 7.930] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.127\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.081\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs244:Other injury:0.055\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs159:UTI:0.045\n", "\n", " Newborn Diagnosis:9ccs218:Liveborn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1748 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs218:Liveborn:1.000\n", " Newborn Diagnosis:9ccs0:No DX:-0.157\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.157\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.111\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.110\n", " Diagnosis:9ccs89:Blindness:-0.103\n", " Diagnosis:9ccs136:Teeth dx:-0.094\n", " Diagnosis:9ccs165:Inf male gen:-0.078\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.076\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.073\n", "\n", " Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 3.543 [0.221 56.775] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs198:Ot infl skin:0.055\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.049\n", " Diagnosis:9ccs7:Viral infect:0.046\n", " Diagnosis:9ccs253:Allergy:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.041\n", " Diagnosis:9ccs92:Otitis media:0.034\n", " Number of Visits:0.032\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 3.549 [0.498 25.281] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:-0.107\n", " Diagnosis:9ccs48:Thyroid dsor:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs127:COPD:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.052\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.182\n", " Diagnosis:9ccs0:No DX:0.085\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs47:Ot bnign neo:0.064\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.057\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.053\n", " Diagnosis:9ccs213:Cardiac anom:0.051\n", " Newborn Diagnosis:9ccs259:Unclassified:0.043\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.770 [0.160 19.574] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:-0.124\n", " Diagnosis:9ccs234:Crush injury:0.071\n", " Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs135:Intest infct:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.059\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Diagnosis:9ccs222:Perint jaund:0.052\n", " Lab:297275 STREP RAPID TEST (POCT):-0.044\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:-0.124\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.115\n", " Diagnosis:9ccs59:Anemia:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.075\n", " Diagnosis:9ccs259:Unclassified:-0.074\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs198:Ot infl skin:-0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.051\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.588 [0.071 4.902] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.271\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.218\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.213\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.185\n", " Diagnosis:9ccs117:Ot circul dx:0.164\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.130\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.103\n", " Diagnosis:9ccs48:Thyroid dsor:0.096\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.338 [0.889 32.063] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.240\n", " Diagnosis:9ccs211:Ot conn tiss:0.095\n", " Diagnosis:9ccs117:Ot circul dx:0.095\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.090\n", " Diagnosis:9ccs89:Blindness:0.077\n", " Diagnosis:9ccs90:Eye infectn:0.067\n", " Diagnosis:9ccs258:Other screen:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.063\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.365 [0.394 14.202] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs2:Septicemia:0.166\n", " Diagnosis:9ccs3:Oth bact inf:0.131\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs240:Burns:0.092\n", " Number of Visits:0.080\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs247:Lymph enlarg:0.071\n", " Diagnosis:9ccs154:Gastroent:0.069\n", " Diagnosis:9ccs256:Exam/eval:0.063\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 7.104 [0.642 78.559] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:0.064\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.048\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.048\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.131 [0.507 8.955] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs2:Septicemia:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:0.130\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.093\n", " Diagnosis:9ccs140:Gastritis:0.093\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.086\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.077\n", " Diagnosis:9ccs217:Ot cong anom:0.075\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.075\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.768127388551\n", "Number of Visits : 0.0135578450188\n", "MatDeliveryAge : 0.0113410862073\n", "Census : 0.13836024843\n", "Diagnosis : 0.056056983404\n", "Lab : 0.00502767332792\n", "Newborn Diagnosis : 0.0075287750618\n", "Time to run analysis 0:06:56.619134\n", "Total Time elapsed 7:58:25.565848\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts full lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.484, R^2 test: 0.198\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.471, R^2 test: 0.240\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.459, R^2 test: 0.256\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.764, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.385, R^2 test: 0.037\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.357, R^2 test: 0.105\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.338, R^2 test: 0.146\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.696, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.762, Explained Variance Score Test: 0.289\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.379, R^2 test: 0.245\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.370, R^2 test: 0.294\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.361, R^2 test: 0.326\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.385\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.385\n", "AUC Test: 0.780, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.368, R^2 test: 0.261\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.354, R^2 test: 0.280\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.339, R^2 test: 0.290\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.696, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.758, Explained Variance Score Test: 0.283\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.386, R^2 test: 0.091\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.379, R^2 test: 0.154\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.364, R^2 test: 0.215\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.740, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.759, Explained Variance Score Test: 0.241\n", "\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.135\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.424, R^2 test: 0.184\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.412, R^2 test: 0.223\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.752, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.460, R^2 test: -0.014\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.427, R^2 test: 0.075\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.401, R^2 test: 0.119\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.758, Explained Variance Score Test: 0.303\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.458, R^2 test: 0.075\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.436, R^2 test: 0.108\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.417, R^2 test: 0.161\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.837, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.754, Explained Variance Score Test: 0.251\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.421, R^2 test: 0.139\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.407, R^2 test: 0.195\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.390, R^2 test: 0.237\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.815, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.773, Explained Variance Score Test: 0.317\n", "\n", "\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.340, R^2 test: 0.213\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.331, R^2 test: 0.231\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.247\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.796, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.736, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.420, R^2 test: 0.253\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.403, R^2 test: 0.268\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.387, R^2 test: 0.292\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.766, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.389, R^2 test: 0.034\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.368, R^2 test: 0.136\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.200\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.758, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.415, R^2 test: 0.207\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.406, R^2 test: 0.288\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.326\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.775, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.382, R^2 test: -0.092\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.373, R^2 test: -0.023\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.060\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.767, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.398, R^2 test: -0.036\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.392, R^2 test: -0.022\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.383, R^2 test: -0.005\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.121\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.758, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.492, R^2 test: -0.089\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.488, R^2 test: 0.004\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.478, R^2 test: 0.092\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.741, Explained Variance Score Test: 0.288\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.398, R^2 test: 0.047\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.393, R^2 test: 0.088\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.386, R^2 test: 0.138\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.833, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.754, Explained Variance Score Test: 0.295\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.378, R^2 test: 0.230\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.373, R^2 test: 0.250\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.364, R^2 test: 0.269\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.786, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.745, Explained Variance Score Test: 0.311\n", "\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.514, R^2 test: -0.184\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.508, R^2 test: -0.097\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.498, R^2 test: -0.033\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.389, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.766, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.473, R^2 test: -0.128\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.464, R^2 test: -0.097\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.447, R^2 test: -0.066\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.064\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.765, Explained Variance Score Test: 0.302\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.395, R^2 test: 0.221\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.390, R^2 test: 0.250\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.383, R^2 test: 0.265\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.759, Explained Variance Score Test: 0.280\n", "\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.484, R^2 test: -0.098\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.440, R^2 test: 0.158\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.246\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.749, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.392, R^2 test: 0.207\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.383, R^2 test: 0.235\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.365, R^2 test: 0.268\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.770, Explained Variance Score Test: 0.297\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.462, R^2 test: 0.264\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.453, R^2 test: 0.322\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.437, R^2 test: 0.352\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.331\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.763, Explained Variance Score Test: 0.310\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.468, R^2 test: 0.008\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.459, R^2 test: 0.092\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.453, R^2 test: 0.146\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.758, Explained Variance Score Test: 0.300\n", "\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.513, R^2 test: 0.086\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.503, R^2 test: 0.143\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.477, R^2 test: 0.183\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.376, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.767, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.484, R^2 test: 0.121\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.479, R^2 test: 0.193\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.468, R^2 test: 0.270\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.383\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.387\n", "AUC Test: 0.758, Explained Variance Score Test: 0.318\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.368, R^2 test: -0.227\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.362, R^2 test: -0.150\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.350, R^2 test: -0.105\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.083\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.732, Explained Variance Score Test: 0.267\n", "\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.351, R^2 test: 0.215\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.339, R^2 test: 0.286\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.327, R^2 test: 0.316\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.728, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.727, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.435, R^2 test: 0.217\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.428, R^2 test: 0.232\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.418, R^2 test: 0.240\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.791, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.770, Explained Variance Score Test: 0.307\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.550, R^2 test: 0.166\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.541, R^2 test: 0.213\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.527, R^2 test: 0.245\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.754, Explained Variance Score Test: 0.293\n", "\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.347, R^2 test: 0.092\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.341, R^2 test: 0.107\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.332, R^2 test: 0.120\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.184\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.749, Explained Variance Score Test: 0.257\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.323, R^2 test: 0.372\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.309, R^2 test: 0.366\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.293, R^2 test: 0.361\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.207, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.765, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.392, R^2 test: 0.201\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.383, R^2 test: 0.215\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.373, R^2 test: 0.238\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.330\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.745, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.253\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.423, R^2 test: 0.269\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.412, R^2 test: 0.293\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.757, Explained Variance Score Test: 0.300\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.528, R^2 test: 0.080\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.494, R^2 test: 0.155\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.468, R^2 test: 0.193\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.341\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.756, Explained Variance Score Test: 0.311\n", "\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.516, R^2 test: 0.075\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.512, R^2 test: 0.100\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.503, R^2 test: 0.116\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.435, R^2 test: 0.169\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.762, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.062\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.359, R^2 test: 0.105\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.136\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.138\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.761, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.381, R^2 test: 0.145\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.370, R^2 test: 0.224\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.262\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.801, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.758, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.343, R^2 test: -0.021\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.333, R^2 test: 0.019\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.323, R^2 test: 0.056\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.230, R^2 test: 0.134\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.745, Explained Variance Score Test: 0.259\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.447, R^2 test: 0.209\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.428, R^2 test: 0.247\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.420, R^2 test: 0.264\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.765, Explained Variance Score Test: 0.314\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.407, R^2 test: 0.099\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.304\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.361\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.807, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.757, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.416, R^2 test: 0.270\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.407, R^2 test: 0.284\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.289\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.837, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.773, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.449, R^2 test: 0.012\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.442, R^2 test: 0.034\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.429, R^2 test: 0.059\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.763, Explained Variance Score Test: 0.285\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.413, R^2 test: 0.074\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.401, R^2 test: 0.137\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.386, R^2 test: 0.161\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.818, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.749, Explained Variance Score Test: 0.324\n", "\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.362, R^2 test: 0.275\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.297\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.349, R^2 test: 0.306\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.781, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.745, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.418, R^2 test: 0.011\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.366, R^2 test: 0.157\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.290, R^2 test: 0.231\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.697, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.744, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.413, R^2 test: 0.195\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.403, R^2 test: 0.215\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.392, R^2 test: 0.227\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.765, Explained Variance Score Test: 0.304\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.368, R^2 test: 0.074\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.361, R^2 test: 0.153\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.183\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.776, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.413, R^2 test: 0.157\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.400, R^2 test: 0.173\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.384, R^2 test: 0.186\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.848, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.744, Explained Variance Score Test: 0.292\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.490, R^2 test: 0.068\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.478, R^2 test: 0.089\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.469, R^2 test: 0.097\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.141\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.838, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.755, Explained Variance Score Test: 0.291\n", "\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.433, R^2 test: 0.088\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.411, R^2 test: 0.204\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.397, R^2 test: 0.207\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.739, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.538, R^2 test: 0.225\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.508, R^2 test: 0.310\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.478, R^2 test: 0.356\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.416\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.762, Explained Variance Score Test: 0.323\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.409, R^2 test: -0.157\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.395, R^2 test: -0.009\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.364, R^2 test: 0.120\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.817, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.768, Explained Variance Score Test: 0.327\n", "\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.292, R^2 test: -0.042\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.281, R^2 test: 0.033\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.274, R^2 test: 0.106\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.193, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.738, Explained Variance Score Train: 0.193\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.768, Explained Variance Score Test: 0.263\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.331, R^2 test: 0.041\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.317, R^2 test: 0.067\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.312, R^2 test: 0.089\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.772, Explained Variance Score Test: 0.272\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.490, R^2 test: 0.131\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.462, R^2 test: 0.173\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.416, R^2 test: 0.196\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.765, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.422, R^2 test: 0.264\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.408, R^2 test: 0.271\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.390, R^2 test: 0.272\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.188\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.815, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.767, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.326, R^2 test: 0.185\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.212\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.234\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.836, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.769, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.476, R^2 test: 0.191\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.443, R^2 test: 0.293\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.416, R^2 test: 0.320\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.759, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.399, R^2 test: 0.307\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.390, R^2 test: 0.317\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.383, R^2 test: 0.318\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.333\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.772, Explained Variance Score Test: 0.308\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.464, R^2 test: 0.181\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.461, R^2 test: 0.197\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.455, R^2 test: 0.205\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.361, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.765, Explained Variance Score Test: 0.315\n", "\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.068\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.353, R^2 test: 0.152\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.344, R^2 test: 0.182\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.165\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.769, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.455, R^2 test: 0.188\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.440, R^2 test: 0.267\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.418, R^2 test: 0.325\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.318\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.764, Explained Variance Score Test: 0.307\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.533, R^2 test: 0.151\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.527, R^2 test: 0.162\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.514, R^2 test: 0.169\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.386, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.755, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.385, R^2 test: 0.072\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.375, R^2 test: 0.129\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.358, R^2 test: 0.141\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.773, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.737, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.425, R^2 test: 0.217\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.419, R^2 test: 0.277\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.408, R^2 test: 0.329\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.350\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.757, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.450, R^2 test: -0.044\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.443, R^2 test: 0.012\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.435, R^2 test: 0.046\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.779, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.367, R^2 test: 0.151\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.361, R^2 test: 0.171\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.188\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.761, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.401, R^2 test: 0.026\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.379, R^2 test: 0.081\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.356, R^2 test: 0.115\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.761, Explained Variance Score Test: 0.294\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.395, R^2 test: 0.023\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.389, R^2 test: 0.059\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.381, R^2 test: 0.086\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.745, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.754, Explained Variance Score Test: 0.304\n", "\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.454, R^2 test: 0.045\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.449, R^2 test: 0.071\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.442, R^2 test: 0.089\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.392, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.799, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.771, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.494, R^2 test: 0.178\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.486, R^2 test: 0.225\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.478, R^2 test: 0.259\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.387, R^2 test: 0.301\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.756, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.436, R^2 test: -0.035\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.424, R^2 test: 0.011\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.414, R^2 test: 0.042\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.761, Explained Variance Score Test: 0.320\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.479, R^2 test: 0.111\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.464, R^2 test: 0.184\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.453, R^2 test: 0.209\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.366, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.777, Explained Variance Score Test: 0.302\n", "\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.475, R^2 test: -0.061\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.467, R^2 test: 0.023\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.445, R^2 test: 0.088\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.750, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.442, R^2 test: 0.173\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.434, R^2 test: 0.214\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.420, R^2 test: 0.253\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.287, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.740, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.752, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.491, R^2 test: 0.150\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.450, R^2 test: 0.287\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.412, R^2 test: 0.342\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.355\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.761, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.408, R^2 test: -0.057\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.382, R^2 test: -0.000\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.358, R^2 test: 0.049\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.759, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.505, R^2 test: 0.216\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.498, R^2 test: 0.255\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.489, R^2 test: 0.272\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.756, Explained Variance Score Test: 0.285\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.389, R^2 test: 0.244\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.376, R^2 test: 0.262\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.372, R^2 test: 0.269\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.755, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.317, R^2 test: 0.352\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.312, R^2 test: 0.394\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.307, R^2 test: 0.417\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.360\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.723, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.426\n", "AUC Test: 0.780, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.453, R^2 test: 0.237\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.444, R^2 test: 0.288\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.435, R^2 test: 0.328\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.425\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.436\n", "AUC Test: 0.749, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.454, R^2 test: -0.330\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.450, R^2 test: -0.264\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.442, R^2 test: -0.201\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.774, Explained Variance Score Test: 0.297\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.495, R^2 test: 0.097\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.486, R^2 test: 0.188\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.473, R^2 test: 0.212\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.385, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.759, Explained Variance Score Test: 0.304\n", "\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.571, R^2 test: 0.226\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.562, R^2 test: 0.257\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.555, R^2 test: 0.263\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.863, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.763, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.374, R^2 test: -0.032\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.346, R^2 test: -0.010\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.028\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.105\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.767, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.442, R^2 test: -0.095\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.399, R^2 test: 0.011\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.140\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.763, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.393, R^2 test: -0.033\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.369, R^2 test: 0.014\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.049\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.761, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.478, R^2 test: 0.156\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.467, R^2 test: 0.196\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.449, R^2 test: 0.239\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.754, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.347, R^2 test: 0.176\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.335, R^2 test: 0.187\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.319, R^2 test: 0.191\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.772, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.423, R^2 test: 0.303\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.416, R^2 test: 0.310\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.409, R^2 test: 0.308\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.754, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.523, R^2 test: 0.131\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.516, R^2 test: 0.179\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.499, R^2 test: 0.226\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.771, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.434, R^2 test: 0.079\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.421, R^2 test: 0.082\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.413, R^2 test: 0.092\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.165\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.847, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.783, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.465, R^2 test: 0.079\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.457, R^2 test: 0.130\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.449, R^2 test: 0.164\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.366, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.782, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.474, R^2 test: 0.045\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.461, R^2 test: 0.106\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.447, R^2 test: 0.149\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.420, R^2 test: 0.269\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.412, R^2 test: 0.306\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.399, R^2 test: 0.320\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.320\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.762, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.324, R^2 test: 0.157\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.318, R^2 test: 0.160\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.311, R^2 test: 0.168\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.803, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.759, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.520, R^2 test: 0.130\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.504, R^2 test: 0.184\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.481, R^2 test: 0.209\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.771, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.384, R^2 test: 0.063\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.371, R^2 test: 0.120\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.360, R^2 test: 0.151\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.747, Explained Variance Score Test: 0.266\n", "\n", "total Variables 35 and total subjects: 1751\n", "->AUC validation: 0.745 95% CI: [0.734 , 0.756]\n", "->AUC test: 0.760 95% CI: [0.758 , 0.762]\n", "->R^2 validation: 0.250 95% CI: [0.235 , 0.265]\n", "->R^2 test: 0.295 95% CI: [0.291 , 0.298]\n", "->Explained Variance validation: 0.239 95% CI: [0.224 , 0.255]\n", "->Explained Variance test: 0.291 95% CI: [0.288 , 0.295]\n", "Test set metrics:\n", "@threshold:1.838, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.335, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.327, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.237, sens:0.048, spec:0.996, 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"@threshold:0.681, sens:0.325, spec:0.933, ppv:0.600, acc:0.789, f1:0.422, mcc:0.021, total+:45, total-:305\n", "@threshold:0.679, sens:0.325, spec:0.929, ppv:0.587, acc:0.786, f1:0.419, mcc:0.019, total+:46, total-:304\n", "@threshold:0.672, sens:0.337, spec:0.929, ppv:0.596, acc:0.789, f1:0.431, mcc:0.020, total+:47, total-:303\n", "@threshold:0.668, sens:0.349, spec:0.925, ppv:0.592, acc:0.789, f1:0.439, mcc:0.019, total+:49, total-:301\n", "@threshold:0.641, sens:0.361, spec:0.903, ppv:0.536, acc:0.774, f1:0.432, mcc:0.014, total+:56, total-:294\n", "@threshold:0.640, sens:0.361, spec:0.899, ppv:0.526, acc:0.771, f1:0.429, mcc:0.013, total+:57, total-:293\n", "@threshold:0.618, sens:0.373, spec:0.880, ppv:0.492, acc:0.760, f1:0.425, mcc:0.010, total+:63, total-:287\n", "@threshold:0.617, sens:0.373, spec:0.876, ppv:0.484, acc:0.757, f1:0.422, mcc:0.010, total+:64, total-:286\n", "@threshold:0.594, sens:0.386, spec:0.861, ppv:0.464, acc:0.749, f1:0.421, mcc:0.008, total+:69, total-:281\n", "@threshold:0.590, sens:0.386, spec:0.858, ppv:0.457, acc:0.746, f1:0.418, mcc:0.008, total+:70, total-:280\n", "@threshold:0.585, sens:0.398, spec:0.858, ppv:0.465, acc:0.749, f1:0.429, mcc:0.008, total+:71, total-:279\n", "@threshold:0.565, sens:0.410, spec:0.854, ppv:0.466, acc:0.749, f1:0.436, mcc:0.008, total+:73, total-:277\n", "@threshold:0.559, sens:0.422, spec:0.854, ppv:0.473, acc:0.751, f1:0.446, mcc:0.009, total+:74, total-:276\n", "@threshold:0.558, sens:0.434, spec:0.850, ppv:0.474, acc:0.751, f1:0.453, mcc:0.009, total+:76, total-:274\n", "@threshold:0.544, sens:0.446, spec:0.846, ppv:0.474, acc:0.751, f1:0.460, mcc:0.009, total+:78, total-:272\n", "@threshold:0.541, sens:0.446, spec:0.843, ppv:0.468, acc:0.749, f1:0.457, mcc:0.008, total+:79, total-:271\n", "@threshold:0.538, sens:0.458, spec:0.843, ppv:0.475, acc:0.751, f1:0.466, mcc:0.009, total+:80, total-:270\n", "@threshold:0.514, sens:0.458, spec:0.839, ppv:0.469, acc:0.749, f1:0.463, mcc:0.008, total+:81, total-:269\n", "@threshold:0.511, sens:0.470, spec:0.835, ppv:0.470, acc:0.749, f1:0.470, mcc:0.008, total+:83, total-:267\n", "@threshold:0.507, sens:0.470, spec:0.831, ppv:0.464, acc:0.746, f1:0.467, mcc:0.008, total+:84, total-:266\n", "@threshold:0.496, sens:0.482, spec:0.831, ppv:0.471, acc:0.749, f1:0.476, mcc:0.008, total+:85, total-:265\n", "@threshold:0.489, sens:0.482, spec:0.828, ppv:0.465, acc:0.746, f1:0.473, mcc:0.008, total+:86, total-:264\n", "@threshold:0.482, sens:0.494, spec:0.828, ppv:0.471, acc:0.749, f1:0.482, mcc:0.008, total+:87, total-:263\n", "@threshold:0.472, sens:0.494, spec:0.824, ppv:0.466, acc:0.746, f1:0.480, mcc:0.008, total+:88, total-:262\n", "@threshold:0.464, sens:0.506, spec:0.824, ppv:0.472, acc:0.749, f1:0.488, mcc:0.008, total+:89, total-:261\n", "@threshold:0.464, sens:0.506, spec:0.820, ppv:0.467, acc:0.746, f1:0.486, mcc:0.008, total+:90, total-:260\n", "@threshold:0.451, sens:0.518, spec:0.820, ppv:0.473, acc:0.749, f1:0.494, mcc:0.008, total+:91, total-:259\n", "@threshold:0.451, sens:0.518, spec:0.816, ppv:0.467, acc:0.746, f1:0.491, mcc:0.008, total+:92, total-:258\n", "@threshold:0.437, sens:0.530, spec:0.809, ppv:0.463, acc:0.743, f1:0.494, mcc:0.008, total+:95, total-:255\n", "@threshold:0.423, sens:0.554, spec:0.805, ppv:0.469, acc:0.746, f1:0.508, mcc:0.008, total+:98, total-:252\n", "@threshold:0.422, sens:0.566, spec:0.805, ppv:0.475, acc:0.749, f1:0.516, mcc:0.008, total+:99, total-:251\n", "@threshold:0.416, sens:0.566, spec:0.801, ppv:0.470, acc:0.746, f1:0.514, mcc:0.008, total+:100, total-:250\n", "@threshold:0.415, sens:0.578, spec:0.801, ppv:0.475, acc:0.749, f1:0.522, mcc:0.008, total+:101, total-:249\n", "@threshold:0.407, sens:0.590, spec:0.798, ppv:0.476, acc:0.749, f1:0.527, mcc:0.008, total+:103, total-:247\n", "@threshold:0.378, sens:0.602, spec:0.787, ppv:0.467, acc:0.743, f1:0.526, mcc:0.008, total+:107, total-:243\n", "@threshold:0.378, sens:0.602, spec:0.783, ppv:0.463, acc:0.740, f1:0.524, mcc:0.007, total+:108, total-:242\n", "@threshold:0.348, sens:0.614, spec:0.768, ppv:0.451, acc:0.731, f1:0.520, mcc:0.007, total+:113, total-:237\n", "@threshold:0.343, sens:0.614, spec:0.764, ppv:0.447, acc:0.729, f1:0.518, mcc:0.007, total+:114, total-:236\n", "@threshold:0.306, sens:0.627, spec:0.753, ppv:0.441, acc:0.723, f1:0.517, mcc:0.006, total+:118, total-:232\n", "@threshold:0.304, sens:0.627, spec:0.749, ppv:0.437, acc:0.720, f1:0.515, mcc:0.006, total+:119, total-:231\n", "@threshold:0.264, sens:0.639, spec:0.723, ppv:0.417, acc:0.703, f1:0.505, mcc:0.005, total+:127, total-:223\n", "@threshold:0.264, sens:0.639, spec:0.719, ppv:0.414, acc:0.700, f1:0.502, mcc:0.005, total+:128, total-:222\n", "@threshold:0.245, sens:0.651, spec:0.715, ppv:0.415, acc:0.700, f1:0.507, mcc:0.005, total+:130, total-:220\n", "@threshold:0.245, sens:0.651, spec:0.712, ppv:0.412, acc:0.697, f1:0.505, mcc:0.005, total+:131, total-:219\n", "@threshold:0.193, sens:0.663, spec:0.682, ppv:0.393, acc:0.677, f1:0.493, mcc:0.005, total+:140, total-:210\n", "@threshold:0.171, sens:0.699, spec:0.678, ppv:0.403, acc:0.683, f1:0.511, mcc:0.005, total+:144, total-:206\n", "@threshold:0.149, sens:0.711, spec:0.652, ppv:0.388, acc:0.666, f1:0.502, mcc:0.004, total+:152, total-:198\n", "@threshold:0.143, sens:0.711, spec:0.648, ppv:0.386, acc:0.663, f1:0.500, mcc:0.004, total+:153, total-:197\n", "@threshold:0.131, sens:0.723, spec:0.633, ppv:0.380, acc:0.654, f1:0.498, mcc:0.004, total+:158, total-:192\n", "@threshold:0.127, sens:0.723, spec:0.629, ppv:0.377, acc:0.651, f1:0.496, mcc:0.004, total+:159, total-:191\n", "@threshold:0.122, sens:0.735, spec:0.625, ppv:0.379, acc:0.651, f1:0.500, mcc:0.004, total+:161, total-:189\n", "@threshold:0.116, sens:0.735, spec:0.622, ppv:0.377, acc:0.649, f1:0.498, mcc:0.004, total+:162, total-:188\n", "@threshold:0.108, sens:0.747, spec:0.622, ppv:0.380, acc:0.651, f1:0.504, mcc:0.004, total+:163, total-:187\n", "@threshold:0.044, sens:0.771, spec:0.543, ppv:0.344, acc:0.597, f1:0.476, mcc:0.003, total+:186, total-:164\n", "@threshold:0.033, sens:0.771, spec:0.539, ppv:0.342, acc:0.594, f1:0.474, mcc:0.003, total+:187, total-:163\n", "@threshold:0.009, sens:0.783, spec:0.524, ppv:0.339, acc:0.586, f1:0.473, mcc:0.003, total+:192, total-:158\n", "@threshold:0.008, sens:0.783, spec:0.521, ppv:0.337, acc:0.583, f1:0.471, mcc:0.003, total+:193, total-:157\n", "@threshold:0.000, sens:0.795, spec:0.517, ppv:0.338, acc:0.583, f1:0.475, mcc:0.003, total+:195, total-:155\n", "@threshold:-0.002, sens:0.795, spec:0.513, ppv:0.337, acc:0.580, f1:0.473, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.004, sens:0.807, spec:0.509, ppv:0.338, acc:0.580, f1:0.477, mcc:0.003, total+:198, total-:152\n", "@threshold:-0.009, sens:0.819, spec:0.506, ppv:0.340, acc:0.580, f1:0.481, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.011, sens:0.831, spec:0.502, ppv:0.342, acc:0.580, f1:0.484, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.014, sens:0.843, spec:0.498, ppv:0.343, acc:0.580, f1:0.488, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.024, sens:0.855, spec:0.479, ppv:0.338, acc:0.569, f1:0.485, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.026, sens:0.855, spec:0.476, ppv:0.336, acc:0.566, f1:0.483, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.034, sens:0.867, spec:0.472, ppv:0.338, acc:0.566, f1:0.486, mcc:0.003, total+:213, total-:137\n", "@threshold:-0.035, sens:0.867, spec:0.468, ppv:0.336, acc:0.563, f1:0.485, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.036, sens:0.880, spec:0.464, ppv:0.338, acc:0.563, f1:0.488, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.040, sens:0.892, spec:0.461, ppv:0.339, acc:0.563, f1:0.492, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.083, sens:0.904, spec:0.408, ppv:0.322, acc:0.526, f1:0.475, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.084, sens:0.904, spec:0.404, ppv:0.321, acc:0.523, f1:0.473, mcc:0.003, total+:234, total-:116\n", "@threshold:-0.108, sens:0.916, spec:0.378, ppv:0.314, acc:0.506, f1:0.468, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.111, sens:0.916, spec:0.375, ppv:0.313, acc:0.503, f1:0.466, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.115, sens:0.928, spec:0.375, ppv:0.316, acc:0.506, f1:0.471, mcc:0.003, total+:244, total-:106\n", "@threshold:-0.117, sens:0.928, spec:0.371, ppv:0.314, acc:0.503, f1:0.470, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.172, sens:0.940, spec:0.330, ppv:0.304, acc:0.474, f1:0.459, mcc:0.003, total+:257, total-:93\n", "@threshold:-0.173, sens:0.940, spec:0.326, ppv:0.302, acc:0.471, f1:0.457, mcc:0.003, total+:258, total-:92\n", "@threshold:-0.180, sens:0.952, spec:0.326, ppv:0.305, acc:0.474, f1:0.462, mcc:0.003, total+:259, total-:91\n", "@threshold:-0.183, sens:0.952, spec:0.322, ppv:0.304, acc:0.471, f1:0.461, mcc:0.003, total+:260, total-:90\n", "@threshold:-0.219, sens:0.976, spec:0.307, ppv:0.305, acc:0.466, f1:0.464, mcc:0.003, total+:266, total-:84\n", "@threshold:-0.220, sens:0.976, spec:0.303, ppv:0.303, acc:0.463, f1:0.463, mcc:0.003, total+:267, total-:83\n", "@threshold:-0.486, sens:0.988, spec:0.161, ppv:0.268, acc:0.357, f1:0.422, mcc:0.002, total+:306, total-:44\n", "@threshold:-0.501, sens:0.988, spec:0.157, ppv:0.267, acc:0.354, f1:0.421, mcc:0.002, total+:307, total-:43\n", "@threshold:-1.294, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Wt-avg19to24 | coef 0.113 95% CI: [0.088 , 0.138] | OR_adj 1.119 [1.092 1.147] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.006\n", "\n", "* Vital: BMI-latest | coef 0.105 95% CI: [0.083 , 0.127] | OR_adj 1.111 [1.087 1.135] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.003\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: BMI-gain0to24 | coef 0.096 95% CI: [0.072 , 0.121] | OR_adj 1.101 [1.075 1.128] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.058 95% CI: [0.040 , 0.076] | OR_adj 1.059 [1.040 1.078] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt-gain0to24 | coef 0.055 95% CI: [0.037 , 0.073] | OR_adj 1.056 [1.037 1.076] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.017\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.012\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.005\n", "\n", "* Vital: BMI-avg16to19 | coef 0.034 95% CI: [0.023 , 0.046] | OR_adj 1.035 [1.023 1.047] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", "\n", " Vital: Ht-avg7to10 | coef -0.028 95% CI: [-0.039 , -0.016] | OR_adj 0.973 [0.962 0.984] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.023\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.018\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", " MatDeliveryAge | coef 0.023 95% CI: [0.015 , 0.030] | OR_adj 1.023 [1.015 1.031] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.015\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.005\n", "\n", "* Vital: Wt-latest | coef 0.021 95% CI: [0.013 , 0.030] | OR_adj 1.022 [1.013 1.031] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.020\n", " MatDeliveryAge:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", "\n", "* Vital: BMI-avg7to10 | coef 0.018 95% CI: [0.006 , 0.030] | OR_adj 1.018 [1.006 1.030] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.010\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.003\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.017 95% CI: [0.009 , 0.026] | OR_adj 1.018 [1.009 1.026] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.055\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.006\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.016 95% CI: [0.008 , 0.024] | OR_adj 1.016 [1.008 1.024] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", "* Vital: Wt-avg0to1 | coef 0.015 95% CI: [0.005 , 0.024] | OR_adj 1.015 [1.005 1.025] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.003\n", " MatDeliveryAge:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.001\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.014 95% CI: [0.006 , 0.022] | OR_adj 1.014 [1.006 1.022] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.003\n", "\n", "* Vital: BMI-avg10to13 | coef 0.012 95% CI: [0.004 , 0.020] | OR_adj 1.012 [1.004 1.020] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.029\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.005\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.010 95% CI: [0.000 , 0.020] | OR_adj 1.010 [1.000 1.020] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.020\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", "\n", "* Vital: Wt Percentile-latest | coef 0.010 95% CI: [0.002 , 0.018] | OR_adj 1.010 [1.002 1.018] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "MatDeliveryAge:-0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.022\n", "\n", " Vital: Wt-gain1to5 | coef -0.010 95% CI: [-0.017 , -0.003] | OR_adj 0.990 [0.983 0.998] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " MatDeliveryAge:0.025\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.015\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.009 95% CI: [0.003 , 0.014] | OR_adj 1.009 [1.003 1.014] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.008 95% CI: [0.002 , 0.015] | OR_adj 1.008 [1.002 1.015] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.047\n", " MatDeliveryAge:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.001\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.008 95% CI: [0.002 , 0.015] | OR_adj 1.008 [1.002 1.015] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.007\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.008 95% CI: [-0.014 , -0.002] | OR_adj 0.992 [0.986 0.998] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.046\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.042\n", " MatDeliveryAge:0.015\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.004 , 0.013] | OR_adj 1.008 [1.004 1.013] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.041\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.016\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: BMI-avg3to5 | coef 0.008 95% CI: [0.002 , 0.014] | OR_adj 1.008 [1.002 1.014] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.049\n", " MatDeliveryAge:-0.029\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.019\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.004\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.007 95% CI: [0.001 , 0.013] | OR_adj 1.007 [1.001 1.013] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.039\n", " MatDeliveryAge:-0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.023\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.000\n", "\n", " Vital: Ht-gain7to13 | coef -0.006 95% CI: [-0.010 , -0.002] | OR_adj 0.994 [0.990 0.998] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.033\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.026\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.002 , 0.010] | OR_adj 1.006 [1.002 1.010] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.027\n", " MatDeliveryAge:0.026\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.004 95% CI: [-0.001 , 0.010] | OR_adj 1.004 [0.999 1.010] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.046\n", " MatDeliveryAge:0.025\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.002 95% CI: [-0.003 , 0.008] | OR_adj 1.002 [0.997 1.008] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.010\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.002 95% CI: [-0.002 , 0.007] | OR_adj 1.002 [0.998 1.007] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.029\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.009\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", " Vital: Ht-gain0to3 | coef -0.001 95% CI: [-0.004 , 0.002] | OR_adj 0.999 [0.996 1.002] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " MatDeliveryAge:-0.017\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef -0.001 95% CI: [-0.006 , 0.004] | OR_adj 0.999 [0.994 1.004] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.006\n", " MatDeliveryAge:-0.005\n", "\n", " Vital: HC-gain1to5 | coef 0.001 95% CI: [-0.005 , 0.006] | OR_adj 1.001 [0.995 1.006] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.037\n", " MatDeliveryAge:-0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.003\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.000\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "Vital : 0.600061753312\n", "MatDeliveryAge : 0.0225859984905\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.00791676427568\n", "Time to run analysis 0:00:31.532269\n", "Total Time elapsed 7:58:57.099879\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.158\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.186\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.218\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.751, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.234\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.250\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.263\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.759, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: -0.056\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: -0.039\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: -0.051\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.592, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.752, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.053\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.064\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.097\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.744, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: 0.272\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.271\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.256\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.738, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.366\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.373\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.381\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.377\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.737, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.289\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.281\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.639, R^2 test: 0.263\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.554, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.554\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.730, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.052\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.124\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.188\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.562\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.726, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.146\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.171\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: 0.210\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.747, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.069\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.159\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.606, R^2 test: 0.235\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.753, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: -0.306\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: -0.155\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: -0.027\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.585, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.762, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.105\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.094\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.097\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.739, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.360\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.353\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.342\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.589\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.744, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.339\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.342\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.340\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.760, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.021\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.024\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.109\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.554, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.741, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.048\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.045\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.068\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.755, Explained Variance Score Test: 0.269\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.280\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.310\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.312\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.762, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.164\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.162\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.177\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.189\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.750, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.221\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.207\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.207\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.754, Explained Variance Score Test: 0.278\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.373\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.379\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.387\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.381\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.881, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.387\n", "AUC Test: 0.750, Explained Variance Score Test: 0.309\n", "\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.365\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: 0.381\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: 0.340\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.586\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.745, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.205\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.189\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.209\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.757, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.268\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.268\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.277\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.284\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.887, Explained Variance Score Train: 0.551\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.753, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.215\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.225\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.241\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.747, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.926, R^2 test: 0.209\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.901, R^2 test: 0.219\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.777, R^2 test: 0.175\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.713, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.745, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.303\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.307\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.319\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.315\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.742, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.113\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.134\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.148\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.740, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.326\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: 0.337\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.333\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.772, Explained Variance Score Test: 0.320\n", "\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.119\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.118\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.106\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.090\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.754, Explained Variance Score Test: 0.274\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.012\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.017\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.043\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.767, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.252\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.251\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.306\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.892, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.746, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.360\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.345\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.332\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.347\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.762, Explained Variance Score Test: 0.297\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.127\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.179\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.302\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.758, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.077\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.077\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.070\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.750, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.075\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.115\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.142\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.749, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.146\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.147\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.166\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.765, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.230\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.273\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.326\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.758, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.093\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.147\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: 0.266\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.889, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.775, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.251\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.255\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.260\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.565, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.565\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.752, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: -0.045\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.021\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.001\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.568\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.749, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.122\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.141\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.141\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.750, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.188\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.215\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.223\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.745, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.147\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.172\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.203\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.546\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.775, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.184\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.207\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.182\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.553, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.875, Explained Variance Score Train: 0.553\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.757, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.026\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.044\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.046\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.741, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.116\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.123\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.123\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.747, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.144\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.137\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.181\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.886, Explained Variance Score Train: 0.587\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.746, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.017\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.073\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.133\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.545, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.753, Explained Variance Score Test: 0.287\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.435\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.454\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.413\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.379\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.752, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.101\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.883, R^2 test: 0.097\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.101\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.663, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.663\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.772, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.195\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.198\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.221\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.778, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.179\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.210\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.231\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.767, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: 0.167\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: 0.267\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.557, R^2 test: 0.287\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.888, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.748, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: -0.802\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: -0.379\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: -0.123\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: -0.086\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.664, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.746, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.322\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.322\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.309\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.747, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.238\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: 0.224\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: 0.196\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.524, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.748, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.075\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.073\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.060\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.563, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.747, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.101\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.138\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.148\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.571, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.904, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.733, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: -0.157\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: -0.114\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: -0.030\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.904, Explained Variance Score Train: 0.550\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.747, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.484\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.483\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.438\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.400\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.857, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.749, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.313\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.322\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.317\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.314\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.757, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.127\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.152\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.182\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.757, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.245\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.240\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.282\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.758, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: -0.018\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.100\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: 0.176\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.887, Explained Variance Score Train: 0.578\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.740, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.386\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.398\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.421\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.421\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.429\n", "AUC Test: 0.739, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.306\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.315\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.305\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.738, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.232\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.204\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.164\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.607, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.743, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.138\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.153\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.175\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.696\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.766, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.339\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.333\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.342\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.334\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.745, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.274\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.298\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.315\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.545, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.782, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.216\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.245\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.251\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.723, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.341\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.357\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.380\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.379\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.381\n", "AUC Test: 0.759, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.058\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: 0.085\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.589, R^2 test: 0.120\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.734, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.093\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.113\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.183\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.571, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.895, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.762, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.169\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.209\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.217\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.723, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.281\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: 0.272\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.543, R^2 test: 0.254\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.764, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.019\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.039\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: 0.082\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.093\n", "AUC Test: 0.748, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.213\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.226\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.252\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.772, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.198\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.229\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.219\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.765, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.159\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.159\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.169\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.911\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.739, Explained Variance Score Test: 0.243\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.157\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.169\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.162\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.516, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.721, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.116\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.130\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.153\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.760, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.313\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.323\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.350\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.381\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.884, Explained Variance Score Train: 0.594\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.462\n", "AUC Test: 0.739, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.061\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.091\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: 0.121\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.134\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.752, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.313\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.312\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.299\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.882, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.748, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: -0.028\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.137\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: 0.165\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.539, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.905, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.738, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.158\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.166\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.155\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.775, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.148\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.181\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.249\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.721, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.223\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.242\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.252\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.735, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.265\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.249\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.252\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.759, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.811, R^2 test: 0.312\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.734, R^2 test: 0.307\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: 0.325\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.491, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.766, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.176\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.149\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.211\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.764, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.140\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.162\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.145\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.131\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.876, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.756, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.195\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.239\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.274\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.638\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.777, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.282\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.268\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.272\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.911\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.779, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.361\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.367\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.628, R^2 test: 0.385\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.383\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.384\n", "AUC Test: 0.753, Explained Variance Score Test: 0.312\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.269\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.267\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.259\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.615\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.761, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.277\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.265\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: 0.255\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.575\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.747, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.160\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.155\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.213\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.742, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.045\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.074\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: -0.007\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.732, Explained Variance Score Test: 0.229\n", "\n", "total Variables 35 and total subjects: 1751\n", "->AUC validation: 0.739 95% CI: [0.727 , 0.752]\n", "->AUC test: 0.751 95% CI: [0.749 , 0.754]\n", "->R^2 validation: 0.231 95% CI: [0.212 , 0.250]\n", "->R^2 test: 0.281 95% CI: [0.276 , 0.285]\n", "->Explained Variance validation: 0.215 95% CI: [0.194 , 0.235]\n", "->Explained Variance test: 0.277 95% CI: [0.273 , 0.282]\n", "Test set metrics:\n", "@threshold:2.040, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:2.026, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:2.009, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.986, sens:0.072, spec:0.996, ppv:0.857, acc:0.777, f1:0.133, mcc:0.237, total+:7, total-:343\n", "@threshold:1.980, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:1.955, sens:0.096, spec:0.989, ppv:0.727, acc:0.777, f1:0.170, mcc:0.079, total+:11, total-:339\n", "@threshold:1.820, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:1.431, sens:0.169, spec:0.985, ppv:0.778, acc:0.791, f1:0.277, mcc:0.084, total+:18, total-:332\n", "@threshold:1.403, sens:0.181, spec:0.985, ppv:0.789, acc:0.794, f1:0.294, mcc:0.088, total+:19, total-:331\n", "@threshold:1.348, sens:0.181, spec:0.981, ppv:0.750, acc:0.791, f1:0.291, mcc:0.067, total+:20, total-:330\n", "@threshold:1.306, sens:0.193, spec:0.981, ppv:0.762, acc:0.794, f1:0.308, mcc:0.071, total+:21, total-:329\n", "@threshold:1.191, sens:0.205, spec:0.978, ppv:0.739, acc:0.794, f1:0.321, mcc:0.059, total+:23, total-:327\n", "@threshold:1.155, sens:0.217, spec:0.978, ppv:0.750, acc:0.797, f1:0.336, mcc:0.062, total+:24, total-:326\n", "@threshold:1.136, sens:0.217, spec:0.974, ppv:0.720, acc:0.794, f1:0.333, mcc:0.051, total+:25, total-:325\n", "@threshold:1.094, sens:0.229, spec:0.970, ppv:0.704, acc:0.794, f1:0.345, mcc:0.045, total+:27, total-:323\n", "@threshold:1.071, sens:0.253, spec:0.966, ppv:0.700, acc:0.797, f1:0.372, mcc:0.042, total+:30, total-:320\n", "@threshold:0.946, sens:0.265, spec:0.963, ppv:0.688, acc:0.797, f1:0.383, mcc:0.038, total+:32, total-:318\n", "@threshold:0.877, sens:0.265, spec:0.959, ppv:0.667, acc:0.794, f1:0.379, mcc:0.034, total+:33, total-:317\n", "@threshold:0.843, sens:0.277, spec:0.959, ppv:0.676, acc:0.797, f1:0.393, mcc:0.035, total+:34, total-:316\n", "@threshold:0.817, sens:0.277, spec:0.955, ppv:0.657, acc:0.794, f1:0.390, mcc:0.031, total+:35, total-:315\n", "@threshold:0.753, sens:0.289, spec:0.951, ppv:0.649, acc:0.794, f1:0.400, mcc:0.029, total+:37, total-:313\n", "@threshold:0.748, sens:0.289, spec:0.948, ppv:0.632, acc:0.791, f1:0.397, mcc:0.026, total+:38, total-:312\n", "@threshold:0.695, sens:0.301, spec:0.940, ppv:0.610, acc:0.789, f1:0.403, mcc:0.023, total+:41, total-:309\n", "@threshold:0.685, sens:0.301, spec:0.936, ppv:0.595, acc:0.786, f1:0.400, mcc:0.021, total+:42, total-:308\n", "@threshold:0.638, sens:0.313, spec:0.936, ppv:0.605, acc:0.789, f1:0.413, mcc:0.022, total+:43, total-:307\n", "@threshold:0.615, sens:0.313, spec:0.933, ppv:0.591, acc:0.786, f1:0.409, mcc:0.020, total+:44, total-:306\n", "@threshold:0.607, sens:0.325, spec:0.925, ppv:0.574, acc:0.783, f1:0.415, mcc:0.018, total+:47, total-:303\n", "@threshold:0.607, sens:0.325, spec:0.921, ppv:0.562, acc:0.780, f1:0.412, mcc:0.017, total+:48, total-:302\n", "@threshold:0.593, sens:0.337, spec:0.918, ppv:0.560, acc:0.780, f1:0.421, mcc:0.016, total+:50, total-:300\n", "@threshold:0.570, sens:0.349, spec:0.914, ppv:0.558, acc:0.780, f1:0.430, mcc:0.016, total+:52, total-:298\n", "@threshold:0.553, sens:0.361, spec:0.914, ppv:0.566, acc:0.783, f1:0.441, mcc:0.016, total+:53, total-:297\n", "@threshold:0.516, sens:0.373, spec:0.910, ppv:0.564, acc:0.783, f1:0.449, mcc:0.016, total+:55, total-:295\n", "@threshold:0.426, sens:0.386, spec:0.910, ppv:0.571, acc:0.786, f1:0.460, mcc:0.016, total+:56, total-:294\n", "@threshold:0.424, sens:0.398, spec:0.906, ppv:0.569, acc:0.786, f1:0.468, mcc:0.016, total+:58, total-:292\n", "@threshold:0.404, sens:0.410, spec:0.903, ppv:0.567, acc:0.786, f1:0.476, mcc:0.016, total+:60, total-:290\n", "@threshold:0.401, sens:0.410, spec:0.899, ppv:0.557, acc:0.783, f1:0.472, mcc:0.015, total+:61, total-:289\n", "@threshold:0.381, sens:0.422, spec:0.888, ppv:0.538, acc:0.777, f1:0.473, mcc:0.013, total+:65, total-:285\n", "@threshold:0.359, sens:0.422, spec:0.884, ppv:0.530, acc:0.774, f1:0.470, mcc:0.013, total+:66, total-:284\n", "@threshold:0.350, sens:0.434, spec:0.884, ppv:0.537, acc:0.777, f1:0.480, mcc:0.013, total+:67, total-:283\n", "@threshold:0.323, sens:0.446, spec:0.880, ppv:0.536, acc:0.777, f1:0.487, mcc:0.013, total+:69, total-:281\n", "@threshold:0.306, sens:0.458, spec:0.865, ppv:0.514, acc:0.769, f1:0.484, mcc:0.011, total+:74, total-:276\n", "@threshold:0.285, sens:0.458, spec:0.861, ppv:0.507, acc:0.766, f1:0.481, mcc:0.011, total+:75, total-:275\n", "@threshold:0.253, sens:0.470, spec:0.843, ppv:0.481, acc:0.754, f1:0.476, mcc:0.009, total+:81, total-:269\n", "@threshold:0.251, sens:0.470, spec:0.839, ppv:0.476, acc:0.751, f1:0.473, mcc:0.009, total+:82, total-:268\n", "@threshold:0.241, sens:0.482, spec:0.831, ppv:0.471, acc:0.749, f1:0.476, mcc:0.008, total+:85, total-:265\n", "@threshold:0.228, sens:0.494, spec:0.828, ppv:0.471, acc:0.749, f1:0.482, mcc:0.008, total+:87, total-:263\n", "@threshold:0.218, sens:0.506, spec:0.828, ppv:0.477, acc:0.751, f1:0.491, mcc:0.009, total+:88, total-:262\n", "@threshold:0.212, sens:0.506, spec:0.824, ppv:0.472, acc:0.749, f1:0.488, mcc:0.008, total+:89, total-:261\n", "@threshold:0.203, sens:0.518, spec:0.816, ppv:0.467, acc:0.746, f1:0.491, mcc:0.008, total+:92, total-:258\n", "@threshold:0.197, sens:0.530, spec:0.813, ppv:0.468, acc:0.746, f1:0.497, mcc:0.008, total+:94, total-:256\n", "@threshold:0.193, sens:0.542, spec:0.813, ppv:0.474, acc:0.749, f1:0.506, mcc:0.008, total+:95, total-:255\n", "@threshold:0.191, sens:0.542, spec:0.809, ppv:0.469, acc:0.746, f1:0.503, mcc:0.008, total+:96, total-:254\n", "@threshold:0.177, sens:0.554, spec:0.805, ppv:0.469, acc:0.746, f1:0.508, mcc:0.008, total+:98, total-:252\n", "@threshold:0.170, sens:0.566, spec:0.801, ppv:0.470, acc:0.746, f1:0.514, mcc:0.008, total+:100, total-:250\n", "@threshold:0.136, sens:0.578, spec:0.772, ppv:0.440, acc:0.726, f1:0.500, mcc:0.006, total+:109, total-:241\n", "@threshold:0.133, sens:0.578, spec:0.768, ppv:0.436, acc:0.723, f1:0.497, mcc:0.006, total+:110, total-:240\n", "@threshold:0.132, sens:0.590, spec:0.768, ppv:0.441, acc:0.726, f1:0.505, mcc:0.007, total+:111, total-:239\n", "@threshold:0.130, sens:0.590, spec:0.764, ppv:0.438, acc:0.723, f1:0.503, mcc:0.006, total+:112, total-:238\n", "@threshold:0.128, sens:0.602, spec:0.764, ppv:0.442, acc:0.726, f1:0.510, mcc:0.007, total+:113, total-:237\n", "@threshold:0.127, sens:0.602, spec:0.760, ppv:0.439, acc:0.723, f1:0.508, mcc:0.006, total+:114, total-:236\n", "@threshold:0.073, sens:0.614, spec:0.712, ppv:0.398, acc:0.689, f1:0.483, mcc:0.005, total+:128, total-:222\n", "@threshold:0.072, sens:0.614, spec:0.708, ppv:0.395, acc:0.686, f1:0.481, mcc:0.005, total+:129, total-:221\n", "@threshold:0.071, sens:0.627, spec:0.708, ppv:0.400, acc:0.689, f1:0.488, mcc:0.005, total+:130, total-:220\n", "@threshold:0.069, sens:0.627, spec:0.704, ppv:0.397, acc:0.686, f1:0.486, mcc:0.005, total+:131, total-:219\n", "@threshold:0.056, sens:0.639, spec:0.700, ppv:0.398, acc:0.686, f1:0.491, mcc:0.005, total+:133, total-:217\n", "@threshold:0.039, sens:0.675, spec:0.697, ppv:0.409, acc:0.691, f1:0.509, mcc:0.005, total+:137, total-:213\n", "@threshold:0.036, sens:0.687, spec:0.697, ppv:0.413, acc:0.694, f1:0.516, mcc:0.005, total+:138, total-:212\n", "@threshold:0.033, sens:0.687, spec:0.693, ppv:0.410, acc:0.691, f1:0.514, mcc:0.005, total+:139, total-:211\n", "@threshold:0.016, sens:0.699, spec:0.674, ppv:0.400, acc:0.680, f1:0.509, mcc:0.005, total+:145, total-:205\n", "@threshold:0.011, sens:0.699, spec:0.670, ppv:0.397, acc:0.677, f1:0.507, mcc:0.005, total+:146, total-:204\n", "@threshold:0.008, sens:0.711, spec:0.667, ppv:0.399, acc:0.677, f1:0.511, mcc:0.005, total+:148, total-:202\n", "@threshold:0.004, sens:0.711, spec:0.663, ppv:0.396, acc:0.674, f1:0.509, mcc:0.005, total+:149, total-:201\n", "@threshold:-0.014, sens:0.723, spec:0.637, ppv:0.382, acc:0.657, f1:0.500, mcc:0.004, total+:157, total-:193\n", "@threshold:-0.014, sens:0.723, spec:0.633, ppv:0.380, acc:0.654, f1:0.498, mcc:0.004, total+:158, total-:192\n", "@threshold:-0.057, sens:0.735, spec:0.614, ppv:0.372, acc:0.643, f1:0.494, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.058, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.066, sens:0.747, spec:0.607, ppv:0.371, acc:0.640, f1:0.496, mcc:0.004, total+:167, total-:183\n", "@threshold:-0.068, sens:0.747, spec:0.603, ppv:0.369, acc:0.637, f1:0.494, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.101, sens:0.759, spec:0.573, ppv:0.356, acc:0.617, f1:0.485, mcc:0.003, total+:177, total-:173\n", "@threshold:-0.107, sens:0.759, spec:0.569, ppv:0.354, acc:0.614, f1:0.483, mcc:0.003, total+:178, total-:172\n", "@threshold:-0.118, sens:0.771, spec:0.554, ppv:0.350, acc:0.606, f1:0.481, mcc:0.003, total+:183, total-:167\n", "@threshold:-0.123, sens:0.771, spec:0.551, ppv:0.348, acc:0.603, f1:0.479, mcc:0.003, total+:184, total-:166\n", "@threshold:-0.159, sens:0.783, spec:0.521, ppv:0.337, acc:0.583, f1:0.471, mcc:0.003, total+:193, total-:157\n", "@threshold:-0.161, sens:0.795, spec:0.517, ppv:0.338, acc:0.583, f1:0.475, mcc:0.003, total+:195, total-:155\n", "@threshold:-0.178, sens:0.807, spec:0.502, ppv:0.335, acc:0.574, f1:0.473, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.184, sens:0.819, spec:0.498, ppv:0.337, acc:0.574, f1:0.477, mcc:0.003, total+:202, total-:148\n", "@threshold:-0.202, sens:0.831, spec:0.487, ppv:0.335, acc:0.569, f1:0.478, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.206, sens:0.831, spec:0.483, ppv:0.333, acc:0.566, f1:0.476, mcc:0.003, total+:207, total-:143\n", "@threshold:-0.209, sens:0.843, spec:0.483, ppv:0.337, acc:0.569, f1:0.481, mcc:0.003, total+:208, total-:142\n", "@threshold:-0.209, sens:0.843, spec:0.479, ppv:0.335, acc:0.566, f1:0.479, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.224, sens:0.855, spec:0.449, ppv:0.326, acc:0.546, f1:0.472, mcc:0.003, total+:218, total-:132\n", "@threshold:-0.234, sens:0.855, spec:0.446, ppv:0.324, acc:0.543, f1:0.470, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.288, sens:0.867, spec:0.408, ppv:0.313, acc:0.517, f1:0.460, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.291, sens:0.867, spec:0.404, ppv:0.312, acc:0.514, f1:0.459, mcc:0.003, total+:231, total-:119\n", "@threshold:-0.304, sens:0.880, spec:0.390, ppv:0.309, acc:0.506, f1:0.458, mcc:0.003, total+:236, total-:114\n", "@threshold:-0.305, sens:0.880, spec:0.386, ppv:0.308, acc:0.503, f1:0.456, mcc:0.002, total+:237, total-:113\n", "@threshold:-0.305, sens:0.892, spec:0.386, ppv:0.311, acc:0.506, f1:0.461, mcc:0.003, total+:238, total-:112\n", "@threshold:-0.306, sens:0.892, spec:0.382, ppv:0.310, acc:0.503, f1:0.460, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.313, sens:0.904, spec:0.375, ppv:0.310, acc:0.500, f1:0.462, mcc:0.003, total+:242, total-:108\n", "@threshold:-0.318, sens:0.904, spec:0.371, ppv:0.309, acc:0.497, f1:0.460, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.378, sens:0.916, spec:0.326, ppv:0.297, acc:0.466, f1:0.448, mcc:0.002, total+:256, total-:94\n", "@threshold:-0.385, sens:0.916, spec:0.322, ppv:0.296, acc:0.463, f1:0.447, mcc:0.002, total+:257, total-:93\n", "@threshold:-0.406, sens:0.928, spec:0.296, ppv:0.291, acc:0.446, f1:0.443, mcc:0.002, total+:265, total-:85\n", "@threshold:-0.410, sens:0.940, spec:0.292, ppv:0.292, acc:0.446, f1:0.446, mcc:0.002, total+:267, total-:83\n", "@threshold:-0.430, sens:0.952, spec:0.273, ppv:0.289, acc:0.434, f1:0.444, mcc:0.002, total+:273, total-:77\n", "@threshold:-0.430, sens:0.952, spec:0.270, ppv:0.288, acc:0.431, f1:0.443, mcc:0.002, total+:274, total-:76\n", "@threshold:-0.433, sens:0.964, spec:0.270, ppv:0.291, acc:0.434, f1:0.447, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.437, sens:0.964, spec:0.266, ppv:0.290, acc:0.431, f1:0.446, mcc:0.002, total+:276, total-:74\n", "@threshold:-0.443, sens:0.964, spec:0.258, ppv:0.288, acc:0.426, f1:0.443, mcc:0.002, total+:278, total-:72\n", "@threshold:-0.683, sens:0.976, spec:0.135, ppv:0.260, acc:0.334, f1:0.410, mcc:0.002, total+:312, total-:38\n", "@threshold:-0.684, sens:0.976, spec:0.131, ppv:0.259, acc:0.331, f1:0.409, mcc:0.002, total+:313, total-:37\n", "@threshold:-0.788, sens:0.988, spec:0.090, ppv:0.252, acc:0.303, f1:0.402, mcc:0.002, total+:325, total-:25\n", "@threshold:-0.791, sens:0.988, spec:0.086, ppv:0.252, acc:0.300, f1:0.401, mcc:0.002, total+:326, total-:24\n", "@threshold:-1.010, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-gain0to24 | coef 0.124 95% CI: [0.107 , 0.140] | OR_adj 1.131 [1.113 1.150] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", "\n", "* Vital: BMI-latest | coef 0.104 95% CI: [0.092 , 0.116] | OR_adj 1.110 [1.096 1.124] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.003\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.060 95% CI: [0.047 , 0.073] | OR_adj 1.062 [1.048 1.076] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", "* Vital: Wt-latest | coef 0.048 95% CI: [0.040 , 0.056] | OR_adj 1.049 [1.041 1.058] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.020\n", " MatDeliveryAge:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.044 95% CI: [0.038 , 0.049] | OR_adj 1.045 [1.039 1.050] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.043 95% CI: [0.038 , 0.048] | OR_adj 1.044 [1.038 1.049] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt-avg19to24 | coef 0.042 95% CI: [0.034 , 0.049] | OR_adj 1.043 [1.035 1.051] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.006\n", "\n", "* Vital: Wt Percentile-latest | coef 0.042 95% CI: [0.031 , 0.052] | OR_adj 1.042 [1.031 1.054] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "MatDeliveryAge:-0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.022\n", "\n", "* Vital: Wt-gain0to24 | coef 0.036 95% CI: [0.029 , 0.042] | OR_adj 1.036 [1.030 1.043] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.017\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.012\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.005\n", "\n", " MatDeliveryAge | coef 0.033 95% CI: [0.029 , 0.038] | OR_adj 1.034 [1.029 1.039] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.015\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.005\n", "\n", "* Vital: Wt-avg0to1 | coef 0.032 95% CI: [0.028 , 0.036] | OR_adj 1.033 [1.029 1.037] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.003\n", " MatDeliveryAge:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.001\n", "\n", "* Vital: BMI-avg16to19 | coef 0.030 95% CI: [0.026 , 0.035] | OR_adj 1.031 [1.026 1.036] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.030 95% CI: [0.024 , 0.036] | OR_adj 1.030 [1.024 1.037] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.007\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.027 95% CI: [0.024 , 0.031] | OR_adj 1.028 [1.024 1.032] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.020\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.026 95% CI: [0.020 , 0.032] | OR_adj 1.026 [1.020 1.032] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.055\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.006\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.021 95% CI: [0.019 , 0.023] | OR_adj 1.021 [1.019 1.023] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.027\n", " MatDeliveryAge:0.026\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", "\n", " Vital: Wt-gain1to5 | coef 0.020 95% CI: [0.017 , 0.022] | OR_adj 1.020 [1.018 1.022] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " MatDeliveryAge:0.025\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.015\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.018 95% CI: [0.016 , 0.021] | OR_adj 1.018 [1.016 1.021] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.029\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.009\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.015 1.020] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.041\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.016\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: BMI-avg10to13 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.017 [1.014 1.019] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.029\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.005\n", "\n", "* Vital: BMI-avg3to5 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.016 [1.014 1.019] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.049\n", " MatDeliveryAge:-0.029\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.019\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.004\n", "\n", " Vital: Ht-gain7to13 | coef 0.015 95% CI: [0.014 , 0.017] | OR_adj 1.016 [1.014 1.017] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.033\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.026\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", "\n", " Vital: Ht-gain0to3 | coef 0.015 95% CI: [0.014 , 0.017] | OR_adj 1.015 [1.014 1.017] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " MatDeliveryAge:-0.017\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.003\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.014 95% CI: [0.013 , 0.016] | OR_adj 1.014 [1.013 1.016] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.039\n", " MatDeliveryAge:-0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.023\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.000\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.006\n", " MatDeliveryAge:-0.005\n", "\n", " Vital: HC-gain1to5 | coef 0.014 95% CI: [0.013 , 0.015] | OR_adj 1.014 [1.013 1.015] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.037\n", " MatDeliveryAge:-0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.003\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.000\n", "\n", "* Vital: BMI-avg7to10 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.010\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.003\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.046\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.042\n", " MatDeliveryAge:0.015\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.013 95% CI: [0.012 , 0.014] | OR_adj 1.013 [1.012 1.014] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.046\n", " MatDeliveryAge:0.025\n", "\n", " Vital: Ht-avg7to10 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.023\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.018\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.010\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.047\n", " MatDeliveryAge:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.001\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "Vital : 0.913586215464\n", "MatDeliveryAge : 0.0334848086024\n", "Census : 0.0529289759336\n", "Time to run analysis 0:08:32.606182\n", "Total Time elapsed 8:07:29.707170\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts full gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.144\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.151\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.740, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.147\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.145\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.925, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.720, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.271\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.219\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.735, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.183\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.244\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.753, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: 0.086\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.628, R^2 test: 0.096\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.048\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.728, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.046\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.067\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.754, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.215\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.143\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.173\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.738, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.187\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.162\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.202\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.733, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.268\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.286\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.291\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.735, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.326\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.316\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.312\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.752, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.497, R^2 test: 0.278\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: 0.280\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: 0.293\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.730, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.041\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.015\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.024\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.748, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.270\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.241\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.223\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.884, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.770, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.174\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.152\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.161\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.730, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.425\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.415\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.438\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.440\n", "AUC Test: 0.766, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.356\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: 0.319\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.765, Explained Variance Score Test: 0.286\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.301\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.274\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.268\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.718, Explained Variance Score Test: 0.258\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.564, R^2 test: 0.216\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: 0.172\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.624\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.764, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: 0.045\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.033\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.056\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.652\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.748, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.430\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.459\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.427\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.429\n", "AUC Test: 0.734, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: 0.241\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.252\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.247\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.754, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.264\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.230\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.735, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.218\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.234\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.220\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.787\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.740, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.606, R^2 test: 0.124\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: 0.114\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: 0.068\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.746, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.229\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.214\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.751, Explained Variance Score Test: 0.293\n", "\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.621, R^2 test: 0.163\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.218\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.733, Explained Variance Score Test: 0.276\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.177\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.201\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.244\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.712, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.256\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.269\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.257\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.755, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.302\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.299\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.310\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.723, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.117\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.106\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.731, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.217\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.203\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.228\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.748, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: 0.101\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.660, R^2 test: 0.140\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: 0.127\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.746, Explained Variance Score Test: 0.283\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.592, R^2 test: 0.264\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: 0.309\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.281\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.931, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.743, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.076\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.076\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.045\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.743, Explained Variance Score Test: 0.234\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.165\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.182\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.728, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.094\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.111\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.100\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.574, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.744, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.093\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.098\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.082\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.768, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.211\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.186\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.207\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.723, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.356\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.344\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.365\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.750, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.095\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.080\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.746, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: 0.144\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.159\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.735, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.601, R^2 test: 0.201\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: 0.174\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.174\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.724, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.153\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.125\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.132\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.783\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.019\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.053\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.017\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.737, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.185\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.194\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.208\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.799\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.758, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.188\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.189\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.224\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.741, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.192\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.185\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.752, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.267\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.324\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.750, Explained Variance Score Test: 0.265\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.212\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.238\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.732, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: 0.116\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.043\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.025\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.751, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.269\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.279\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.722\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.735, Explained Variance Score Test: 0.225\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.198\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.233\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.219\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.732, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.328\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.315\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.330\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.726, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.202\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.177\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.730, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.325\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.301\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.751, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: 0.040\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.008\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.739, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: 0.222\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.229\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.267\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.927, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.730, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.315\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.295\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: -0.388\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.660, Explained Variance Score Validation: -0.307\n", "AUC Test: 0.744, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.006\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: -0.052\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: -0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.732, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.711, Explained Variance Score Test: 0.116\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: 0.292\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.320\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.312\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.738, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: 0.347\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.383\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.355\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.731, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.346\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.341\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.313\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.757, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.020\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.044\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.762, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.229\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.250\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.726, Explained Variance Score Test: 0.267\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: 0.246\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.220\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.266\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.750, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: 0.185\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: 0.152\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.766, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.001\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: -0.025\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.717, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.219\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.224\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.237\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.742, Explained Variance Score Test: 0.256\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.165\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.135\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.133\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.931, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.720, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.065\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.030\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.742\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.739, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.568, R^2 test: 0.248\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.269\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.256\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.740, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.263\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.259\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.263\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.743, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.192\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.199\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.206\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.757, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.041\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.119\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.079\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.714, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.235\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.203\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.726, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.228\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.217\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.713, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.182\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.213\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.229\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.745, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.295\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.276\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.309\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.763, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.027\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: -0.027\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.031\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.755, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.209\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.221\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.759, Explained Variance Score Test: 0.255\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.178\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.206\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.191\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.726, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.364\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.356\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.398\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.722\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.375\n", "AUC Test: 0.760, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.074\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.070\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.737, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.545, R^2 test: 0.176\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.626, R^2 test: 0.247\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.786, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.186\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.200\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.730, Explained Variance Score Test: 0.238\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.152\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.098\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.724\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.766, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.226\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.198\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.775, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.262\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.298\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.279\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.771, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: 0.154\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.199\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.138\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.743, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: 0.223\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.215\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.221\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.744, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: 0.113\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: 0.136\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: 0.141\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.772, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.348\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.357\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.360\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.732, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.136\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.159\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.157\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.724, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.055\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.048\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.009\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.767, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.224\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.245\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.188\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.772, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.315\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.324\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.305\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.764, Explained Variance Score Test: 0.326\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.235\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.250\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.278\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.740\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.772, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.130\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.129\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.149\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.749, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.256\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.255\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.255\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.750\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.728, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.235\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.180\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.751, Explained Variance Score Test: 0.283\n", "\n", "total Variables 35 and total subjects: 1751\n", "->AUC validation: 0.727 95% CI: [0.715 , 0.738]\n", "->AUC test: 0.744 95% CI: [0.740 , 0.747]\n", "->R^2 validation: 0.211 95% CI: [0.190 , 0.232]\n", "->R^2 test: 0.262 95% CI: [0.256 , 0.267]\n", "->Explained Variance validation: 0.190 95% CI: [0.168 , 0.212]\n", "->Explained Variance test: 0.246 95% CI: [0.240 , 0.252]\n", "Test set metrics:\n", "@threshold:3.670, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:2.670, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:2.653, sens:0.000, spec:0.996, ppv:0.000, acc:0.760, f1:0.000, mcc:-0.034, total+:1, total-:349\n", "@threshold:2.637, sens:0.000, spec:0.993, ppv:0.000, acc:0.757, f1:0.000, mcc:-0.024, total+:2, total-:348\n", "@threshold:2.632, sens:0.012, spec:0.993, ppv:0.333, acc:0.760, f1:0.023, mcc:0.012, total+:3, total-:347\n", "@threshold:1.013, sens:0.133, spec:0.989, ppv:0.786, acc:0.786, f1:0.227, mcc:0.100, total+:14, total-:336\n", "@threshold:1.012, sens:0.145, spec:0.989, ppv:0.800, acc:0.789, f1:0.245, mcc:0.106, total+:15, total-:335\n", "@threshold:0.873, sens:0.145, spec:0.985, ppv:0.750, acc:0.786, f1:0.242, mcc:0.075, total+:16, total-:334\n", "@threshold:0.861, sens:0.157, spec:0.985, ppv:0.765, acc:0.789, f1:0.260, mcc:0.079, total+:17, total-:333\n", "@threshold:0.832, sens:0.169, spec:0.981, ppv:0.737, acc:0.789, f1:0.275, mcc:0.064, total+:19, total-:331\n", "@threshold:0.796, sens:0.181, spec:0.974, ppv:0.682, acc:0.786, f1:0.286, mcc:0.044, total+:22, total-:328\n", "@threshold:0.768, sens:0.193, spec:0.970, ppv:0.667, acc:0.786, f1:0.299, mcc:0.039, total+:24, total-:326\n", "@threshold:0.767, sens:0.205, spec:0.970, ppv:0.680, acc:0.789, f1:0.315, mcc:0.041, total+:25, total-:325\n", "@threshold:0.760, sens:0.205, spec:0.966, ppv:0.654, acc:0.786, f1:0.312, mcc:0.035, total+:26, total-:324\n", "@threshold:0.742, sens:0.217, spec:0.966, ppv:0.667, acc:0.789, f1:0.327, mcc:0.037, total+:27, total-:323\n", "@threshold:0.702, sens:0.217, spec:0.963, ppv:0.643, acc:0.786, f1:0.324, mcc:0.032, total+:28, total-:322\n", "@threshold:0.663, sens:0.229, spec:0.959, ppv:0.633, acc:0.786, f1:0.336, mcc:0.030, total+:30, total-:320\n", "@threshold:0.662, sens:0.229, spec:0.955, ppv:0.613, acc:0.783, f1:0.333, mcc:0.026, total+:31, total-:319\n", "@threshold:0.550, sens:0.241, spec:0.948, ppv:0.588, acc:0.780, f1:0.342, mcc:0.022, total+:34, total-:316\n", "@threshold:0.505, sens:0.241, spec:0.944, ppv:0.571, acc:0.777, f1:0.339, mcc:0.020, total+:35, total-:315\n", "@threshold:0.445, sens:0.253, spec:0.933, ppv:0.538, acc:0.771, f1:0.344, mcc:0.016, total+:39, total-:311\n", "@threshold:0.431, sens:0.253, spec:0.929, ppv:0.525, acc:0.769, f1:0.341, mcc:0.015, total+:40, total-:310\n", "@threshold:0.402, sens:0.265, spec:0.929, ppv:0.537, acc:0.771, f1:0.355, mcc:0.016, total+:41, total-:309\n", "@threshold:0.389, sens:0.277, spec:0.925, ppv:0.535, acc:0.771, f1:0.365, mcc:0.015, total+:43, total-:307\n", "@threshold:0.370, sens:0.289, spec:0.918, ppv:0.522, acc:0.769, f1:0.372, mcc:0.014, total+:46, total-:304\n", "@threshold:0.367, sens:0.289, spec:0.914, ppv:0.511, acc:0.766, f1:0.369, mcc:0.013, total+:47, total-:303\n", "@threshold:0.355, sens:0.301, spec:0.914, ppv:0.521, acc:0.769, f1:0.382, mcc:0.013, total+:48, total-:302\n", "@threshold:0.354, sens:0.301, spec:0.910, ppv:0.510, acc:0.766, f1:0.379, mcc:0.013, total+:49, total-:301\n", "@threshold:0.307, sens:0.313, spec:0.884, ppv:0.456, acc:0.749, f1:0.371, mcc:0.009, total+:57, total-:293\n", "@threshold:0.294, sens:0.313, spec:0.880, ppv:0.448, acc:0.746, f1:0.369, mcc:0.008, total+:58, total-:292\n", "@threshold:0.290, sens:0.325, spec:0.880, ppv:0.458, acc:0.749, f1:0.380, mcc:0.009, total+:59, total-:291\n", "@threshold:0.290, sens:0.325, spec:0.876, ppv:0.450, acc:0.746, f1:0.378, mcc:0.008, total+:60, total-:290\n", "@threshold:0.288, sens:0.337, spec:0.876, ppv:0.459, acc:0.749, f1:0.389, mcc:0.009, total+:61, total-:289\n", "@threshold:0.276, sens:0.361, spec:0.873, ppv:0.469, acc:0.751, f1:0.408, mcc:0.009, total+:64, total-:286\n", "@threshold:0.258, sens:0.373, spec:0.865, ppv:0.463, acc:0.749, f1:0.413, mcc:0.009, total+:67, total-:283\n", "@threshold:0.241, sens:0.373, spec:0.861, ppv:0.456, acc:0.746, f1:0.411, mcc:0.008, total+:68, total-:282\n", "@threshold:0.219, sens:0.386, spec:0.858, ppv:0.457, acc:0.746, f1:0.418, mcc:0.008, total+:70, total-:280\n", "@threshold:0.209, sens:0.398, spec:0.854, ppv:0.458, acc:0.746, f1:0.426, mcc:0.008, total+:72, total-:278\n", "@threshold:0.201, sens:0.410, spec:0.846, ppv:0.453, acc:0.743, f1:0.430, mcc:0.008, total+:75, total-:275\n", "@threshold:0.179, sens:0.410, spec:0.843, ppv:0.447, acc:0.740, f1:0.428, mcc:0.007, total+:76, total-:274\n", "@threshold:0.172, sens:0.422, spec:0.843, ppv:0.455, acc:0.743, f1:0.438, mcc:0.008, total+:77, total-:273\n", "@threshold:0.170, sens:0.422, spec:0.839, ppv:0.449, acc:0.740, f1:0.435, mcc:0.007, total+:78, total-:272\n", "@threshold:0.157, sens:0.434, spec:0.831, ppv:0.444, acc:0.737, f1:0.439, mcc:0.007, total+:81, total-:269\n", "@threshold:0.154, sens:0.434, spec:0.828, ppv:0.439, acc:0.734, f1:0.436, mcc:0.007, total+:82, total-:268\n", "@threshold:0.117, sens:0.446, spec:0.801, ppv:0.411, acc:0.717, f1:0.428, mcc:0.006, total+:90, total-:260\n", "@threshold:0.107, sens:0.470, spec:0.798, ppv:0.419, acc:0.720, f1:0.443, mcc:0.006, total+:93, total-:257\n", "@threshold:0.100, sens:0.482, spec:0.794, ppv:0.421, acc:0.720, f1:0.449, mcc:0.006, total+:95, total-:255\n", "@threshold:0.091, sens:0.482, spec:0.790, ppv:0.417, acc:0.717, f1:0.447, mcc:0.006, total+:96, total-:254\n", "@threshold:0.065, sens:0.494, spec:0.783, ppv:0.414, acc:0.714, f1:0.451, mcc:0.006, total+:99, total-:251\n", "@threshold:0.064, sens:0.494, spec:0.779, ppv:0.410, acc:0.711, f1:0.448, mcc:0.005, total+:100, total-:250\n", "@threshold:0.023, sens:0.506, spec:0.764, ppv:0.400, acc:0.703, f1:0.447, mcc:0.005, total+:105, total-:245\n", "@threshold:0.021, sens:0.518, spec:0.760, ppv:0.402, acc:0.703, f1:0.453, mcc:0.005, total+:107, total-:243\n", "@threshold:0.004, sens:0.530, spec:0.753, ppv:0.400, acc:0.700, f1:0.456, mcc:0.005, total+:110, total-:240\n", "@threshold:-0.003, sens:0.530, spec:0.749, ppv:0.396, acc:0.697, f1:0.454, mcc:0.005, total+:111, total-:239\n", "@threshold:-0.028, sens:0.542, spec:0.730, ppv:0.385, acc:0.686, f1:0.450, mcc:0.004, total+:117, total-:233\n", "@threshold:-0.031, sens:0.542, spec:0.727, ppv:0.381, acc:0.683, f1:0.448, mcc:0.004, total+:118, total-:232\n", "@threshold:-0.039, sens:0.554, spec:0.727, ppv:0.387, acc:0.686, f1:0.455, mcc:0.004, total+:119, total-:231\n", "@threshold:-0.040, sens:0.554, spec:0.723, ppv:0.383, acc:0.683, f1:0.453, mcc:0.004, total+:120, total-:230\n", "@threshold:-0.121, sens:0.566, spec:0.655, ppv:0.338, acc:0.634, f1:0.423, mcc:0.003, total+:139, total-:211\n", "@threshold:-0.122, sens:0.566, spec:0.652, ppv:0.336, acc:0.631, f1:0.422, mcc:0.003, total+:140, total-:210\n", "@threshold:-0.129, sens:0.578, spec:0.648, ppv:0.338, acc:0.631, f1:0.427, mcc:0.003, total+:142, total-:208\n", "@threshold:-0.139, sens:0.590, spec:0.644, ppv:0.340, acc:0.631, f1:0.432, mcc:0.003, total+:144, total-:206\n", "@threshold:-0.142, sens:0.602, spec:0.644, ppv:0.345, acc:0.634, f1:0.439, mcc:0.003, total+:145, total-:205\n", "@threshold:-0.146, sens:0.602, spec:0.640, ppv:0.342, acc:0.631, f1:0.437, mcc:0.003, total+:146, total-:204\n", "@threshold:-0.154, sens:0.614, spec:0.640, ppv:0.347, acc:0.634, f1:0.443, mcc:0.003, total+:147, total-:203\n", "@threshold:-0.163, sens:0.639, spec:0.637, ppv:0.353, acc:0.637, f1:0.455, mcc:0.003, total+:150, total-:200\n", "@threshold:-0.184, sens:0.651, spec:0.618, ppv:0.346, acc:0.626, f1:0.452, mcc:0.003, total+:156, total-:194\n", "@threshold:-0.198, sens:0.663, spec:0.614, ppv:0.348, acc:0.626, f1:0.456, mcc:0.003, total+:158, total-:192\n", "@threshold:-0.205, sens:0.675, spec:0.614, ppv:0.352, acc:0.629, f1:0.463, mcc:0.003, total+:159, total-:191\n", "@threshold:-0.206, sens:0.675, spec:0.610, ppv:0.350, acc:0.626, f1:0.461, mcc:0.003, total+:160, total-:190\n", "@threshold:-0.213, sens:0.687, spec:0.607, ppv:0.352, acc:0.626, f1:0.465, mcc:0.003, total+:162, total-:188\n", "@threshold:-0.213, sens:0.687, spec:0.603, ppv:0.350, acc:0.623, f1:0.463, mcc:0.003, total+:163, total-:187\n", "@threshold:-0.214, sens:0.699, spec:0.603, ppv:0.354, acc:0.626, f1:0.470, mcc:0.003, total+:164, total-:186\n", "@threshold:-0.215, sens:0.699, spec:0.599, ppv:0.352, acc:0.623, f1:0.468, mcc:0.003, total+:165, total-:185\n", "@threshold:-0.223, sens:0.711, spec:0.596, ppv:0.353, acc:0.623, f1:0.472, mcc:0.003, total+:167, total-:183\n", "@threshold:-0.227, sens:0.723, spec:0.592, ppv:0.355, acc:0.623, f1:0.476, mcc:0.003, total+:169, total-:181\n", "@threshold:-0.259, sens:0.735, spec:0.566, ppv:0.345, acc:0.606, f1:0.469, mcc:0.003, total+:177, total-:173\n", "@threshold:-0.260, sens:0.735, spec:0.562, ppv:0.343, acc:0.603, f1:0.467, mcc:0.003, total+:178, total-:172\n", "@threshold:-0.261, sens:0.747, spec:0.551, ppv:0.341, acc:0.597, f1:0.468, mcc:0.003, total+:182, total-:168\n", "@threshold:-0.265, sens:0.747, spec:0.532, ppv:0.332, acc:0.583, f1:0.459, mcc:0.003, total+:187, total-:163\n", "@threshold:-0.266, sens:0.759, spec:0.528, ppv:0.333, acc:0.583, f1:0.463, mcc:0.003, total+:189, total-:161\n", "@threshold:-0.282, sens:0.771, spec:0.494, ppv:0.322, acc:0.560, f1:0.454, mcc:0.003, total+:199, total-:151\n", "@threshold:-0.284, sens:0.771, spec:0.491, ppv:0.320, acc:0.557, f1:0.452, mcc:0.003, total+:200, total-:150\n", "@threshold:-0.305, sens:0.783, spec:0.461, ppv:0.311, acc:0.537, f1:0.445, mcc:0.002, total+:209, total-:141\n", "@threshold:-0.308, sens:0.783, spec:0.457, ppv:0.310, acc:0.534, f1:0.444, mcc:0.002, total+:210, total-:140\n", "@threshold:-0.310, sens:0.795, spec:0.457, ppv:0.313, acc:0.537, f1:0.449, mcc:0.002, total+:211, total-:139\n", "@threshold:-0.311, sens:0.795, spec:0.453, ppv:0.311, acc:0.534, f1:0.447, mcc:0.002, total+:212, total-:138\n", "@threshold:-0.336, sens:0.807, spec:0.419, ppv:0.302, acc:0.511, f1:0.439, mcc:0.002, total+:222, total-:128\n", "@threshold:-0.337, sens:0.807, spec:0.416, ppv:0.300, acc:0.509, f1:0.438, mcc:0.002, total+:223, total-:127\n", "@threshold:-0.353, sens:0.819, spec:0.397, ppv:0.297, acc:0.497, f1:0.436, mcc:0.002, total+:229, total-:121\n", "@threshold:-0.353, sens:0.819, spec:0.393, ppv:0.296, acc:0.494, f1:0.435, mcc:0.002, total+:230, total-:120\n", "@threshold:-0.355, sens:0.831, spec:0.393, ppv:0.299, acc:0.497, f1:0.439, mcc:0.002, total+:231, total-:119\n", "@threshold:-0.358, sens:0.831, spec:0.390, ppv:0.297, acc:0.494, f1:0.438, mcc:0.002, total+:232, total-:118\n", "@threshold:-0.369, sens:0.843, spec:0.382, ppv:0.298, acc:0.491, f1:0.440, mcc:0.002, total+:235, total-:115\n", "@threshold:-0.374, sens:0.855, spec:0.378, ppv:0.300, acc:0.491, f1:0.444, mcc:0.002, total+:237, total-:113\n", "@threshold:-0.386, sens:0.867, spec:0.371, ppv:0.300, acc:0.489, f1:0.446, mcc:0.002, total+:240, total-:110\n", "@threshold:-0.399, sens:0.867, spec:0.367, ppv:0.299, acc:0.486, f1:0.444, mcc:0.002, total+:241, total-:109\n", "@threshold:-0.410, sens:0.880, spec:0.356, ppv:0.298, acc:0.480, f1:0.445, mcc:0.002, total+:245, total-:105\n", "@threshold:-0.411, sens:0.880, spec:0.352, ppv:0.297, acc:0.477, f1:0.444, mcc:0.002, total+:246, total-:104\n", "@threshold:-0.430, sens:0.892, spec:0.348, ppv:0.298, acc:0.477, f1:0.447, mcc:0.002, total+:248, total-:102\n", "@threshold:-0.438, sens:0.904, spec:0.345, ppv:0.300, acc:0.477, f1:0.450, mcc:0.002, total+:250, total-:100\n", "@threshold:-0.441, sens:0.916, spec:0.341, ppv:0.302, acc:0.477, f1:0.454, mcc:0.002, total+:252, total-:98\n", "@threshold:-0.453, sens:0.916, spec:0.337, ppv:0.300, acc:0.474, f1:0.452, mcc:0.002, total+:253, total-:97\n", "@threshold:-0.503, sens:0.928, spec:0.303, ppv:0.293, acc:0.451, f1:0.445, mcc:0.002, total+:263, total-:87\n", "@threshold:-0.504, sens:0.928, spec:0.300, ppv:0.292, acc:0.449, f1:0.444, mcc:0.002, total+:264, total-:86\n", "@threshold:-0.561, sens:0.940, spec:0.255, ppv:0.282, acc:0.417, f1:0.433, mcc:0.002, total+:277, total-:73\n", "@threshold:-0.567, sens:0.952, spec:0.251, ppv:0.283, acc:0.417, f1:0.436, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.590, sens:0.964, spec:0.236, ppv:0.282, acc:0.409, f1:0.436, mcc:0.002, total+:284, total-:66\n", "@threshold:-0.592, sens:0.964, spec:0.232, ppv:0.281, acc:0.406, f1:0.435, mcc:0.002, total+:285, total-:65\n", "@threshold:-0.640, sens:0.976, spec:0.202, ppv:0.276, acc:0.386, f1:0.430, mcc:0.002, total+:294, total-:56\n", "@threshold:-0.643, sens:0.976, spec:0.199, ppv:0.275, acc:0.383, f1:0.429, mcc:0.002, total+:295, total-:55\n", "@threshold:-0.875, sens:0.988, spec:0.101, ppv:0.255, acc:0.311, f1:0.405, mcc:0.002, total+:322, total-:28\n", "@threshold:-0.879, sens:0.988, spec:0.097, ppv:0.254, acc:0.309, f1:0.404, mcc:0.002, total+:323, total-:27\n", "@threshold:-1.724, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.044 95% CI: [0.040 , 0.047] | OR_adj 1.045 [1.041 1.049] | occ: 1377 | OR_unadj: 1.349 [1.074 1.693] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.027\n", " MatDeliveryAge:0.026\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.042 95% CI: [0.038 , 0.046] | OR_adj 1.043 [1.039 1.047] | occ: 1285 | OR_unadj: 2.287 [1.818 2.877] | indivs AUC:0.673\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.020\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", "\n", " Vital: Wt-gain1to5 | coef 0.040 95% CI: [0.037 , 0.043] | OR_adj 1.041 [1.038 1.044] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " MatDeliveryAge:0.025\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.015\n", "\n", "* Vital: Wt-avg0to1 | coef 0.040 95% CI: [0.037 , 0.043] | OR_adj 1.041 [1.038 1.044] | occ: 1356 | OR_unadj: 1.489 [1.184 1.873] | indivs AUC:0.573\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.003\n", " MatDeliveryAge:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.001\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.037 95% CI: [0.033 , 0.040] | OR_adj 1.037 [1.034 1.041] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.029\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.009\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.001\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", "* Vital: Wt Percentile-latest | coef 0.036 95% CI: [0.032 , 0.039] | OR_adj 1.036 [1.033 1.040] | occ: 1034 | OR_unadj: 2.653 [2.104 3.345] | indivs AUC:0.695\n", "Correlated most with:\n", "MatDeliveryAge:-0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.022\n", "\n", "* Vital: BMI-avg10to13 | coef 0.035 95% CI: [0.032 , 0.039] | OR_adj 1.036 [1.032 1.039] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.029\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.005\n", "\n", " Vital: Ht-gain7to13 | coef 0.035 95% CI: [0.033 , 0.038] | OR_adj 1.036 [1.033 1.038] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.033\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.026\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", "\n", " Vital: Ht-gain0to3 | coef 0.035 95% CI: [0.032 , 0.037] | OR_adj 1.035 [1.032 1.038] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.043\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " MatDeliveryAge:-0.017\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: BMI-avg7to10 | coef 0.034 95% CI: [0.031 , 0.038] | OR_adj 1.035 [1.032 1.038] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.010\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.003\n", "\n", "* Vital: BMI-gain0to24 | coef 0.034 95% CI: [0.031 , 0.037] | OR_adj 1.035 [1.032 1.038] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", "\n", " Vital: Ht-avg7to10 | coef 0.034 95% CI: [0.030 , 0.038] | OR_adj 1.035 [1.031 1.039] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.023\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.018\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", " MatDeliveryAge | coef 0.033 95% CI: [0.031 , 0.035] | OR_adj 1.034 [1.031 1.036] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.015\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.005\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.033 95% CI: [0.029 , 0.036] | OR_adj 1.033 [1.030 1.037] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.041\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.016\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.032 95% CI: [0.029 , 0.036] | OR_adj 1.033 [1.029 1.037] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.039\n", " MatDeliveryAge:-0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.023\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.000\n", "\n", "* Vital: BMI-latest | coef 0.032 95% CI: [0.029 , 0.035] | OR_adj 1.033 [1.029 1.036] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.024\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.003\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.031 95% CI: [0.028 , 0.034] | OR_adj 1.031 [1.028 1.034] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.007\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.003\n", "\n", " Vital: HC-gain1to5 | coef 0.031 95% CI: [0.028 , 0.033] | OR_adj 1.031 [1.029 1.034] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.037\n", " MatDeliveryAge:-0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.003\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.000\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.031 95% CI: [0.027 , 0.034] | OR_adj 1.031 [1.028 1.034] | occ: 1120 | OR_unadj: 1.085 [0.845 1.392] | indivs AUC:0.463\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.337\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.006\n", " MatDeliveryAge:-0.005\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.030 95% CI: [0.027 , 0.033] | OR_adj 1.031 [1.028 1.033] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.046\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.042\n", " MatDeliveryAge:0.015\n", "\n", "* Vital: BMI-avg16to19 | coef 0.030 95% CI: [0.028 , 0.032] | OR_adj 1.030 [1.028 1.033] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.040\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.018\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.010\n", "\n", "* Vital: BMI-avg3to5 | coef 0.029 95% CI: [0.026 , 0.031] | OR_adj 1.029 [1.027 1.031] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.049\n", " MatDeliveryAge:-0.029\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.019\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.004\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.028 95% CI: [0.026 , 0.031] | OR_adj 1.029 [1.026 1.031] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.039\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.007\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.028 95% CI: [0.025 , 0.030] | OR_adj 1.028 [1.026 1.030] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.337\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.046\n", " MatDeliveryAge:0.025\n", "\n", "* Vital: Wt-latest | coef 0.025 95% CI: [0.022 , 0.028] | OR_adj 1.025 [1.022 1.028] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.020\n", " MatDeliveryAge:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", "\n", "* Vital: Wt-avg19to24 | coef 0.021 95% CI: [0.019 , 0.023] | OR_adj 1.021 [1.019 1.023] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.018\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.006\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.019 [1.017 1.021] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.026\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.013\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.010\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.018 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.020] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.018 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.019] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.014\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt-gain0to24 | coef 0.018 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.020] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.017\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.012\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.005\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.017 95% CI: [0.015 , 0.019] | OR_adj 1.017 [1.015 1.019] | occ: 1198 | OR_unadj: 2.078 [1.634 2.643] | indivs AUC:0.619\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.047\n", " MatDeliveryAge:-0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.002\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.001\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.016 95% CI: [0.015 , 0.017] | OR_adj 1.016 [1.015 1.017] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.016 95% CI: [0.015 , 0.017] | OR_adj 1.016 [1.015 1.017] | occ: 1129 | OR_unadj: 1.293 [1.010 1.656] | indivs AUC:0.499\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.998\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.309\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.042\n", " MatDeliveryAge:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.006\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.055\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.025\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.006\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.002\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.033\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.021\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.008\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.001\n", "\n", "Vital : 0.846369075036\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0331141199586\n", "Census : 0.120516805005\n", "Time to run analysis 0:03:36.234854\n", "Total Time elapsed 8:11:05.942493\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.331, R^2 test: 0.156\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.326, R^2 test: 0.182\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.319, R^2 test: 0.198\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.751, Explained Variance Score Test: 0.299\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.372, R^2 test: 0.263\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.363, R^2 test: 0.267\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.344, R^2 test: 0.266\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.763, Explained Variance Score Test: 0.277\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.397, R^2 test: 0.258\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.384, R^2 test: 0.277\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.379, R^2 test: 0.289\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.765, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.415, R^2 test: -0.001\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.381, R^2 test: 0.033\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.359, R^2 test: 0.131\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.754, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.536, R^2 test: 0.326\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.496, R^2 test: 0.360\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.464, R^2 test: 0.364\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.345\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.761, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.438, R^2 test: 0.165\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.428, R^2 test: 0.176\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.419, R^2 test: 0.189\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.796, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.750, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.472, R^2 test: 0.017\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.457, R^2 test: 0.096\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.443, R^2 test: 0.119\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.759, Explained Variance Score Test: 0.309\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.339, R^2 test: 0.329\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.331, R^2 test: 0.342\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.320, R^2 test: 0.342\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.800, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.360\n", "AUC Test: 0.780, Explained Variance Score Test: 0.337\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.411, R^2 test: -0.012\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.401, R^2 test: 0.034\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.070\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.139\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.783, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.443, R^2 test: 0.212\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.438, R^2 test: 0.230\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.430, R^2 test: 0.245\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.760, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.452, R^2 test: 0.215\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.445, R^2 test: 0.253\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.435, R^2 test: 0.270\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.765, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.458, R^2 test: 0.094\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.444, R^2 test: 0.261\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.426, R^2 test: 0.351\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.834, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.771, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.400, R^2 test: -0.086\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.393, R^2 test: 0.034\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.378, R^2 test: 0.104\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.751, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.431, R^2 test: 0.110\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.422, R^2 test: 0.135\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.402, R^2 test: 0.135\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.816, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.764, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.325, R^2 test: 0.313\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.316, R^2 test: 0.345\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.307, R^2 test: 0.352\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.775, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.775, Explained Variance Score Test: 0.289\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.377, R^2 test: 0.314\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.372, R^2 test: 0.328\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.342\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.756, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.747, Explained Variance Score Test: 0.284\n", "\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.351, R^2 test: 0.125\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.345, R^2 test: 0.185\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.201\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.770, Explained Variance Score Test: 0.282\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.416, R^2 test: 0.235\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.398, R^2 test: 0.252\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.383, R^2 test: 0.244\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.809, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.755, Explained Variance Score Test: 0.300\n", "\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.356, R^2 test: 0.189\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.352, R^2 test: 0.232\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.262\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.753, Explained Variance Score Test: 0.285\n", "\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.352, R^2 test: 0.325\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.347, R^2 test: 0.337\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.341, R^2 test: 0.345\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.799, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.756, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.348\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.347\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.343, R^2 test: 0.345\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.787, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.369\n", "AUC Test: 0.757, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.304, R^2 test: 0.298\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.293, R^2 test: 0.290\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.288, R^2 test: 0.296\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.235, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.762, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.758, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.354, R^2 test: 0.058\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.344, R^2 test: 0.160\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.324, R^2 test: 0.215\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.764, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.349, R^2 test: 0.116\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.153\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.321, R^2 test: 0.169\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.762, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.440, R^2 test: 0.249\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.436, R^2 test: 0.245\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.432, R^2 test: 0.243\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.841, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.754, Explained Variance Score Test: 0.313\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.377, R^2 test: 0.070\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.367, R^2 test: 0.086\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.362, R^2 test: 0.087\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.120\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.319, R^2 test: 0.308\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.303, R^2 test: 0.383\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.407\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.343\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.726, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.409\n", "AUC Test: 0.755, Explained Variance Score Test: 0.291\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.380, R^2 test: 0.198\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.377, R^2 test: 0.223\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.374, R^2 test: 0.235\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.780, Explained Variance Score Test: 0.315\n", "\n", "\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.311, R^2 test: 0.388\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.307, R^2 test: 0.391\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.300, R^2 test: 0.380\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.348\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.815, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.788, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.381, R^2 test: 0.257\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.370, R^2 test: 0.270\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.277\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.782, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.763, Explained Variance Score Test: 0.340\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.378, R^2 test: -0.021\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.369, R^2 test: 0.026\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.059\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.750, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.752, Explained Variance Score Test: 0.286\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.415, R^2 test: 0.136\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.410, R^2 test: 0.161\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.397, R^2 test: 0.190\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.761, Explained Variance Score Test: 0.293\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.103\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.127\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.140\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.758, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.458, R^2 test: 0.194\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.447, R^2 test: 0.241\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.430, R^2 test: 0.252\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.761, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.508, R^2 test: 0.313\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.504, R^2 test: 0.322\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.500, R^2 test: 0.328\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.461, R^2 test: 0.349\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.762, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.372, R^2 test: 0.413\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.368, R^2 test: 0.431\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.359, R^2 test: 0.445\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.410\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.812, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.451\n", "AUC Test: 0.752, Explained Variance Score Test: 0.298\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.371, R^2 test: -0.036\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.353, R^2 test: 0.054\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.336, R^2 test: 0.085\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.124\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.803, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.766, Explained Variance Score Test: 0.320\n", "\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.374, R^2 test: 0.222\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.370, R^2 test: 0.247\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.360, R^2 test: 0.269\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.305\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.746, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.770, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.417, R^2 test: 0.053\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.408, R^2 test: 0.162\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.400, R^2 test: 0.216\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.283\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.756, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.413, R^2 test: 0.030\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.382, R^2 test: 0.112\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.156\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.752, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.281, R^2 test: 0.299\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.319\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.361\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.175, R^2 test: 0.376\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.175\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.770, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.484, R^2 test: 0.024\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.452, R^2 test: 0.086\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.423, R^2 test: 0.088\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.367, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.763, Explained Variance Score Test: 0.323\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.501, R^2 test: 0.334\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.447, R^2 test: 0.372\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.395, R^2 test: 0.378\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.351\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.848, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.756, Explained Variance Score Test: 0.323\n", "\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.300, R^2 test: 0.212\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.288, R^2 test: 0.224\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.271, R^2 test: 0.247\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.190, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.712, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.761, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.335, R^2 test: 0.140\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.323, R^2 test: 0.178\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.311, R^2 test: 0.196\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.755, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.400, R^2 test: 0.064\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.384, R^2 test: 0.123\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.152\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.756, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.767, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.401, R^2 test: -0.206\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.361, R^2 test: 0.340\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.338, R^2 test: 0.405\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.400\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.407\n", "AUC Test: 0.769, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.474, R^2 test: -0.084\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.462, R^2 test: -0.034\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.436, R^2 test: -0.015\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.079\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.766, Explained Variance Score Test: 0.287\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.403, R^2 test: 0.273\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.396, R^2 test: 0.299\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.389, R^2 test: 0.320\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.376\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.772, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.426, R^2 test: 0.140\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.419, R^2 test: 0.177\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.413, R^2 test: 0.192\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.777, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.318, R^2 test: 0.178\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.310, R^2 test: 0.200\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.303, R^2 test: 0.210\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.241, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.749, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.436, R^2 test: -0.083\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.427, R^2 test: 0.096\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.411, R^2 test: 0.183\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.752, Explained Variance Score Test: 0.253\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.352, R^2 test: 0.240\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.347, R^2 test: 0.257\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.338, R^2 test: 0.267\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.753, Explained Variance Score Test: 0.282\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.327, R^2 test: 0.185\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.198\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.315, R^2 test: 0.208\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.761, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.776, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.426, R^2 test: 0.231\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.416, R^2 test: 0.265\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.399, R^2 test: 0.278\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.752, Explained Variance Score Test: 0.275\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.409, R^2 test: 0.130\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.403, R^2 test: 0.173\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.387, R^2 test: 0.209\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.769, Explained Variance Score Test: 0.304\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.348, R^2 test: 0.123\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.343, R^2 test: 0.167\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.197\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.717, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.762, Explained Variance Score Test: 0.281\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.358, R^2 test: 0.148\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.348, R^2 test: 0.175\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.340, R^2 test: 0.172\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.767, Explained Variance Score Test: 0.310\n", "\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.327, R^2 test: 0.131\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.317, R^2 test: 0.135\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.311, R^2 test: 0.135\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.744, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.366, R^2 test: -0.117\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.361, R^2 test: -0.054\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.349, R^2 test: -0.004\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.294, R^2 test: 0.115\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.823, Explained Variance Score Train: 0.294\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.770, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.495, R^2 test: -0.093\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.456, R^2 test: 0.069\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.409, R^2 test: 0.088\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.352, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.858, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.757, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.313, R^2 test: 0.167\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.226\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.256\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.767, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.768, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.491, R^2 test: -1.071\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.431, R^2 test: 0.012\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.367, R^2 test: 0.199\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.807, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.747, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.369, R^2 test: 0.156\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.361, R^2 test: 0.178\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.355, R^2 test: 0.198\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.749, Explained Variance Score Test: 0.292\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.393, R^2 test: 0.119\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.387, R^2 test: 0.129\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.382, R^2 test: 0.148\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.755, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.427, R^2 test: 0.221\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.421, R^2 test: 0.263\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.416, R^2 test: 0.281\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.361, R^2 test: 0.341\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.885, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.764, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.281, R^2 test: 0.201\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.242\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.260, R^2 test: 0.267\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.759, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.733, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.489, R^2 test: 0.024\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.482, R^2 test: 0.047\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.476, R^2 test: 0.061\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.421, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.775, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.318, R^2 test: 0.266\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.306, R^2 test: 0.262\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.292, R^2 test: 0.275\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.713, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.731, Explained Variance Score Test: 0.260\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.338, R^2 test: 0.057\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.329, R^2 test: 0.085\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.316, R^2 test: 0.102\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.119\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.765, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.772, Explained Variance Score Test: 0.311\n", "\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.550, R^2 test: 0.160\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.520, R^2 test: 0.169\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.495, R^2 test: 0.151\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.408, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.853, Explained Variance Score Train: 0.408\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.746, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.476, R^2 test: 0.234\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.469, R^2 test: 0.233\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.456, R^2 test: 0.237\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.752, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.445, R^2 test: -0.174\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.410, R^2 test: -0.061\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.374, R^2 test: -0.021\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.130\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.771, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.464, R^2 test: 0.170\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.459, R^2 test: 0.181\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.452, R^2 test: 0.193\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.772, Explained Variance Score Test: 0.306\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.272\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.295\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.254, R^2 test: 0.304\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.197\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.744, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.735, Explained Variance Score Test: 0.257\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.471, R^2 test: 0.203\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.449, R^2 test: 0.241\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.438, R^2 test: 0.256\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.775, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.528, R^2 test: 0.167\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.513, R^2 test: 0.225\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.491, R^2 test: 0.271\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.360\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.360\n", "AUC Test: 0.748, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.423, R^2 test: 0.256\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.415, R^2 test: 0.323\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.402, R^2 test: 0.330\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.825, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.771, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.225, R^2 test: 0.146\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.172\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.197, R^2 test: 0.198\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.130, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.749, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.724, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.317, R^2 test: 0.175\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.311, R^2 test: 0.245\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.299, R^2 test: 0.311\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.347\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.766, Explained Variance Score Test: 0.279\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.395, R^2 test: 0.359\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.388, R^2 test: 0.361\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.379, R^2 test: 0.368\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.371\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.748, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.770, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.078\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.422, R^2 test: 0.112\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.410, R^2 test: 0.142\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.777, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.418, R^2 test: 0.128\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.380, R^2 test: 0.178\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.331, R^2 test: 0.212\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.746, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.405, R^2 test: 0.237\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.403, R^2 test: 0.263\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.400, R^2 test: 0.281\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.355\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.416\n", "AUC Test: 0.764, Explained Variance Score Test: 0.310\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.349, R^2 test: 0.181\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.343, R^2 test: 0.177\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.338, R^2 test: 0.178\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.781, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.760, Explained Variance Score Test: 0.312\n", "\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.479, R^2 test: -0.545\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.471, R^2 test: -0.447\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.456, R^2 test: -0.364\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.762, Explained Variance Score Test: 0.302\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.285, R^2 test: 0.294\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.278, R^2 test: 0.348\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.383\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.197, R^2 test: 0.347\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.767, Explained Variance Score Test: 0.282\n", "\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.370, R^2 test: 0.288\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.362, R^2 test: 0.269\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.356, R^2 test: 0.281\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.777, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.731, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.409, R^2 test: -0.024\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.379, R^2 test: 0.014\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.360, R^2 test: 0.146\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.748, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.407, R^2 test: 0.276\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.392, R^2 test: 0.309\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.385, R^2 test: 0.286\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.755, Explained Variance Score Test: 0.288\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.221\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.325, R^2 test: 0.243\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.315, R^2 test: 0.264\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.806, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.769, Explained Variance Score Test: 0.308\n", "\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.362, R^2 test: -0.189\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.336, R^2 test: -0.168\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.314, R^2 test: -0.142\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.379, R^2 test: 0.182\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.374, R^2 test: 0.209\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.371, R^2 test: 0.214\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.791, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.766, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.251\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.300\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.312, R^2 test: 0.323\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.771, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.356, R^2 test: 0.143\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.321, R^2 test: 0.138\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.309, R^2 test: 0.146\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.227, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.738, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.748, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.315, R^2 test: 0.150\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.309, R^2 test: 0.190\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.305, R^2 test: 0.221\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.737, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.782, Explained Variance Score Test: 0.272\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.291\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.260, R^2 test: 0.304\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.319\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.187, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.744, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.737, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.456, R^2 test: 0.242\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.410, R^2 test: 0.306\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.357, R^2 test: 0.326\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.297\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.757, Explained Variance Score Test: 0.277\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.431, R^2 test: 0.187\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.416, R^2 test: 0.189\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.404, R^2 test: 0.198\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.811, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.783, Explained Variance Score Test: 0.328\n", "\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.458, R^2 test: -0.093\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.446, R^2 test: -0.036\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.426, R^2 test: 0.017\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.203\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.766, Explained Variance Score Test: 0.281\n", "\n", "total Variables 28 and total subjects: 1751\n", "->AUC validation: 0.754 95% CI: [0.744 , 0.765]\n", "->AUC test: 0.760 95% CI: [0.758 , 0.763]\n", "->R^2 validation: 0.254 95% CI: [0.238 , 0.270]\n", "->R^2 test: 0.294 95% CI: [0.289 , 0.298]\n", "->Explained Variance validation: 0.243 95% CI: [0.225 , 0.260]\n", "->Explained Variance test: 0.289 95% CI: [0.284 , 0.294]\n", "Test set metrics:\n", "@threshold:2.047, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.591, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.482, sens:0.036, spec:1.000, ppv:1.000, acc:0.771, f1:0.070, mcc:0.000, total+:3, total-:347\n", "@threshold:1.318, sens:0.060, spec:0.996, ppv:0.833, acc:0.774, f1:0.112, mcc:0.211, total+:6, total-:344\n", "@threshold:1.253, sens:0.072, spec:0.993, ppv:0.750, acc:0.774, f1:0.132, mcc:0.105, total+:8, total-:342\n", "@threshold:1.082, sens:0.120, spec:0.989, ppv:0.769, acc:0.783, f1:0.208, mcc:0.093, total+:13, total-:337\n", "@threshold:1.070, sens:0.133, spec:0.989, ppv:0.786, acc:0.786, f1:0.227, mcc:0.100, total+:14, total-:336\n", "@threshold:1.052, sens:0.145, spec:0.985, ppv:0.750, acc:0.786, f1:0.242, mcc:0.075, total+:16, total-:334\n", "@threshold:1.028, sens:0.157, spec:0.985, ppv:0.765, acc:0.789, f1:0.260, mcc:0.079, total+:17, total-:333\n", "@threshold:0.931, sens:0.217, spec:0.981, ppv:0.783, acc:0.800, f1:0.340, mcc:0.077, total+:23, total-:327\n", "@threshold:0.862, sens:0.229, spec:0.966, ppv:0.679, acc:0.791, f1:0.342, mcc:0.039, total+:28, total-:322\n", "@threshold:0.844, sens:0.241, spec:0.963, ppv:0.667, acc:0.791, f1:0.354, mcc:0.035, total+:30, total-:320\n", "@threshold:0.744, sens:0.253, spec:0.944, ppv:0.583, acc:0.780, f1:0.353, mcc:0.021, total+:36, total-:314\n", "@threshold:0.744, sens:0.253, spec:0.940, ppv:0.568, acc:0.777, f1:0.350, mcc:0.019, total+:37, total-:313\n", "@threshold:0.729, sens:0.265, spec:0.933, ppv:0.550, acc:0.774, f1:0.358, mcc:0.017, total+:40, total-:310\n", "@threshold:0.727, sens:0.265, spec:0.929, ppv:0.537, acc:0.771, f1:0.355, mcc:0.016, total+:41, total-:309\n", "@threshold:0.716, sens:0.277, spec:0.929, ppv:0.548, acc:0.774, f1:0.368, mcc:0.016, total+:42, total-:308\n", "@threshold:0.659, sens:0.301, spec:0.925, ppv:0.556, acc:0.777, f1:0.391, mcc:0.017, total+:45, total-:305\n", "@threshold:0.636, sens:0.313, spec:0.925, ppv:0.565, acc:0.780, f1:0.403, mcc:0.017, total+:46, total-:304\n", "@threshold:0.595, sens:0.349, spec:0.921, ppv:0.580, acc:0.786, f1:0.436, mcc:0.018, total+:50, total-:300\n", "@threshold:0.509, sens:0.361, spec:0.910, ppv:0.556, acc:0.780, f1:0.438, mcc:0.015, total+:54, total-:296\n", "@threshold:0.484, sens:0.373, spec:0.906, ppv:0.554, acc:0.780, f1:0.446, mcc:0.015, total+:56, total-:294\n", "@threshold:0.460, sens:0.386, spec:0.903, ppv:0.552, acc:0.780, f1:0.454, mcc:0.015, total+:58, total-:292\n", "@threshold:0.457, sens:0.386, spec:0.899, ppv:0.542, acc:0.777, f1:0.451, mcc:0.014, total+:59, total-:291\n", "@threshold:0.451, sens:0.398, spec:0.899, ppv:0.550, acc:0.780, f1:0.462, mcc:0.014, total+:60, total-:290\n", "@threshold:0.440, sens:0.422, spec:0.895, ppv:0.556, acc:0.783, f1:0.479, mcc:0.015, total+:63, total-:287\n", "@threshold:0.415, sens:0.434, spec:0.884, ppv:0.537, acc:0.777, f1:0.480, mcc:0.013, total+:67, total-:283\n", "@threshold:0.415, sens:0.434, spec:0.880, ppv:0.529, acc:0.774, f1:0.477, mcc:0.012, total+:68, total-:282\n", "@threshold:0.385, sens:0.446, spec:0.861, ppv:0.500, acc:0.763, f1:0.471, mcc:0.010, total+:74, total-:276\n", "@threshold:0.370, sens:0.446, spec:0.858, ppv:0.493, acc:0.760, f1:0.468, mcc:0.010, total+:75, total-:275\n", "@threshold:0.365, sens:0.458, spec:0.850, ppv:0.487, acc:0.757, f1:0.472, mcc:0.009, total+:78, total-:272\n", "@threshold:0.359, sens:0.458, spec:0.846, ppv:0.481, acc:0.754, f1:0.469, mcc:0.009, total+:79, total-:271\n", "@threshold:0.312, sens:0.470, spec:0.824, ppv:0.453, acc:0.740, f1:0.462, mcc:0.007, total+:86, total-:264\n", "@threshold:0.312, sens:0.470, spec:0.820, ppv:0.448, acc:0.737, f1:0.459, mcc:0.007, total+:87, total-:263\n", "@threshold:0.311, sens:0.482, spec:0.820, ppv:0.455, acc:0.740, f1:0.468, mcc:0.007, total+:88, total-:262\n", "@threshold:0.308, sens:0.506, spec:0.816, ppv:0.462, acc:0.743, f1:0.483, mcc:0.008, total+:91, total-:259\n", "@threshold:0.297, sens:0.518, spec:0.813, ppv:0.462, acc:0.743, f1:0.489, mcc:0.008, total+:93, total-:257\n", "@threshold:0.286, sens:0.518, spec:0.809, ppv:0.457, acc:0.740, f1:0.486, mcc:0.007, total+:94, total-:256\n", "@threshold:0.283, sens:0.530, spec:0.809, ppv:0.463, acc:0.743, f1:0.494, mcc:0.008, total+:95, total-:255\n", "@threshold:0.279, sens:0.530, spec:0.805, ppv:0.458, acc:0.740, f1:0.492, mcc:0.007, total+:96, total-:254\n", "@threshold:0.277, sens:0.542, spec:0.805, ppv:0.464, acc:0.743, f1:0.500, mcc:0.008, total+:97, total-:253\n", "@threshold:0.269, sens:0.542, spec:0.801, ppv:0.459, acc:0.740, f1:0.497, mcc:0.007, total+:98, total-:252\n", "@threshold:0.261, sens:0.554, spec:0.801, ppv:0.465, acc:0.743, f1:0.505, mcc:0.008, total+:99, total-:251\n", "@threshold:0.252, sens:0.554, spec:0.798, ppv:0.460, acc:0.740, f1:0.503, mcc:0.007, total+:100, total-:250\n", "@threshold:0.153, sens:0.566, spec:0.757, ppv:0.420, acc:0.711, f1:0.482, mcc:0.006, total+:112, total-:238\n", "@threshold:0.137, sens:0.566, spec:0.753, ppv:0.416, acc:0.709, f1:0.480, mcc:0.006, total+:113, total-:237\n", "@threshold:0.117, sens:0.578, spec:0.734, ppv:0.403, acc:0.697, f1:0.475, mcc:0.005, total+:119, total-:231\n", "@threshold:0.112, sens:0.590, spec:0.730, ppv:0.405, acc:0.697, f1:0.480, mcc:0.005, total+:121, total-:229\n", "@threshold:0.101, sens:0.602, spec:0.727, ppv:0.407, acc:0.697, f1:0.485, mcc:0.005, total+:123, total-:227\n", "@threshold:0.091, sens:0.614, spec:0.723, ppv:0.408, acc:0.697, f1:0.490, mcc:0.005, total+:125, total-:225\n", "@threshold:0.084, sens:0.627, spec:0.719, ppv:0.409, acc:0.697, f1:0.495, mcc:0.005, total+:127, total-:223\n", "@threshold:0.066, sens:0.627, spec:0.715, ppv:0.406, acc:0.694, f1:0.493, mcc:0.005, total+:128, total-:222\n", "@threshold:0.064, sens:0.639, spec:0.715, ppv:0.411, acc:0.697, f1:0.500, mcc:0.005, total+:129, total-:221\n", "@threshold:0.060, sens:0.639, spec:0.712, ppv:0.408, acc:0.694, f1:0.498, mcc:0.005, total+:130, total-:220\n", "@threshold:0.058, sens:0.651, spec:0.712, ppv:0.412, acc:0.697, f1:0.505, mcc:0.005, total+:131, total-:219\n", "@threshold:0.055, sens:0.651, spec:0.708, ppv:0.409, acc:0.694, f1:0.502, mcc:0.005, total+:132, total-:218\n", "@threshold:0.050, sens:0.663, spec:0.700, ppv:0.407, acc:0.691, f1:0.505, mcc:0.005, total+:135, total-:215\n", "@threshold:0.047, sens:0.675, spec:0.697, ppv:0.409, acc:0.691, f1:0.509, mcc:0.005, total+:137, total-:213\n", "@threshold:0.027, sens:0.687, spec:0.663, ppv:0.388, acc:0.669, f1:0.496, mcc:0.004, total+:147, total-:203\n", "@threshold:0.024, sens:0.687, spec:0.659, ppv:0.385, acc:0.666, f1:0.494, mcc:0.004, total+:148, total-:202\n", "@threshold:0.020, sens:0.843, spec:0.528, ppv:0.357, acc:0.603, f1:0.502, mcc:0.004, total+:196, total-:154\n", "@threshold:0.002, sens:0.855, spec:0.513, ppv:0.353, acc:0.594, f1:0.500, mcc:0.004, total+:201, total-:149\n", "@threshold:0.000, sens:0.855, spec:0.509, ppv:0.351, acc:0.591, f1:0.498, mcc:0.004, total+:202, total-:148\n", "@threshold:-0.002, sens:0.867, spec:0.506, ppv:0.353, acc:0.591, f1:0.502, mcc:0.004, total+:204, total-:146\n", "@threshold:-0.003, sens:0.867, spec:0.502, ppv:0.351, acc:0.589, f1:0.500, mcc:0.004, total+:205, total-:145\n", "@threshold:-0.010, sens:0.880, spec:0.494, ppv:0.351, acc:0.586, f1:0.502, mcc:0.004, total+:208, total-:142\n", "@threshold:-0.013, sens:0.880, spec:0.491, ppv:0.349, acc:0.583, f1:0.500, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.058, sens:0.892, spec:0.449, ppv:0.335, acc:0.554, f1:0.487, mcc:0.003, total+:221, total-:129\n", "@threshold:-0.060, sens:0.892, spec:0.446, ppv:0.333, acc:0.551, f1:0.485, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.066, sens:0.904, spec:0.438, ppv:0.333, acc:0.549, f1:0.487, mcc:0.003, total+:225, total-:125\n", "@threshold:-0.066, sens:0.904, spec:0.434, ppv:0.332, acc:0.546, f1:0.485, mcc:0.003, total+:226, total-:124\n", "@threshold:-0.133, sens:0.916, spec:0.375, ppv:0.313, acc:0.503, f1:0.466, mcc:0.003, total+:243, total-:107\n", "@threshold:-0.144, sens:0.916, spec:0.371, ppv:0.311, acc:0.500, f1:0.465, mcc:0.003, total+:244, total-:106\n", "@threshold:-0.147, sens:0.928, spec:0.371, ppv:0.314, acc:0.503, f1:0.470, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.153, sens:0.928, spec:0.367, ppv:0.313, acc:0.500, f1:0.468, mcc:0.003, total+:246, total-:104\n", "@threshold:-0.320, sens:0.940, spec:0.292, ppv:0.292, acc:0.446, f1:0.446, mcc:0.002, total+:267, total-:83\n", "@threshold:-0.322, sens:0.940, spec:0.288, ppv:0.291, acc:0.443, f1:0.444, mcc:0.002, total+:268, total-:82\n", "@threshold:-0.326, sens:0.952, spec:0.288, ppv:0.294, acc:0.446, f1:0.449, mcc:0.002, total+:269, total-:81\n", "@threshold:-0.334, sens:0.952, spec:0.285, ppv:0.293, acc:0.443, f1:0.448, mcc:0.002, total+:270, total-:80\n", "@threshold:-0.403, sens:0.964, spec:0.255, ppv:0.287, acc:0.423, f1:0.442, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.412, sens:0.964, spec:0.251, ppv:0.286, acc:0.420, f1:0.441, mcc:0.002, total+:280, total-:70\n", "@threshold:-0.576, sens:0.976, spec:0.142, ppv:0.261, acc:0.340, f1:0.412, mcc:0.002, total+:310, total-:40\n", "@threshold:-0.602, sens:0.976, spec:0.139, ppv:0.260, acc:0.337, f1:0.411, mcc:0.002, total+:311, total-:39\n", "@threshold:-0.648, sens:0.988, spec:0.124, ppv:0.259, acc:0.329, f1:0.411, mcc:0.002, total+:316, total-:34\n", "@threshold:-0.653, sens:0.988, spec:0.120, ppv:0.259, acc:0.326, f1:0.410, mcc:0.002, total+:317, total-:33\n", "@threshold:-1.477, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.108 95% CI: [0.085 , 0.131] | OR_adj 1.114 [1.088 1.140] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", "\n", "* Vital: Wt-avg19to24 | coef 0.100 95% CI: [0.077 , 0.123] | OR_adj 1.105 [1.080 1.131] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", "* Vital: BMI-gain0to24 | coef 0.095 95% CI: [0.070 , 0.119] | OR_adj 1.099 [1.073 1.127] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt-gain0to24 | coef 0.063 95% CI: [0.043 , 0.083] | OR_adj 1.065 [1.044 1.087] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", "\n", "* Vital: BMI-avg16to19 | coef 0.033 95% CI: [0.023 , 0.044] | OR_adj 1.034 [1.023 1.045] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", "\n", " Vital: Ht-avg7to10 | coef -0.033 95% CI: [-0.044 , -0.022] | OR_adj 0.968 [0.957 0.979] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "MatDeliveryAge:0.014\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.033 95% CI: [0.019 , 0.046] | OR_adj 1.033 [1.020 1.047] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", "\n", "* Vital: BMI-avg19to24 | coef 0.029 95% CI: [0.013 , 0.044] | OR_adj 1.029 [1.013 1.045] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.027 95% CI: [0.011 , 0.043] | OR_adj 1.028 [1.011 1.044] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.025 95% CI: [0.012 , 0.038] | OR_adj 1.025 [1.012 1.038] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", "\n", " MatDeliveryAge | coef 0.021 95% CI: [0.014 , 0.028] | OR_adj 1.022 [1.014 1.029] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", "\n", "* Vital: Wt-avg1to3 | coef 0.018 95% CI: [0.009 , 0.028] | OR_adj 1.018 [1.009 1.028] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "MatDeliveryAge:-0.017\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.017 95% CI: [0.010 , 0.024] | OR_adj 1.017 [1.010 1.025] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "MatDeliveryAge:-0.010\n", "\n", " Vital: Wt-gain1to5 | coef -0.017 95% CI: [-0.024 , -0.010] | OR_adj 0.984 [0.977 0.991] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "MatDeliveryAge:0.025\n", "\n", "* Vital: Wt-latest | coef 0.015 95% CI: [0.006 , 0.024] | OR_adj 1.015 [1.006 1.025] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "MatDeliveryAge:0.008\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.015 95% CI: [0.005 , 0.026] | OR_adj 1.015 [1.005 1.026] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.012 95% CI: [0.004 , 0.021] | OR_adj 1.013 [1.004 1.021] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", "\n", "* Vital: BMI-avg10to13 | coef 0.012 95% CI: [0.003 , 0.021] | OR_adj 1.012 [1.003 1.022] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.012 95% CI: [0.005 , 0.019] | OR_adj 1.012 [1.005 1.019] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "MatDeliveryAge:-0.036\n", "\n", "* Vital: BMI-avg7to10 | coef 0.011 95% CI: [-0.003 , 0.025] | OR_adj 1.011 [0.997 1.025] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.011 95% CI: [0.003 , 0.018] | OR_adj 1.011 [1.003 1.018] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.010 95% CI: [0.002 , 0.018] | OR_adj 1.010 [1.002 1.018] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", "\n", "* Vital: BMI-avg3to5 | coef 0.008 95% CI: [0.002 , 0.014] | OR_adj 1.008 [1.002 1.014] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", "* Vital: BMI-avg1to3 | coef 0.007 95% CI: [-0.001 , 0.015] | OR_adj 1.007 [0.999 1.015] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "MatDeliveryAge:0.015\n", "\n", " Vital: Ht-gain16to24 | coef 0.003 95% CI: [-0.004 , 0.010] | OR_adj 1.003 [0.996 1.010] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", " Vital: HC-gain1to5 | coef 0.002 95% CI: [-0.004 , 0.009] | OR_adj 1.002 [0.996 1.009] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "MatDeliveryAge:-0.003\n", "\n", "* Vital: Wt-gain3to7 | coef 0.001 95% CI: [-0.004 , 0.006] | OR_adj 1.001 [0.996 1.006] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "MatDeliveryAge:-0.016\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef -0.001 95% CI: [-0.011 , 0.010] | OR_adj 0.999 [0.989 1.010] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.617693469077\n", "MatDeliveryAge : 0.0213023704786\n", "Time to run analysis 0:00:32.396184\n", "Total Time elapsed 8:11:38.339951\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: -0.211\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: -0.105\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.032\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.587\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.748, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.111\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.127\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.145\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.735, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.344\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.373\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.386\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.387\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.745, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.049\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: 0.095\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: 0.114\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.885, Explained Variance Score Train: 0.502\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.723, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.137\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.143\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: 0.156\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.528, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.892, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.760, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.225\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.227\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.223\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.220\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.748, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.092\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.111\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.101\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.872, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.768, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.368\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.388\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.371\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.367\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.603\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.758, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.168\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.205\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.220\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.217\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.633\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.752, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.114\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.144\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.165\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.751, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.152\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.164\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.167\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.568\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.760, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.174\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.162\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.167\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.547, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.892, Explained Variance Score Train: 0.547\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.732, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.002\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.015\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.041\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.572, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.572\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.720, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.797, R^2 test: 0.193\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.719, R^2 test: 0.211\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.547, R^2 test: 0.233\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.742, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.179\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.193\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: 0.185\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.532, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.744, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.255\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.288\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.318\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.752, Explained Variance Score Test: 0.283\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.093\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.114\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.628, R^2 test: 0.164\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.552, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.552\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.732, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.195\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.197\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.651, R^2 test: 0.207\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.895, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.760, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: 0.253\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: 0.275\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: 0.280\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.768, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.139\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.182\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.212\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.545, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.624\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.756, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.287\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.287\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.656, R^2 test: 0.289\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.279\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.728, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.307\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.301\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.298\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.762, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.254\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.257\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.277\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.595, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.595\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.744, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.252\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.280\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.293\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.595, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.770, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.287\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.323\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.332\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.331\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.753, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: 0.257\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: 0.262\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.539, R^2 test: 0.257\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.459, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.868, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.846, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.748, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.060\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.067\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.099\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.126\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.895, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.750, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.917, R^2 test: 0.102\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.101\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.099\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.751, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: 0.139\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: 0.159\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.587, R^2 test: 0.191\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.517, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.518\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.751, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.228\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.239\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.252\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.762, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.190\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: 0.193\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: 0.192\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.768, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.207\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.223\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: 0.209\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.900, Explained Variance Score Train: 0.535\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.720, Explained Variance Score Test: 0.264\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.157\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.178\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.222\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.552, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.881, Explained Variance Score Train: 0.552\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.758, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.179\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.204\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.227\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.733, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.152\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: 0.164\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: 0.165\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.870, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.757, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: -0.097\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.041\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: 0.045\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.537, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.537\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.763, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.174\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.184\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.184\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.763, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.086\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.254\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: 0.351\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.898, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.765, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.307\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.334\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.361\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.383\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.385\n", "AUC Test: 0.749, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.271\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.267\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: 0.282\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.741, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.067\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.104\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.157\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.543, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.543\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.759, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.056\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.085\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.133\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.889, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.738, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.290\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.297\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.587, R^2 test: 0.331\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.734, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.149\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.168\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: 0.253\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.752, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.116\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.135\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.191\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.893, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.181\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.185\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.244\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.566, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.749, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.165\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.179\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.203\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.739, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.246\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.250\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: 0.239\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.573\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.755, Explained Variance Score Test: 0.282\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.050\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.073\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.681, R^2 test: 0.087\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.753, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.361\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.355\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.340\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.310\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.751, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.264\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.269\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.255\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.719, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.790, R^2 test: 0.205\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.709, R^2 test: 0.200\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.530, R^2 test: 0.222\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.464, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.893, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.737, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.049\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.047\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.042\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.041\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.737, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.041\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.066\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: 0.084\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.565, R^2 test: 0.084\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.565\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.737, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.169\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.181\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.184\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.551\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.745, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.042\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.042\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.082\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.739, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.033\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.070\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: 0.155\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.567, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.768, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.141\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.167\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: 0.192\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.740, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.236\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.259\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.263\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.896, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.752, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: -0.052\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: -0.037\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: -0.025\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.889, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.682, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.768, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.291\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.299\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: 0.263\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.872, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.738, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.107\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.152\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.167\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.744, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.239\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.239\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: 0.248\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.879, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.763, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.137\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.169\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.192\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.759, Explained Variance Score Test: 0.306\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.179\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.186\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.192\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.765, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.255\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.260\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.270\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.711, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.053\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.097\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.112\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.745, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.035\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: 0.132\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: 0.197\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.528, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.890, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.772, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.200\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.260\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: 0.288\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.741, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.203\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.218\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.180\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.759, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.327\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.319\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.297\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.743, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.245\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.234\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.680, R^2 test: 0.179\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.744, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.123\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.141\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.196\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.569\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.735, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: -0.042\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: -0.027\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.055\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.599, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.766, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.242\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.265\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.205\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.766, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.278\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.319\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.333\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: 0.343\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.726, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.095\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.107\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.147\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.556\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.730, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.105\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.172\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.181\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.596, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.737, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.099\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.126\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.134\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.753, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.016\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.065\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.080\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.746, Explained Variance Score Test: 0.275\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.134\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: 0.194\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: 0.228\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.743, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.125\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.112\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.107\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.778, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.130\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: 0.172\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: 0.207\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.530, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.783, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: -0.943\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: -0.576\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: -0.260\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: -0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.900, Explained Variance Score Train: 0.575\n", "AUC Validation: 0.712, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.737, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.260\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.241\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.665, R^2 test: 0.289\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.898, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.760, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.220\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.243\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: 0.250\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.877, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.755, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.279\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.293\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: 0.291\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.876, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.771, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.134\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.120\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.625, R^2 test: 0.109\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.871, Explained Variance Score Train: 0.546\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.764, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.142\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.174\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.204\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.751, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.149\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.161\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.162\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.586, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.586\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.768, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.390\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.403\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.412\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.607, R^2 test: 0.412\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.415\n", "AUC Test: 0.762, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.315\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.309\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.294\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.761, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.162\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.184\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: 0.152\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.866, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.714, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.246\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.283\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.639, R^2 test: 0.284\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.564, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.745, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.202\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.247\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.266\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.771, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.249\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.231\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: 0.191\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.514, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.594\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.732, Explained Variance Score Test: 0.273\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: -0.068\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.018\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.084\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.767, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.322\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.299\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.273\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.529, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.756, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.215\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.241\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.267\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.578\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.753, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.075\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.222\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.552, R^2 test: 0.318\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.471, R^2 test: 0.347\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.867, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.746, Explained Variance Score Test: 0.292\n", "\n", "total Variables 28 and total subjects: 1751\n", "->AUC validation: 0.739 95% CI: [0.727 , 0.750]\n", "->AUC test: 0.750 95% CI: [0.747 , 0.753]\n", "->R^2 validation: 0.215 95% CI: [0.198 , 0.233]\n", "->R^2 test: 0.285 95% CI: [0.280 , 0.289]\n", "->Explained Variance validation: 0.205 95% CI: [0.187 , 0.224]\n", "->Explained Variance test: 0.281 95% CI: [0.276 , 0.286]\n", "Test set metrics:\n", "@threshold:1.964, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.931, sens:0.024, spec:1.000, ppv:1.000, acc:0.769, f1:0.047, mcc:0.000, total+:2, total-:348\n", "@threshold:1.890, sens:0.036, spec:0.996, ppv:0.750, acc:0.769, f1:0.069, mcc:0.148, total+:4, total-:346\n", "@threshold:1.860, sens:0.048, spec:0.993, ppv:0.667, acc:0.769, f1:0.090, mcc:0.076, total+:6, total-:344\n", "@threshold:1.838, sens:0.060, spec:0.993, ppv:0.714, acc:0.771, f1:0.111, mcc:0.092, total+:7, total-:343\n", "@threshold:1.303, sens:0.181, spec:0.989, ppv:0.833, acc:0.797, f1:0.297, mcc:0.123, total+:18, total-:332\n", "@threshold:1.250, sens:0.193, spec:0.985, ppv:0.800, acc:0.797, f1:0.311, mcc:0.092, total+:20, total-:330\n", "@threshold:1.200, sens:0.193, spec:0.981, ppv:0.762, acc:0.794, f1:0.308, mcc:0.071, total+:21, total-:329\n", "@threshold:1.138, sens:0.205, spec:0.978, ppv:0.739, acc:0.794, f1:0.321, mcc:0.059, total+:23, total-:327\n", "@threshold:1.030, sens:0.253, spec:0.974, ppv:0.750, acc:0.803, f1:0.378, mcc:0.057, total+:28, total-:322\n", "@threshold:0.996, sens:0.265, spec:0.974, ppv:0.759, acc:0.806, f1:0.393, mcc:0.059, total+:29, total-:321\n", "@threshold:0.987, sens:0.265, spec:0.970, ppv:0.733, acc:0.803, f1:0.389, mcc:0.050, total+:30, total-:320\n", "@threshold:0.918, sens:0.277, spec:0.959, ppv:0.676, acc:0.797, f1:0.393, mcc:0.035, total+:34, total-:316\n", "@threshold:0.840, sens:0.277, spec:0.955, ppv:0.657, acc:0.794, f1:0.390, mcc:0.031, total+:35, total-:315\n", "@threshold:0.820, sens:0.289, spec:0.955, ppv:0.667, acc:0.797, f1:0.403, mcc:0.032, total+:36, total-:314\n", "@threshold:0.767, sens:0.301, spec:0.951, ppv:0.658, acc:0.797, f1:0.413, mcc:0.030, total+:38, total-:312\n", "@threshold:0.668, sens:0.313, spec:0.940, ppv:0.619, acc:0.791, f1:0.416, mcc:0.024, total+:42, total-:308\n", "@threshold:0.664, sens:0.313, spec:0.936, ppv:0.605, acc:0.789, f1:0.413, mcc:0.022, total+:43, total-:307\n", "@threshold:0.630, sens:0.325, spec:0.929, ppv:0.587, acc:0.786, f1:0.419, mcc:0.019, total+:46, total-:304\n", "@threshold:0.603, sens:0.349, spec:0.925, ppv:0.592, acc:0.789, f1:0.439, mcc:0.019, total+:49, total-:301\n", "@threshold:0.598, sens:0.361, spec:0.925, ppv:0.600, acc:0.791, f1:0.451, mcc:0.020, total+:50, total-:300\n", "@threshold:0.592, sens:0.361, spec:0.921, ppv:0.588, acc:0.789, f1:0.448, mcc:0.019, total+:51, total-:299\n", "@threshold:0.536, sens:0.373, spec:0.910, ppv:0.564, acc:0.783, f1:0.449, mcc:0.016, total+:55, total-:295\n", "@threshold:0.525, sens:0.398, spec:0.906, ppv:0.569, acc:0.786, f1:0.468, mcc:0.016, total+:58, total-:292\n", "@threshold:0.436, sens:0.410, spec:0.876, ppv:0.507, acc:0.766, f1:0.453, mcc:0.011, total+:67, total-:283\n", "@threshold:0.419, sens:0.422, spec:0.873, ppv:0.507, acc:0.766, f1:0.461, mcc:0.011, total+:69, total-:281\n", "@threshold:0.415, sens:0.434, spec:0.869, ppv:0.507, acc:0.766, f1:0.468, mcc:0.011, total+:71, total-:279\n", "@threshold:0.402, sens:0.458, spec:0.865, ppv:0.514, acc:0.769, f1:0.484, mcc:0.011, total+:74, total-:276\n", "@threshold:0.373, sens:0.470, spec:0.850, ppv:0.494, acc:0.760, f1:0.481, mcc:0.010, total+:79, total-:271\n", "@threshold:0.372, sens:0.470, spec:0.846, ppv:0.487, acc:0.757, f1:0.479, mcc:0.009, total+:80, total-:270\n", "@threshold:0.369, sens:0.482, spec:0.846, ppv:0.494, acc:0.760, f1:0.488, mcc:0.010, total+:81, total-:269\n", "@threshold:0.361, sens:0.482, spec:0.843, ppv:0.488, acc:0.757, f1:0.485, mcc:0.009, total+:82, total-:268\n", "@threshold:0.342, sens:0.494, spec:0.835, ppv:0.482, acc:0.754, f1:0.488, mcc:0.009, total+:85, total-:265\n", "@threshold:0.341, sens:0.494, spec:0.831, ppv:0.477, acc:0.751, f1:0.485, mcc:0.009, total+:86, total-:264\n", "@threshold:0.333, sens:0.506, spec:0.828, ppv:0.477, acc:0.751, f1:0.491, mcc:0.009, total+:88, total-:262\n", "@threshold:0.329, sens:0.506, spec:0.824, ppv:0.472, acc:0.749, f1:0.488, mcc:0.008, total+:89, total-:261\n", "@threshold:0.260, sens:0.518, spec:0.798, ppv:0.443, acc:0.731, f1:0.478, mcc:0.007, total+:97, total-:253\n", "@threshold:0.250, sens:0.518, spec:0.794, ppv:0.439, acc:0.729, f1:0.475, mcc:0.007, total+:98, total-:252\n", "@threshold:0.179, sens:0.530, spec:0.742, ppv:0.389, acc:0.691, f1:0.449, mcc:0.005, total+:113, total-:237\n", "@threshold:0.173, sens:0.542, spec:0.738, ppv:0.391, acc:0.691, f1:0.455, mcc:0.005, total+:115, total-:235\n", "@threshold:0.151, sens:0.554, spec:0.719, ppv:0.380, acc:0.680, f1:0.451, mcc:0.004, total+:121, total-:229\n", "@threshold:0.145, sens:0.566, spec:0.715, ppv:0.382, acc:0.680, f1:0.456, mcc:0.004, total+:123, total-:227\n", "@threshold:0.133, sens:0.578, spec:0.704, ppv:0.378, acc:0.674, f1:0.457, mcc:0.004, total+:127, total-:223\n", "@threshold:0.133, sens:0.578, spec:0.700, ppv:0.375, acc:0.671, f1:0.455, mcc:0.004, total+:128, total-:222\n", "@threshold:0.129, sens:0.590, spec:0.700, ppv:0.380, acc:0.674, f1:0.462, mcc:0.004, total+:129, total-:221\n", "@threshold:0.127, sens:0.590, spec:0.697, ppv:0.377, acc:0.671, f1:0.460, mcc:0.004, total+:130, total-:220\n", "@threshold:0.115, sens:0.602, spec:0.693, ppv:0.379, acc:0.671, f1:0.465, mcc:0.004, total+:132, total-:218\n", "@threshold:0.106, sens:0.602, spec:0.689, ppv:0.376, acc:0.669, f1:0.463, mcc:0.004, total+:133, total-:217\n", "@threshold:0.094, sens:0.614, spec:0.678, ppv:0.372, acc:0.663, f1:0.464, mcc:0.004, total+:137, total-:213\n", "@threshold:0.078, sens:0.627, spec:0.674, ppv:0.374, acc:0.663, f1:0.468, mcc:0.004, total+:139, total-:211\n", "@threshold:0.057, sens:0.639, spec:0.670, ppv:0.376, acc:0.663, f1:0.473, mcc:0.004, total+:141, total-:209\n", "@threshold:0.054, sens:0.639, spec:0.667, ppv:0.373, acc:0.660, f1:0.471, mcc:0.004, total+:142, total-:208\n", "@threshold:0.052, sens:0.651, spec:0.667, ppv:0.378, acc:0.663, f1:0.478, mcc:0.004, total+:143, total-:207\n", "@threshold:0.050, sens:0.651, spec:0.663, ppv:0.375, acc:0.660, f1:0.476, mcc:0.004, total+:144, total-:206\n", "@threshold:0.020, sens:0.663, spec:0.648, ppv:0.369, acc:0.651, f1:0.474, mcc:0.004, total+:149, total-:201\n", "@threshold:0.003, sens:0.663, spec:0.644, ppv:0.367, acc:0.649, f1:0.472, mcc:0.004, total+:150, total-:200\n", "@threshold:0.001, sens:0.675, spec:0.644, ppv:0.371, acc:0.651, f1:0.479, mcc:0.004, total+:151, total-:199\n", "@threshold:0.000, sens:0.675, spec:0.640, ppv:0.368, acc:0.649, f1:0.477, mcc:0.004, total+:152, total-:198\n", "@threshold:-0.012, sens:0.687, spec:0.633, ppv:0.368, acc:0.646, f1:0.479, mcc:0.004, total+:155, total-:195\n", "@threshold:-0.017, sens:0.687, spec:0.629, ppv:0.365, acc:0.643, f1:0.477, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.018, sens:0.699, spec:0.629, ppv:0.369, acc:0.646, f1:0.483, mcc:0.004, total+:157, total-:193\n", "@threshold:-0.019, sens:0.699, spec:0.625, ppv:0.367, acc:0.643, f1:0.481, mcc:0.004, total+:158, total-:192\n", "@threshold:-0.033, sens:0.711, spec:0.618, ppv:0.366, acc:0.640, f1:0.484, mcc:0.004, total+:161, total-:189\n", "@threshold:-0.040, sens:0.723, spec:0.614, ppv:0.368, acc:0.640, f1:0.488, mcc:0.004, total+:163, total-:187\n", "@threshold:-0.058, sens:0.735, spec:0.599, ppv:0.363, acc:0.631, f1:0.486, mcc:0.004, total+:168, total-:182\n", "@threshold:-0.059, sens:0.747, spec:0.596, ppv:0.365, acc:0.631, f1:0.490, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.074, sens:0.759, spec:0.588, ppv:0.364, acc:0.629, f1:0.492, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.077, sens:0.759, spec:0.584, ppv:0.362, acc:0.626, f1:0.490, mcc:0.004, total+:174, total-:176\n", "@threshold:-0.102, sens:0.771, spec:0.558, ppv:0.352, acc:0.609, f1:0.483, mcc:0.003, total+:182, total-:168\n", "@threshold:-0.103, sens:0.771, spec:0.554, ppv:0.350, acc:0.606, f1:0.481, mcc:0.003, total+:183, total-:167\n", "@threshold:-0.106, sens:0.783, spec:0.536, ppv:0.344, acc:0.594, f1:0.478, mcc:0.003, total+:189, total-:161\n", "@threshold:-0.107, sens:0.795, spec:0.532, ppv:0.346, acc:0.594, f1:0.482, mcc:0.003, total+:191, total-:159\n", "@threshold:-0.130, sens:0.807, spec:0.517, ppv:0.342, acc:0.586, f1:0.480, mcc:0.003, total+:196, total-:154\n", "@threshold:-0.132, sens:0.807, spec:0.513, ppv:0.340, acc:0.583, f1:0.479, mcc:0.003, total+:197, total-:153\n", "@threshold:-0.149, sens:0.819, spec:0.494, ppv:0.335, acc:0.571, f1:0.476, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.152, sens:0.819, spec:0.491, ppv:0.333, acc:0.569, f1:0.474, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.170, sens:0.843, spec:0.487, ppv:0.338, acc:0.571, f1:0.483, mcc:0.003, total+:207, total-:143\n", "@threshold:-0.199, sens:0.855, spec:0.457, ppv:0.329, acc:0.551, f1:0.475, mcc:0.003, total+:216, total-:134\n", "@threshold:-0.206, sens:0.855, spec:0.453, ppv:0.327, acc:0.549, f1:0.473, mcc:0.003, total+:217, total-:133\n", "@threshold:-0.212, sens:0.867, spec:0.449, ppv:0.329, acc:0.549, f1:0.477, mcc:0.003, total+:219, total-:131\n", "@threshold:-0.219, sens:0.867, spec:0.446, ppv:0.327, acc:0.546, f1:0.475, mcc:0.003, total+:220, total-:130\n", "@threshold:-0.220, sens:0.867, spec:0.438, ppv:0.324, acc:0.540, f1:0.472, mcc:0.003, total+:222, total-:128\n", "@threshold:-0.226, sens:0.880, spec:0.434, ppv:0.326, acc:0.540, f1:0.476, mcc:0.003, total+:224, total-:126\n", "@threshold:-0.288, sens:0.892, spec:0.382, ppv:0.310, acc:0.503, f1:0.460, mcc:0.003, total+:239, total-:111\n", "@threshold:-0.291, sens:0.892, spec:0.378, ppv:0.308, acc:0.500, f1:0.458, mcc:0.003, total+:240, total-:110\n", "@threshold:-0.306, sens:0.904, spec:0.363, ppv:0.306, acc:0.491, f1:0.457, mcc:0.003, total+:245, total-:105\n", "@threshold:-0.328, sens:0.916, spec:0.360, ppv:0.308, acc:0.491, f1:0.461, mcc:0.003, total+:247, total-:103\n", "@threshold:-0.359, sens:0.928, spec:0.341, ppv:0.304, acc:0.480, f1:0.458, mcc:0.003, total+:253, total-:97\n", "@threshold:-0.365, sens:0.928, spec:0.337, ppv:0.303, acc:0.477, f1:0.457, mcc:0.003, total+:254, total-:96\n", "@threshold:-0.438, sens:0.940, spec:0.300, ppv:0.294, acc:0.451, f1:0.448, mcc:0.002, total+:265, total-:85\n", "@threshold:-0.444, sens:0.940, spec:0.296, ppv:0.293, acc:0.449, f1:0.447, mcc:0.002, total+:266, total-:84\n", "@threshold:-0.467, sens:0.952, spec:0.285, ppv:0.293, acc:0.443, f1:0.448, mcc:0.002, total+:270, total-:80\n", "@threshold:-0.476, sens:0.952, spec:0.281, ppv:0.292, acc:0.440, f1:0.446, mcc:0.002, total+:271, total-:79\n", "@threshold:-0.487, sens:0.964, spec:0.273, ppv:0.292, acc:0.437, f1:0.448, mcc:0.002, total+:274, total-:76\n", "@threshold:-0.487, sens:0.964, spec:0.270, ppv:0.291, acc:0.434, f1:0.447, mcc:0.002, total+:275, total-:75\n", "@threshold:-0.597, sens:0.976, spec:0.221, ppv:0.280, acc:0.400, f1:0.435, mcc:0.002, total+:289, total-:61\n", "@threshold:-0.614, sens:0.976, spec:0.217, ppv:0.279, acc:0.397, f1:0.434, mcc:0.002, total+:290, total-:60\n", "@threshold:-0.736, sens:0.988, spec:0.150, ppv:0.265, acc:0.349, f1:0.418, mcc:0.002, total+:309, total-:41\n", "@threshold:-0.740, sens:0.988, spec:0.146, ppv:0.265, acc:0.346, f1:0.417, mcc:0.002, total+:310, total-:40\n", "@threshold:-0.958, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.108 95% CI: [0.094 , 0.122] | OR_adj 1.114 [1.099 1.130] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.102 95% CI: [0.090 , 0.113] | OR_adj 1.107 [1.095 1.120] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", "\n", "* Vital: BMI-gain0to24 | coef 0.076 95% CI: [0.065 , 0.088] | OR_adj 1.079 [1.067 1.092] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt-latest | coef 0.068 95% CI: [0.055 , 0.081] | OR_adj 1.070 [1.056 1.084] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "MatDeliveryAge:0.008\n", "\n", "* Vital: BMI-avg19to24 | coef 0.063 95% CI: [0.054 , 0.071] | OR_adj 1.065 [1.056 1.073] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.056 95% CI: [0.045 , 0.068] | OR_adj 1.058 [1.046 1.070] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", "\n", "* Vital: Wt-avg19to24 | coef 0.046 95% CI: [0.038 , 0.053] | OR_adj 1.047 [1.039 1.055] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", " MatDeliveryAge | coef 0.040 95% CI: [0.036 , 0.044] | OR_adj 1.041 [1.036 1.045] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", "\n", "* Vital: Wt-gain0to24 | coef 0.038 95% CI: [0.032 , 0.044] | OR_adj 1.039 [1.033 1.045] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", "\n", "* Vital: BMI-avg16to19 | coef 0.034 95% CI: [0.029 , 0.038] | OR_adj 1.034 [1.030 1.039] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.031 95% CI: [0.025 , 0.037] | OR_adj 1.031 [1.025 1.037] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", "\n", "* Vital: Wt-avg1to3 | coef 0.027 95% CI: [0.024 , 0.030] | OR_adj 1.028 [1.025 1.031] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "MatDeliveryAge:-0.017\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.025 95% CI: [0.020 , 0.030] | OR_adj 1.026 [1.020 1.031] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", "\n", " Vital: Wt-gain1to5 | coef 0.025 95% CI: [0.023 , 0.028] | OR_adj 1.026 [1.023 1.028] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "MatDeliveryAge:0.025\n", "\n", "* Vital: BMI-avg1to3 | coef 0.025 95% CI: [0.023 , 0.028] | OR_adj 1.025 [1.023 1.028] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "MatDeliveryAge:0.015\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.024 95% CI: [0.022 , 0.027] | OR_adj 1.025 [1.022 1.027] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.020 95% CI: [0.018 , 0.023] | OR_adj 1.020 [1.018 1.023] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", "\n", "* Vital: Wt-gain3to7 | coef 0.020 95% CI: [0.019 , 0.022] | OR_adj 1.020 [1.019 1.022] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "MatDeliveryAge:-0.016\n", "\n", "* Vital: BMI-avg10to13 | coef 0.019 95% CI: [0.018 , 0.021] | OR_adj 1.020 [1.018 1.022] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n", " Vital: Ht-gain16to24 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.019 [1.017 1.021] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.018 95% CI: [0.015 , 0.020] | OR_adj 1.018 [1.016 1.020] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", "\n", "* Vital: BMI-avg7to10 | coef 0.018 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.020] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.019] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "MatDeliveryAge:-0.036\n", "\n", "* Vital: BMI-avg3to5 | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.017 [1.016 1.019] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.016 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.015 1.018] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "MatDeliveryAge:-0.010\n", "\n", " Vital: Ht-avg7to10 | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.014 1.018] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "MatDeliveryAge:0.014\n", "\n", " Vital: HC-gain1to5 | coef 0.016 95% CI: [0.015 , 0.017] | OR_adj 1.016 [1.015 1.018] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "MatDeliveryAge:-0.003\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n", "Vital : 0.960008222185\n", "MatDeliveryAge : 0.0399917778147\n", "Time to run analysis 0:08:01.797537\n", "Total Time elapsed 8:19:40.138321\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.291\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.316\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.335\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.710, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.125\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.096\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.098\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.757, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: 0.206\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.242\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.194\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.761, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.200\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.177\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.713, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: 0.251\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.260\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.288\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.764, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: 0.246\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.225\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.235\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.719, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.597, R^2 test: 0.260\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.226\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.663\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.733, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: 0.127\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.147\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.126\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.740, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: 0.278\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.237\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.264\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.764, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.194\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.172\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.216\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.708, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: 0.260\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.280\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.274\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.745, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.627, R^2 test: 0.074\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.056\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.553, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.739, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.546, R^2 test: 0.197\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: 0.200\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.621, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.652\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.747, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.624, R^2 test: 0.103\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: 0.132\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.122\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.746, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.550, R^2 test: 0.207\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: 0.223\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.745, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.609, R^2 test: 0.339\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.357\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.335\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.768, Explained Variance Score Test: 0.272\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.225\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.229\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.237\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.743, Explained Variance Score Test: 0.240\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: 0.227\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.228\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.741, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.086\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.100\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.089\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.756, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.545, R^2 test: 0.252\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: 0.265\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: 0.244\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.744, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.234\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.269\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.216\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.766, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.275\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.291\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.772, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.618, R^2 test: 0.235\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: 0.294\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.268\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.712, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.244\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.217\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.225\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.753, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: -0.060\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.009\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.011\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.755, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.193\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.162\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.139\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.754, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.346\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.348\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.322\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.931, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.759, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.092\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.097\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.084\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.763, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.154\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.150\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.743, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.058\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.076\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.741, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.039\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.004\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: -0.041\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.703, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.747, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.212\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.225\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.224\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.732, Explained Variance Score Test: 0.283\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.231\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.241\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.706, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.020\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.000\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: -0.048\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.730, Explained Variance Score Test: 0.236\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.592, R^2 test: 0.228\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: 0.205\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: 0.204\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.746, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.020\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.031\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: -0.018\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.696, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.741, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: 0.143\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: 0.194\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.170\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.616\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.727, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.105\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.109\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.104\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.740, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: 0.039\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.016\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.738, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.230\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.231\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.730, Explained Variance Score Test: 0.197\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: 0.117\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.073\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.732, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.176\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.178\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.689, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.601, R^2 test: 0.317\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.320\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.323\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.731, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: 0.257\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.247\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.716, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.596, R^2 test: 0.263\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.184\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.761, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: 0.281\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.263\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.727, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.276\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.279\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.747, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.581, R^2 test: 0.188\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: 0.169\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: 0.160\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.749, Explained Variance Score Test: 0.288\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.120\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.111\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.098\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.754, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.143\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.130\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.130\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.748, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.145\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.146\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.189\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.208\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.256\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.742, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.579, R^2 test: 0.159\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.207\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.920, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.718, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.236\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.275\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.270\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.905, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.718, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.064\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.095\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.749, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.653, R^2 test: 0.080\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.068\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.003\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.765, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.637, R^2 test: 0.166\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.158\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.163\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.734, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.246\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.212\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.204\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.733, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: 0.168\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.610, R^2 test: 0.164\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: 0.195\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.731, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.223\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.188\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.732, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.574, R^2 test: 0.191\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.257\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.222\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.736, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.233\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: 0.232\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.747, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: 0.118\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.117\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.075\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.752, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.158\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.172\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.736, Explained Variance Score Test: 0.236\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.247\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.216\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.783, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: 0.214\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.637, R^2 test: 0.210\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: 0.232\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.789, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.283\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.472, R^2 test: 0.213\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: 0.267\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.907, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.695, Explained Variance Score Test: 0.178\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.181\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.183\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.175\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.717\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.761, Explained Variance Score Test: 0.247\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.411\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.410\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.429\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.428\n", "AUC Test: 0.748, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.112\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: -0.003\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.049\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.743, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.240\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.262\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.240\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.772, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.214\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.165\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.224\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.743, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: 0.306\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.345\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.328\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.759, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.190\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.184\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.138\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.762, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.195\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.168\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.238\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.740, Explained Variance Score Test: 0.226\n", "\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.172\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.171\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.762, Explained Variance Score Test: 0.289\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.053\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.036\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.786, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: 0.164\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.139\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: 0.137\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.761, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.157\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.159\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.183\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.748, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.655, R^2 test: 0.122\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.119\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.042\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.751\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.723, Explained Variance Score Test: 0.223\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.204\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.223\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.244\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.761, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.238\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.224\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.217\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.737, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.304\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.277\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.270\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.732, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: 0.078\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.055\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.043\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.910, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.760, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.602, R^2 test: 0.178\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.167\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.701, Explained Variance Score Test: 0.205\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.605, R^2 test: 0.233\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.267\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.258\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.725, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.217\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.229\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.726, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.241\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.258\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.744, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.311\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.346\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.322\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.750, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: 0.006\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: 0.024\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.010\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.738, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: 0.224\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.217\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.195\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.754, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.020\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.003\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.008\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.769, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.153\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.188\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.749, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.196\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.224\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.735, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: -0.008\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: -0.052\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.748, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.631, R^2 test: 0.172\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.199\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.147\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.753, Explained Variance Score Test: 0.275\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.189\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.204\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.137\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.923, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.748, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.274\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.293\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.280\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.761, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.590, R^2 test: 0.038\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: 0.018\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.036\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.760, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.005\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.028\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.011\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.739, Explained Variance Score Test: 0.234\n", "\n", "total Variables 28 and total subjects: 1751\n", "->AUC validation: 0.730 95% CI: [0.719 , 0.741]\n", "->AUC test: 0.744 95% CI: [0.740 , 0.747]\n", "->R^2 validation: 0.204 95% CI: [0.187 , 0.221]\n", "->R^2 test: 0.263 95% CI: [0.257 , 0.269]\n", "->Explained Variance validation: 0.180 95% CI: [0.163 , 0.198]\n", "->Explained Variance test: 0.241 95% CI: [0.234 , 0.248]\n", "Test set metrics:\n", "@threshold:1.758, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:1.311, sens:0.048, spec:1.000, ppv:1.000, acc:0.774, f1:0.092, mcc:0.000, total+:4, total-:346\n", "@threshold:1.159, sens:0.060, spec:0.996, ppv:0.833, acc:0.774, f1:0.112, mcc:0.211, total+:6, total-:344\n", "@threshold:1.048, sens:0.084, spec:0.993, ppv:0.778, acc:0.777, f1:0.152, mcc:0.118, total+:9, total-:341\n", "@threshold:0.998, sens:0.096, spec:0.993, ppv:0.800, acc:0.780, f1:0.172, mcc:0.129, total+:10, total-:340\n", "@threshold:0.917, sens:0.108, spec:0.989, ppv:0.750, acc:0.780, f1:0.189, mcc:0.086, total+:12, total-:338\n", "@threshold:0.875, sens:0.120, spec:0.989, ppv:0.769, acc:0.783, f1:0.208, mcc:0.093, total+:13, total-:337\n", "@threshold:0.735, sens:0.169, spec:0.985, ppv:0.778, acc:0.791, f1:0.277, mcc:0.084, total+:18, total-:332\n", "@threshold:0.717, sens:0.181, spec:0.981, ppv:0.750, acc:0.791, f1:0.291, mcc:0.067, total+:20, total-:330\n", "@threshold:0.592, sens:0.217, spec:0.978, ppv:0.750, acc:0.797, f1:0.336, mcc:0.062, total+:24, total-:326\n", "@threshold:0.569, sens:0.229, spec:0.978, ppv:0.760, acc:0.800, f1:0.352, mcc:0.064, total+:25, total-:325\n", "@threshold:0.510, sens:0.277, spec:0.974, ppv:0.767, acc:0.809, f1:0.407, mcc:0.061, total+:30, total-:320\n", "@threshold:0.506, sens:0.289, spec:0.974, ppv:0.774, acc:0.811, f1:0.421, mcc:0.063, total+:31, total-:319\n", "@threshold:0.504, sens:0.289, spec:0.970, ppv:0.750, acc:0.809, f1:0.417, mcc:0.054, total+:32, total-:318\n", "@threshold:0.480, sens:0.301, spec:0.963, ppv:0.714, acc:0.806, f1:0.424, mcc:0.042, total+:35, total-:315\n", "@threshold:0.447, sens:0.301, spec:0.959, ppv:0.694, acc:0.803, f1:0.420, mcc:0.037, total+:36, total-:314\n", "@threshold:0.415, sens:0.313, spec:0.951, ppv:0.667, acc:0.800, f1:0.426, mcc:0.031, total+:39, total-:311\n", "@threshold:0.409, sens:0.313, spec:0.948, ppv:0.650, acc:0.797, f1:0.423, mcc:0.028, total+:40, total-:310\n", "@threshold:0.367, sens:0.325, spec:0.936, ppv:0.614, acc:0.791, f1:0.425, mcc:0.023, total+:44, total-:306\n", "@threshold:0.366, sens:0.325, spec:0.933, ppv:0.600, acc:0.789, f1:0.422, mcc:0.021, total+:45, total-:305\n", "@threshold:0.364, sens:0.337, spec:0.933, ppv:0.609, acc:0.791, f1:0.434, mcc:0.022, total+:46, total-:304\n", "@threshold:0.348, sens:0.337, spec:0.929, ppv:0.596, acc:0.789, f1:0.431, mcc:0.020, total+:47, total-:303\n", "@threshold:0.343, sens:0.349, spec:0.929, ppv:0.604, acc:0.791, f1:0.443, mcc:0.021, total+:48, total-:302\n", "@threshold:0.340, sens:0.361, spec:0.925, ppv:0.600, acc:0.791, f1:0.451, mcc:0.020, total+:50, total-:300\n", "@threshold:0.339, sens:0.373, spec:0.925, ppv:0.608, acc:0.794, f1:0.463, mcc:0.021, total+:51, total-:299\n", "@threshold:0.333, sens:0.373, spec:0.921, ppv:0.596, acc:0.791, f1:0.459, mcc:0.019, total+:52, total-:298\n", "@threshold:0.324, sens:0.386, spec:0.914, ppv:0.582, acc:0.789, f1:0.464, mcc:0.017, total+:55, total-:295\n", "@threshold:0.323, sens:0.386, spec:0.910, ppv:0.571, acc:0.786, f1:0.460, mcc:0.016, total+:56, total-:294\n", "@threshold:0.317, sens:0.398, spec:0.910, ppv:0.579, acc:0.789, f1:0.471, mcc:0.017, total+:57, total-:293\n", "@threshold:0.317, sens:0.398, spec:0.906, ppv:0.569, acc:0.786, f1:0.468, mcc:0.016, total+:58, total-:292\n", "@threshold:0.304, sens:0.410, spec:0.903, ppv:0.567, acc:0.786, f1:0.476, mcc:0.016, total+:60, total-:290\n", "@threshold:0.296, sens:0.422, spec:0.899, ppv:0.565, acc:0.786, f1:0.483, mcc:0.015, total+:62, total-:288\n", "@threshold:0.290, sens:0.434, spec:0.899, ppv:0.571, acc:0.789, f1:0.493, mcc:0.016, total+:63, total-:287\n", "@threshold:0.259, sens:0.458, spec:0.895, ppv:0.576, acc:0.791, f1:0.510, mcc:0.016, total+:66, total-:284\n", "@threshold:0.219, sens:0.470, spec:0.880, ppv:0.549, acc:0.783, f1:0.506, mcc:0.013, total+:71, total-:279\n", "@threshold:0.214, sens:0.482, spec:0.876, ppv:0.548, acc:0.783, f1:0.513, mcc:0.013, total+:73, total-:277\n", "@threshold:0.190, sens:0.494, spec:0.854, ppv:0.512, acc:0.769, f1:0.503, mcc:0.011, total+:80, total-:270\n", "@threshold:0.180, sens:0.506, spec:0.850, ppv:0.512, acc:0.769, f1:0.509, mcc:0.011, total+:82, total-:268\n", "@threshold:0.179, sens:0.518, spec:0.850, ppv:0.518, acc:0.771, f1:0.518, mcc:0.011, total+:83, total-:267\n", "@threshold:0.170, sens:0.518, spec:0.846, ppv:0.512, acc:0.769, f1:0.515, mcc:0.010, total+:84, total-:266\n", "@threshold:0.156, sens:0.530, spec:0.835, ppv:0.500, acc:0.763, f1:0.515, mcc:0.010, total+:88, total-:262\n", "@threshold:0.155, sens:0.530, spec:0.831, ppv:0.494, acc:0.760, f1:0.512, mcc:0.009, total+:89, total-:261\n", "@threshold:0.155, sens:0.542, spec:0.831, ppv:0.500, acc:0.763, f1:0.520, mcc:0.010, total+:90, total-:260\n", "@threshold:0.144, sens:0.542, spec:0.828, ppv:0.495, acc:0.760, f1:0.517, mcc:0.009, total+:91, total-:259\n", "@threshold:0.129, sens:0.554, spec:0.828, ppv:0.500, acc:0.763, f1:0.526, mcc:0.010, total+:92, total-:258\n", "@threshold:0.126, sens:0.554, spec:0.824, ppv:0.495, acc:0.760, f1:0.523, mcc:0.009, total+:93, total-:257\n", "@threshold:0.125, sens:0.566, spec:0.824, ppv:0.500, acc:0.763, f1:0.531, mcc:0.009, total+:94, total-:256\n", "@threshold:0.123, sens:0.566, spec:0.820, ppv:0.495, acc:0.760, f1:0.528, mcc:0.009, total+:95, total-:255\n", "@threshold:0.099, sens:0.578, spec:0.805, ppv:0.480, acc:0.751, f1:0.525, mcc:0.008, total+:100, total-:250\n", "@threshold:0.088, sens:0.578, spec:0.801, ppv:0.475, acc:0.749, f1:0.522, mcc:0.008, total+:101, total-:249\n", "@threshold:0.044, sens:0.590, spec:0.775, ppv:0.450, acc:0.731, f1:0.510, mcc:0.007, total+:109, total-:241\n", "@threshold:0.040, sens:0.590, spec:0.772, ppv:0.445, acc:0.729, f1:0.508, mcc:0.007, total+:110, total-:240\n", "@threshold:0.025, sens:0.602, spec:0.757, ppv:0.435, acc:0.720, f1:0.505, mcc:0.006, total+:115, total-:235\n", "@threshold:0.021, sens:0.602, spec:0.753, ppv:0.431, acc:0.717, f1:0.503, mcc:0.006, total+:116, total-:234\n", "@threshold:-0.019, sens:0.614, spec:0.730, ppv:0.415, acc:0.703, f1:0.495, mcc:0.005, total+:123, total-:227\n", "@threshold:-0.062, sens:0.639, spec:0.727, ppv:0.421, acc:0.706, f1:0.507, mcc:0.006, total+:126, total-:224\n", "@threshold:-0.065, sens:0.651, spec:0.727, ppv:0.425, acc:0.709, f1:0.514, mcc:0.006, total+:127, total-:223\n", "@threshold:-0.068, sens:0.651, spec:0.723, ppv:0.422, acc:0.706, f1:0.512, mcc:0.006, total+:128, total-:222\n", "@threshold:-0.077, sens:0.663, spec:0.715, ppv:0.420, acc:0.703, f1:0.514, mcc:0.006, total+:131, total-:219\n", "@threshold:-0.083, sens:0.663, spec:0.712, ppv:0.417, acc:0.700, f1:0.512, mcc:0.005, total+:132, total-:218\n", "@threshold:-0.090, sens:0.675, spec:0.697, ppv:0.409, acc:0.691, f1:0.509, mcc:0.005, total+:137, total-:213\n", "@threshold:-0.092, sens:0.675, spec:0.693, ppv:0.406, acc:0.689, f1:0.507, mcc:0.005, total+:138, total-:212\n", "@threshold:-0.135, sens:0.687, spec:0.659, ppv:0.385, acc:0.666, f1:0.494, mcc:0.004, total+:148, total-:202\n", "@threshold:-0.147, sens:0.687, spec:0.655, ppv:0.383, acc:0.663, f1:0.491, mcc:0.004, total+:149, total-:201\n", "@threshold:-0.168, sens:0.699, spec:0.637, ppv:0.374, acc:0.651, f1:0.487, mcc:0.004, total+:155, total-:195\n", "@threshold:-0.171, sens:0.699, spec:0.633, ppv:0.372, acc:0.649, f1:0.485, mcc:0.004, total+:156, total-:194\n", "@threshold:-0.180, sens:0.711, spec:0.622, ppv:0.369, acc:0.643, f1:0.486, mcc:0.004, total+:160, total-:190\n", "@threshold:-0.190, sens:0.711, spec:0.618, ppv:0.366, acc:0.640, f1:0.484, mcc:0.004, total+:161, total-:189\n", "@threshold:-0.197, sens:0.723, spec:0.614, ppv:0.368, acc:0.640, f1:0.488, mcc:0.004, total+:163, total-:187\n", "@threshold:-0.201, sens:0.723, spec:0.610, ppv:0.366, acc:0.637, f1:0.486, mcc:0.004, total+:164, total-:186\n", "@threshold:-0.203, sens:0.735, spec:0.610, ppv:0.370, acc:0.640, f1:0.492, mcc:0.004, total+:165, total-:185\n", "@threshold:-0.207, sens:0.735, spec:0.607, ppv:0.367, acc:0.637, f1:0.490, mcc:0.004, total+:166, total-:184\n", "@threshold:-0.212, sens:0.747, spec:0.599, ppv:0.367, acc:0.634, f1:0.492, mcc:0.004, total+:169, total-:181\n", "@threshold:-0.213, sens:0.747, spec:0.596, ppv:0.365, acc:0.631, f1:0.490, mcc:0.004, total+:170, total-:180\n", "@threshold:-0.219, sens:0.759, spec:0.588, ppv:0.364, acc:0.629, f1:0.492, mcc:0.004, total+:173, total-:177\n", "@threshold:-0.221, sens:0.759, spec:0.584, ppv:0.362, acc:0.626, f1:0.490, mcc:0.004, total+:174, total-:176\n", "@threshold:-0.240, sens:0.771, spec:0.569, ppv:0.358, acc:0.617, f1:0.489, mcc:0.004, total+:179, total-:171\n", "@threshold:-0.243, sens:0.783, spec:0.566, ppv:0.359, acc:0.617, f1:0.492, mcc:0.004, total+:181, total-:169\n", "@threshold:-0.271, sens:0.795, spec:0.543, ppv:0.351, acc:0.603, f1:0.487, mcc:0.003, total+:188, total-:162\n", "@threshold:-0.272, sens:0.795, spec:0.539, ppv:0.349, acc:0.600, f1:0.485, mcc:0.003, total+:189, total-:161\n", "@threshold:-0.288, sens:0.807, spec:0.506, ppv:0.337, acc:0.577, f1:0.475, mcc:0.003, total+:199, total-:151\n", "@threshold:-0.297, sens:0.819, spec:0.502, ppv:0.338, acc:0.577, f1:0.479, mcc:0.003, total+:201, total-:149\n", "@threshold:-0.309, sens:0.831, spec:0.498, ppv:0.340, acc:0.577, f1:0.483, mcc:0.003, total+:203, total-:147\n", "@threshold:-0.309, sens:0.831, spec:0.494, ppv:0.338, acc:0.574, f1:0.481, mcc:0.003, total+:204, total-:146\n", "@threshold:-0.310, sens:0.831, spec:0.487, ppv:0.335, acc:0.569, f1:0.478, mcc:0.003, total+:206, total-:144\n", "@threshold:-0.310, sens:0.843, spec:0.479, ppv:0.335, acc:0.566, f1:0.479, mcc:0.003, total+:209, total-:141\n", "@threshold:-0.311, sens:0.843, spec:0.476, ppv:0.333, acc:0.563, f1:0.478, mcc:0.003, total+:210, total-:140\n", "@threshold:-0.315, sens:0.855, spec:0.476, ppv:0.336, acc:0.566, f1:0.483, mcc:0.003, total+:211, total-:139\n", "@threshold:-0.317, sens:0.855, spec:0.464, ppv:0.332, acc:0.557, f1:0.478, mcc:0.003, total+:214, total-:136\n", "@threshold:-0.320, sens:0.855, spec:0.461, ppv:0.330, acc:0.554, f1:0.477, mcc:0.003, total+:215, total-:135\n", "@threshold:-0.339, sens:0.867, spec:0.423, ppv:0.319, acc:0.529, f1:0.466, mcc:0.003, total+:226, total-:124\n", "@threshold:-0.342, sens:0.867, spec:0.419, ppv:0.317, acc:0.526, f1:0.465, mcc:0.003, total+:227, total-:123\n", "@threshold:-0.347, sens:0.880, spec:0.416, ppv:0.319, acc:0.526, f1:0.468, mcc:0.003, total+:229, total-:121\n", "@threshold:-0.349, sens:0.880, spec:0.412, ppv:0.317, acc:0.523, f1:0.466, mcc:0.003, total+:230, total-:120\n", "@threshold:-0.355, sens:0.892, spec:0.404, ppv:0.318, acc:0.520, f1:0.468, mcc:0.003, total+:233, total-:117\n", "@threshold:-0.358, sens:0.904, spec:0.401, ppv:0.319, acc:0.520, f1:0.472, mcc:0.003, total+:235, total-:115\n", "@threshold:-0.422, sens:0.916, spec:0.333, ppv:0.299, acc:0.471, f1:0.451, mcc:0.002, total+:254, total-:96\n", "@threshold:-0.424, sens:0.916, spec:0.330, ppv:0.298, acc:0.469, f1:0.450, mcc:0.002, total+:255, total-:95\n", "@threshold:-0.452, sens:0.928, spec:0.292, ppv:0.289, acc:0.443, f1:0.441, mcc:0.002, total+:266, total-:84\n", "@threshold:-0.458, sens:0.940, spec:0.288, ppv:0.291, acc:0.443, f1:0.444, mcc:0.002, total+:268, total-:82\n", "@threshold:-0.462, sens:0.952, spec:0.288, ppv:0.294, acc:0.446, f1:0.449, mcc:0.002, total+:269, total-:81\n", "@threshold:-0.477, sens:0.952, spec:0.285, ppv:0.293, acc:0.443, f1:0.448, mcc:0.002, total+:270, total-:80\n", "@threshold:-0.500, sens:0.964, spec:0.258, ppv:0.288, acc:0.426, f1:0.443, mcc:0.002, total+:278, total-:72\n", "@threshold:-0.507, sens:0.964, spec:0.255, ppv:0.287, acc:0.423, f1:0.442, mcc:0.002, total+:279, total-:71\n", "@threshold:-0.527, sens:0.976, spec:0.247, ppv:0.287, acc:0.420, f1:0.444, mcc:0.002, total+:282, total-:68\n", "@threshold:-0.536, sens:0.976, spec:0.243, ppv:0.286, acc:0.417, f1:0.443, mcc:0.002, total+:283, total-:67\n", "@threshold:-1.243, sens:0.988, spec:0.004, ppv:0.236, acc:0.237, f1:0.381, mcc:-0.004, total+:348, total-:2\n", "@threshold:-1.277, sens:0.988, spec:0.000, ppv:0.235, acc:0.234, f1:0.380, mcc:0.000, total+:349, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.050 95% CI: [0.046 , 0.055] | OR_adj 1.052 [1.047 1.056] | occ: 1347 | OR_unadj: 1.778 [1.414 2.235] | indivs AUC:0.617\n", "Correlated most with:\n", "MatDeliveryAge:-0.046\n", "\n", "* Vital: Wt-avg1to3 | coef 0.050 95% CI: [0.047 , 0.053] | OR_adj 1.051 [1.048 1.055] | occ: 1388 | OR_unadj: 1.947 [1.549 2.448] | indivs AUC:0.580\n", "Correlated most with:\n", "MatDeliveryAge:-0.017\n", "\n", "* Vital: BMI-avg1to3 | coef 0.049 95% CI: [0.045 , 0.054] | OR_adj 1.051 [1.046 1.055] | occ: 1370 | OR_unadj: 1.693 [1.347 2.129] | indivs AUC:0.604\n", "Correlated most with:\n", "MatDeliveryAge:0.015\n", "\n", "* Vital: Wt-gain3to7 | coef 0.046 95% CI: [0.043 , 0.049] | OR_adj 1.047 [1.044 1.050] | occ: 1487 | OR_unadj: 1.284 [1.021 1.614] | indivs AUC:0.520\n", "Correlated most with:\n", "MatDeliveryAge:-0.016\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.046 95% CI: [0.042 , 0.050] | OR_adj 1.047 [1.043 1.051] | occ: 1346 | OR_unadj: 2.147 [1.708 2.700] | indivs AUC:0.675\n", "Correlated most with:\n", "MatDeliveryAge:-0.069\n", "\n", " Vital: Wt-gain1to5 | coef 0.045 95% CI: [0.042 , 0.047] | OR_adj 1.046 [1.043 1.049] | occ: 1472 | OR_unadj: 0.993 [0.790 1.247] | indivs AUC:0.522\n", "Correlated most with:\n", "MatDeliveryAge:0.025\n", "\n", "* Vital: BMI-avg10to13 | coef 0.044 95% CI: [0.040 , 0.048] | OR_adj 1.045 [1.041 1.049] | occ: 1400 | OR_unadj: 2.301 [1.830 2.895] | indivs AUC:0.648\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.044 95% CI: [0.039 , 0.048] | OR_adj 1.045 [1.040 1.049] | occ: 1665 | OR_unadj: 4.511 [3.503 5.810] | indivs AUC:0.761\n", "Correlated most with:\n", "MatDeliveryAge:-0.047\n", "\n", "* Vital: BMI-avg7to10 | coef 0.043 95% CI: [0.040 , 0.046] | OR_adj 1.044 [1.041 1.047] | occ: 1342 | OR_unadj: 2.069 [1.645 2.602] | indivs AUC:0.677\n", "Correlated most with:\n", "MatDeliveryAge:-0.062\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.041 95% CI: [0.037 , 0.044] | OR_adj 1.041 [1.038 1.045] | occ: 1403 | OR_unadj: 2.480 [1.970 3.122] | indivs AUC:0.670\n", "Correlated most with:\n", "MatDeliveryAge:-0.078\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.040 95% CI: [0.037 , 0.044] | OR_adj 1.041 [1.038 1.045] | occ: 1313 | OR_unadj: 0.996 [0.788 1.258] | indivs AUC:0.551\n", "Correlated most with:\n", "MatDeliveryAge:-0.010\n", "\n", " Vital: Ht-gain16to24 | coef 0.040 95% CI: [0.038 , 0.043] | OR_adj 1.041 [1.038 1.044] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", " Vital: Ht-avg7to10 | coef 0.040 95% CI: [0.037 , 0.043] | OR_adj 1.041 [1.038 1.044] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "MatDeliveryAge:0.014\n", "\n", "* Vital: BMI-avg3to5 | coef 0.039 95% CI: [0.036 , 0.042] | OR_adj 1.039 [1.036 1.043] | occ: 1314 | OR_unadj: 1.808 [1.437 2.274] | indivs AUC:0.635\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", "* Vital: BMI-latest | coef 0.037 95% CI: [0.034 , 0.040] | OR_adj 1.038 [1.035 1.041] | occ: 1672 | OR_unadj: 4.483 [3.496 5.747] | indivs AUC:0.731\n", "Correlated most with:\n", "MatDeliveryAge:-0.053\n", "\n", " Vital: HC-gain1to5 | coef 0.037 95% CI: [0.034 , 0.040] | OR_adj 1.038 [1.035 1.041] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "MatDeliveryAge:-0.003\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.037 95% CI: [0.034 , 0.040] | OR_adj 1.038 [1.035 1.041] | occ: 1321 | OR_unadj: 1.681 [1.337 2.114] | indivs AUC:0.639\n", "Correlated most with:\n", "MatDeliveryAge:-0.036\n", "\n", " MatDeliveryAge | coef 0.037 95% CI: [0.034 , 0.039] | OR_adj 1.038 [1.035 1.040] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", "\n", "* Vital: BMI-avg16to19 | coef 0.033 95% CI: [0.030 , 0.036] | OR_adj 1.034 [1.031 1.037] | occ: 1293 | OR_unadj: 3.189 [2.527 4.025] | indivs AUC:0.723\n", "Correlated most with:\n", "MatDeliveryAge:-0.057\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.031 95% CI: [0.028 , 0.034] | OR_adj 1.032 [1.029 1.035] | occ: 1292 | OR_unadj: 3.143 [2.490 3.966] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.071\n", "\n", "* Vital: Wt-latest | coef 0.028 95% CI: [0.025 , 0.032] | OR_adj 1.029 [1.026 1.032] | occ: 1677 | OR_unadj: 4.020 [3.127 5.168] | indivs AUC:0.703\n", "Correlated most with:\n", "MatDeliveryAge:0.008\n", "\n", "* Vital: Wt-avg19to24 | coef 0.026 95% CI: [0.023 , 0.029] | OR_adj 1.026 [1.023 1.029] | occ: 1417 | OR_unadj: 4.067 [3.209 5.154] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.029\n", "\n", "* Vital: BMI-avg19to24 | coef 0.024 95% CI: [0.022 , 0.026] | OR_adj 1.025 [1.023 1.027] | occ: 1397 | OR_unadj: 4.344 [3.423 5.512] | indivs AUC:0.762\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.024 95% CI: [0.022 , 0.027] | OR_adj 1.024 [1.022 1.027] | occ: 1404 | OR_unadj: 2.684 [2.131 3.381] | indivs AUC:0.669\n", "Correlated most with:\n", "MatDeliveryAge:-0.077\n", "\n", "* Vital: BMI-gain0to24 | coef 0.022 95% CI: [0.021 , 0.024] | OR_adj 1.023 [1.021 1.024] | occ: 1391 | OR_unadj: 4.247 [3.349 5.386] | indivs AUC:0.749\n", "Correlated most with:\n", "MatDeliveryAge:-0.044\n", "\n", "* Vital: Wt-gain0to24 | coef 0.021 95% CI: [0.019 , 0.022] | OR_adj 1.021 [1.019 1.022] | occ: 1411 | OR_unadj: 3.949 [3.118 5.001] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.014 1.018] | occ: 1294 | OR_unadj: 3.224 [2.551 4.073] | indivs AUC:0.735\n", "Correlated most with:\n", "MatDeliveryAge:-0.089\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1601 | OR_unadj: 4.255 [3.294 5.497] | indivs AUC:0.751\n", "Correlated most with:\n", "MatDeliveryAge:-0.064\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.963053780514\n", "MatDeliveryAge : 0.0369462194858\n", "Time to run analysis 0:03:20.791124\n", "Total Time elapsed 8:23:00.929920\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.472, R^2 test: -0.648\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.400, R^2 test: -0.300\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.308, R^2 test: -0.197\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.028\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.633, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.418, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.502, Explained Variance Score Test: -0.005\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.539, R^2 test: -0.546\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.461, R^2 test: -0.103\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.389, R^2 test: 0.008\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.007, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.564, Explained Variance Score Train: 0.007\n", "AUC Validation: 0.487, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.479, Explained Variance Score Test: -0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.521, R^2 test: -0.353\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.467, R^2 test: -0.119\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.396, R^2 test: -0.077\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.006, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.597, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.461, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.543, R^2 test: -2.585\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.450, R^2 test: -0.906\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.372, R^2 test: -0.449\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.014, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.641, Explained Variance Score Train: 0.014\n", "AUC Validation: 0.478, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.551, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.534, R^2 test: -0.941\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.463, R^2 test: -0.335\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.378, R^2 test: -0.158\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.571, R^2 test: -1.584\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.504, R^2 test: -0.628\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.430, R^2 test: -0.317\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.075, R^2 test: 0.024\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.075\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.567, Explained Variance Score Test: 0.004\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.570, R^2 test: -1.414\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.491, R^2 test: -0.308\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.391, R^2 test: -0.022\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.079, R^2 test: 0.077\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.717, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.609, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.625, R^2 test: -0.693\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.538, R^2 test: -0.221\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.467, R^2 test: -0.136\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.029, R^2 test: 0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.629, Explained Variance Score Train: 0.029\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.548, Explained Variance Score Test: 0.009\n", "\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.556, R^2 test: -0.594\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.469, R^2 test: -0.213\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.364, R^2 test: -0.145\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.067\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.641, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.621, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.661, R^2 test: -1.661\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.610, R^2 test: -0.863\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.480\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.035, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.621, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.539, Explained Variance Score Test: 0.002\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.542, R^2 test: -0.494\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.485, R^2 test: -0.344\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.418, R^2 test: -0.235\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.070, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.677, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.619, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.555, R^2 test: -1.292\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.509, R^2 test: -0.522\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.432, R^2 test: -0.198\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.077\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.535, Explained Variance Score Test: -0.000\n", "\n", "\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.596, R^2 test: -1.295\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.516, R^2 test: -0.422\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.418, R^2 test: -0.158\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.009, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.549, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.517, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.491, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.724, R^2 test: -1.644\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.631, R^2 test: -0.849\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.529, R^2 test: -0.470\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.023, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.613, Explained Variance Score Train: 0.023\n", "AUC Validation: 0.628, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.568, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.534, R^2 test: -0.212\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.475, R^2 test: -0.108\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.388, R^2 test: -0.077\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.055, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.628, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.552, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.465, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.545, R^2 test: -0.863\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.458, R^2 test: -0.392\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.369, R^2 test: -0.213\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.547, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.533, Explained Variance Score Test: 0.008\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.662, R^2 test: -0.400\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.600, R^2 test: -0.133\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.026\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.067, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.650, Explained Variance Score Train: 0.067\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.525, Explained Variance Score Test: 0.002\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.489, R^2 test: -0.595\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.413, R^2 test: -0.174\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.337, R^2 test: -0.064\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.533, R^2 test: -0.584\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.474, R^2 test: -0.276\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.407, R^2 test: -0.105\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.055, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.675, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.579, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.557, R^2 test: -1.373\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.496, R^2 test: -0.763\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.431, R^2 test: -0.514\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.060, R^2 test: -0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.611, Explained Variance Score Train: 0.060\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.607, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.654, R^2 test: -0.739\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.584, R^2 test: -0.468\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.503, R^2 test: -0.271\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.039, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.665, Explained Variance Score Train: 0.039\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.571, Explained Variance Score Test: 0.016\n", "\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.687, R^2 test: -0.859\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.629, R^2 test: -0.291\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.532, R^2 test: -0.084\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.630, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.526, Explained Variance Score Test: -0.001\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.580, R^2 test: -0.929\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.521, R^2 test: -0.451\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.451, R^2 test: -0.225\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.056, R^2 test: -0.041\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.056\n", "AUC Validation: 0.516, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.576, Explained Variance Score Test: 0.015\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.662, R^2 test: -1.098\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.592, R^2 test: -0.634\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.505, R^2 test: -0.389\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.048, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.749, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.585, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.577, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.471, R^2 test: -0.638\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.356, R^2 test: -0.184\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.275, R^2 test: -0.111\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.002, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.600, Explained Variance Score Train: 0.002\n", "AUC Validation: 0.433, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.503, Explained Variance Score Test: -0.001\n", "\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.535, R^2 test: -0.607\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.472, R^2 test: -0.301\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.372, R^2 test: -0.194\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.625, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.474, Explained Variance Score Test: -0.015\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.556, R^2 test: -1.606\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.486, R^2 test: -0.574\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.385, R^2 test: -0.181\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.575, Explained Variance Score Test: 0.010\n", "\n", "\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.607, R^2 test: -0.775\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.550, R^2 test: -0.389\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.459, R^2 test: -0.183\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.046, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.700, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.587, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.480, R^2 test: -0.827\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.410, R^2 test: -0.428\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.334, R^2 test: -0.245\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.022, R^2 test: 0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.647, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.544, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.498, R^2 test: -0.572\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.441, R^2 test: -0.346\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.380, R^2 test: -0.216\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.674, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.474, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.579, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.583, R^2 test: -1.093\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.519, R^2 test: -0.572\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.447, R^2 test: -0.290\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.628, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.590, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.549, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.583, R^2 test: -1.479\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.508, R^2 test: -0.470\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.431, R^2 test: -0.197\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.043, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.465, Explained Variance Score Test: -0.019\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.572, R^2 test: -1.197\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.496, R^2 test: -0.410\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.406, R^2 test: -0.130\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.034, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.653, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.565, Explained Variance Score Test: 0.005\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.539, R^2 test: -0.488\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.463, R^2 test: -0.116\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.383, R^2 test: -0.024\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.053, R^2 test: 0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.637, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.552, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.578, R^2 test: -1.126\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.481, R^2 test: -0.276\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.375, R^2 test: -0.104\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.506, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.499, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.505, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.540, R^2 test: -0.541\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.458, R^2 test: -0.172\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.383, R^2 test: -0.077\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.670, R^2 test: -1.010\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.600, R^2 test: -0.436\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.524, R^2 test: -0.347\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.083, R^2 test: -0.061\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.565, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.520, R^2 test: -0.955\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.446, R^2 test: -0.266\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.351, R^2 test: -0.082\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.010, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.656, Explained Variance Score Train: 0.010\n", "AUC Validation: 0.535, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.599, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.562, R^2 test: -1.773\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.483, R^2 test: -0.604\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.382, R^2 test: -0.191\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.016, R^2 test: -0.089\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.610, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.521, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.659, R^2 test: -1.382\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.568, R^2 test: -0.843\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.460, R^2 test: -0.538\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.018, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.606, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.503, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.514, Explained Variance Score Test: 0.001\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.601, R^2 test: -0.689\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.537, R^2 test: -0.185\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.440, R^2 test: -0.004\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.026, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.515, Explained Variance Score Test: -0.000\n", "\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.522, R^2 test: -1.528\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.458, R^2 test: -0.587\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.394, R^2 test: -0.331\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.065, R^2 test: -0.096\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.624, Explained Variance Score Train: 0.065\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.580, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.461, R^2 test: -0.575\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.398, R^2 test: -0.313\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.294, R^2 test: -0.149\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.004, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.551, Explained Variance Score Train: 0.004\n", "AUC Validation: 0.544, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.505, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.551, R^2 test: -0.781\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.483, R^2 test: -0.179\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.413, R^2 test: -0.023\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.566, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.459, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.585, R^2 test: -1.227\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.513, R^2 test: -0.593\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.412, R^2 test: -0.324\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.018, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.543, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.523, Explained Variance Score Test: 0.000\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.645, R^2 test: -1.694\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.564, R^2 test: -0.657\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.476, R^2 test: -0.407\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.084, R^2 test: -0.044\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.731, Explained Variance Score Train: 0.084\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.549, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.705, R^2 test: -2.102\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.642, R^2 test: -1.113\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.631\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.130, R^2 test: 0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.630, Explained Variance Score Train: 0.130\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.593, Explained Variance Score Test: 0.016\n", "\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.602, R^2 test: -0.849\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.505, R^2 test: -0.429\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.391, R^2 test: -0.195\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.685, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.527, Explained Variance Score Test: 0.006\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.594, R^2 test: -0.386\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.540, R^2 test: -0.198\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.471, R^2 test: -0.140\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.036, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.658, Explained Variance Score Train: 0.036\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.547, Explained Variance Score Test: -0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.589, R^2 test: -1.180\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.522, R^2 test: -0.460\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.446, R^2 test: -0.234\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.041\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.569, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.495, Explained Variance Score Test: -0.007\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.528, R^2 test: -0.962\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.467, R^2 test: -0.541\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.390, R^2 test: -0.311\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.606, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.527, Explained Variance Score Test: -0.010\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.494, R^2 test: -0.700\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.430, R^2 test: -0.465\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.358, R^2 test: -0.355\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.055, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.672, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.567, Explained Variance Score Test: -0.004\n", "\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.595, R^2 test: -0.878\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.521, R^2 test: -0.528\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.455, R^2 test: -0.355\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.650, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.412, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.503, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.498, R^2 test: -0.680\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.434, R^2 test: -0.375\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.352, R^2 test: -0.228\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.544, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.480, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.588, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.579, R^2 test: -0.641\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.526, R^2 test: -0.345\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.468, R^2 test: -0.241\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.083, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.722, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.540, Explained Variance Score Test: 0.003\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.582, R^2 test: -2.286\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.519, R^2 test: -1.080\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.431, R^2 test: -0.597\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.018, R^2 test: -0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.547, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.566, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.448, Explained Variance Score Test: -0.014\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.556, R^2 test: -1.780\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.496, R^2 test: -0.808\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.405, R^2 test: -0.502\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.611, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.446, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.514, Explained Variance Score Test: -0.004\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.552, R^2 test: -1.391\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.500, R^2 test: -0.614\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.422, R^2 test: -0.258\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.066, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.688, Explained Variance Score Train: 0.066\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.603, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.673, R^2 test: -0.654\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.619, R^2 test: -0.396\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.543, R^2 test: -0.244\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.061, R^2 test: -0.048\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.722, Explained Variance Score Train: 0.061\n", "AUC Validation: 0.434, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.535, Explained Variance Score Test: 0.007\n", "\n", "\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.628, R^2 test: -0.839\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.578, R^2 test: -0.560\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.519, R^2 test: -0.392\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.067, R^2 test: -0.048\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.599, Explained Variance Score Train: 0.067\n", "AUC Validation: 0.468, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.506, Explained Variance Score Test: -0.008\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.537, R^2 test: -0.831\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.472, R^2 test: -0.394\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.395, R^2 test: -0.221\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.643, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.513, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.574, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.555, R^2 test: -0.583\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.471, R^2 test: -0.228\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.385, R^2 test: -0.090\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.601, R^2 test: -0.725\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.550, R^2 test: -0.430\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.475, R^2 test: -0.261\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.491, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.490, Explained Variance Score Test: -0.017\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.486, R^2 test: -0.926\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.423, R^2 test: -0.555\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.343, R^2 test: -0.382\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.658, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.431, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.528, Explained Variance Score Test: 0.002\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.539, R^2 test: -0.254\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.487, R^2 test: -0.058\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.420, R^2 test: -0.018\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.626, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.535, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.628, R^2 test: -0.469\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.574, R^2 test: -0.188\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.494, R^2 test: -0.087\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.706, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.541, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.660, R^2 test: -1.493\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.584, R^2 test: -0.598\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.466, R^2 test: -0.194\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.005, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.005\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.601, Explained Variance Score Test: 0.004\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.516, R^2 test: -0.503\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.457, R^2 test: -0.191\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.386, R^2 test: -0.033\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.648, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.497, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.548, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.544, R^2 test: -0.231\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.474, R^2 test: -0.042\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.394, R^2 test: 0.018\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.596, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.562, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.563, Explained Variance Score Test: 0.000\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.614, R^2 test: -0.510\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.555, R^2 test: -0.090\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.473, R^2 test: 0.053\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.048, R^2 test: 0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.631, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.559, Explained Variance Score Test: 0.011\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.648, R^2 test: -0.537\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.578, R^2 test: -0.045\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.488, R^2 test: 0.033\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.020, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.670, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.552, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.506, Explained Variance Score Test: 0.003\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.539, R^2 test: -0.961\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.492, R^2 test: -0.373\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.416, R^2 test: -0.159\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.505, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.525, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.536, Explained Variance Score Test: -0.002\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.612, R^2 test: -1.361\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.563, R^2 test: -0.889\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.489, R^2 test: -0.636\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.621, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.521, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.558, Explained Variance Score Test: -0.002\n", "\n", "\n", "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.573, R^2 test: -0.555\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.482, R^2 test: -0.154\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.393, R^2 test: -0.037\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.517, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.429, Explained Variance Score Test: -0.024\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.621, R^2 test: -0.493\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.551, R^2 test: -0.231\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.456, R^2 test: -0.157\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.071, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.071\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.544, Explained Variance Score Test: 0.011\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.559, R^2 test: -0.978\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.479, R^2 test: -0.471\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.374, R^2 test: -0.319\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.846, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.397, Explained Variance Score Validation: -0.316\n", "AUC Test: 0.619, Explained Variance Score Test: 0.020\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.570, R^2 test: -1.019\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.514, R^2 test: -0.473\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.440, R^2 test: -0.265\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.046, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.654, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.509, Explained Variance Score Test: -0.004\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.654, R^2 test: -1.721\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.608, R^2 test: -1.000\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.537, R^2 test: -0.593\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.080, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.080\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.584, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.475, R^2 test: -0.538\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.417, R^2 test: -0.236\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.327, R^2 test: -0.084\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.012, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.536, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.570, Explained Variance Score Test: 0.008\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.608, R^2 test: -0.514\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.546, R^2 test: -0.294\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.469, R^2 test: -0.201\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.049, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.584, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.491, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.452, Explained Variance Score Test: -0.015\n", "\n", "\n", "\n", "\n", "\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.528, R^2 test: -0.758\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.464, R^2 test: -0.341\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.372, R^2 test: -0.147\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.014, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.649, Explained Variance Score Train: 0.014\n", "AUC Validation: 0.532, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.501, Explained Variance Score Test: 0.001\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.533, R^2 test: -0.974\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.473, R^2 test: -0.386\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.405, R^2 test: -0.206\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.635, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.511, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.474, Explained Variance Score Test: -0.015\n", "\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.501, R^2 test: -0.352\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.450, R^2 test: -0.078\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.375, R^2 test: 0.005\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.052, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.052\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.549, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.600, R^2 test: -0.450\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.547, R^2 test: -0.167\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.474, R^2 test: -0.091\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.666, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.581, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.672, R^2 test: -2.285\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.617, R^2 test: -1.134\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.535, R^2 test: -0.754\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.083, R^2 test: -0.068\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.620, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.530, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.578, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.627, R^2 test: -1.096\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.561, R^2 test: -0.611\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.490, R^2 test: -0.464\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.040, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.721, Explained Variance Score Train: 0.040\n", "AUC Validation: 0.441, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.537, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.507, R^2 test: -0.230\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.428, R^2 test: -0.033\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.351, R^2 test: -0.034\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.502, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.485, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.646, R^2 test: -1.062\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.595, R^2 test: -0.658\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.356\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.516, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.524, R^2 test: -1.111\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.461, R^2 test: -0.542\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.381, R^2 test: -0.234\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.023, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.645, Explained Variance Score Train: 0.023\n", "AUC Validation: 0.608, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.628, Explained Variance Score Test: 0.021\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.480, R^2 test: -0.831\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.425, R^2 test: -0.274\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.339, R^2 test: -0.077\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.612, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.578, Explained Variance Score Test: 0.005\n", "\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.604, R^2 test: -1.445\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.542, R^2 test: -0.702\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.476, R^2 test: -0.424\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.008, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.587, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.489, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.604, R^2 test: -0.486\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.536, R^2 test: -0.098\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.483, R^2 test: -0.037\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.611, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.476, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.442, Explained Variance Score Test: -0.000\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.558, R^2 test: -1.667\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.477, R^2 test: -0.827\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.398, R^2 test: -0.540\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.044\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.469, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.501, Explained Variance Score Test: -0.005\n", "\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.555, R^2 test: -1.198\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.497, R^2 test: -0.514\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.411, R^2 test: -0.220\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.568, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.547, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.504, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.577, R^2 test: -0.581\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.521, R^2 test: -0.365\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.443, R^2 test: -0.272\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.592, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.514, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.531, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.673, R^2 test: -1.542\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.610, R^2 test: -0.731\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.513, R^2 test: -0.384\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.004, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.593, Explained Variance Score Train: 0.004\n", "AUC Validation: 0.579, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.464, Explained Variance Score Test: -0.002\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.648, R^2 test: -1.712\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.587, R^2 test: -0.914\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.491, R^2 test: -0.457\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.534, R^2 test: -0.931\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.489, R^2 test: -0.462\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.425, R^2 test: -0.245\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.019, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.563, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.574, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.603, R^2 test: -1.071\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.520, R^2 test: -0.257\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.435, R^2 test: -0.031\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.011, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.535, Explained Variance Score Train: 0.011\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.517, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.483, R^2 test: -0.757\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.426, R^2 test: -0.277\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.344, R^2 test: -0.058\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.555, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.516, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.479, Explained Variance Score Test: -0.000\n", "\n", "total Variables 116 and total subjects: 1751\n", "->AUC validation: 0.537 95% CI: [0.524 , 0.549]\n", "->AUC test: 0.534 95% CI: [0.526 , 0.543]\n", "->R^2 validation: -0.000 95% CI: [-0.008 , 0.007]\n", "->R^2 test: 0.003 95% CI: [0.001 , 0.005]\n", "->Explained Variance validation: -0.016 95% CI: [-0.024 , -0.008]\n", "->Explained Variance test: -0.002 95% CI: [-0.004 , 0.001]\n", "Test set metrics:\n", "@threshold:0.913, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.087, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:-0.089, sens:0.000, spec:0.996, ppv:0.000, acc:0.760, f1:0.000, mcc:-0.034, total+:1, total-:349\n", "@threshold:-0.090, sens:0.036, spec:0.993, ppv:0.600, acc:0.766, f1:0.068, mcc:0.059, total+:5, total-:345\n", "@threshold:-0.091, sens:0.048, spec:0.989, ppv:0.571, acc:0.766, f1:0.089, mcc:0.043, total+:7, total-:343\n", "@threshold:-0.092, sens:0.084, spec:0.959, ppv:0.389, acc:0.751, f1:0.139, mcc:0.009, total+:18, total-:332\n", "@threshold:-0.092, sens:0.096, spec:0.948, ppv:0.364, acc:0.746, f1:0.152, mcc:0.006, total+:22, total-:328\n", "@threshold:-0.094, sens:0.133, spec:0.925, ppv:0.355, acc:0.737, f1:0.193, mcc:0.005, total+:31, total-:319\n", "@threshold:-0.094, sens:0.253, spec:0.843, ppv:0.333, acc:0.703, f1:0.288, mcc:0.003, total+:63, total-:287\n", "@threshold:-0.095, sens:0.265, spec:0.843, ppv:0.344, acc:0.706, f1:0.299, mcc:0.003, total+:64, total-:286\n", "@threshold:-0.095, sens:0.277, spec:0.779, ppv:0.280, acc:0.660, f1:0.279, mcc:0.001, total+:82, total-:268\n", "@threshold:-0.095, sens:0.289, spec:0.753, ppv:0.267, acc:0.643, f1:0.277, mcc:0.001, total+:90, total-:260\n", "@threshold:-0.096, sens:0.301, spec:0.753, ppv:0.275, acc:0.646, f1:0.287, mcc:0.001, total+:91, total-:259\n", "@threshold:-0.096, sens:0.422, spec:0.644, ppv:0.269, acc:0.591, f1:0.329, mcc:0.001, total+:130, total-:220\n", "@threshold:-0.096, sens:0.831, spec:0.251, ppv:0.257, acc:0.389, f1:0.392, mcc:0.001, total+:269, total-:81\n", "@threshold:-0.096, sens:0.867, spec:0.240, ppv:0.262, acc:0.389, f1:0.402, mcc:0.001, total+:275, total-:75\n", "@threshold:-0.097, sens:0.867, spec:0.236, ppv:0.261, acc:0.386, f1:0.401, mcc:0.001, total+:276, total-:74\n", "@threshold:-0.098, sens:0.904, spec:0.184, ppv:0.256, acc:0.354, f1:0.399, mcc:0.001, total+:293, total-:57\n", "@threshold:-0.098, sens:0.904, spec:0.180, ppv:0.255, acc:0.351, f1:0.398, mcc:0.001, total+:294, total-:56\n", "@threshold:-0.099, sens:0.940, spec:0.105, ppv:0.246, acc:0.303, f1:0.390, mcc:0.001, total+:317, total-:33\n", "@threshold:-0.099, sens:0.940, spec:0.090, ppv:0.243, acc:0.291, f1:0.386, mcc:0.001, total+:321, total-:29\n", "@threshold:-0.099, sens:0.940, spec:0.086, ppv:0.242, acc:0.289, f1:0.385, mcc:0.001, total+:322, total-:28\n", "@threshold:-0.100, sens:0.952, spec:0.041, ppv:0.236, acc:0.257, f1:0.378, mcc:-0.000, total+:335, total-:15\n", "@threshold:-0.100, sens:0.952, spec:0.037, ppv:0.235, acc:0.254, f1:0.377, mcc:-0.001, total+:336, total-:14\n", "@threshold:-0.101, sens:0.988, spec:0.015, ppv:0.238, acc:0.246, f1:0.383, mcc:0.000, total+:345, total-:5\n", "@threshold:-0.102, sens:0.988, spec:0.011, ppv:0.237, acc:0.243, f1:0.382, mcc:-0.000, total+:346, total-:4\n", "@threshold:-0.103, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.012 95% CI: [-0.012 , 0.036] | OR_adj 1.012 [0.988 1.037] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Number of Visits:0.107\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs7:Viral infect:0.072\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:0.070\n", " Diagnosis:9ccs134:Ot uppr resp:0.068\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.012 95% CI: [0.005 , 0.019] | OR_adj 1.012 [1.005 1.020] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Diagnosis:9ccs90:Eye infectn:0.045\n", " Diagnosis:9ccs143:Abdom hernia:0.044\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs136:Teeth dx:-0.043\n", " Diagnosis:9ccs0:No DX:0.042\n", " Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs166:Oth male gen:-0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.038\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", "\n", "* Vital: Ht-avg1to3 | coef 0.010 95% CI: [0.005 , 0.014] | OR_adj 1.010 [1.005 1.015] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.039\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.036\n", "\n", "* Vital: Ht-avg16to19 | coef 0.009 95% CI: [0.004 , 0.015] | OR_adj 1.010 [1.004 1.015] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.045\n", " Diagnosis:9ccs59:Anemia:-0.044\n", " Diagnosis:9ccs143:Abdom hernia:0.043\n", " Diagnosis:9ccs239:Superfic inj:-0.038\n", " Diagnosis:9ccs253:Allergy:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.035\n", " Number of Visits:0.032\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", "* Vital: HC-avg7to10 | coef 0.007 95% CI: [0.000 , 0.014] | OR_adj 1.007 [1.000 1.014] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.038\n", " Diagnosis:9ccs213:Cardiac anom:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.035\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.035\n", " Diagnosis:9ccs59:Anemia:-0.034\n", " Diagnosis:9ccs137:Mouth dx:-0.032\n", "\n", " Diagnosis:9ccs127:COPD | coef -0.006 95% CI: [-0.018 , 0.006] | OR_adj 0.994 [0.982 1.006] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.093\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.006 95% CI: [0.001 , 0.011] | OR_adj 1.006 [1.001 1.011] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", " Diagnosis:9ccs135:Intest infct:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.039\n", " Diagnosis:9ccs154:Gastroent:0.037\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.037\n", " Lab:294495 LEAD, BLOOD - LMC:-0.036\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.005 95% CI: [-0.001 , 0.010] | OR_adj 1.005 [0.999 1.010] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.715\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.673\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.639\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.481\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.331\n", "\n", " MatDeliveryAge | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs7:Viral infect:0.053\n", "\n", " Vital: HC-gain1to5 | coef -0.005 95% CI: [-0.008 , -0.001] | OR_adj 0.995 [0.992 0.999] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.060\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [-0.000 , 0.009] | OR_adj 1.004 [1.000 1.009] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs0:No DX:0.050\n", " Diagnosis:9ccs258:Other screen:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.037\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.037\n", " Diagnosis:9ccs127:COPD:0.036\n", "\n", "* Vital: HC-avg19to24 | coef 0.004 95% CI: [0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs253:Allergy:0.041\n", " Diagnosis:9ccs133:Oth low resp:0.041\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.053\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.050\n", " Diagnosis:9ccs127:COPD:0.049\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.046\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", "\n", "* Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Diagnosis:9ccs247:Lymph enlarg:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.055\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.048\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.048\n", " Diagnosis:9ccs125:Bronchitis:0.047\n", " Diagnosis:9ccs127:COPD:0.047\n", "\n", " Vital: Ht-avg7to10 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.047\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.042\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.036\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Number of Visits:0.045\n", " Diagnosis:9ccs127:COPD:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.035\n", " Diagnosis:9ccs74:Ot mentl cnd:0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.033\n", " Diagnosis:9ccs213:Cardiac anom:-0.030\n", " Diagnosis:9ccs94:Other ear dx:0.030\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.030\n", " Diagnosis:9ccs96:Hrt valve dx:-0.027\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.027\n", "\n", "* Vital: Ht Percentile-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.044\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.041\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.033\n", " Diagnosis:9ccs154:Gastroent:-0.030\n", " Diagnosis:9ccs0:No DX:0.030\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.003 95% CI: [-0.003 , 0.009] | OR_adj 1.003 [0.997 1.009] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs253:Allergy:0.126\n", " Diagnosis:9ccs143:Abdom hernia:0.103\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [-0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.040\n", " Diagnosis:9ccs134:Ot uppr resp:0.040\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Diagnosis:9ccs239:Superfic inj:-0.037\n", " Diagnosis:9ccs138:Esophgeal dx:-0.035\n", " Diagnosis:9ccs94:Other ear dx:0.032\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", " Diagnosis:9ccs125:Bronchitis:-0.030\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.003 95% CI: [-0.002 , 0.008] | OR_adj 1.003 [0.999 1.008] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs90:Eye infectn:0.131\n", " Diagnosis:9ccs122:Pneumonia:0.128\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.282\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.241\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.217\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.003 95% CI: [-0.003 , 0.008] | OR_adj 1.003 [0.997 1.008] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs161:Ot dx kidney:0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", "* Vital: HC-gain0to24 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.045\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " MatDeliveryAge:0.041\n", " Diagnosis:9ccs253:Allergy:0.040\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", " Diagnosis:9ccs213:Cardiac anom:0.038\n", "\n", " Vital: Temp-latest | coef -0.003 95% CI: [-0.007 , 0.002] | OR_adj 0.997 [0.993 1.002] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", " Diagnosis:9ccs258:Other screen:-0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.040\n", "\n", " Number of Visits | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", " Diagnosis:9ccs125:Bronchitis:0.293\n", " Diagnosis:9ccs90:Eye infectn:0.288\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef -0.002 95% CI: [-0.007 , 0.002] | OR_adj 0.998 [0.993 1.002] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.082\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.002 95% CI: [-0.001 , 0.006] | OR_adj 1.002 [0.999 1.006] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs94:Other ear dx:0.040\n", " Diagnosis:9ccs128:Asthma:0.037\n", " Diagnosis:9ccs143:Abdom hernia:0.037\n", " Diagnosis:9ccs213:Cardiac anom:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.032\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef -0.002 95% CI: [-0.007 , 0.002] | OR_adj 0.998 [0.993 1.002] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", " Diagnosis:9ccs247:Lymph enlarg:0.083\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.077\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.351\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.322\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.319\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs166:Oth male gen:-0.046\n", " Diagnosis:9ccs94:Other ear dx:0.046\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.043\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs133:Oth low resp:0.039\n", " Diagnosis:9ccs59:Anemia:-0.035\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.038\n", " Diagnosis:9ccs257:Ot aftercare:-0.038\n", " Diagnosis:9ccs127:COPD:0.037\n", " Diagnosis:9ccs134:Ot uppr resp:0.036\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.050\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef -0.002 95% CI: [-0.006 , 0.002] | OR_adj 0.998 [0.994 1.002] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:0.068\n", " Diagnosis:9ccs135:Intest infct:0.065\n", " MatDeliveryAge:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.553\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.531\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.493\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.322\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.318\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.266\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:-0.035\n", " Diagnosis:9ccs250:Nausea/vomit:-0.035\n", " Diagnosis:9ccs247:Lymph enlarg:0.034\n", " Diagnosis:9ccs253:Allergy:0.031\n", " Diagnosis:9ccs133:Oth low resp:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.030\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.146\n", " Diagnosis:9ccs135:Intest infct:0.145\n", "\n", " Diagnosis:9ccs7:Viral infect | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", " Diagnosis:9ccs90:Eye infectn:0.180\n", " Diagnosis:9ccs253:Allergy:0.174\n", " Diagnosis:9ccs135:Intest infct:0.168\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs127:COPD:0.050\n", " Diagnosis:9ccs213:Cardiac anom:-0.039\n", " Diagnosis:9ccs125:Bronchitis:0.037\n", " Diagnosis:9ccs247:Lymph enlarg:0.036\n", " Diagnosis:9ccs91:Other eye dx:0.035\n", " Diagnosis:9ccs59:Anemia:-0.033\n", " Diagnosis:9ccs122:Pneumonia:-0.030\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.028\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.260\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.246\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.187\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.148\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", "\n", " Vital: HC-gain0to3 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs127:COPD:-0.037\n", " Diagnosis:9ccs136:Teeth dx:-0.034\n", " Diagnosis:9ccs143:Abdom hernia:0.032\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.030\n", " Diagnosis:9ccs58:Ot nutrit dx:0.027\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", "\n", "* Vital: Ht-latest | coef 0.001 95% CI: [-0.002 , 0.004] | OR_adj 1.001 [0.998 1.004] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", "* Vital: Ht-avg19to24 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs134:Ot uppr resp:0.057\n", " Diagnosis:9ccs59:Anemia:-0.056\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.041\n", " Diagnosis:9ccs136:Teeth dx:-0.038\n", " Diagnosis:9ccs258:Other screen:-0.035\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs135:Intest infct:0.131\n", " Diagnosis:9ccs255:Social admin:0.131\n", "\n", " Vital: HC-gain16to24 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.031\n", " Diagnosis:9ccs135:Intest infct:-0.031\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.030\n", " MatDeliveryAge:-0.030\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", " Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " MatDeliveryAge:0.037\n", " Diagnosis:9ccs151:Oth liver dx:-0.035\n", " Diagnosis:9ccs133:Oth low resp:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs151:Oth liver dx:0.077\n", " Diagnosis:9ccs135:Intest infct:0.061\n", " Number of Visits:0.059\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Lab:294495 LEAD, BLOOD - LMC:0.055\n", " Diagnosis:9ccs258:Other screen:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.046\n", "\n", " Vital: HC-avg3to5 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs91:Other eye dx:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Number of Visits:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.042\n", " MatDeliveryAge:0.040\n", " Diagnosis:9ccs222:Perint jaund:-0.040\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.040\n", "\n", " Vital: HC-gain13to19 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Diagnosis:9ccs239:Superfic inj:0.036\n", " Diagnosis:9ccs125:Bronchitis:0.034\n", " Diagnosis:9ccs143:Abdom hernia:-0.033\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.033\n", "\n", " Vital: HR-avg7to10 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Diagnosis:9ccs166:Oth male gen:-0.037\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.175\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.162\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.130\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.125\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.108\n", "\n", " Vital: HC-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.106\n", " Diagnosis:9ccs154:Gastroent:-0.099\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.050\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs127:COPD:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.046\n", " Diagnosis:9ccs7:Viral infect:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.042\n", " Number of Visits:0.041\n", " Diagnosis:9ccs257:Ot aftercare:-0.039\n", "\n", " Vital: Ht-gain0to3 | coef -0.001 95% CI: [-0.004 , 0.002] | OR_adj 0.999 [0.996 1.002] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", " Diagnosis:9ccs166:Oth male gen:0.038\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.037\n", " Diagnosis:9ccs7:Viral infect:0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.031\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.030\n", "\n", "* Vital: HC-avg16to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.078\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.046\n", " Diagnosis:9ccs166:Oth male gen:0.040\n", " Diagnosis:9ccs2603:E Codes: Fall:0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", "\n", " Vital: Ht-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.040\n", " Diagnosis:9ccs59:Anemia:0.040\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.331\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.318\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.318\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.269\n", "\n", " Vital: HR-avg16to19 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs258:Other screen:0.061\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Diagnosis:9ccs0:No DX:0.044\n", " Diagnosis:9ccs161:Ot dx kidney:0.042\n", " Diagnosis:9ccs2603:E Codes: Fall:0.042\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.038\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs143:Abdom hernia:-0.036\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.034\n", " Diagnosis:9ccs198:Ot infl skin:-0.032\n", " Diagnosis:9ccs154:Gastroent:-0.031\n", "\n", "* Vital: HR-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs122:Pneumonia:0.041\n", " Diagnosis:9ccs257:Ot aftercare:0.041\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs166:Oth male gen:0.064\n", " Diagnosis:9ccs90:Eye infectn:0.062\n", "\n", " Vital: HC Percentile-latest | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", " Diagnosis:9ccs213:Cardiac anom:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.038\n", " Diagnosis:9ccs198:Ot infl skin:0.038\n", " Diagnosis:9ccs7:Viral infect:0.035\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.033\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.711\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.672\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.553\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.548\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.486\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Number of Visits:0.112\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.058\n", " Lab:294495 LEAD, BLOOD - LMC:-0.057\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.656\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.649\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.621\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.269\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.051\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Diagnosis:9ccs113:Late eff CVD:-0.050\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", " Diagnosis:9ccs138:Esophgeal dx:0.145\n", " Diagnosis:9ccs257:Ot aftercare:0.142\n", "\n", " Vital: HR-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Diagnosis:9ccs94:Other ear dx:-0.047\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.044\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.043\n", "\n", " Vital: Ht-gain16to24 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.047\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", " MatDeliveryAge:-0.044\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.040\n", " Diagnosis:9ccs7:Viral infect:-0.039\n", " Diagnosis:9ccs90:Eye infectn:-0.036\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.612\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.531\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.527\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.463\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.341\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.318\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.297\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.282\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.268\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.229\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.318\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.270\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.229\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.205\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", "\n", "* Vital: HC-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Number of Visits:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.044\n", " Diagnosis:9ccs59:Anemia:-0.039\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs91:Other eye dx:0.033\n", " Diagnosis:9ccs0:No DX:0.031\n", " Diagnosis:9ccs222:Perint jaund:-0.031\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.045\n", " Diagnosis:9ccs250:Nausea/vomit:0.043\n", "\n", " Vital: Temp-avg3to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs154:Gastroent:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.042\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.656\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.633\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.493\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.489\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.438\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.122\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.115\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.104\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.101\n", "\n", " Vital: HR-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Diagnosis:9ccs127:COPD:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.047\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Number of Visits:0.054\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs213:Cardiac anom:0.040\n", " Diagnosis:9ccs133:Oth low resp:-0.033\n", " Diagnosis:9ccs113:Late eff CVD:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.032\n", " Diagnosis:9ccs137:Mouth dx:0.032\n", "\n", " Vital: RR-avg10to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.041\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.039\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Diagnosis : 0.00477702266487\n", "Vital : 0.0845926427069\n", "Census : 0.0107701411876\n", "MatDeliveryAge : 0.00462154948993\n", "Number of Visits : 0.00243242208731\n", "Lab : 0.00164648185006\n", "Newborn Diagnosis : 0.00106241843702\n", "Time to run analysis 0:00:33.400309\n", "Total Time elapsed 8:23:34.330416\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.033\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.055\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.504, R^2 test: -0.072\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.420, R^2 test: -0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.570, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.615, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: -0.004\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: 0.012\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.551, R^2 test: 0.049\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.457, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.577, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.083\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: 0.103\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: 0.063\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.060\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.652, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: 0.032\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.026\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.037\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.517, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.553, Explained Variance Score Test: -0.040\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.288\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.260\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: -0.244\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: -0.216\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.462, Explained Variance Score Validation: -0.172\n", "AUC Test: 0.588, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.038\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.005\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.538, R^2 test: 0.064\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.440, R^2 test: 0.067\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.608, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.192\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.272\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: -0.092\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.436, R^2 test: -0.055\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.548, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.047\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: 0.075\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.099\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.085\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.592, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.155\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: -0.105\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.133\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.123\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.120\n", "AUC Test: 0.652, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.078\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.045\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.553, R^2 test: -0.061\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.458, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.526, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.553, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.097\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.022\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.543, R^2 test: 0.029\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: 0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.550, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.631, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: 0.173\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: 0.057\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.513, R^2 test: 0.046\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.426, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.653, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.046\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.025\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: -0.000\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: 0.004\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.597\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.605, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: 0.032\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: 0.031\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.526, R^2 test: 0.025\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.546, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.097\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: -0.054\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.541, R^2 test: 0.002\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.601, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.101\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: -0.071\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.547, R^2 test: -0.046\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.541, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.557, Explained Variance Score Test: -0.048\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.012\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: -0.051\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: -0.060\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.731, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.517, Explained Variance Score Test: -0.142\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.893\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.745, R^2 test: -0.322\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.534, R^2 test: -0.092\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.607, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.207\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.190\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.560, R^2 test: -0.104\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: -0.057\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.542, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.124\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.159\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.545, R^2 test: -0.099\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.606, Explained Variance Score Validation: -0.059\n", "AUC Test: 0.600, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.190\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: -0.203\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.181\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: -0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.904, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.122\n", "AUC Test: 0.568, Explained Variance Score Test: -0.054\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: 0.020\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: 0.015\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.545, R^2 test: 0.034\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.584, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.162\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.177\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: -0.141\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.114\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.489\n", "AUC Validation: 0.537, Explained Variance Score Validation: -0.110\n", "AUC Test: 0.565, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.009\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.015\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.645, R^2 test: 0.022\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.551, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.135\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.734, R^2 test: -0.129\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.520, R^2 test: -0.112\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: -0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.574, Explained Variance Score Validation: -0.107\n", "AUC Test: 0.556, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.026\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: -0.025\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.019\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.584, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.061\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.054\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.004\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: 0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.544, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.590, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.108\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.043\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.523, R^2 test: 0.050\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.425, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.500, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.042\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.745, R^2 test: -0.034\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: 0.007\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.557, Explained Variance Score Test: -0.023\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.106\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.038\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: 0.031\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.487, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.582\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.575, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.092\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.216\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: -0.090\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.445, R^2 test: -0.073\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.552, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.578, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.035\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: -0.010\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: 0.029\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.505, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.639, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.615, Explained Variance Score Test: 0.030\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.200\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.159\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.578, R^2 test: -0.114\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: -0.102\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.588, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.597, Explained Variance Score Test: -0.031\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.372\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.192\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.589, R^2 test: -0.159\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.493, R^2 test: -0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.598, Explained Variance Score Validation: -0.098\n", "AUC Test: 0.581, Explained Variance Score Test: -0.134\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.023\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.025\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: 0.018\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.514, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.596, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.203\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.156\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.545, R^2 test: -0.089\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.460, R^2 test: -0.071\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.060\n", "AUC Test: 0.592, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.049\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.026\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: -0.032\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.539, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.593, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.146\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.141\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.095\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.477, R^2 test: -0.086\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.650, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.019\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: -0.003\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: 0.001\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.523, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.024\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: 0.031\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: 0.056\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.464, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.593, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.009\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.015\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: -0.027\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: -0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.571, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.584, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: -0.080\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: -0.010\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.046\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.579, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.027\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: -0.022\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.002\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.574, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: 0.080\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: 0.089\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: 0.097\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: 0.075\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.639, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.118\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.109\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.590, R^2 test: -0.079\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: -0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.633, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.638, Explained Variance Score Test: 0.055\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.008\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.734, R^2 test: 0.003\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.509, R^2 test: 0.046\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.587, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.199\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.124\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: -0.095\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: -0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.552, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.530, Explained Variance Score Test: -0.057\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.202\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.119\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.547, R^2 test: -0.055\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.526, Explained Variance Score Validation: -0.109\n", "AUC Test: 0.584, Explained Variance Score Test: 0.024\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.228\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: -0.206\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.606, R^2 test: -0.179\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.514, R^2 test: -0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.514\n", "AUC Validation: 0.458, Explained Variance Score Validation: -0.143\n", "AUC Test: 0.621, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.157\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.129\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.606, R^2 test: -0.115\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: -0.109\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.504\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.109\n", "AUC Test: 0.551, Explained Variance Score Test: -0.026\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: 0.008\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.033\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.009\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.618, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.107\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.116\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: 0.149\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.591, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: -0.011\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: 0.005\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.543, R^2 test: 0.019\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.903, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.574, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.583, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.088\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.104\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.565, R^2 test: -0.067\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: -0.052\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.565\n", "AUC Validation: 0.449, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.530, Explained Variance Score Test: -0.041\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: 0.018\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.740, R^2 test: 0.063\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.513, R^2 test: 0.040\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.420, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.601, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.171\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: -0.131\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: -0.108\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.439, R^2 test: -0.085\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.542, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.053\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.068\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: -0.033\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.499, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.616, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.829, R^2 test: -0.188\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.730, R^2 test: -0.053\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.516, R^2 test: -0.012\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.579, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.594, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.152\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.776, R^2 test: -0.128\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: -0.149\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: -0.151\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.580\n", "AUC Validation: 0.443, Explained Variance Score Validation: -0.142\n", "AUC Test: 0.578, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.136\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.747, R^2 test: -0.109\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: -0.017\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: 0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.558, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.109\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.079\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: 0.049\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: 0.052\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.496\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.576, Explained Variance Score Test: -0.059\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: 0.010\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: 0.022\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.554, R^2 test: 0.057\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: 0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.612, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.173\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.742, R^2 test: -0.217\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: -0.010\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.417, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.539, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.563, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.032\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.049\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.585, R^2 test: -0.066\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: -0.077\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.571, Explained Variance Score Test: -0.020\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.002\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: 0.006\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: 0.020\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: 0.019\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.625, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.086\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.112\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: -0.083\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.058\n", "AUC Test: 0.605, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: -0.121\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.103\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.608, R^2 test: -0.096\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.516, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.516\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.614, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.072\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.070\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: -0.049\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: -0.044\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.566, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.215\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.190\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: -0.093\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: -0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.056\n", "AUC Test: 0.582, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.093\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: -0.103\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: -0.108\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: -0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.082\n", "AUC Test: 0.595, Explained Variance Score Test: 0.077\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.013\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: 0.008\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.546, R^2 test: 0.062\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.445, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.573, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.076\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: -0.079\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.069\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.503, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.530, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.019\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.006\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: 0.017\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.559, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: -0.123\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: -0.081\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: -0.030\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.448, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.602, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.615, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.065\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: -0.078\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.551, R^2 test: -0.053\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.454, R^2 test: -0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.525, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.578, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.527\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.506\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: -0.343\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.505, R^2 test: -0.301\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.505\n", "AUC Validation: 0.487, Explained Variance Score Validation: -0.290\n", "AUC Test: 0.609, Explained Variance Score Test: -0.123\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.355\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.742, R^2 test: -0.405\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.513, R^2 test: -0.366\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: -0.345\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.514\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.282\n", "AUC Test: 0.585, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.062\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.746, R^2 test: -0.046\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.530, R^2 test: -0.018\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.559, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.548, Explained Variance Score Test: -0.008\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.404\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.737, R^2 test: -0.118\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: -0.045\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.426, R^2 test: -0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.608, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.604, Explained Variance Score Test: 0.036\n", "\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.191\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.716, R^2 test: -0.103\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.518, R^2 test: -0.030\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: -0.036\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.556, Explained Variance Score Test: 0.008\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.090\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: -0.049\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.648, R^2 test: -0.029\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: -0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.033\n", "AUC Test: 0.608, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.032\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: -0.031\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.009\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: 0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.609, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.547, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.107\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: -0.095\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: -0.102\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.518, R^2 test: -0.103\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.518\n", "AUC Validation: 0.457, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.585, Explained Variance Score Test: -0.051\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.152\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.113\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: -0.063\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: -0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.569, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: -0.144\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: -0.151\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: -0.155\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.519, R^2 test: -0.143\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.519\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.139\n", "AUC Test: 0.587, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: 0.025\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.741, R^2 test: 0.019\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: 0.033\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.426, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.613, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.141\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.084\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.554, R^2 test: -0.021\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.458, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.530, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.303\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.185\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: -0.089\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.464, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.514, Explained Variance Score Validation: -0.082\n", "AUC Test: 0.577, Explained Variance Score Test: -0.053\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: 0.055\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: 0.060\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.554, R^2 test: 0.080\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: 0.084\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.621, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.156\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: -0.108\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.535, R^2 test: -0.038\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: -0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.589, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.626, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: 0.041\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: 0.009\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.532, R^2 test: -0.002\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.438, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.568, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.832, R^2 test: -0.154\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: -0.084\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.537, R^2 test: -0.037\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.574, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.595, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: 0.001\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.746, R^2 test: 0.020\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: 0.024\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: 0.032\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.524, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.182\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.177\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: -0.087\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.438, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.450, Explained Variance Score Validation: -0.062\n", "AUC Test: 0.595, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.186\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.148\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: -0.016\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.013\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.598, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.543, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.006\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: 0.010\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.028\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: 0.032\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.582, Explained Variance Score Test: 0.014\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.099\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: -0.089\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: -0.083\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.539, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.539\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.586, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.029\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.037\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: -0.016\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: -0.030\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.552, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.055\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.744, R^2 test: -0.032\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.546, R^2 test: -0.027\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.612, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.169\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.137\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.100\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.456, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.492, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.567, Explained Variance Score Test: 0.001\n", "\n", "total Variables 116 and total subjects: 1751\n", "->AUC validation: 0.578 95% CI: [0.565 , 0.591]\n", "->AUC test: 0.583 95% CI: [0.577 , 0.589]\n", "->R^2 validation: -0.018 95% CI: [-0.032 , -0.003]\n", "->R^2 test: -0.001 95% CI: [-0.009 , 0.006]\n", "->Explained Variance validation: -0.031 95% CI: [-0.046 , -0.016]\n", "->Explained Variance test: -0.006 95% CI: [-0.014 , 0.002]\n", "Test set metrics:\n", "@threshold:0.684, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.600, sens:0.012, spec:1.000, ppv:1.000, acc:0.766, f1:0.024, mcc:0.000, total+:1, total-:349\n", "@threshold:0.447, sens:0.024, spec:0.989, ppv:0.400, acc:0.760, f1:0.045, mcc:0.018, total+:5, total-:345\n", "@threshold:0.438, sens:0.024, spec:0.985, ppv:0.333, acc:0.757, f1:0.045, mcc:0.009, total+:6, total-:344\n", "@threshold:0.437, sens:0.036, spec:0.985, ppv:0.429, acc:0.760, f1:0.067, mcc:0.018, total+:7, total-:343\n", "@threshold:0.404, sens:0.048, spec:0.981, ppv:0.444, acc:0.760, f1:0.087, mcc:0.018, total+:9, total-:341\n", "@threshold:0.358, sens:0.060, spec:0.966, ppv:0.357, acc:0.751, f1:0.103, mcc:0.007, total+:14, total-:336\n", "@threshold:0.353, sens:0.072, spec:0.963, ppv:0.375, acc:0.751, f1:0.121, mcc:0.008, total+:16, total-:334\n", "@threshold:0.329, sens:0.084, spec:0.933, ppv:0.280, acc:0.731, f1:0.130, mcc:0.002, total+:25, total-:325\n", "@threshold:0.327, sens:0.084, spec:0.929, ppv:0.269, acc:0.729, f1:0.128, mcc:0.001, total+:26, total-:324\n", "@threshold:0.293, sens:0.096, spec:0.910, ppv:0.250, acc:0.717, f1:0.139, mcc:0.000, total+:32, total-:318\n", "@threshold:0.289, sens:0.108, spec:0.906, ppv:0.265, acc:0.717, f1:0.154, mcc:0.001, total+:34, total-:316\n", "@threshold:0.283, sens:0.120, spec:0.903, ppv:0.278, acc:0.717, f1:0.168, mcc:0.001, total+:36, total-:314\n", "@threshold:0.276, sens:0.120, spec:0.899, ppv:0.270, acc:0.714, f1:0.167, mcc:0.001, total+:37, total-:313\n", "@threshold:0.267, sens:0.133, spec:0.888, ppv:0.268, acc:0.709, f1:0.177, mcc:0.001, total+:41, total-:309\n", "@threshold:0.262, sens:0.133, spec:0.884, ppv:0.262, acc:0.706, f1:0.176, mcc:0.001, total+:42, total-:308\n", "@threshold:0.259, sens:0.145, spec:0.880, ppv:0.273, acc:0.706, f1:0.189, mcc:0.001, total+:44, total-:306\n", "@threshold:0.257, sens:0.145, spec:0.876, ppv:0.267, acc:0.703, f1:0.188, mcc:0.001, total+:45, total-:305\n", "@threshold:0.256, sens:0.157, spec:0.876, ppv:0.283, acc:0.706, f1:0.202, mcc:0.002, total+:46, total-:304\n", "@threshold:0.252, sens:0.157, spec:0.873, ppv:0.277, acc:0.703, f1:0.200, mcc:0.001, total+:47, total-:303\n", "@threshold:0.250, sens:0.169, spec:0.873, ppv:0.292, acc:0.706, f1:0.214, mcc:0.002, total+:48, total-:302\n", "@threshold:0.245, sens:0.181, spec:0.869, ppv:0.300, acc:0.706, f1:0.226, mcc:0.002, total+:50, total-:300\n", "@threshold:0.244, sens:0.193, spec:0.869, ppv:0.314, acc:0.709, f1:0.239, mcc:0.003, total+:51, total-:299\n", "@threshold:0.243, sens:0.193, spec:0.865, ppv:0.308, acc:0.706, f1:0.237, mcc:0.002, total+:52, total-:298\n", "@threshold:0.227, sens:0.205, spec:0.850, ppv:0.298, acc:0.697, f1:0.243, mcc:0.002, total+:57, total-:293\n", "@threshold:0.220, sens:0.217, spec:0.846, ppv:0.305, acc:0.697, f1:0.254, mcc:0.002, total+:59, total-:291\n", "@threshold:0.218, sens:0.229, spec:0.846, ppv:0.317, acc:0.700, f1:0.266, mcc:0.003, total+:60, total-:290\n", "@threshold:0.216, sens:0.229, spec:0.843, ppv:0.311, acc:0.697, f1:0.264, mcc:0.002, total+:61, total-:289\n", "@threshold:0.209, sens:0.241, spec:0.831, ppv:0.308, acc:0.691, f1:0.270, mcc:0.002, total+:65, total-:285\n", "@threshold:0.207, sens:0.241, spec:0.828, ppv:0.303, acc:0.689, f1:0.268, mcc:0.002, total+:66, total-:284\n", "@threshold:0.185, sens:0.253, spec:0.801, ppv:0.284, acc:0.671, f1:0.268, mcc:0.001, total+:74, total-:276\n", "@threshold:0.183, sens:0.253, spec:0.798, ppv:0.280, acc:0.669, f1:0.266, mcc:0.001, total+:75, total-:275\n", "@threshold:0.178, sens:0.265, spec:0.787, ppv:0.278, acc:0.663, f1:0.272, mcc:0.001, total+:79, total-:271\n", "@threshold:0.177, sens:0.265, spec:0.783, ppv:0.275, acc:0.660, f1:0.270, mcc:0.001, total+:80, total-:270\n", "@threshold:0.175, sens:0.277, spec:0.779, ppv:0.280, acc:0.660, f1:0.279, mcc:0.001, total+:82, total-:268\n", "@threshold:0.169, sens:0.277, spec:0.775, ppv:0.277, acc:0.657, f1:0.277, mcc:0.001, total+:83, total-:267\n", "@threshold:0.135, sens:0.289, spec:0.727, ppv:0.247, acc:0.623, f1:0.267, mcc:0.000, total+:97, total-:253\n", "@threshold:0.135, sens:0.289, spec:0.723, ppv:0.245, acc:0.620, f1:0.265, mcc:0.000, total+:98, total-:252\n", "@threshold:0.125, sens:0.301, spec:0.719, ppv:0.250, acc:0.620, f1:0.273, mcc:0.000, total+:100, total-:250\n", "@threshold:0.115, sens:0.325, spec:0.715, ppv:0.262, acc:0.623, f1:0.290, mcc:0.001, total+:103, total-:247\n", "@threshold:0.112, sens:0.337, spec:0.708, ppv:0.264, acc:0.620, f1:0.296, mcc:0.001, total+:106, total-:244\n", "@threshold:0.111, sens:0.337, spec:0.704, ppv:0.262, acc:0.617, f1:0.295, mcc:0.001, total+:107, total-:243\n", "@threshold:0.079, sens:0.349, spec:0.625, ppv:0.225, acc:0.560, f1:0.274, mcc:-0.000, total+:129, total-:221\n", "@threshold:0.074, sens:0.373, spec:0.622, ppv:0.235, acc:0.563, f1:0.288, mcc:-0.000, total+:132, total-:218\n", "@threshold:0.074, sens:0.386, spec:0.622, ppv:0.241, acc:0.566, f1:0.296, mcc:0.000, total+:133, total-:217\n", "@threshold:0.072, sens:0.386, spec:0.618, ppv:0.239, acc:0.563, f1:0.295, mcc:0.000, total+:134, total-:216\n", "@threshold:0.068, sens:0.398, spec:0.603, ppv:0.237, acc:0.554, f1:0.297, mcc:0.000, total+:139, total-:211\n", "@threshold:0.064, sens:0.410, spec:0.599, ppv:0.241, acc:0.554, f1:0.304, mcc:0.000, total+:141, total-:209\n", "@threshold:0.048, sens:0.422, spec:0.577, ppv:0.236, acc:0.540, f1:0.303, mcc:-0.000, total+:148, total-:202\n", "@threshold:0.048, sens:0.422, spec:0.573, ppv:0.235, acc:0.537, f1:0.302, mcc:-0.000, total+:149, total-:201\n", "@threshold:0.039, sens:0.434, spec:0.558, ppv:0.234, acc:0.529, f1:0.304, mcc:-0.000, total+:154, total-:196\n", "@threshold:0.037, sens:0.446, spec:0.554, ppv:0.237, acc:0.529, f1:0.310, mcc:0.000, total+:156, total-:194\n", "@threshold:0.028, sens:0.458, spec:0.543, ppv:0.237, acc:0.523, f1:0.313, mcc:0.000, total+:160, total-:190\n", "@threshold:0.026, sens:0.458, spec:0.539, ppv:0.236, acc:0.520, f1:0.311, mcc:-0.000, total+:161, total-:189\n", "@threshold:0.017, sens:0.470, spec:0.532, ppv:0.238, acc:0.517, f1:0.316, mcc:0.000, total+:164, total-:186\n", "@threshold:0.014, sens:0.470, spec:0.528, ppv:0.236, acc:0.514, f1:0.315, mcc:-0.000, total+:165, total-:185\n", "@threshold:0.010, sens:0.482, spec:0.521, ppv:0.238, acc:0.511, f1:0.319, mcc:0.000, total+:168, total-:182\n", "@threshold:0.010, sens:0.482, spec:0.517, ppv:0.237, acc:0.509, f1:0.317, mcc:-0.000, total+:169, total-:181\n", "@threshold:0.005, sens:0.494, spec:0.513, ppv:0.240, acc:0.509, f1:0.323, mcc:0.000, total+:171, total-:179\n", "@threshold:0.004, sens:0.494, spec:0.509, ppv:0.238, acc:0.506, f1:0.322, mcc:0.000, total+:172, total-:178\n", "@threshold:-0.010, sens:0.506, spec:0.487, ppv:0.235, acc:0.491, f1:0.321, mcc:-0.000, total+:179, total-:171\n", "@threshold:-0.010, sens:0.506, spec:0.483, ppv:0.233, acc:0.489, f1:0.319, mcc:-0.000, total+:180, total-:170\n", "@threshold:-0.016, sens:0.518, spec:0.476, ppv:0.235, acc:0.486, f1:0.323, mcc:-0.000, total+:183, total-:167\n", "@threshold:-0.018, sens:0.518, spec:0.472, ppv:0.234, acc:0.483, f1:0.322, mcc:-0.000, total+:184, total-:166\n", "@threshold:-0.019, sens:0.530, spec:0.472, ppv:0.238, acc:0.486, f1:0.328, mcc:0.000, total+:185, total-:165\n", "@threshold:-0.021, sens:0.530, spec:0.468, ppv:0.237, acc:0.483, f1:0.327, mcc:-0.000, total+:186, total-:164\n", "@threshold:-0.024, sens:0.542, spec:0.464, ppv:0.239, acc:0.483, f1:0.332, mcc:0.000, total+:188, total-:162\n", "@threshold:-0.025, sens:0.542, spec:0.461, ppv:0.238, acc:0.480, f1:0.331, mcc:0.000, total+:189, total-:161\n", "@threshold:-0.025, sens:0.554, spec:0.461, ppv:0.242, acc:0.483, f1:0.337, mcc:0.000, total+:190, total-:160\n", "@threshold:-0.026, sens:0.554, spec:0.457, ppv:0.241, acc:0.480, f1:0.336, mcc:0.000, total+:191, total-:159\n", "@threshold:-0.030, sens:0.566, spec:0.453, ppv:0.244, acc:0.480, f1:0.341, mcc:0.000, total+:193, total-:157\n", "@threshold:-0.031, sens:0.566, spec:0.449, ppv:0.242, acc:0.477, f1:0.339, mcc:0.000, total+:194, total-:156\n", "@threshold:-0.033, sens:0.578, spec:0.449, ppv:0.246, acc:0.480, f1:0.345, mcc:0.000, total+:195, total-:155\n", "@threshold:-0.039, sens:0.590, spec:0.446, ppv:0.249, acc:0.480, f1:0.350, mcc:0.000, total+:197, total-:153\n", "@threshold:-0.041, sens:0.602, spec:0.434, ppv:0.249, acc:0.474, f1:0.352, mcc:0.000, total+:201, total-:149\n", "@threshold:-0.044, sens:0.602, spec:0.431, ppv:0.248, acc:0.471, f1:0.351, mcc:0.000, total+:202, total-:148\n", "@threshold:-0.045, sens:0.614, spec:0.427, ppv:0.250, acc:0.471, f1:0.355, mcc:0.000, total+:204, total-:146\n", "@threshold:-0.053, sens:0.639, spec:0.423, ppv:0.256, acc:0.474, f1:0.366, mcc:0.001, total+:207, total-:143\n", "@threshold:-0.059, sens:0.651, spec:0.416, ppv:0.257, acc:0.471, f1:0.369, mcc:0.001, total+:210, total-:140\n", "@threshold:-0.066, sens:0.651, spec:0.412, ppv:0.256, acc:0.469, f1:0.367, mcc:0.001, total+:211, total-:139\n", "@threshold:-0.070, sens:0.663, spec:0.408, ppv:0.258, acc:0.469, f1:0.372, mcc:0.001, total+:213, total-:137\n", "@threshold:-0.071, sens:0.663, spec:0.404, ppv:0.257, acc:0.466, f1:0.370, mcc:0.001, total+:214, total-:136\n", "@threshold:-0.071, sens:0.675, spec:0.401, ppv:0.259, acc:0.466, f1:0.375, mcc:0.001, total+:216, total-:134\n", "@threshold:-0.074, sens:0.675, spec:0.397, ppv:0.258, acc:0.463, f1:0.373, mcc:0.001, total+:217, total-:133\n", "@threshold:-0.089, sens:0.687, spec:0.378, ppv:0.256, acc:0.451, f1:0.373, mcc:0.001, total+:223, total-:127\n", "@threshold:-0.099, sens:0.735, spec:0.375, ppv:0.268, acc:0.460, f1:0.392, mcc:0.001, total+:228, total-:122\n", "@threshold:-0.109, sens:0.747, spec:0.348, ppv:0.263, acc:0.443, f1:0.389, mcc:0.001, total+:236, total-:114\n", "@threshold:-0.110, sens:0.747, spec:0.345, ppv:0.262, acc:0.440, f1:0.388, mcc:0.001, total+:237, total-:113\n", "@threshold:-0.117, sens:0.759, spec:0.337, ppv:0.263, acc:0.437, f1:0.390, mcc:0.001, total+:240, total-:110\n", "@threshold:-0.118, sens:0.759, spec:0.333, ppv:0.261, acc:0.434, f1:0.389, mcc:0.001, total+:241, total-:109\n", "@threshold:-0.119, sens:0.771, spec:0.333, ppv:0.264, acc:0.437, f1:0.394, mcc:0.001, total+:242, total-:108\n", "@threshold:-0.120, sens:0.771, spec:0.330, ppv:0.263, acc:0.434, f1:0.393, mcc:0.001, total+:243, total-:107\n", "@threshold:-0.130, sens:0.783, spec:0.315, ppv:0.262, acc:0.426, f1:0.393, mcc:0.001, total+:248, total-:102\n", "@threshold:-0.132, sens:0.783, spec:0.311, ppv:0.261, acc:0.423, f1:0.392, mcc:0.001, total+:249, total-:101\n", "@threshold:-0.148, sens:0.795, spec:0.288, ppv:0.258, acc:0.409, f1:0.389, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.149, sens:0.807, spec:0.285, ppv:0.260, acc:0.409, f1:0.393, mcc:0.001, total+:258, total-:92\n", "@threshold:-0.157, sens:0.819, spec:0.281, ppv:0.262, acc:0.409, f1:0.397, mcc:0.001, total+:260, total-:90\n", "@threshold:-0.159, sens:0.819, spec:0.277, ppv:0.261, acc:0.406, f1:0.395, mcc:0.001, total+:261, total-:89\n", "@threshold:-0.164, sens:0.831, spec:0.273, ppv:0.262, acc:0.406, f1:0.399, mcc:0.001, total+:263, total-:87\n", "@threshold:-0.164, sens:0.831, spec:0.270, ppv:0.261, acc:0.403, f1:0.398, mcc:0.001, total+:264, total-:86\n", "@threshold:-0.165, sens:0.843, spec:0.270, ppv:0.264, acc:0.406, f1:0.402, mcc:0.001, total+:265, total-:85\n", "@threshold:-0.168, sens:0.843, spec:0.266, ppv:0.263, acc:0.403, f1:0.401, mcc:0.001, total+:266, total-:84\n", "@threshold:-0.176, sens:0.855, spec:0.262, ppv:0.265, acc:0.403, f1:0.405, mcc:0.001, total+:268, total-:82\n", "@threshold:-0.177, sens:0.867, spec:0.258, ppv:0.267, acc:0.403, f1:0.408, mcc:0.001, total+:270, total-:80\n", "@threshold:-0.208, sens:0.880, spec:0.217, ppv:0.259, acc:0.374, f1:0.400, mcc:0.001, total+:282, total-:68\n", "@threshold:-0.214, sens:0.880, spec:0.213, ppv:0.258, acc:0.371, f1:0.399, mcc:0.001, total+:283, total-:67\n", "@threshold:-0.259, sens:0.892, spec:0.161, ppv:0.248, acc:0.334, f1:0.388, mcc:0.001, total+:298, total-:52\n", "@threshold:-0.261, sens:0.904, spec:0.157, ppv:0.250, acc:0.334, f1:0.392, mcc:0.001, total+:300, total-:50\n", "@threshold:-0.264, sens:0.916, spec:0.154, ppv:0.252, acc:0.334, f1:0.395, mcc:0.001, total+:302, total-:48\n", "@threshold:-0.265, sens:0.916, spec:0.150, ppv:0.251, acc:0.331, f1:0.394, mcc:0.001, total+:303, total-:47\n", "@threshold:-0.269, sens:0.928, spec:0.146, ppv:0.252, acc:0.331, f1:0.397, mcc:0.001, total+:305, total-:45\n", "@threshold:-0.273, sens:0.928, spec:0.142, ppv:0.252, acc:0.329, f1:0.396, mcc:0.001, total+:306, total-:44\n", "@threshold:-0.288, sens:0.940, spec:0.124, ppv:0.250, acc:0.317, f1:0.395, mcc:0.001, total+:312, total-:38\n", "@threshold:-0.292, sens:0.940, spec:0.120, ppv:0.249, acc:0.314, f1:0.394, mcc:0.001, total+:313, total-:37\n", "@threshold:-0.311, sens:0.952, spec:0.109, ppv:0.249, acc:0.309, f1:0.395, mcc:0.001, total+:317, total-:33\n", "@threshold:-0.323, sens:0.952, spec:0.105, ppv:0.248, acc:0.306, f1:0.394, mcc:0.001, total+:318, total-:32\n", "@threshold:-0.327, sens:0.964, spec:0.105, ppv:0.251, acc:0.309, f1:0.398, mcc:0.001, total+:319, total-:31\n", "@threshold:-0.329, sens:0.964, spec:0.101, ppv:0.250, acc:0.306, f1:0.397, mcc:0.001, total+:320, total-:30\n", "@threshold:-0.330, sens:0.976, spec:0.101, ppv:0.252, acc:0.309, f1:0.401, mcc:0.002, total+:321, total-:29\n", "@threshold:-0.334, sens:0.976, spec:0.097, ppv:0.252, acc:0.306, f1:0.400, mcc:0.002, total+:322, total-:28\n", "@threshold:-0.605, sens:0.988, spec:0.022, ppv:0.239, acc:0.251, f1:0.385, mcc:0.001, total+:343, total-:7\n", "@threshold:-0.615, sens:0.988, spec:0.019, ppv:0.238, acc:0.249, f1:0.384, mcc:0.001, total+:344, total-:6\n", "@threshold:-0.623, sens:0.988, spec:0.007, ppv:0.236, acc:0.240, f1:0.381, mcc:-0.001, total+:347, total-:3\n", "@threshold:-0.628, sens:0.988, spec:0.004, ppv:0.236, acc:0.237, f1:0.381, mcc:-0.004, total+:348, total-:2\n", "@threshold:-0.631, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " MatDeliveryAge | coef 0.030 95% CI: [0.026 , 0.034] | OR_adj 1.030 [1.027 1.034] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs7:Viral infect:0.053\n", "\n", " Vital: HC-latest | coef 0.027 95% CI: [0.023 , 0.032] | OR_adj 1.028 [1.023 1.032] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.106\n", " Diagnosis:9ccs154:Gastroent:-0.099\n", "\n", "* Vital: Ht-gain1to5 | coef 0.027 95% CI: [0.023 , 0.031] | OR_adj 1.027 [1.023 1.032] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.062\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.061\n", " Diagnosis:9ccs135:Intest infct:0.054\n", "\n", " Vital: Temp-avg10to13 | coef 0.026 95% CI: [0.022 , 0.029] | OR_adj 1.026 [1.022 1.030] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.048\n", " Diagnosis:9ccs135:Intest infct:0.048\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", "\n", " Number of Visits | coef 0.025 95% CI: [0.022 , 0.029] | OR_adj 1.026 [1.022 1.029] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", " Diagnosis:9ccs125:Bronchitis:0.293\n", " Diagnosis:9ccs90:Eye infectn:0.288\n", "\n", " Vital: HC-gain5to10 | coef 0.024 95% CI: [0.021 , 0.028] | OR_adj 1.025 [1.021 1.028] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " MatDeliveryAge:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.046\n", " Diagnosis:9ccs128:Asthma:0.046\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.042\n", " Diagnosis:9ccs222:Perint jaund:-0.040\n", "\n", "* Vital: Ht-avg1to3 | coef 0.023 95% CI: [0.019 , 0.026] | OR_adj 1.023 [1.019 1.027] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.039\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.036\n", "\n", " Vital: Temp-latest | coef 0.023 95% CI: [0.020 , 0.025] | OR_adj 1.023 [1.020 1.026] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", " Diagnosis:9ccs258:Other screen:-0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.040\n", "\n", "* Vital: Ht-avg0to1 | coef 0.022 95% CI: [0.018 , 0.026] | OR_adj 1.022 [1.018 1.026] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Diagnosis:9ccs247:Lymph enlarg:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.055\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.048\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.048\n", " Diagnosis:9ccs125:Bronchitis:0.047\n", " Diagnosis:9ccs127:COPD:0.047\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.022 95% CI: [0.016 , 0.027] | OR_adj 1.022 [1.017 1.027] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", " Diagnosis:9ccs135:Intest infct:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.039\n", " Diagnosis:9ccs154:Gastroent:0.037\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.037\n", " Lab:294495 LEAD, BLOOD - LMC:-0.036\n", "\n", " Vital: Temp-avg3to5 | coef 0.022 95% CI: [0.018 , 0.026] | OR_adj 1.022 [1.018 1.026] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs154:Gastroent:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.042\n", "\n", "* Vital: Ht-avg19to24 | coef 0.021 95% CI: [0.018 , 0.025] | OR_adj 1.022 [1.018 1.025] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs134:Ot uppr resp:0.057\n", " Diagnosis:9ccs59:Anemia:-0.056\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.041\n", " Diagnosis:9ccs136:Teeth dx:-0.038\n", " Diagnosis:9ccs258:Other screen:-0.035\n", "\n", "* Vital: Ht-avg16to19 | coef 0.021 95% CI: [0.018 , 0.025] | OR_adj 1.021 [1.018 1.025] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.045\n", " Diagnosis:9ccs59:Anemia:-0.044\n", " Diagnosis:9ccs143:Abdom hernia:0.043\n", " Diagnosis:9ccs239:Superfic inj:-0.038\n", " Diagnosis:9ccs253:Allergy:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.035\n", " Number of Visits:0.032\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Vital: Ht-gain16to24 | coef 0.020 95% CI: [0.018 , 0.022] | OR_adj 1.020 [1.018 1.022] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.047\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", " MatDeliveryAge:-0.044\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.040\n", " Diagnosis:9ccs7:Viral infect:-0.039\n", " Diagnosis:9ccs90:Eye infectn:-0.036\n", "\n", " Vital: HC-gain1to5 | coef 0.020 95% CI: [0.016 , 0.024] | OR_adj 1.020 [1.016 1.024] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.060\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", "\n", "* Vital: Ht-latest | coef 0.019 95% CI: [0.017 , 0.022] | OR_adj 1.019 [1.017 1.022] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", " Vital: Ht-gain10to16 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.019 [1.017 1.021] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.040\n", " Diagnosis:9ccs59:Anemia:0.040\n", "\n", "* Vital: HC-avg7to10 | coef 0.017 95% CI: [0.014 , 0.021] | OR_adj 1.018 [1.014 1.021] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.038\n", " Diagnosis:9ccs213:Cardiac anom:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.035\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.035\n", " Diagnosis:9ccs59:Anemia:-0.034\n", " Diagnosis:9ccs137:Mouth dx:-0.032\n", "\n", " Vital: Ht-gain0to3 | coef 0.017 95% CI: [0.015 , 0.019] | OR_adj 1.017 [1.015 1.019] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", " Diagnosis:9ccs166:Oth male gen:0.038\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.037\n", " Diagnosis:9ccs7:Viral infect:0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.031\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.030\n", "\n", " Vital: Ht-gain7to13 | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.017 [1.016 1.019] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " MatDeliveryAge:0.037\n", " Diagnosis:9ccs151:Oth liver dx:-0.035\n", " Diagnosis:9ccs133:Oth low resp:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.016 95% CI: [0.010 , 0.023] | OR_adj 1.016 [1.010 1.023] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.053\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.050\n", " Diagnosis:9ccs127:COPD:0.049\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.046\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.016 95% CI: [0.011 , 0.021] | OR_adj 1.016 [1.012 1.021] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Diagnosis:9ccs90:Eye infectn:0.045\n", " Diagnosis:9ccs143:Abdom hernia:0.044\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs136:Teeth dx:-0.043\n", " Diagnosis:9ccs0:No DX:0.042\n", " Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs166:Oth male gen:-0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.038\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", "\n", "* Vital: HC-gain0to24 | coef 0.016 95% CI: [0.011 , 0.020] | OR_adj 1.016 [1.011 1.020] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.045\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " MatDeliveryAge:0.041\n", " Diagnosis:9ccs253:Allergy:0.040\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", " Diagnosis:9ccs213:Cardiac anom:0.038\n", "\n", " Vital: Ht-avg7to10 | coef 0.015 95% CI: [0.014 , 0.017] | OR_adj 1.016 [1.014 1.017] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.047\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.042\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.036\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.015 [1.013 1.018] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.351\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.322\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.319\n", "\n", " Vital: HC-avg0to1 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.047\n", " Diagnosis:9ccs91:Other eye dx:0.047\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.044\n", " Diagnosis:9ccs143:Abdom hernia:0.044\n", " Diagnosis:9ccs222:Perint jaund:-0.041\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.015 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.017] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.175\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.162\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.130\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.125\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.108\n", "\n", " Vital: HC-avg3to5 | coef 0.015 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.018] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs91:Other eye dx:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Number of Visits:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.042\n", " MatDeliveryAge:0.040\n", " Diagnosis:9ccs222:Perint jaund:-0.040\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.040\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.015 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.017] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.553\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.531\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.493\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.322\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.318\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.266\n", "\n", "* Vital: HC-avg1to3 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Number of Visits:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.044\n", " Diagnosis:9ccs59:Anemia:-0.039\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs91:Other eye dx:0.033\n", " Diagnosis:9ccs0:No DX:0.031\n", " Diagnosis:9ccs222:Perint jaund:-0.031\n", "\n", "* Vital: Ht Percentile-latest | coef 0.014 95% CI: [0.011 , 0.017] | OR_adj 1.014 [1.011 1.017] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.044\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.041\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.033\n", " Diagnosis:9ccs154:Gastroent:-0.030\n", " Diagnosis:9ccs0:No DX:0.030\n", "\n", " Vital: HC-gain0to3 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs127:COPD:-0.037\n", " Diagnosis:9ccs136:Teeth dx:-0.034\n", " Diagnosis:9ccs143:Abdom hernia:0.032\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.030\n", " Diagnosis:9ccs58:Ot nutrit dx:0.027\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.548\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.527\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.489\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.341\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.333\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.319\n", "\n", "* Vital: HC-avg19to24 | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.013 [1.011 1.016] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs253:Allergy:0.041\n", " Diagnosis:9ccs133:Oth low resp:0.041\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.016] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.260\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.246\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.187\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.148\n", "\n", " Vital: HC-gain13to19 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Diagnosis:9ccs239:Superfic inj:0.036\n", " Diagnosis:9ccs125:Bronchitis:0.034\n", " Diagnosis:9ccs143:Abdom hernia:-0.033\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.033\n", "\n", " Vital: HC-gain16to24 | coef 0.013 95% CI: [0.010 , 0.016] | OR_adj 1.013 [1.010 1.016] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.031\n", " Diagnosis:9ccs135:Intest infct:-0.031\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.030\n", " MatDeliveryAge:-0.030\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.341\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.318\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.297\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.282\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.268\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.229\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.318\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.270\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.229\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.205\n", "\n", " Vital: HR-latest | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Diagnosis:9ccs94:Other ear dx:-0.047\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.044\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.043\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.009 1.014] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.331\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.318\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.318\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.269\n", "\n", "* Vital: HC-avg16to19 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.078\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.046\n", " Diagnosis:9ccs166:Oth male gen:0.040\n", " Diagnosis:9ccs2603:E Codes: Fall:0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.050\n", "\n", " Vital: HC-avg13to16 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.073\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " MatDeliveryAge:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.036\n", " Diagnosis:9ccs96:Hrt valve dx:0.034\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.032\n", " Diagnosis:9ccs154:Gastroent:-0.031\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.014] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Number of Visits:0.045\n", " Diagnosis:9ccs127:COPD:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.035\n", " Diagnosis:9ccs74:Ot mentl cnd:0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.033\n", " Diagnosis:9ccs213:Cardiac anom:-0.030\n", " Diagnosis:9ccs94:Other ear dx:0.030\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.030\n", " Diagnosis:9ccs96:Hrt valve dx:-0.027\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.027\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.122\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.115\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.104\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.101\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Number of Visits:0.054\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs213:Cardiac anom:0.040\n", " Diagnosis:9ccs133:Oth low resp:-0.033\n", " Diagnosis:9ccs113:Late eff CVD:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.032\n", " Diagnosis:9ccs137:Mouth dx:0.032\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.612\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.531\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.527\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.463\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.009 95% CI: [0.006 , 0.012] | OR_adj 1.009 [1.006 1.012] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.040\n", " Diagnosis:9ccs134:Ot uppr resp:0.040\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Diagnosis:9ccs239:Superfic inj:-0.037\n", " Diagnosis:9ccs138:Esophgeal dx:-0.035\n", " Diagnosis:9ccs94:Other ear dx:0.032\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", " Diagnosis:9ccs125:Bronchitis:-0.030\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.656\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.649\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.621\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.269\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.656\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.633\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.493\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.489\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.438\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.282\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.241\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.217\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.715\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.673\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.639\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.481\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.331\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs94:Other ear dx:0.040\n", " Diagnosis:9ccs128:Asthma:0.037\n", " Diagnosis:9ccs143:Abdom hernia:0.037\n", " Diagnosis:9ccs213:Cardiac anom:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.032\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs143:Abdom hernia:-0.036\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.034\n", " Diagnosis:9ccs198:Ot infl skin:-0.032\n", " Diagnosis:9ccs154:Gastroent:-0.031\n", "\n", "* Vital: HR-avg5to7 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.011] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs122:Pneumonia:0.041\n", " Diagnosis:9ccs257:Ot aftercare:0.041\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.038\n", " Diagnosis:9ccs257:Ot aftercare:-0.038\n", " Diagnosis:9ccs127:COPD:0.037\n", " Diagnosis:9ccs134:Ot uppr resp:0.036\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs0:No DX:0.050\n", " Diagnosis:9ccs258:Other screen:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.037\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.037\n", " Diagnosis:9ccs127:COPD:0.036\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs166:Oth male gen:-0.046\n", " Diagnosis:9ccs94:Other ear dx:0.046\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.043\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs133:Oth low resp:0.039\n", " Diagnosis:9ccs59:Anemia:-0.035\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.007 95% CI: [0.004 , 0.009] | OR_adj 1.007 [1.004 1.009] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Diagnosis:9ccs255:Social admin:0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.711\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.672\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.553\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.548\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.486\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.050\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs127:COPD:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.046\n", " Diagnosis:9ccs7:Viral infect:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.042\n", " Number of Visits:0.041\n", " Diagnosis:9ccs257:Ot aftercare:-0.039\n", "\n", " Vital: HR-avg16to19 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs258:Other screen:0.061\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Diagnosis:9ccs0:No DX:0.044\n", " Diagnosis:9ccs161:Ot dx kidney:0.042\n", " Diagnosis:9ccs2603:E Codes: Fall:0.042\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.038\n", "\n", " Vital: HR-avg7to10 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Diagnosis:9ccs166:Oth male gen:-0.037\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs133:Oth low resp:0.072\n", " Diagnosis:9ccs128:Asthma:0.072\n", "\n", " Vital: RR-avg10to13 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.041\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.039\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs253:Allergy:0.126\n", " Diagnosis:9ccs143:Abdom hernia:0.103\n", "\n", " Vital: HR-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", " Number of Visits:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", " Diagnosis:9ccs247:Lymph enlarg:0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.045\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs127:COPD:0.050\n", " Diagnosis:9ccs213:Cardiac anom:-0.039\n", " Diagnosis:9ccs125:Bronchitis:0.037\n", " Diagnosis:9ccs247:Lymph enlarg:0.036\n", " Diagnosis:9ccs91:Other eye dx:0.035\n", " Diagnosis:9ccs59:Anemia:-0.033\n", " Diagnosis:9ccs122:Pneumonia:-0.030\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.028\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.006] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs94:Other ear dx:-0.046\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.044\n", " Diagnosis:9ccs127:COPD:-0.034\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.033\n", " Diagnosis:9ccs7:Viral infect:0.033\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", " Diagnosis:9ccs90:Eye infectn:0.180\n", " Diagnosis:9ccs253:Allergy:0.174\n", " Diagnosis:9ccs135:Intest infct:0.168\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", " Diagnosis:9ccs133:Oth low resp:0.164\n", " Diagnosis:9ccs90:Eye infectn:0.127\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Number of Visits:0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs198:Ot infl skin:0.042\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs143:Abdom hernia:-0.038\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", " Diagnosis:9ccs253:Allergy:0.174\n", " Diagnosis:9ccs135:Intest infct:0.171\n", "\n", " Vital: RR-avg1to3 | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.052\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.048\n", " Diagnosis:9ccs151:Oth liver dx:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.046\n", " Diagnosis:9ccs58:Ot nutrit dx:0.044\n", " Diagnosis:9ccs161:Ot dx kidney:0.042\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs90:Eye infectn:0.131\n", " Diagnosis:9ccs122:Pneumonia:0.128\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.045\n", " Diagnosis:9ccs250:Nausea/vomit:0.043\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", " Diagnosis:9ccs90:Eye infectn:0.131\n", " Diagnosis:9ccs155:Other GI dx:0.117\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Diagnosis:9ccs127:COPD:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.047\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.146\n", " Diagnosis:9ccs135:Intest infct:0.145\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", " Diagnosis:9ccs138:Esophgeal dx:0.145\n", " Diagnosis:9ccs257:Ot aftercare:0.142\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs135:Intest infct:0.131\n", " Diagnosis:9ccs255:Social admin:0.131\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", " Diagnosis:9ccs258:Other screen:0.145\n", " Diagnosis:9ccs58:Ot nutrit dx:0.133\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs258:Other screen:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs151:Oth liver dx:0.077\n", " Diagnosis:9ccs135:Intest infct:0.061\n", " Number of Visits:0.059\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Lab:294495 LEAD, BLOOD - LMC:0.055\n", " Diagnosis:9ccs258:Other screen:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.046\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs166:Oth male gen:0.064\n", " Diagnosis:9ccs90:Eye infectn:0.062\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", " Diagnosis:9ccs7:Viral infect:0.122\n", " Diagnosis:9ccs133:Oth low resp:0.096\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", " Diagnosis:9ccs10:Immuniz/scrn:0.161\n", " Diagnosis:9ccs255:Social admin:0.138\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.051\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Diagnosis:9ccs113:Late eff CVD:-0.050\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs161:Ot dx kidney:0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs7:Viral infect:0.051\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", " Diagnosis:9ccs135:Intest infct:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.042\n", " Diagnosis:9ccs90:Eye infectn:0.035\n", " Diagnosis:9ccs155:Other GI dx:0.034\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs253:Allergy:0.087\n", " Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", " Diagnosis:9ccs247:Lymph enlarg:0.083\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.077\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:0.068\n", " Diagnosis:9ccs135:Intest infct:0.065\n", " MatDeliveryAge:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:-0.035\n", " Diagnosis:9ccs250:Nausea/vomit:-0.035\n", " Diagnosis:9ccs247:Lymph enlarg:0.034\n", " Diagnosis:9ccs253:Allergy:0.031\n", " Diagnosis:9ccs133:Oth low resp:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.030\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", " Diagnosis:9ccs133:Oth low resp:-0.048\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.047\n", " Diagnosis:9ccs91:Other eye dx:0.046\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs2603:E Codes: Fall:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Number of Visits:0.112\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.058\n", " Lab:294495 LEAD, BLOOD - LMC:-0.057\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs253:Allergy:0.066\n", " Diagnosis:9ccs198:Ot infl skin:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.082\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs91:Other eye dx:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Diagnosis:9ccs253:Allergy:0.099\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs137:Mouth dx:0.094\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.093\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Number of Visits:0.130\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", " Diagnosis:9ccs135:Intest infct:0.060\n", " Diagnosis:9ccs154:Gastroent:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Diagnosis:9ccs91:Other eye dx:0.093\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", " Diagnosis:9ccs250:Nausea/vomit:0.076\n", " Diagnosis:9ccs135:Intest infct:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs138:Esophgeal dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs239:Superfic inj:0.063\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs7:Viral infect:0.086\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Number of Visits:0.095\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", " Diagnosis:9ccs239:Superfic inj:0.067\n", " Diagnosis:9ccs151:Oth liver dx:0.064\n", " Diagnosis:9ccs253:Allergy:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.060\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.045\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", " Diagnosis:9ccs213:Cardiac anom:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.038\n", " Diagnosis:9ccs198:Ot infl skin:0.038\n", " Diagnosis:9ccs7:Viral infect:0.035\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.033\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Number of Visits:0.107\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs7:Viral infect:0.072\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:0.070\n", " Diagnosis:9ccs134:Ot uppr resp:0.068\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", "\n", "MatDeliveryAge : 0.0298812804927\n", "Vital : 0.723124122055\n", "Number of Visits : 0.0253090259331\n", "Census : 0.168319941939\n", "Diagnosis : 0.0513665568319\n", "Newborn Diagnosis : 0.00147608409275\n", "Lab : 0.000522988655623\n", "Time to run analysis 0:11:47.109428\n", "Total Time elapsed 8:35:21.441199\n", "-----------------------------------------------------\n", "\n", "boys lasso_fts no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.107\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.113\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: -0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.640\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.117\n", "AUC Test: 0.556, Explained Variance Score Test: -0.042\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: -0.091\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.028\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.536, Explained Variance Score Test: -0.058\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: -0.124\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.065\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.665, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.558, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.050\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.021\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.476, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.589, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.010\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.607, R^2 test: 0.005\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.601, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.541\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.567, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.045\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.036\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.580, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.036\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: -0.060\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.094\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.526, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: -0.064\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.079\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: -0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.724\n", "AUC Validation: 0.470, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.586, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.037\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.034\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.552, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.006\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.532, R^2 test: -0.005\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.029\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.623\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.558, Explained Variance Score Test: -0.058\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.085\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.095\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.080\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.093\n", "AUC Test: 0.578, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: -0.174\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: -0.167\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.487, Explained Variance Score Validation: -0.128\n", "AUC Test: 0.590, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.578, R^2 test: 0.017\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.020\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.009\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.541, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: -0.030\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.080\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.084\n", "AUC Test: 0.591, Explained Variance Score Test: -0.062\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.607, R^2 test: -0.077\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: -0.084\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.056\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.065\n", "AUC Test: 0.594, Explained Variance Score Test: -0.019\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: -0.114\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: -0.080\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: -0.136\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.101\n", "AUC Test: 0.573, Explained Variance Score Test: -0.043\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.098\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: -0.061\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: -0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.578, Explained Variance Score Test: -0.046\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.616, R^2 test: -0.067\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: -0.095\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: -0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.656, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.588, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: -0.021\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.019\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.509, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.535, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: -0.016\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.009\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: -0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.539, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.548, R^2 test: -0.070\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.041\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: -0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.543, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.520, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: -0.078\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: -0.067\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.442, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.538, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.581, R^2 test: -0.050\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: -0.017\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: -0.045\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.059\n", "AUC Test: 0.540, Explained Variance Score Test: -0.072\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.577, R^2 test: -0.007\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.010\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: -0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.538, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.557, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.007\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.046\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: -0.025\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.569, Explained Variance Score Test: -0.076\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: 0.044\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: -0.009\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.043\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.510, Explained Variance Score Test: -0.087\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.573, R^2 test: -0.092\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.121\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.147\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.479, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.585, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.607, R^2 test: 0.007\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.025\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.012\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.608, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.575, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.616, R^2 test: -0.075\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.065\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: -0.080\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.546, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.537, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.057\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: -0.103\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.107\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.369, Explained Variance Score Validation: -0.101\n", "AUC Test: 0.519, Explained Variance Score Test: -0.054\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.047\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.046\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.055\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.546, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.602, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.512, R^2 test: -0.065\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: -0.091\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: -0.068\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.440, Explained Variance Score Validation: -0.082\n", "AUC Test: 0.576, Explained Variance Score Test: -0.010\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.146\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: -0.145\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: -0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.531, Explained Variance Score Test: -0.099\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.114\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: -0.098\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: -0.024\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.581, Explained Variance Score Test: -0.010\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: -0.043\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.013\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.531, Explained Variance Score Test: -0.023\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.562, R^2 test: -0.074\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.132\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: -0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.569\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.612, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.028\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.056\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: -0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.509, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: -0.101\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.123\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.731\n", "AUC Validation: 0.420, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.529, Explained Variance Score Test: -0.096\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.511, R^2 test: -0.001\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: -0.047\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.007\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.578, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.571, R^2 test: -0.047\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.002\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.550, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.510, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: -0.174\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.185\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: -0.196\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.386, Explained Variance Score Validation: -0.186\n", "AUC Test: 0.582, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.575, R^2 test: -0.026\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: -0.053\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.624, Explained Variance Score Test: 0.059\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.010\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: -0.007\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.536\n", "AUC Validation: 0.526, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.536, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.562, R^2 test: -0.013\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.021\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.572, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.545, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.010\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: -0.029\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.995, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.717, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.613, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: 0.010\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.038\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.586, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.549, Explained Variance Score Test: -0.065\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.049\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: -0.073\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: -0.068\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.067\n", "AUC Test: 0.538, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.064\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.020\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: -0.039\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.594, Explained Variance Score Test: 0.005\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: -0.011\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.047\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.581, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: -0.063\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.063\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: -0.096\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.899, Explained Variance Score Train: 0.473\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.598, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.062\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.040\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.537, Explained Variance Score Test: -0.042\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.589, R^2 test: 0.064\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.019\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.000\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.538, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.541, Explained Variance Score Test: -0.046\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.600, R^2 test: -0.074\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.068\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: -0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.548, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.586, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: -0.104\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: -0.140\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.115\n", "AUC Test: 0.580, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.075\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.050\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.638\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.602, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: -0.062\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: -0.036\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.567, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.573, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.035\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.002\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.060\n", "AUC Test: 0.586, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: -0.102\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: -0.125\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.392, Explained Variance Score Validation: -0.109\n", "AUC Test: 0.597, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: -0.092\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.100\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: -0.092\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.576, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.004\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: -0.258\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.206\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.667\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.498, Explained Variance Score Test: -0.090\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.041\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.014\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.033\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.595, Explained Variance Score Test: -0.137\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.068\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: -0.043\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: -0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.615, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.600, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: -0.004\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.004\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.016\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.535, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.050\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.011\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: -0.038\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.609, Explained Variance Score Test: -0.003\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: -0.049\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.036\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.035\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.592, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.014\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: -0.034\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.609, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.608, R^2 test: -0.061\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.050\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: -0.083\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.608, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: -0.021\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.007\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.551, Explained Variance Score Test: -0.029\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.028\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: -0.001\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.023\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.537, Explained Variance Score Test: -0.104\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: -0.017\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.108\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: -0.047\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.531, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.587, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.547, R^2 test: -0.140\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: -0.212\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: -0.301\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.226\n", "AUC Test: 0.529, Explained Variance Score Test: -0.096\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: -0.025\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.625, R^2 test: -0.010\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.006\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.690, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.553, Explained Variance Score Test: -0.072\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.501, R^2 test: -0.101\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.576, R^2 test: -0.125\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: -0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.447, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.560, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.631, R^2 test: -0.072\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.075\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: -0.083\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.448, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.620, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.072\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.628, R^2 test: 0.073\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.610, R^2 test: 0.076\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.573, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: -0.091\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.100\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: -0.205\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.552, Explained Variance Score Test: -0.108\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: -0.009\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: -0.046\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: -0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.564, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: -0.020\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: -0.006\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: -0.026\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.497, Explained Variance Score Test: -0.065\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.008\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.039\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: -0.005\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.568, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.017\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.034\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.573, Explained Variance Score Test: 0.007\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.555, R^2 test: -0.014\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: -0.028\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.563, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: -0.066\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: -0.074\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: -0.136\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.115\n", "AUC Test: 0.507, Explained Variance Score Test: -0.083\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.076\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.119\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.067\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.608, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.560, R^2 test: -0.125\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.199\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: -0.202\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.166\n", "AUC Test: 0.537, Explained Variance Score Test: -0.070\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: 0.012\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: 0.000\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.642, Explained Variance Score Test: 0.032\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: -0.042\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: -0.121\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: -0.112\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.592, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.013\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: -0.017\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.653, R^2 test: -0.018\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.582, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.018\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.050\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.608, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: 0.015\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: 0.017\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.579, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.017\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.004\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.011\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.639, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.112\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: -0.104\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: -0.047\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.560, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: -0.002\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: 0.008\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.013\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.661, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: -0.018\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.043\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.071\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.787\n", "AUC Validation: 0.551, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.596, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.107\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.560, R^2 test: -0.092\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.098\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.614, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.033\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.014\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.653, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.595, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.088\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: -0.138\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.552, Explained Variance Score Test: 0.001\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.593, R^2 test: -0.019\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.003\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.597, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: 0.034\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.011\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.597, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.581, R^2 test: -0.148\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.613, R^2 test: -0.171\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.133\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.456, Explained Variance Score Validation: -0.134\n", "AUC Test: 0.584, Explained Variance Score Test: -0.064\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.001\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.029\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: -0.027\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.578, Explained Variance Score Test: 0.010\n", "\n", "total Variables 116 and total subjects: 1751\n", "->AUC validation: 0.563 95% CI: [0.549 , 0.578]\n", "->AUC test: 0.570 95% CI: [0.563 , 0.576]\n", "->R^2 validation: -0.023 95% CI: [-0.036 , -0.011]\n", "->R^2 test: -0.021 95% CI: [-0.029 , -0.014]\n", "->Explained Variance validation: -0.042 95% CI: [-0.054 , -0.030]\n", "->Explained Variance test: -0.044 95% CI: [-0.051 , -0.037]\n", "Test set metrics:\n", "@threshold:1.642, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.642, sens:0.000, spec:1.000, ppv:0.000, acc:0.763, f1:0.000, mcc:0.000, total+:0, total-:350\n", "@threshold:0.512, sens:0.000, spec:0.996, ppv:0.000, acc:0.760, f1:0.000, mcc:-0.034, total+:1, total-:349\n", "@threshold:0.485, sens:0.000, spec:0.993, ppv:0.000, acc:0.757, f1:0.000, mcc:-0.024, total+:2, total-:348\n", "@threshold:0.405, sens:0.012, spec:0.985, ppv:0.200, acc:0.754, f1:0.023, mcc:-0.003, total+:5, total-:345\n", "@threshold:0.404, sens:0.012, spec:0.981, ppv:0.167, acc:0.751, f1:0.022, mcc:-0.005, total+:6, total-:344\n", "@threshold:0.354, sens:0.024, spec:0.970, ppv:0.200, acc:0.746, f1:0.043, mcc:-0.002, total+:10, total-:340\n", "@threshold:0.354, sens:0.024, spec:0.966, ppv:0.182, acc:0.743, f1:0.043, mcc:-0.003, total+:11, total-:339\n", "@threshold:0.313, sens:0.036, spec:0.944, ppv:0.167, acc:0.729, f1:0.059, mcc:-0.003, total+:18, total-:332\n", "@threshold:0.289, sens:0.036, spec:0.940, ppv:0.158, acc:0.726, f1:0.059, mcc:-0.003, total+:19, total-:331\n", "@threshold:0.284, sens:0.048, spec:0.940, ppv:0.200, acc:0.729, f1:0.078, mcc:-0.002, total+:20, total-:330\n", "@threshold:0.264, sens:0.060, spec:0.936, ppv:0.227, acc:0.729, f1:0.095, mcc:-0.000, total+:22, total-:328\n", "@threshold:0.197, sens:0.072, spec:0.925, ppv:0.231, acc:0.723, f1:0.110, mcc:-0.000, total+:26, total-:324\n", "@threshold:0.187, sens:0.072, spec:0.921, ppv:0.222, acc:0.720, f1:0.109, mcc:-0.001, total+:27, total-:323\n", "@threshold:0.169, sens:0.084, spec:0.918, ppv:0.241, acc:0.720, f1:0.125, mcc:0.000, total+:29, total-:321\n", "@threshold:0.156, sens:0.084, spec:0.914, ppv:0.233, acc:0.717, f1:0.124, mcc:-0.000, total+:30, total-:320\n", "@threshold:0.155, sens:0.096, spec:0.914, ppv:0.258, acc:0.720, f1:0.140, mcc:0.001, total+:31, total-:319\n", "@threshold:0.149, sens:0.096, spec:0.910, ppv:0.250, acc:0.717, f1:0.139, mcc:0.000, total+:32, total-:318\n", "@threshold:0.140, sens:0.108, spec:0.899, ppv:0.250, acc:0.711, f1:0.151, mcc:0.000, total+:36, total-:314\n", "@threshold:0.139, sens:0.108, spec:0.895, ppv:0.243, acc:0.709, f1:0.150, mcc:0.000, total+:37, total-:313\n", "@threshold:0.136, sens:0.120, spec:0.888, ppv:0.250, acc:0.706, f1:0.163, mcc:0.000, total+:40, total-:310\n", "@threshold:0.135, sens:0.120, spec:0.884, ppv:0.244, acc:0.703, f1:0.161, mcc:0.000, total+:41, total-:309\n", "@threshold:0.135, sens:0.133, spec:0.884, ppv:0.262, acc:0.706, f1:0.176, mcc:0.001, total+:42, total-:308\n", "@threshold:0.129, sens:0.133, spec:0.880, ppv:0.256, acc:0.703, f1:0.175, mcc:0.001, total+:43, total-:307\n", "@threshold:0.115, sens:0.145, spec:0.869, ppv:0.255, acc:0.697, f1:0.185, mcc:0.001, total+:47, total-:303\n", "@threshold:0.103, sens:0.145, spec:0.865, ppv:0.250, acc:0.694, f1:0.183, mcc:0.000, total+:48, total-:302\n", "@threshold:0.103, sens:0.157, spec:0.865, ppv:0.265, acc:0.697, f1:0.197, mcc:0.001, total+:49, total-:301\n", "@threshold:0.100, sens:0.169, spec:0.861, ppv:0.275, acc:0.697, f1:0.209, mcc:0.001, total+:51, total-:299\n", "@threshold:0.099, sens:0.181, spec:0.861, ppv:0.288, acc:0.700, f1:0.222, mcc:0.002, total+:52, total-:298\n", "@threshold:0.092, sens:0.181, spec:0.858, ppv:0.283, acc:0.697, f1:0.221, mcc:0.001, total+:53, total-:297\n", "@threshold:0.071, sens:0.193, spec:0.839, ppv:0.271, acc:0.686, f1:0.225, mcc:0.001, total+:59, total-:291\n", "@threshold:0.067, sens:0.193, spec:0.835, ppv:0.267, acc:0.683, f1:0.224, mcc:0.001, total+:60, total-:290\n", "@threshold:0.059, sens:0.205, spec:0.824, ppv:0.266, acc:0.677, f1:0.231, mcc:0.001, total+:64, total-:286\n", "@threshold:0.053, sens:0.205, spec:0.820, ppv:0.262, acc:0.674, f1:0.230, mcc:0.001, total+:65, total-:285\n", "@threshold:0.044, sens:0.217, spec:0.816, ppv:0.269, acc:0.674, f1:0.240, mcc:0.001, total+:67, total-:283\n", "@threshold:0.042, sens:0.217, spec:0.813, ppv:0.265, acc:0.671, f1:0.238, mcc:0.001, total+:68, total-:282\n", "@threshold:0.040, sens:0.229, spec:0.809, ppv:0.271, acc:0.671, f1:0.248, mcc:0.001, total+:70, total-:280\n", "@threshold:0.036, sens:0.229, spec:0.805, ppv:0.268, acc:0.669, f1:0.247, mcc:0.001, total+:71, total-:279\n", "@threshold:0.035, sens:0.241, spec:0.805, ppv:0.278, acc:0.671, f1:0.258, mcc:0.001, total+:72, total-:278\n", "@threshold:0.033, sens:0.241, spec:0.801, ppv:0.274, acc:0.669, f1:0.256, mcc:0.001, total+:73, total-:277\n", "@threshold:0.032, sens:0.253, spec:0.801, ppv:0.284, acc:0.671, f1:0.268, mcc:0.001, total+:74, total-:276\n", "@threshold:0.028, sens:0.265, spec:0.798, ppv:0.289, acc:0.671, f1:0.277, mcc:0.002, total+:76, total-:274\n", "@threshold:0.013, sens:0.277, spec:0.787, ppv:0.287, acc:0.666, f1:0.282, mcc:0.001, total+:80, total-:270\n", "@threshold:0.012, sens:0.277, spec:0.783, ppv:0.284, acc:0.663, f1:0.280, mcc:0.001, total+:81, total-:269\n", "@threshold:-0.039, sens:0.289, spec:0.712, ppv:0.238, acc:0.611, f1:0.261, mcc:0.000, total+:101, total-:249\n", "@threshold:-0.041, sens:0.289, spec:0.708, ppv:0.235, acc:0.609, f1:0.259, mcc:-0.000, total+:102, total-:248\n", "@threshold:-0.044, sens:0.301, spec:0.700, ppv:0.238, acc:0.606, f1:0.266, mcc:0.000, total+:105, total-:245\n", "@threshold:-0.045, sens:0.301, spec:0.697, ppv:0.236, acc:0.603, f1:0.265, mcc:-0.000, total+:106, total-:244\n", "@threshold:-0.049, sens:0.313, spec:0.697, ppv:0.243, acc:0.606, f1:0.274, mcc:0.000, total+:107, total-:243\n", "@threshold:-0.052, sens:0.325, spec:0.693, ppv:0.248, acc:0.606, f1:0.281, mcc:0.000, total+:109, total-:241\n", "@threshold:-0.056, sens:0.337, spec:0.685, ppv:0.250, acc:0.603, f1:0.287, mcc:0.000, total+:112, total-:238\n", "@threshold:-0.062, sens:0.337, spec:0.682, ppv:0.248, acc:0.600, f1:0.286, mcc:0.000, total+:113, total-:237\n", "@threshold:-0.087, sens:0.349, spec:0.652, ppv:0.238, acc:0.580, f1:0.283, mcc:0.000, total+:122, total-:228\n", "@threshold:-0.087, sens:0.349, spec:0.648, ppv:0.236, acc:0.577, f1:0.282, mcc:-0.000, total+:123, total-:227\n", "@threshold:-0.092, sens:0.361, spec:0.644, ppv:0.240, acc:0.577, f1:0.288, mcc:0.000, total+:125, total-:225\n", "@threshold:-0.098, sens:0.373, spec:0.640, ppv:0.244, acc:0.577, f1:0.295, mcc:0.000, total+:127, total-:223\n", "@threshold:-0.099, sens:0.386, spec:0.637, ppv:0.248, acc:0.577, f1:0.302, mcc:0.000, total+:129, total-:221\n", "@threshold:-0.103, sens:0.386, spec:0.633, ppv:0.246, acc:0.574, f1:0.300, mcc:0.000, total+:130, total-:220\n", "@threshold:-0.116, sens:0.398, spec:0.607, ppv:0.239, acc:0.557, f1:0.299, mcc:0.000, total+:138, total-:212\n", "@threshold:-0.118, sens:0.398, spec:0.603, ppv:0.237, acc:0.554, f1:0.297, mcc:0.000, total+:139, total-:211\n", "@threshold:-0.140, sens:0.410, spec:0.573, ppv:0.230, acc:0.534, f1:0.294, mcc:-0.000, total+:148, total-:202\n", "@threshold:-0.146, sens:0.410, spec:0.569, ppv:0.228, acc:0.531, f1:0.293, mcc:-0.000, total+:149, total-:201\n", "@threshold:-0.147, sens:0.422, spec:0.566, ppv:0.232, acc:0.531, f1:0.299, mcc:-0.000, total+:151, total-:199\n", "@threshold:-0.148, sens:0.422, spec:0.562, ppv:0.230, acc:0.529, f1:0.298, mcc:-0.000, total+:152, total-:198\n", "@threshold:-0.150, sens:0.434, spec:0.562, ppv:0.235, acc:0.531, f1:0.305, mcc:-0.000, total+:153, total-:197\n", "@threshold:-0.151, sens:0.434, spec:0.558, ppv:0.234, acc:0.529, f1:0.304, mcc:-0.000, total+:154, total-:196\n", "@threshold:-0.168, sens:0.446, spec:0.536, ppv:0.230, acc:0.514, f1:0.303, mcc:-0.000, total+:161, total-:189\n", "@threshold:-0.171, sens:0.446, spec:0.532, ppv:0.228, acc:0.511, f1:0.302, mcc:-0.000, total+:162, total-:188\n", "@threshold:-0.174, sens:0.458, spec:0.532, ppv:0.233, acc:0.514, f1:0.309, mcc:-0.000, total+:163, total-:187\n", "@threshold:-0.178, sens:0.470, spec:0.528, ppv:0.236, acc:0.514, f1:0.315, mcc:-0.000, total+:165, total-:185\n", "@threshold:-0.179, sens:0.482, spec:0.528, ppv:0.241, acc:0.517, f1:0.321, mcc:0.000, total+:166, total-:184\n", "@threshold:-0.181, sens:0.482, spec:0.524, ppv:0.240, acc:0.514, f1:0.320, mcc:0.000, total+:167, total-:183\n", "@threshold:-0.181, sens:0.494, spec:0.524, ppv:0.244, acc:0.517, f1:0.327, mcc:0.000, total+:168, total-:182\n", "@threshold:-0.182, sens:0.506, spec:0.521, ppv:0.247, acc:0.517, f1:0.332, mcc:0.000, total+:170, total-:180\n", "@threshold:-0.184, sens:0.518, spec:0.513, ppv:0.249, acc:0.514, f1:0.336, mcc:0.000, total+:173, total-:177\n", "@threshold:-0.187, sens:0.518, spec:0.509, ppv:0.247, acc:0.511, f1:0.335, mcc:0.000, total+:174, total-:176\n", "@threshold:-0.205, sens:0.530, spec:0.487, ppv:0.243, acc:0.497, f1:0.333, mcc:0.000, total+:181, total-:169\n", "@threshold:-0.205, sens:0.530, spec:0.483, ppv:0.242, acc:0.494, f1:0.332, mcc:0.000, total+:182, total-:168\n", "@threshold:-0.207, sens:0.542, spec:0.476, ppv:0.243, acc:0.491, f1:0.336, mcc:0.000, total+:185, total-:165\n", "@threshold:-0.213, sens:0.554, spec:0.472, ppv:0.246, acc:0.491, f1:0.341, mcc:0.000, total+:187, total-:163\n", "@threshold:-0.214, sens:0.566, spec:0.468, ppv:0.249, acc:0.491, f1:0.346, mcc:0.000, total+:189, total-:161\n", "@threshold:-0.216, sens:0.578, spec:0.464, ppv:0.251, acc:0.491, f1:0.350, mcc:0.000, total+:191, total-:159\n", "@threshold:-0.227, sens:0.590, spec:0.446, ppv:0.249, acc:0.480, f1:0.350, mcc:0.000, total+:197, total-:153\n", "@threshold:-0.230, sens:0.614, spec:0.442, ppv:0.255, acc:0.483, f1:0.360, mcc:0.001, total+:200, total-:150\n", "@threshold:-0.231, sens:0.627, spec:0.442, ppv:0.259, acc:0.486, f1:0.366, mcc:0.001, total+:201, total-:149\n", "@threshold:-0.234, sens:0.627, spec:0.438, ppv:0.257, acc:0.483, f1:0.365, mcc:0.001, total+:202, total-:148\n", "@threshold:-0.237, sens:0.639, spec:0.431, ppv:0.259, acc:0.480, f1:0.368, mcc:0.001, total+:205, total-:145\n", "@threshold:-0.238, sens:0.651, spec:0.427, ppv:0.261, acc:0.480, f1:0.372, mcc:0.001, total+:207, total-:143\n", "@threshold:-0.239, sens:0.663, spec:0.427, ppv:0.264, acc:0.483, f1:0.378, mcc:0.001, total+:208, total-:142\n", "@threshold:-0.240, sens:0.663, spec:0.423, ppv:0.263, acc:0.480, f1:0.377, mcc:0.001, total+:209, total-:141\n", "@threshold:-0.250, sens:0.675, spec:0.404, ppv:0.260, acc:0.469, f1:0.376, mcc:0.001, total+:215, total-:135\n", "@threshold:-0.250, sens:0.675, spec:0.401, ppv:0.259, acc:0.466, f1:0.375, mcc:0.001, total+:216, total-:134\n", "@threshold:-0.265, sens:0.687, spec:0.378, ppv:0.256, acc:0.451, f1:0.373, mcc:0.001, total+:223, total-:127\n", "@threshold:-0.266, sens:0.687, spec:0.375, ppv:0.254, acc:0.449, f1:0.371, mcc:0.001, total+:224, total-:126\n", "@threshold:-0.268, sens:0.699, spec:0.371, ppv:0.257, acc:0.449, f1:0.375, mcc:0.001, total+:226, total-:124\n", "@threshold:-0.270, sens:0.699, spec:0.367, ppv:0.256, acc:0.446, f1:0.374, mcc:0.001, total+:227, total-:123\n", "@threshold:-0.280, sens:0.711, spec:0.360, ppv:0.257, acc:0.443, f1:0.377, mcc:0.001, total+:230, total-:120\n", "@threshold:-0.280, sens:0.711, spec:0.356, ppv:0.255, acc:0.440, f1:0.376, mcc:0.001, total+:231, total-:119\n", "@threshold:-0.283, sens:0.723, spec:0.348, ppv:0.256, acc:0.437, f1:0.379, mcc:0.001, total+:234, total-:116\n", "@threshold:-0.306, sens:0.735, spec:0.307, ppv:0.248, acc:0.409, f1:0.371, mcc:0.000, total+:246, total-:104\n", "@threshold:-0.311, sens:0.747, spec:0.303, ppv:0.250, acc:0.409, f1:0.375, mcc:0.001, total+:248, total-:102\n", "@threshold:-0.312, sens:0.759, spec:0.303, ppv:0.253, acc:0.411, f1:0.380, mcc:0.001, total+:249, total-:101\n", "@threshold:-0.314, sens:0.759, spec:0.300, ppv:0.252, acc:0.409, f1:0.378, mcc:0.001, total+:250, total-:100\n", "@threshold:-0.318, sens:0.771, spec:0.296, ppv:0.254, acc:0.409, f1:0.382, mcc:0.001, total+:252, total-:98\n", "@threshold:-0.321, sens:0.771, spec:0.292, ppv:0.253, acc:0.406, f1:0.381, mcc:0.001, total+:253, total-:97\n", "@threshold:-0.322, sens:0.783, spec:0.292, ppv:0.256, acc:0.409, f1:0.386, mcc:0.001, total+:254, total-:96\n", "@threshold:-0.329, sens:0.795, spec:0.288, ppv:0.258, acc:0.409, f1:0.389, mcc:0.001, total+:256, total-:94\n", "@threshold:-0.331, sens:0.807, spec:0.288, ppv:0.261, acc:0.411, f1:0.394, mcc:0.001, total+:257, total-:93\n", "@threshold:-0.333, sens:0.807, spec:0.285, ppv:0.260, acc:0.409, f1:0.393, mcc:0.001, total+:258, total-:92\n", "@threshold:-0.340, sens:0.819, spec:0.277, ppv:0.261, acc:0.406, f1:0.395, mcc:0.001, total+:261, total-:89\n", "@threshold:-0.341, sens:0.819, spec:0.273, ppv:0.260, acc:0.403, f1:0.394, mcc:0.001, total+:262, total-:88\n", "@threshold:-0.350, sens:0.831, spec:0.255, ppv:0.257, acc:0.391, f1:0.393, mcc:0.001, total+:268, total-:82\n", "@threshold:-0.354, sens:0.831, spec:0.251, ppv:0.257, acc:0.389, f1:0.392, mcc:0.001, total+:269, total-:81\n", "@threshold:-0.365, sens:0.843, spec:0.236, ppv:0.255, acc:0.380, f1:0.392, mcc:0.001, total+:274, total-:76\n", "@threshold:-0.369, sens:0.843, spec:0.232, ppv:0.255, acc:0.377, f1:0.391, mcc:0.001, total+:275, total-:75\n", "@threshold:-0.380, sens:0.855, spec:0.232, ppv:0.257, acc:0.380, f1:0.396, mcc:0.001, total+:276, total-:74\n", "@threshold:-0.384, sens:0.855, spec:0.228, ppv:0.256, acc:0.377, f1:0.394, mcc:0.001, total+:277, total-:73\n", "@threshold:-0.449, sens:0.867, spec:0.139, ppv:0.238, acc:0.311, f1:0.374, mcc:0.000, total+:302, total-:48\n", "@threshold:-0.450, sens:0.867, spec:0.135, ppv:0.238, acc:0.309, f1:0.373, mcc:0.000, total+:303, total-:47\n", "@threshold:-0.462, sens:0.880, spec:0.120, ppv:0.237, acc:0.300, f1:0.373, mcc:-0.000, total+:308, total-:42\n", "@threshold:-0.464, sens:0.880, spec:0.116, ppv:0.236, acc:0.297, f1:0.372, mcc:-0.000, total+:309, total-:41\n", "@threshold:-0.467, sens:0.892, spec:0.112, ppv:0.238, acc:0.297, f1:0.376, mcc:0.000, total+:311, total-:39\n", "@threshold:-0.469, sens:0.892, spec:0.109, ppv:0.237, acc:0.294, f1:0.375, mcc:0.000, total+:312, total-:38\n", "@threshold:-0.500, sens:0.904, spec:0.075, ppv:0.233, acc:0.271, f1:0.370, mcc:-0.001, total+:322, total-:28\n", "@threshold:-0.509, sens:0.904, spec:0.071, ppv:0.232, acc:0.269, f1:0.369, mcc:-0.001, total+:323, total-:27\n", "@threshold:-0.510, sens:0.916, spec:0.064, ppv:0.233, acc:0.266, f1:0.372, mcc:-0.001, total+:326, total-:24\n", "@threshold:-0.515, sens:0.928, spec:0.060, ppv:0.235, acc:0.266, f1:0.375, mcc:-0.000, total+:328, total-:22\n", "@threshold:-0.521, sens:0.940, spec:0.056, ppv:0.236, acc:0.266, f1:0.378, mcc:-0.000, total+:330, total-:20\n", "@threshold:-0.532, sens:0.940, spec:0.052, ppv:0.236, acc:0.263, f1:0.377, mcc:-0.000, total+:331, total-:19\n", "@threshold:-0.549, sens:0.952, spec:0.052, ppv:0.238, acc:0.266, f1:0.381, mcc:0.000, total+:332, total-:18\n", "@threshold:-0.552, sens:0.964, spec:0.049, ppv:0.240, acc:0.266, f1:0.384, mcc:0.001, total+:334, total-:16\n", "@threshold:-0.571, sens:0.976, spec:0.045, ppv:0.241, acc:0.266, f1:0.387, mcc:0.001, total+:336, total-:14\n", "@threshold:-0.586, sens:0.976, spec:0.041, ppv:0.240, acc:0.263, f1:0.386, mcc:0.001, total+:337, total-:13\n", "@threshold:-0.619, sens:0.988, spec:0.034, ppv:0.241, acc:0.260, f1:0.388, mcc:0.001, total+:340, total-:10\n", "@threshold:-0.635, sens:0.988, spec:0.030, ppv:0.240, acc:0.257, f1:0.387, mcc:0.001, total+:341, total-:9\n", "@threshold:-0.902, sens:1.000, spec:0.004, ppv:0.238, acc:0.240, f1:0.384, mcc:0.002, total+:349, total-:1\n", "\n", " Vital: Temp-avg10to13 | coef 0.024 95% CI: [0.022 , 0.027] | OR_adj 1.025 [1.022 1.027] | occ: 1421 | OR_unadj: 1.209 [0.963 1.519] | indivs AUC:0.495\n", "Correlated most with:\n", "Number of Visits:0.096\n", " Diagnosis:9ccs154:Gastroent:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.059\n", " Diagnosis:9ccs122:Pneumonia:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.050\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.048\n", " Diagnosis:9ccs135:Intest infct:0.048\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.023 95% CI: [0.020 , 0.026] | OR_adj 1.024 [1.020 1.027] | occ: 832 | OR_unadj: 1.172 [0.894 1.536] | indivs AUC:0.476\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.040\n", " Diagnosis:9ccs135:Intest infct:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.039\n", " Diagnosis:9ccs154:Gastroent:0.037\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.037\n", " Lab:294495 LEAD, BLOOD - LMC:-0.036\n", "\n", " Vital: Temp-latest | coef 0.022 95% CI: [0.020 , 0.024] | OR_adj 1.022 [1.020 1.024] | occ: 1676 | OR_unadj: 1.157 [0.921 1.453] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs154:Gastroent:-0.079\n", " Diagnosis:9ccs151:Oth liver dx:-0.062\n", " Diagnosis:9ccs239:Superfic inj:-0.059\n", " Diagnosis:9ccs166:Oth male gen:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.054\n", " Diagnosis:9ccs91:Other eye dx:0.050\n", " Diagnosis:9ccs258:Other screen:-0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.040\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.021 95% CI: [0.018 , 0.024] | OR_adj 1.021 [1.018 1.024] | occ: 975 | OR_unadj: 1.147 [0.882 1.492] | indivs AUC:0.549\n", "Correlated most with:\n", "Number of Visits:-0.088\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs257:Ot aftercare:-0.055\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.055\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs127:COPD:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.050\n", "\n", " Vital: Temp-avg3to5 | coef 0.021 95% CI: [0.018 , 0.024] | OR_adj 1.021 [1.019 1.024] | occ: 1345 | OR_unadj: 1.059 [0.839 1.337] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:-0.078\n", " Diagnosis:9ccs155:Other GI dx:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.059\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs154:Gastroent:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.042\n", "\n", " Vital: Ht-gain7to13 | coef 0.021 95% CI: [0.017 , 0.025] | OR_adj 1.021 [1.017 1.025] | occ: 1476 | OR_unadj: 1.168 [0.864 1.580] | indivs AUC:0.536\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:-0.052\n", " Diagnosis:9ccs59:Anemia:0.052\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.043\n", " MatDeliveryAge:0.037\n", " Diagnosis:9ccs151:Oth liver dx:-0.035\n", " Diagnosis:9ccs133:Oth low resp:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", "\n", "* Vital: Ht-gain1to5 | coef 0.020 95% CI: [0.018 , 0.022] | OR_adj 1.021 [1.018 1.023] | occ: 1460 | OR_unadj: 0.762 [0.607 0.957] | indivs AUC:0.454\n", "Correlated most with:\n", "Number of Visits:0.145\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.085\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.063\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.062\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.061\n", " Diagnosis:9ccs135:Intest infct:0.054\n", "\n", " Vital: Ht-gain10to16 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.020 [1.018 1.022] | occ: 1442 | OR_unadj: 0.837 [0.658 1.064] | indivs AUC:0.499\n", "Correlated most with:\n", "Number of Visits:0.069\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.048\n", " Diagnosis:9ccs58:Ot nutrit dx:0.047\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs122:Pneumonia:0.043\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.040\n", " Diagnosis:9ccs59:Anemia:0.040\n", "\n", " Vital: Ht-gain0to3 | coef 0.019 95% CI: [0.017 , 0.022] | OR_adj 1.020 [1.017 1.022] | occ: 1419 | OR_unadj: 1.156 [0.909 1.469] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.043\n", " Number of Visits:0.042\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs247:Lymph enlarg:-0.040\n", " Diagnosis:9ccs166:Oth male gen:0.038\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.037\n", " Diagnosis:9ccs7:Viral infect:0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.032\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.031\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.030\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.018 95% CI: [0.016 , 0.020] | OR_adj 1.018 [1.016 1.020] | occ: 760 | OR_unadj: 0.965 [0.731 1.274] | indivs AUC:0.544\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.103\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", " Number of Visits:0.054\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs213:Cardiac anom:0.040\n", " Diagnosis:9ccs133:Oth low resp:-0.033\n", " Diagnosis:9ccs113:Late eff CVD:0.033\n", " Diagnosis:9ccs166:Oth male gen:-0.032\n", " Diagnosis:9ccs137:Mouth dx:0.032\n", "\n", " Vital: Ht-avg7to10 | coef 0.018 95% CI: [0.015 , 0.021] | OR_adj 1.018 [1.015 1.021] | occ: 1343 | OR_unadj: 1.201 [0.951 1.517] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.063\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.054\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.047\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.042\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.041\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.036\n", "\n", " Vital: HR-latest | coef 0.018 95% CI: [0.016 , 0.020] | OR_adj 1.018 [1.016 1.020] | occ: 1040 | OR_unadj: 1.213 [0.939 1.565] | indivs AUC:0.496\n", "Correlated most with:\n", "Number of Visits:-0.082\n", " Diagnosis:9ccs127:COPD:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs128:Asthma:-0.058\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Diagnosis:9ccs94:Other ear dx:-0.047\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.045\n", " Diagnosis:9ccs151:Oth liver dx:0.044\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.043\n", "\n", " Vital: HC-gain0to3 | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.017 [1.016 1.019] | occ: 1344 | OR_unadj: 1.162 [0.915 1.474] | indivs AUC:0.517\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs257:Ot aftercare:0.047\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs127:COPD:-0.037\n", " Diagnosis:9ccs136:Teeth dx:-0.034\n", " Diagnosis:9ccs143:Abdom hernia:0.032\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.030\n", " Diagnosis:9ccs58:Ot nutrit dx:0.027\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.027\n", "\n", "* Vital: Ht Percentile-latest | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.014 1.020] | occ: 1058 | OR_unadj: 1.698 [1.338 2.155] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:-0.070\n", " Diagnosis:9ccs136:Teeth dx:-0.061\n", " Diagnosis:9ccs257:Ot aftercare:-0.050\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.044\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.041\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.033\n", " Diagnosis:9ccs154:Gastroent:-0.030\n", " Diagnosis:9ccs0:No DX:0.030\n", "\n", "* Vital: Ht-avg1to3 | coef 0.017 95% CI: [0.015 , 0.019] | OR_adj 1.017 [1.015 1.019] | occ: 1374 | OR_unadj: 1.477 [1.174 1.858] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", " Diagnosis:9ccs59:Anemia:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.039\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.036\n", "\n", " Vital: Ht-gain16to24 | coef 0.017 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.016 1.019] | occ: 1442 | OR_unadj: 0.985 [0.700 1.387] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.053\n", " Diagnosis:9ccs135:Intest infct:-0.048\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.047\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs125:Bronchitis:-0.045\n", " MatDeliveryAge:-0.044\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.040\n", " Diagnosis:9ccs7:Viral infect:-0.039\n", " Diagnosis:9ccs90:Eye infectn:-0.036\n", "\n", " Vital: HC-gain5to10 | coef 0.017 95% CI: [0.015 , 0.019] | OR_adj 1.017 [1.015 1.019] | occ: 1329 | OR_unadj: 0.973 [0.772 1.226] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.065\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " MatDeliveryAge:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.046\n", " Diagnosis:9ccs128:Asthma:0.046\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.042\n", " Diagnosis:9ccs222:Perint jaund:-0.040\n", "\n", " Number of Visits | coef 0.017 95% CI: [0.015 , 0.019] | OR_adj 1.017 [1.015 1.019] | occ: 1696 | OR_unadj: 0.956 [0.759 1.205] | indivs AUC:0.444\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs257:Ot aftercare:0.371\n", " Diagnosis:9ccs155:Other GI dx:0.323\n", " Diagnosis:9ccs133:Oth low resp:0.321\n", " Diagnosis:9ccs128:Asthma:0.320\n", " Diagnosis:9ccs253:Allergy:0.299\n", " Diagnosis:9ccs135:Intest infct:0.295\n", " Diagnosis:9ccs125:Bronchitis:0.293\n", " Diagnosis:9ccs90:Eye infectn:0.288\n", "\n", " MatDeliveryAge | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.014 1.018] | occ: 1751 | OR_unadj: 1.105 [0.881 1.385] | indivs AUC:0.529\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.107\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.066\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.056\n", " Diagnosis:9ccs7:Viral infect:0.053\n", "\n", "* Vital: Ht-avg0to1 | coef 0.015 95% CI: [0.014 , 0.017] | OR_adj 1.016 [1.014 1.017] | occ: 1350 | OR_unadj: 1.413 [1.125 1.774] | indivs AUC:0.574\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.114\n", " Diagnosis:9ccs247:Lymph enlarg:0.056\n", " Diagnosis:9ccs166:Oth male gen:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.055\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs222:Perint jaund:-0.048\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.048\n", " Diagnosis:9ccs125:Bronchitis:0.047\n", " Diagnosis:9ccs127:COPD:0.047\n", "\n", " Vital: HC-gain1to5 | coef 0.015 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.018] | occ: 1371 | OR_unadj: 0.891 [0.704 1.127] | indivs AUC:0.445\n", "Correlated most with:\n", "Number of Visits:0.113\n", " Diagnosis:9ccs125:Bronchitis:0.086\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.080\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.074\n", " Diagnosis:9ccs151:Oth liver dx:-0.067\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.065\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.060\n", " Diagnosis:9ccs154:Gastroent:-0.058\n", "\n", "* Vital: HC-avg1to3 | coef 0.015 95% CI: [0.013 , 0.018] | OR_adj 1.015 [1.013 1.018] | occ: 1235 | OR_unadj: 1.366 [1.082 1.723] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.094\n", " Diagnosis:9ccs2603:E Codes: Fall:0.075\n", " Number of Visits:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:0.044\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.044\n", " Diagnosis:9ccs59:Anemia:-0.039\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs91:Other eye dx:0.033\n", " Diagnosis:9ccs0:No DX:0.031\n", " Diagnosis:9ccs222:Perint jaund:-0.031\n", "\n", "* Vital: Ht-avg19to24 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1391 | OR_unadj: 1.584 [1.262 1.987] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.072\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.065\n", " Diagnosis:9ccs133:Oth low resp:0.061\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs134:Ot uppr resp:0.057\n", " Diagnosis:9ccs59:Anemia:-0.056\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.041\n", " Diagnosis:9ccs136:Teeth dx:-0.038\n", " Diagnosis:9ccs258:Other screen:-0.035\n", "\n", "* Vital: HC-avg7to10 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1119 | OR_unadj: 1.386 [1.102 1.744] | indivs AUC:0.563\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:0.070\n", " Diagnosis:9ccs127:COPD:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.038\n", " Diagnosis:9ccs213:Cardiac anom:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.035\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.035\n", " Diagnosis:9ccs59:Anemia:-0.034\n", " Diagnosis:9ccs137:Mouth dx:-0.032\n", "\n", "* Vital: Ht Percentile-avg16to19 | coef 0.015 95% CI: [0.011 , 0.018] | OR_adj 1.015 [1.011 1.018] | occ: 747 | OR_unadj: 1.399 [1.073 1.825] | indivs AUC:0.547\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.059\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.053\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.050\n", " Diagnosis:9ccs127:COPD:0.049\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.046\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.045\n", "\n", " Vital: HC-avg0to1 | coef 0.014 95% CI: [0.013 , 0.016] | OR_adj 1.014 [1.013 1.016] | occ: 1207 | OR_unadj: 1.069 [0.849 1.345] | indivs AUC:0.564\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.113\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.051\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.047\n", " Diagnosis:9ccs91:Other eye dx:0.047\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.044\n", " Diagnosis:9ccs143:Abdom hernia:0.044\n", " Diagnosis:9ccs222:Perint jaund:-0.041\n", "\n", "* Vital: Ht-avg16to19 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.013 1.016] | occ: 1291 | OR_unadj: 1.538 [1.221 1.939] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.069\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs133:Oth low resp:0.045\n", " Diagnosis:9ccs59:Anemia:-0.044\n", " Diagnosis:9ccs143:Abdom hernia:0.043\n", " Diagnosis:9ccs239:Superfic inj:-0.038\n", " Diagnosis:9ccs253:Allergy:0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.035\n", " Number of Visits:0.032\n", " Diagnosis:9ccs138:Esophgeal dx:-0.029\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 590 | OR_unadj: 0.909 [0.659 1.253] | indivs AUC:0.501\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.053\n", " Diagnosis:9ccs137:Mouth dx:-0.046\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.041\n", " Diagnosis:9ccs138:Esophgeal dx:-0.039\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs143:Abdom hernia:-0.036\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.034\n", " Diagnosis:9ccs198:Ot infl skin:-0.032\n", " Diagnosis:9ccs154:Gastroent:-0.031\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1126 | OR_unadj: 1.090 [0.850 1.398] | indivs AUC:0.467\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.336\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.333\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.266\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.174\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.122\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.115\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.104\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.101\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1123 | OR_unadj: 1.195 [0.939 1.521] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.385\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.383\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.355\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.318\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.270\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.229\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.205\n", "\n", " Vital: HC-gain16to24 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1079 | OR_unadj: 1.219 [0.956 1.555] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:-0.076\n", " Number of Visits:-0.073\n", " Diagnosis:9ccs113:Late eff CVD:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.049\n", " Diagnosis:9ccs90:Eye infectn:-0.043\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.032\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.031\n", " Diagnosis:9ccs135:Intest infct:-0.031\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.030\n", " MatDeliveryAge:-0.030\n", "\n", "* Vital: Ht Percentile-gain7to13 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 690 | OR_unadj: 1.479 [1.110 1.972] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:-0.051\n", " Diagnosis:9ccs258:Other screen:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:0.042\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs94:Other ear dx:0.040\n", " Diagnosis:9ccs128:Asthma:0.037\n", " Diagnosis:9ccs143:Abdom hernia:0.037\n", " Diagnosis:9ccs213:Cardiac anom:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.032\n", "\n", " Vital: HC-latest | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1631 | OR_unadj: 1.158 [0.909 1.475] | indivs AUC:0.546\n", "Correlated most with:\n", "Number of Visits:0.268\n", " Diagnosis:9ccs257:Ot aftercare:0.193\n", " Diagnosis:9ccs10:Immuniz/scrn:0.188\n", " Diagnosis:9ccs125:Bronchitis:0.168\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs128:Asthma:0.128\n", " Diagnosis:9ccs135:Intest infct:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.110\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.106\n", " Diagnosis:9ccs154:Gastroent:-0.099\n", "\n", " Vital: HC-gain13to19 | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1054 | OR_unadj: 1.081 [0.862 1.357] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:-0.060\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.042\n", " Diagnosis:9ccs239:Superfic inj:0.036\n", " Diagnosis:9ccs125:Bronchitis:0.034\n", " Diagnosis:9ccs143:Abdom hernia:-0.033\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.033\n", "\n", "* Vital: Ht Percentile-avg10to13 | coef 0.013 95% CI: [0.010 , 0.016] | OR_adj 1.013 [1.010 1.016] | occ: 660 | OR_unadj: 1.758 [1.345 2.298] | indivs AUC:0.555\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.059\n", " Diagnosis:9ccs90:Eye infectn:0.045\n", " Diagnosis:9ccs143:Abdom hernia:0.044\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", " Diagnosis:9ccs136:Teeth dx:-0.043\n", " Diagnosis:9ccs0:No DX:0.042\n", " Diagnosis:9ccs222:Perint jaund:0.040\n", " Diagnosis:9ccs166:Oth male gen:-0.039\n", " Diagnosis:9ccs155:Other GI dx:-0.038\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1120 | OR_unadj: 1.164 [0.907 1.495] | indivs AUC:0.426\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.736\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.673\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.649\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.548\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.527\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.489\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.341\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.333\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.319\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1123 | OR_unadj: 1.078 [0.842 1.380] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.736\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.639\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.621\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.553\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.531\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.493\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.322\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.318\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.266\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1073 | OR_unadj: 1.178 [0.920 1.510] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.558\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.558\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.351\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.322\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.319\n", "\n", "* Vital: Ht-latest | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1665 | OR_unadj: 1.383 [1.078 1.773] | indivs AUC:0.555\n", "Correlated most with:\n", "Number of Visits:0.416\n", " Diagnosis:9ccs10:Immuniz/scrn:0.289\n", " Diagnosis:9ccs7:Viral infect:0.183\n", " Diagnosis:9ccs257:Ot aftercare:0.180\n", " Diagnosis:9ccs135:Intest infct:0.160\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.146\n", " Diagnosis:9ccs125:Bronchitis:0.140\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Diagnosis:9ccs128:Asthma:0.122\n", " Diagnosis:9ccs90:Eye infectn:0.118\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1116 | OR_unadj: 1.314 [1.027 1.682] | indivs AUC:0.519\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.345\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.213\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.195\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.175\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.162\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.130\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.127\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.125\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.108\n", "\n", " Vital: HC-avg3to5 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1164 | OR_unadj: 1.089 [0.860 1.379] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs91:Other eye dx:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Number of Visits:-0.044\n", " Diagnosis:9ccs154:Gastroent:-0.042\n", " MatDeliveryAge:0.040\n", " Diagnosis:9ccs222:Perint jaund:-0.040\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.040\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1067 | OR_unadj: 1.024 [0.789 1.329] | indivs AUC:0.503\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.481\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.351\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.341\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.318\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.297\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.282\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.268\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.229\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1129 | OR_unadj: 1.207 [0.948 1.536] | indivs AUC:0.479\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.672\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.633\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.612\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.355\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.331\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.318\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.318\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.269\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.013] | occ: 1124 | OR_unadj: 1.167 [0.908 1.500] | indivs AUC:0.513\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.336\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.310\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.300\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.292\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.260\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.246\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.187\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.148\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 661 | OR_unadj: 1.285 [0.973 1.695] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.050\n", " Diagnosis:9ccs166:Oth male gen:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs127:COPD:0.047\n", " Diagnosis:9ccs96:Hrt valve dx:-0.046\n", " Diagnosis:9ccs7:Viral infect:0.044\n", " Diagnosis:9ccs155:Other GI dx:-0.042\n", " Number of Visits:0.041\n", " Diagnosis:9ccs257:Ot aftercare:-0.039\n", "\n", " Vital: HR-avg13to16 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 418 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.481\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs247:Lymph enlarg:-0.048\n", " Diagnosis:9ccs125:Bronchitis:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:0.046\n", " Diagnosis:9ccs94:Other ear dx:-0.046\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.044\n", " Diagnosis:9ccs127:COPD:-0.034\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.033\n", " Diagnosis:9ccs7:Viral infect:0.033\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1123 | OR_unadj: 1.303 [1.018 1.669] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.486\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.463\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.438\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.391\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.310\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.288\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.282\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.241\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.217\n", "\n", " Vital: HC-avg13to16 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 973 | OR_unadj: 1.129 [0.890 1.433] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.073\n", " Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " MatDeliveryAge:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.036\n", " Diagnosis:9ccs96:Hrt valve dx:0.034\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.032\n", " Diagnosis:9ccs154:Gastroent:-0.031\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.013] | occ: 538 | OR_unadj: 1.276 [0.951 1.712] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.053\n", " Diagnosis:9ccs166:Oth male gen:-0.046\n", " Diagnosis:9ccs94:Other ear dx:0.046\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.043\n", " Diagnosis:9ccs0:No DX:0.039\n", " Diagnosis:9ccs133:Oth low resp:0.039\n", " Diagnosis:9ccs59:Anemia:-0.035\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 514 | OR_unadj: 0.967 [0.692 1.353] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.076\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.040\n", " Diagnosis:9ccs134:Ot uppr resp:0.040\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Diagnosis:9ccs239:Superfic inj:-0.037\n", " Diagnosis:9ccs138:Esophgeal dx:-0.035\n", " Diagnosis:9ccs94:Other ear dx:0.032\n", " Diagnosis:9ccs166:Oth male gen:-0.031\n", " Diagnosis:9ccs125:Bronchitis:-0.030\n", "\n", " Vital: HR-avg16to19 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 366 | OR_unadj: 1.321 [0.899 1.943] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.084\n", " Diagnosis:9ccs247:Lymph enlarg:-0.073\n", " Diagnosis:9ccs10:Immuniz/scrn:0.064\n", " Diagnosis:9ccs258:Other screen:0.061\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Diagnosis:9ccs0:No DX:0.044\n", " Diagnosis:9ccs161:Ot dx kidney:0.042\n", " Diagnosis:9ccs2603:E Codes: Fall:0.042\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.038\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 926 | OR_unadj: 1.596 [1.246 2.043] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.075\n", " Diagnosis:9ccs59:Anemia:-0.074\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs0:No DX:0.050\n", " Diagnosis:9ccs258:Other screen:-0.046\n", " Diagnosis:9ccs257:Ot aftercare:-0.037\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.037\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.037\n", " Diagnosis:9ccs127:COPD:0.036\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1126 | OR_unadj: 1.098 [0.851 1.416] | indivs AUC:0.439\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.783\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.711\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.656\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.649\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.621\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.443\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.400\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.269\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 371 | OR_unadj: 1.004 [0.693 1.454] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:0.064\n", " Diagnosis:9ccs258:Other screen:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.058\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Number of Visits:0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs198:Ot infl skin:0.042\n", " Diagnosis:9ccs151:Oth liver dx:0.038\n", " Diagnosis:9ccs143:Abdom hernia:-0.038\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1123 | OR_unadj: 0.843 [0.641 1.108] | indivs AUC:0.482\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.663\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.612\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.531\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.527\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.472\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.463\n", "\n", "* Vital: HR-avg5to7 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 318 | OR_unadj: 2.013 [1.408 2.877] | indivs AUC:0.546\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.075\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.055\n", " Diagnosis:9ccs253:Allergy:-0.055\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.052\n", " Diagnosis:9ccs122:Pneumonia:0.041\n", " Diagnosis:9ccs257:Ot aftercare:0.041\n", "\n", " Vital: HR-avg7to10 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 429 | OR_unadj: 1.203 [0.844 1.715] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs134:Ot uppr resp:-0.056\n", " Diagnosis:9ccs7:Viral infect:0.056\n", " Diagnosis:9ccs58:Ot nutrit dx:0.049\n", " Diagnosis:9ccs137:Mouth dx:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.037\n", " Diagnosis:9ccs166:Oth male gen:-0.037\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 931 | OR_unadj: 1.595 [1.246 2.040] | indivs AUC:0.596\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.055\n", " Diagnosis:9ccs239:Superfic inj:-0.051\n", " Diagnosis:9ccs0:No DX:0.051\n", " Diagnosis:9ccs258:Other screen:-0.045\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.038\n", " Diagnosis:9ccs257:Ot aftercare:-0.038\n", " Diagnosis:9ccs127:COPD:0.037\n", " Diagnosis:9ccs134:Ot uppr resp:0.036\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 309 | OR_unadj: 1.145 [0.783 1.674] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:-0.080\n", " Diagnosis:9ccs250:Nausea/vomit:-0.057\n", " Diagnosis:9ccs127:COPD:0.050\n", " Diagnosis:9ccs213:Cardiac anom:-0.039\n", " Diagnosis:9ccs125:Bronchitis:0.037\n", " Diagnosis:9ccs247:Lymph enlarg:0.036\n", " Diagnosis:9ccs91:Other eye dx:0.035\n", " Diagnosis:9ccs59:Anemia:-0.033\n", " Diagnosis:9ccs122:Pneumonia:-0.030\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.028\n", "\n", "* Vital: HC-avg16to19 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 933 | OR_unadj: 1.456 [1.141 1.858] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.078\n", " MatDeliveryAge:0.068\n", " Diagnosis:9ccs59:Anemia:-0.065\n", " Diagnosis:9ccs253:Allergy:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.055\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.046\n", " Diagnosis:9ccs166:Oth male gen:0.040\n", " Diagnosis:9ccs2603:E Codes: Fall:0.038\n", " Diagnosis:9ccs90:Eye infectn:0.038\n", "\n", " Vital: HR-avg3to5 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 273 | OR_unadj: 0.649 [0.397 1.061] | indivs AUC:0.486\n", "Correlated most with:\n", "Number of Visits:0.067\n", " Diagnosis:9ccs135:Intest infct:0.064\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Diagnosis:9ccs239:Superfic inj:0.056\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs137:Mouth dx:0.045\n", " Diagnosis:9ccs250:Nausea/vomit:0.043\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1129 | OR_unadj: 1.139 [0.899 1.443] | indivs AUC:0.558\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.715\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.712\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.656\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.633\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.493\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.489\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.438\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 474 | OR_unadj: 1.174 [0.856 1.610] | indivs AUC:0.517\n", "Correlated most with:\n", "Number of Visits:0.045\n", " Diagnosis:9ccs127:COPD:0.042\n", " Diagnosis:9ccs257:Ot aftercare:0.035\n", " Diagnosis:9ccs74:Ot mentl cnd:0.035\n", " Diagnosis:9ccs143:Abdom hernia:0.033\n", " Diagnosis:9ccs213:Cardiac anom:-0.030\n", " Diagnosis:9ccs94:Other ear dx:0.030\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.030\n", " Diagnosis:9ccs96:Hrt valve dx:-0.027\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.027\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1122 | OR_unadj: 1.093 [0.852 1.402] | indivs AUC:0.443\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.783\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.746\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.715\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.673\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.639\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.481\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.442\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.331\n", "\n", "* Vital: HC-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 933 | OR_unadj: 1.593 [1.247 2.034] | indivs AUC:0.601\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs137:Mouth dx:-0.054\n", " Diagnosis:9ccs59:Anemia:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " Diagnosis:9ccs253:Allergy:0.041\n", " Diagnosis:9ccs133:Oth low resp:0.041\n", "\n", " Vital: HR-avg1to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 265 | OR_unadj: 0.901 [0.585 1.388] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs122:Pneumonia:0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.061\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Diagnosis:9ccs127:COPD:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.047\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1123 | OR_unadj: 1.190 [0.942 1.504] | indivs AUC:0.459\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.918\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.789\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.711\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.672\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.558\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.553\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.548\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.486\n", "\n", "* Vital: HC-gain0to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 920 | OR_unadj: 1.672 [1.308 2.137] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs137:Mouth dx:-0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.045\n", " Diagnosis:9ccs154:Gastroent:-0.044\n", " MatDeliveryAge:0.041\n", " Diagnosis:9ccs253:Allergy:0.040\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", " Diagnosis:9ccs213:Cardiac anom:0.038\n", "\n", " Vital: RR-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 258 | OR_unadj: 1.045 [0.647 1.689] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.074\n", " Diagnosis:9ccs135:Intest infct:0.072\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:0.050\n", " Diagnosis:9ccs127:COPD:-0.050\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.048\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.041\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.039\n", "\n", "* Vital: RR-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 191 | OR_unadj: 1.899 [1.195 3.018] | indivs AUC:0.522\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs134:Ot uppr resp:-0.052\n", " Diagnosis:9ccs7:Viral infect:0.051\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", " Diagnosis:9ccs135:Intest infct:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.042\n", " Diagnosis:9ccs90:Eye infectn:0.035\n", " Diagnosis:9ccs155:Other GI dx:0.034\n", "\n", " Vital: HR-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 196 | OR_unadj: 1.544 [0.961 2.479] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.081\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", " Number of Visits:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", " Diagnosis:9ccs247:Lymph enlarg:0.051\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.045\n", "\n", " Vital: RR-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 165 | OR_unadj: 1.209 [0.727 2.010] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.053\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.052\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.048\n", " Diagnosis:9ccs151:Oth liver dx:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.046\n", " Diagnosis:9ccs58:Ot nutrit dx:0.044\n", " Diagnosis:9ccs161:Ot dx kidney:0.042\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 107 | OR_unadj: 1.091 [0.565 2.105] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs258:Other screen:0.048\n", " Diagnosis:9ccs154:Gastroent:0.043\n", " Diagnosis:9ccs134:Ot uppr resp:-0.035\n", " Diagnosis:9ccs250:Nausea/vomit:-0.035\n", " Diagnosis:9ccs247:Lymph enlarg:0.034\n", " Diagnosis:9ccs253:Allergy:0.031\n", " Diagnosis:9ccs133:Oth low resp:-0.031\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.030\n", "\n", " Vital: RR-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 127 | OR_unadj: 1.370 [0.818 2.296] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.082\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.072\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.052\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.052\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 244 | OR_unadj: 1.121 [0.815 1.542] | indivs AUC:0.510\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.321\n", " Diagnosis:9ccs155:Other GI dx:0.172\n", " Diagnosis:9ccs128:Asthma:0.170\n", " Diagnosis:9ccs154:Gastroent:0.166\n", " Diagnosis:9ccs253:Allergy:0.164\n", " Diagnosis:9ccs127:COPD:0.155\n", " Diagnosis:9ccs7:Viral infect:0.149\n", " Diagnosis:9ccs138:Esophgeal dx:0.145\n", " Diagnosis:9ccs257:Ot aftercare:0.142\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 162 | OR_unadj: 1.954 [1.381 2.764] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.133\n", " Diagnosis:9ccs239:Superfic inj:0.093\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs154:Gastroent:0.081\n", " Diagnosis:9ccs255:Social admin:0.072\n", " Diagnosis:9ccs134:Ot uppr resp:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 470 | OR_unadj: 1.188 [0.925 1.525] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.295\n", " Diagnosis:9ccs257:Ot aftercare:0.171\n", " Diagnosis:9ccs7:Viral infect:0.168\n", " Diagnosis:9ccs125:Bronchitis:0.167\n", " Diagnosis:9ccs10:Immuniz/scrn:0.145\n", " Diagnosis:9ccs255:Social admin:0.136\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs90:Eye infectn:0.131\n", " Diagnosis:9ccs122:Pneumonia:0.128\n", "\n", "* Diagnosis:9ccs128:Asthma | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 202 | OR_unadj: 1.499 [1.080 2.082] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.320\n", " Diagnosis:9ccs122:Pneumonia:0.304\n", " Diagnosis:9ccs125:Bronchitis:0.246\n", " Diagnosis:9ccs257:Ot aftercare:0.189\n", " Diagnosis:9ccs133:Oth low resp:0.170\n", " Diagnosis:9ccs127:COPD:0.160\n", " Diagnosis:9ccs7:Viral infect:0.137\n", " Diagnosis:9ccs253:Allergy:0.126\n", " Diagnosis:9ccs143:Abdom hernia:0.103\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 237 | OR_unadj: 1.022 [0.735 1.419] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.187\n", " Number of Visits:0.121\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", " Diagnosis:9ccs7:Viral infect:0.101\n", " Diagnosis:9ccs255:Social admin:0.089\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs257:Ot aftercare:0.081\n", " Diagnosis:9ccs166:Oth male gen:0.064\n", " Diagnosis:9ccs90:Eye infectn:0.062\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 159 | OR_unadj: 1.256 [0.863 1.827] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.473\n", " Diagnosis:9ccs91:Other eye dx:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.089\n", " Number of Visits:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:-0.059\n", " Diagnosis:9ccs161:Ot dx kidney:0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.053\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 156 | OR_unadj: 0.984 [0.661 1.465] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs90:Eye infectn:0.173\n", " Number of Visits:0.142\n", " Diagnosis:9ccs7:Viral infect:0.121\n", " Diagnosis:9ccs96:Hrt valve dx:0.097\n", " Diagnosis:9ccs134:Ot uppr resp:0.096\n", " Diagnosis:9ccs258:Other screen:0.093\n", " Diagnosis:9ccs253:Allergy:0.087\n", " Diagnosis:9ccs10:Immuniz/scrn:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 167 | OR_unadj: 0.755 [0.500 1.141] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.196\n", " Diagnosis:9ccs253:Allergy:0.125\n", " Diagnosis:9ccs90:Eye infectn:0.115\n", " Diagnosis:9ccs133:Oth low resp:0.100\n", " Diagnosis:9ccs127:COPD:0.099\n", " Diagnosis:9ccs91:Other eye dx:0.096\n", " Diagnosis:9ccs128:Asthma:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.082\n", " Diagnosis:9ccs94:Other ear dx:0.074\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 797 | OR_unadj: 0.878 [0.699 1.102] | indivs AUC:0.449\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs10:Immuniz/scrn:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.225\n", " Diagnosis:9ccs125:Bronchitis:0.219\n", " Diagnosis:9ccs155:Other GI dx:0.202\n", " Diagnosis:9ccs255:Social admin:0.189\n", " Diagnosis:9ccs90:Eye infectn:0.180\n", " Diagnosis:9ccs253:Allergy:0.174\n", " Diagnosis:9ccs135:Intest infct:0.168\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 89 | OR_unadj: 1.171 [0.713 1.922] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.202\n", " Number of Visits:0.181\n", " Diagnosis:9ccs133:Oth low resp:0.140\n", " Diagnosis:9ccs155:Other GI dx:0.125\n", " Diagnosis:9ccs257:Ot aftercare:0.111\n", " Diagnosis:9ccs258:Other screen:0.111\n", " Diagnosis:9ccs2603:E Codes: Fall:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 481 | OR_unadj: 0.983 [0.763 1.267] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.293\n", " Diagnosis:9ccs257:Ot aftercare:0.288\n", " Diagnosis:9ccs128:Asthma:0.246\n", " Diagnosis:9ccs7:Viral infect:0.219\n", " Diagnosis:9ccs122:Pneumonia:0.187\n", " Diagnosis:9ccs90:Eye infectn:0.175\n", " Diagnosis:9ccs135:Intest infct:0.167\n", " Diagnosis:9ccs10:Immuniz/scrn:0.161\n", " Diagnosis:9ccs255:Social admin:0.138\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 466 | OR_unadj: 0.954 [0.738 1.234] | indivs AUC:0.485\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.323\n", " Diagnosis:9ccs7:Viral infect:0.202\n", " Diagnosis:9ccs154:Gastroent:0.191\n", " Diagnosis:9ccs253:Allergy:0.183\n", " Diagnosis:9ccs133:Oth low resp:0.172\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs10:Immuniz/scrn:0.146\n", " Diagnosis:9ccs258:Other screen:0.145\n", " Diagnosis:9ccs58:Ot nutrit dx:0.133\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 443 | OR_unadj: 1.060 [0.819 1.372] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.288\n", " Diagnosis:9ccs7:Viral infect:0.180\n", " Diagnosis:9ccs125:Bronchitis:0.175\n", " Diagnosis:9ccs91:Other eye dx:0.173\n", " Diagnosis:9ccs10:Immuniz/scrn:0.151\n", " Diagnosis:9ccs257:Ot aftercare:0.148\n", " Diagnosis:9ccs155:Other GI dx:0.131\n", " Diagnosis:9ccs135:Intest infct:0.131\n", " Diagnosis:9ccs255:Social admin:0.131\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 166 | OR_unadj: 1.404 [0.979 2.013] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.257\n", " Diagnosis:9ccs74:Ot mentl cnd:0.205\n", " Diagnosis:9ccs113:Late eff CVD:0.198\n", " Diagnosis:9ccs127:COPD:0.084\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.078\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs133:Oth low resp:0.072\n", " Diagnosis:9ccs128:Asthma:0.072\n", "\n", " Diagnosis:9ccs222:Perint jaund | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 225 | OR_unadj: 0.925 [0.656 1.303] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.181\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs91:Other eye dx:0.066\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.051\n", " Lab:294495 LEAD, BLOOD - LMC:0.050\n", " Diagnosis:9ccs113:Late eff CVD:-0.050\n", " Diagnosis:9ccs133:Oth low resp:0.043\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 169 | OR_unadj: 1.068 [0.732 1.557] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.198\n", " Number of Visits:0.112\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs127:COPD:0.066\n", " Diagnosis:9ccs133:Oth low resp:0.058\n", " Lab:294495 LEAD, BLOOD - LMC:-0.057\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 89 | OR_unadj: 0.765 [0.440 1.331] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Diagnosis:9ccs258:Other screen:0.165\n", " Number of Visits:0.153\n", " Diagnosis:9ccs239:Superfic inj:0.094\n", " Diagnosis:9ccs7:Viral infect:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", " Diagnosis:9ccs247:Lymph enlarg:0.083\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.077\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 165 | OR_unadj: 0.910 [0.613 1.351] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.206\n", " Diagnosis:9ccs258:Other screen:0.184\n", " Diagnosis:9ccs7:Viral infect:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.129\n", " Diagnosis:9ccs133:Oth low resp:0.124\n", " Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Diagnosis:9ccs253:Allergy:0.099\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs137:Mouth dx:0.094\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 182 | OR_unadj: 1.032 [0.714 1.490] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Number of Visits:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Diagnosis:9ccs255:Social admin:0.076\n", " Diagnosis:9ccs137:Mouth dx:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs122:Pneumonia:0.059\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 184 | OR_unadj: 1.088 [0.758 1.563] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.108\n", " Diagnosis:9ccs151:Oth liver dx:0.077\n", " Diagnosis:9ccs135:Intest infct:0.061\n", " Number of Visits:0.059\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Lab:294495 LEAD, BLOOD - LMC:0.055\n", " Diagnosis:9ccs258:Other screen:0.053\n", " Diagnosis:9ccs155:Other GI dx:0.046\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 857 | OR_unadj: 1.042 [0.831 1.306] | indivs AUC:0.448\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.299\n", " Diagnosis:9ccs255:Social admin:0.198\n", " Diagnosis:9ccs10:Immuniz/scrn:0.198\n", " Diagnosis:9ccs198:Ot infl skin:0.187\n", " Diagnosis:9ccs155:Other GI dx:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.174\n", " Diagnosis:9ccs133:Oth low resp:0.164\n", " Diagnosis:9ccs90:Eye infectn:0.127\n", "\n", " Vital: HC Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 49 | OR_unadj: 0.784 [0.264 2.329] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:-0.084\n", " Diagnosis:9ccs94:Other ear dx:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.043\n", " Diagnosis:9ccs91:Other eye dx:-0.042\n", " Diagnosis:9ccs213:Cardiac anom:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.038\n", " Diagnosis:9ccs198:Ot infl skin:0.038\n", " Diagnosis:9ccs7:Viral infect:0.035\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.033\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 204 | OR_unadj: 0.817 [0.565 1.182] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs113:Late eff CVD:0.219\n", " Diagnosis:9ccs94:Other ear dx:0.205\n", " Number of Visits:0.187\n", " Diagnosis:9ccs10:Immuniz/scrn:0.122\n", " Diagnosis:9ccs255:Social admin:0.073\n", " Diagnosis:9ccs58:Ot nutrit dx:0.068\n", " Diagnosis:9ccs135:Intest infct:0.065\n", " MatDeliveryAge:0.062\n", " Diagnosis:9ccs7:Viral infect:0.061\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 118 | OR_unadj: 0.999 [0.637 1.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.269\n", " Diagnosis:9ccs128:Asthma:0.160\n", " Diagnosis:9ccs133:Oth low resp:0.155\n", " Diagnosis:9ccs122:Pneumonia:0.127\n", " Diagnosis:9ccs125:Bronchitis:0.120\n", " Diagnosis:9ccs258:Other screen:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.099\n", " Diagnosis:9ccs7:Viral infect:0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.093\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 783 | OR_unadj: 0.992 [0.790 1.245] | indivs AUC:0.459\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.371\n", " Diagnosis:9ccs125:Bronchitis:0.288\n", " Diagnosis:9ccs7:Viral infect:0.225\n", " Diagnosis:9ccs10:Immuniz/scrn:0.212\n", " Diagnosis:9ccs255:Social admin:0.197\n", " Diagnosis:9ccs128:Asthma:0.189\n", " Diagnosis:9ccs122:Pneumonia:0.182\n", " Diagnosis:9ccs253:Allergy:0.174\n", " Diagnosis:9ccs135:Intest infct:0.171\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 128 | OR_unadj: 1.484 [0.995 2.214] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.153\n", " Diagnosis:9ccs7:Viral infect:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Diagnosis:9ccs137:Mouth dx:0.085\n", " Diagnosis:9ccs2603:E Codes: Fall:0.083\n", " Diagnosis:9ccs258:Other screen:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.075\n", " Diagnosis:9ccs134:Ot uppr resp:0.066\n", "\n", "* Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 170 | OR_unadj: 1.447 [1.015 2.063] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Diagnosis:9ccs128:Asthma:0.304\n", " Number of Visits:0.287\n", " Diagnosis:9ccs125:Bronchitis:0.187\n", " Diagnosis:9ccs257:Ot aftercare:0.182\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs135:Intest infct:0.128\n", " Diagnosis:9ccs127:COPD:0.127\n", " Diagnosis:9ccs7:Viral infect:0.122\n", " Diagnosis:9ccs133:Oth low resp:0.096\n", "\n", "* Diagnosis:9ccs138:Esophgeal dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 78 | OR_unadj: 0.507 [0.259 0.995] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.202\n", " Number of Visits:0.151\n", " Diagnosis:9ccs133:Oth low resp:0.145\n", " Diagnosis:9ccs155:Other GI dx:0.121\n", " Diagnosis:9ccs239:Superfic inj:0.091\n", " Diagnosis:9ccs151:Oth liver dx:0.089\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs7:Viral infect:0.086\n", " Diagnosis:9ccs166:Oth male gen:0.086\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 0.743 [0.492 1.122] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.181\n", " Diagnosis:9ccs10:Immuniz/scrn:0.101\n", " Diagnosis:9ccs258:Other screen:0.100\n", " Diagnosis:9ccs154:Gastroent:0.092\n", " Diagnosis:9ccs138:Esophgeal dx:0.089\n", " Number of Visits:0.084\n", " Diagnosis:9ccs155:Other GI dx:0.083\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.408 [0.874 2.268] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.110\n", " Diagnosis:9ccs135:Intest infct:0.053\n", " Diagnosis:9ccs250:Nausea/vomit:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.053\n", " Diagnosis:9ccs255:Social admin:0.052\n", " Diagnosis:9ccs58:Ot nutrit dx:0.052\n", " Diagnosis:9ccs133:Oth low resp:-0.048\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.047\n", " Diagnosis:9ccs91:Other eye dx:0.046\n", "\n", " Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1428 | OR_unadj: 0.961 [0.720 1.284] | indivs AUC:0.455\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.472\n", " Number of Visits:0.260\n", " Diagnosis:9ccs7:Viral infect:0.243\n", " Diagnosis:9ccs257:Ot aftercare:0.212\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs125:Bronchitis:0.161\n", " Diagnosis:9ccs90:Eye infectn:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.146\n", " Diagnosis:9ccs135:Intest infct:0.145\n", "\n", " Diagnosis:9ccs166:Oth male gen | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 92 | OR_unadj: 1.049 [0.636 1.730] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs166:Oth male gen:1.000\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs138:Esophgeal dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:0.083\n", " Number of Visits:0.076\n", " Diagnosis:9ccs143:Abdom hernia:0.072\n", " Diagnosis:9ccs253:Allergy:0.066\n", " Diagnosis:9ccs198:Ot infl skin:0.064\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", "\n", "* Diagnosis:9ccs213:Cardiac anom | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 56 | OR_unadj: 1.858 [1.056 3.270] | indivs AUC:0.487\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.473\n", " Number of Visits:0.123\n", " Diagnosis:9ccs161:Ot dx kidney:0.101\n", " Diagnosis:9ccs257:Ot aftercare:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:0.070\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs91:Other eye dx:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs137:Mouth dx:0.047\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 41 | OR_unadj: 1.144 [0.556 2.356] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Number of Visits:0.130\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.118\n", " Diagnosis:9ccs213:Cardiac anom:0.101\n", " Diagnosis:9ccs257:Ot aftercare:0.066\n", " Diagnosis:9ccs135:Intest infct:0.060\n", " Diagnosis:9ccs154:Gastroent:0.059\n", " Diagnosis:9ccs133:Oth low resp:0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 68 | OR_unadj: 1.092 [0.616 1.935] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Number of Visits:0.095\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.073\n", " Diagnosis:9ccs166:Oth male gen:0.072\n", " Diagnosis:9ccs239:Superfic inj:0.067\n", " Diagnosis:9ccs151:Oth liver dx:0.064\n", " Diagnosis:9ccs253:Allergy:0.063\n", " Diagnosis:9ccs155:Other GI dx:0.060\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 36 | OR_unadj: 1.370 [0.655 2.866] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Number of Visits:0.100\n", " Diagnosis:9ccs258:Other screen:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.083\n", " Diagnosis:9ccs250:Nausea/vomit:0.076\n", " Diagnosis:9ccs135:Intest infct:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.068\n", " Diagnosis:9ccs138:Esophgeal dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs239:Superfic inj:0.063\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1667 | OR_unadj: 1.120 [0.650 1.932] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.472\n", " Diagnosis:9ccs253:Allergy:0.198\n", " Diagnosis:9ccs257:Ot aftercare:0.197\n", " Diagnosis:9ccs7:Viral infect:0.189\n", " Number of Visits:0.139\n", " Diagnosis:9ccs125:Bronchitis:0.138\n", " Diagnosis:9ccs135:Intest infct:0.136\n", " Diagnosis:9ccs90:Eye infectn:0.131\n", " Diagnosis:9ccs155:Other GI dx:0.117\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 37 | OR_unadj: 0.822 [0.358 1.886] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.184\n", " Diagnosis:9ccs137:Mouth dx:0.165\n", " Number of Visits:0.156\n", " Diagnosis:9ccs155:Other GI dx:0.145\n", " Diagnosis:9ccs250:Nausea/vomit:0.111\n", " Diagnosis:9ccs127:COPD:0.103\n", " Diagnosis:9ccs151:Oth liver dx:0.100\n", " Diagnosis:9ccs91:Other eye dx:0.093\n", " Diagnosis:9ccs2603:E Codes: Fall:0.091\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 33 | OR_unadj: 0.627 [0.240 1.634] | indivs AUC:0.483\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Number of Visits:0.084\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.055\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.045\n", "\n", "* Diagnosis:9ccs154:Gastroent | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 35 | OR_unadj: 0.210 [0.050 0.880] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs155:Other GI dx:0.191\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Number of Visits:0.145\n", " Diagnosis:9ccs253:Allergy:0.121\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", "* Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 22 | OR_unadj: 2.483 [1.053 5.853] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.118\n", " Number of Visits:0.107\n", " Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs7:Viral infect:0.072\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:0.070\n", " Diagnosis:9ccs134:Ot uppr resp:0.068\n", " Diagnosis:9ccs90:Eye infectn:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.059\n", " Diagnosis:9ccs94:Other ear dx:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.058\n", " Diagnosis:9ccs113:Late eff CVD:-0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.053\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.74660525906\n", "Number of Visits : 0.0167244707023\n", "MatDeliveryAge : 0.015808605476\n", "Census : 0.162553718018\n", "Lab : 0.00337504406744\n", "Diagnosis : 0.0534970268797\n", "Newborn Diagnosis : 0.0014358757971\n", "Time to run analysis 0:04:37.056508\n", "Total Time elapsed 8:39:58.497997\n", "-----------------------------------------------------\n", "\n", "girls no_min full lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.981, R^2 test: -3.676\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.848, R^2 test: -0.666\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.729, R^2 test: -0.156\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.812, Explained Variance Score Test: 0.312\n", "\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.234\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.884, R^2 test: 0.155\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.776, R^2 test: 0.250\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.807, Explained Variance Score Test: 0.262\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.885\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.920, R^2 test: -0.160\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.826, R^2 test: 0.059\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.412, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.825, Explained Variance Score Test: 0.369\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.278\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.908, R^2 test: 0.083\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.806, R^2 test: 0.223\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.351\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.807, Explained Variance Score Test: 0.304\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.706\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.930, R^2 test: -0.250\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.841, R^2 test: -0.034\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.503, R^2 test: 0.345\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.849, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.821, Explained Variance Score Test: 0.356\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.995, R^2 test: -1.335\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.935, R^2 test: -0.560\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.850, R^2 test: -0.228\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.459, R^2 test: 0.149\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.828, Explained Variance Score Test: 0.385\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.328\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.844, R^2 test: -0.234\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.732, R^2 test: -0.018\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.165\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.810, Explained Variance Score Test: 0.333\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.713\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.891, R^2 test: 0.078\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.772, R^2 test: 0.304\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.397\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.889, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.821, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.548\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.667\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.783, R^2 test: -0.265\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.390, R^2 test: 0.149\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.807, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.722\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.913, R^2 test: -0.089\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.821, R^2 test: 0.106\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.442, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.815, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.840\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.894, R^2 test: 0.009\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.763, R^2 test: 0.164\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.271, R^2 test: 0.392\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.871, Explained Variance Score Validation: 0.392\n", "AUC Test: 0.809, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.628\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.876, R^2 test: -0.210\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.752, R^2 test: 0.010\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.406, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.846, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.821, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.994, R^2 test: -2.454\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.927, R^2 test: -1.058\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.847, R^2 test: -0.546\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.085\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.091\n", "AUC Test: 0.803, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.758\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.923, R^2 test: -0.395\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.810, R^2 test: -0.125\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.367, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.795, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.534\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.905, R^2 test: 0.016\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.821, R^2 test: 0.225\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.430, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.857, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.804, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.153\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.913, R^2 test: 0.134\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.814, R^2 test: 0.217\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.272\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.824, Explained Variance Score Test: 0.337\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.994, R^2 test: -1.604\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.932, R^2 test: -0.719\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.846, R^2 test: -0.386\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.429, R^2 test: 0.119\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.797, Explained Variance Score Test: 0.340\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.982\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.620\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.768, R^2 test: -0.163\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.892, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.794, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.566\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.860, R^2 test: 0.111\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.722, R^2 test: 0.275\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.811, Explained Variance Score Test: 0.258\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.223\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.900, R^2 test: -0.453\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.784, R^2 test: -0.214\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.235, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.668, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.813, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.994, R^2 test: -1.146\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.926, R^2 test: -0.320\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.825, R^2 test: -0.034\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.395\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.869, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.402\n", "AUC Test: 0.801, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.878\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.894, R^2 test: -0.374\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.764, R^2 test: -0.088\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.761, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.199\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.376\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.773, R^2 test: -0.026\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.821, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.980, R^2 test: -2.668\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.841, R^2 test: -1.078\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.734, R^2 test: -0.624\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.384, R^2 test: -0.060\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.819, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.187\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.891, R^2 test: -0.291\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.766, R^2 test: -0.001\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.283\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.809, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.517\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.624\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.767, R^2 test: -0.254\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.803, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.976, R^2 test: -0.428\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.840, R^2 test: 0.021\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.723, R^2 test: 0.134\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.813, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.352\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.865, R^2 test: -0.290\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.047\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.945, Explained Variance Score Train: 0.748\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.799, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.402\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.907, R^2 test: 0.104\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.802, R^2 test: 0.244\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.780, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.664\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.889, R^2 test: 0.064\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.786, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.413\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.413\n", "AUC Test: 0.800, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.403\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.866, R^2 test: -0.050\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.106\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.803, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.270\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.918, R^2 test: -0.651\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.813, R^2 test: -0.255\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.810, Explained Variance Score Test: 0.322\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.441\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.875, R^2 test: -0.511\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.768, R^2 test: -0.243\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.807, Explained Variance Score Test: 0.305\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.081\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.917, R^2 test: 0.245\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.824, R^2 test: 0.289\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.477, R^2 test: 0.404\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.889, Explained Variance Score Validation: 0.408\n", "AUC Test: 0.833, Explained Variance Score Test: 0.342\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.494\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.919, R^2 test: -0.113\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.826, R^2 test: 0.091\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.820, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.442\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.933, R^2 test: -0.424\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.867, R^2 test: -0.196\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.531, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.850, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.810, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.982, R^2 test: -0.237\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.848, R^2 test: 0.304\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.401\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.375\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.909, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.809, Explained Variance Score Test: 0.321\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.901\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.904, R^2 test: -0.262\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.812, R^2 test: -0.061\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.793, Explained Variance Score Test: 0.283\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.430\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.894, R^2 test: -0.072\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.789, R^2 test: 0.055\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.790, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.295\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.880, R^2 test: 0.169\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.790, R^2 test: 0.211\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.403, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.805, Explained Variance Score Test: 0.298\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.807\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.866, R^2 test: 0.061\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.726, R^2 test: 0.308\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.803, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.930\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.890, R^2 test: -0.329\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.760, R^2 test: -0.055\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.839, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.610\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.891, R^2 test: -0.055\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.776, R^2 test: 0.167\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.327\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.806, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.974, R^2 test: -0.973\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.863, R^2 test: -0.520\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.756, R^2 test: -0.195\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.361, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.806, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.744\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.887, R^2 test: 0.046\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.751, R^2 test: 0.208\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.230, R^2 test: 0.335\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.887, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.771, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.717\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.199\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.147\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.376\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.717, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.812, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.431\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.863, R^2 test: -0.015\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.750, R^2 test: 0.072\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.208, R^2 test: 0.165\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.711, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.804, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.474\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.903, R^2 test: 0.035\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.222\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.787, Explained Variance Score Test: 0.279\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.706\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.925, R^2 test: -0.135\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.843, R^2 test: 0.031\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.452, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.800, Explained Variance Score Test: 0.363\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.628\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.050\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.779, R^2 test: 0.139\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.834, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.819, Explained Variance Score Test: 0.315\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.542\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.211\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.751, R^2 test: 0.084\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.807, Explained Variance Score Test: 0.256\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.982, R^2 test: -0.451\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.888, R^2 test: -0.072\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.780, R^2 test: 0.007\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.803, Explained Variance Score Test: 0.313\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.462\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.921, R^2 test: -0.442\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.836, R^2 test: -0.132\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.843, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.834, Explained Variance Score Test: 0.386\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.987, R^2 test: 0.050\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.877, R^2 test: 0.315\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.773, R^2 test: 0.360\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.417, R^2 test: 0.366\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.859, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.809, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.990, R^2 test: -2.777\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.903, R^2 test: -0.834\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.813, R^2 test: -0.156\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.443, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.886, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.806, Explained Variance Score Test: 0.378\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.994, R^2 test: -1.957\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.923, R^2 test: -0.874\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.829, R^2 test: -0.376\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.786, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.171\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.871, R^2 test: -0.047\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.751, R^2 test: 0.248\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.414, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.849, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.320\n", "AUC Test: 0.815, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.873\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.929, R^2 test: -0.323\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.851, R^2 test: -0.044\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.301\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.864, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.827, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.230\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.891, R^2 test: -0.307\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.779, R^2 test: 0.044\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.797, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.982, R^2 test: -2.391\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.873, R^2 test: -0.386\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.782, R^2 test: 0.004\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.237\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.810, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.974, R^2 test: -0.956\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.837, R^2 test: -0.220\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.695, R^2 test: -0.019\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.721, Explained Variance Score Train: 0.198\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.786, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.127\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.894, R^2 test: -0.128\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.088\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.389, R^2 test: 0.153\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.810, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.300\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.882, R^2 test: 0.050\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.778, R^2 test: 0.127\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.363, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.867, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.788, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.980, R^2 test: -2.715\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.873, R^2 test: -0.670\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.772, R^2 test: -0.237\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.307\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.812, Explained Variance Score Test: 0.319\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.534\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.906, R^2 test: -0.032\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.810, R^2 test: 0.101\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.832, Explained Variance Score Test: 0.333\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.961, R^2 test: -0.545\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.876, R^2 test: 0.002\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.781, R^2 test: 0.153\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.388, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.805, Explained Variance Score Test: 0.335\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.653\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.092\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.766, R^2 test: 0.122\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.880, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.808, Explained Variance Score Test: 0.327\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.721\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.880, R^2 test: 0.091\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.768, R^2 test: 0.262\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.283\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.802, Explained Variance Score Test: 0.300\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.967, R^2 test: -0.320\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.833, R^2 test: 0.136\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.703, R^2 test: 0.235\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.721, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.815, Explained Variance Score Test: 0.289\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.975, R^2 test: -2.009\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.318\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.826, R^2 test: -0.062\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.478, R^2 test: 0.137\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.866, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.829, Explained Variance Score Test: 0.385\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.981, R^2 test: -0.421\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.841, R^2 test: 0.073\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.702, R^2 test: 0.102\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.134\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.958, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.800, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.943\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.899, R^2 test: -0.220\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.777, R^2 test: -0.007\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.806, Explained Variance Score Test: 0.315\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.592\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.927, R^2 test: -0.114\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.836, R^2 test: 0.041\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.929, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.813, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.923\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.898, R^2 test: -0.079\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.778, R^2 test: 0.193\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.853, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.824, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.361\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.897, R^2 test: -0.300\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.804, R^2 test: 0.080\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.429, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.824, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.802, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.933\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.931, R^2 test: -0.185\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.835, R^2 test: -0.004\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.400, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.863, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.820, Explained Variance Score Test: 0.374\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.966, R^2 test: -2.140\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.834, R^2 test: -0.479\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.694, R^2 test: 0.033\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.289\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.798, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.580\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.888, R^2 test: 0.041\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.781, R^2 test: 0.182\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.388, R^2 test: 0.307\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.851, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.815, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.558\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.901, R^2 test: -0.594\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.829, R^2 test: -0.235\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.805, Explained Variance Score Test: 0.375\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.995, R^2 test: -1.032\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.944, R^2 test: -0.528\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.877, R^2 test: -0.237\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.449, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.826, Explained Variance Score Test: 0.396\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.657\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.917, R^2 test: 0.159\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.858, R^2 test: 0.220\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.501, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.863, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.816, Explained Variance Score Test: 0.383\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.985, R^2 test: 0.035\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.869, R^2 test: 0.248\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.768, R^2 test: 0.305\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.893, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.805, Explained Variance Score Test: 0.257\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.970, R^2 test: -1.267\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.836, R^2 test: 0.042\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.729, R^2 test: 0.261\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.376\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.814, Explained Variance Score Test: 0.312\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.979, R^2 test: -2.063\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.834, R^2 test: -0.327\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.714, R^2 test: 0.045\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.748, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.821, Explained Variance Score Test: 0.306\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.994, R^2 test: -2.494\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.929, R^2 test: -0.880\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.857, R^2 test: -0.428\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.436, R^2 test: 0.395\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.418\n", "AUC Test: 0.818, Explained Variance Score Test: 0.388\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.298\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.467\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.784, R^2 test: -0.168\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.443, R^2 test: 0.069\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.809, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.293\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.881, R^2 test: 0.064\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.757, R^2 test: 0.163\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.195\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.805, Explained Variance Score Test: 0.274\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.982, R^2 test: -0.300\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.866, R^2 test: 0.066\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.184\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.350, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.888, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.799, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.983, R^2 test: -0.788\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.874, R^2 test: -0.142\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.778, R^2 test: 0.018\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.137\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.807, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.206\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.913, R^2 test: -0.440\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.814, R^2 test: -0.160\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.429, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.799, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.001\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.883, R^2 test: -0.192\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.764, R^2 test: 0.095\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.853, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.802, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.656\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.872, R^2 test: -0.049\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.733, R^2 test: 0.157\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.374\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.804, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.987, R^2 test: -2.357\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.901, R^2 test: -0.627\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.780, R^2 test: -0.005\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.366, R^2 test: 0.344\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.814, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.844\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.634\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.770, R^2 test: -0.220\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.359, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.821, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.995, R^2 test: -1.629\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.928, R^2 test: -0.652\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.821, R^2 test: -0.252\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.797, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.674\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.855, R^2 test: 0.133\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.734, R^2 test: 0.199\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.944, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.788, Explained Variance Score Test: 0.318\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.621\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.925, R^2 test: -0.140\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.841, R^2 test: 0.049\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.444, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.806, Explained Variance Score Test: 0.341\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.525\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.867, R^2 test: -0.014\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.746, R^2 test: 0.207\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.858, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.798, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.984, R^2 test: -1.558\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.868, R^2 test: -0.147\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.112\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.350, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.805, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.466\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.916, R^2 test: -0.029\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.826, R^2 test: 0.128\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.387, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.801, Explained Variance Score Test: 0.335\n", "\n", "total Variables 19290 and total subjects: 1698\n", "->AUC validation: 0.774 95% CI: [0.762 , 0.786]\n", "->AUC test: 0.808 95% CI: [0.805 , 0.810]\n", "->R^2 validation: 0.264 95% CI: [0.248 , 0.279]\n", "->R^2 test: 0.315 95% CI: [0.308 , 0.323]\n", "->Explained Variance validation: 0.253 95% CI: [0.237 , 0.269]\n", "->Explained Variance test: 0.310 95% CI: [0.302 , 0.318]\n", "Test set metrics:\n", "@threshold:1.419, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.381, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:1.127, sens:0.127, spec:0.996, ppv:0.875, acc:0.855, f1:0.222, mcc:0.326, total+:8, total-:331\n", "@threshold:1.054, sens:0.145, spec:0.996, ppv:0.889, acc:0.858, f1:0.250, mcc:0.352, total+:9, total-:330\n", "@threshold:1.030, sens:0.164, spec:0.993, ppv:0.818, acc:0.858, f1:0.273, mcc:0.176, total+:11, total-:328\n", "@threshold:0.977, sens:0.182, spec:0.989, ppv:0.769, acc:0.858, f1:0.294, mcc:0.119, total+:13, total-:326\n", "@threshold:0.974, sens:0.182, spec:0.986, ppv:0.714, acc:0.855, f1:0.290, mcc:0.084, total+:14, total-:325\n", "@threshold:0.944, sens:0.200, spec:0.986, ppv:0.733, acc:0.858, f1:0.314, mcc:0.090, total+:15, total-:324\n", "@threshold:0.944, sens:0.200, spec:0.982, ppv:0.688, acc:0.855, f1:0.310, mcc:0.069, total+:16, total-:323\n", "@threshold:0.896, sens:0.218, spec:0.979, ppv:0.667, acc:0.855, f1:0.329, mcc:0.059, total+:18, total-:321\n", "@threshold:0.886, sens:0.218, spec:0.975, ppv:0.632, acc:0.853, f1:0.324, mcc:0.048, total+:19, total-:320\n", "@threshold:0.865, sens:0.236, spec:0.975, ppv:0.650, acc:0.855, f1:0.347, mcc:0.051, total+:20, total-:319\n", "@threshold:0.818, sens:0.236, spec:0.972, ppv:0.619, acc:0.853, f1:0.342, mcc:0.043, total+:21, total-:318\n", "@threshold:0.793, sens:0.255, spec:0.972, ppv:0.636, acc:0.855, f1:0.364, mcc:0.046, total+:22, total-:317\n", "@threshold:0.792, sens:0.255, spec:0.968, ppv:0.609, acc:0.853, f1:0.359, mcc:0.040, total+:23, total-:316\n", "@threshold:0.755, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:0.698, sens:0.273, spec:0.958, ppv:0.556, acc:0.847, f1:0.366, mcc:0.029, total+:27, total-:312\n", "@threshold:0.693, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.679, sens:0.291, spec:0.954, ppv:0.552, acc:0.847, f1:0.381, mcc:0.027, total+:29, total-:310\n", "@threshold:0.660, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.657, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.614, sens:0.345, spec:0.940, ppv:0.528, acc:0.844, f1:0.418, mcc:0.022, total+:36, total-:303\n", "@threshold:0.594, sens:0.364, spec:0.937, ppv:0.526, acc:0.844, f1:0.430, mcc:0.021, total+:38, total-:301\n", "@threshold:0.566, sens:0.382, spec:0.923, ppv:0.488, acc:0.835, f1:0.429, mcc:0.017, total+:43, total-:296\n", "@threshold:0.560, sens:0.382, spec:0.919, ppv:0.477, acc:0.832, f1:0.424, mcc:0.016, total+:44, total-:295\n", "@threshold:0.556, sens:0.400, spec:0.919, ppv:0.489, acc:0.835, f1:0.440, mcc:0.017, total+:45, total-:294\n", "@threshold:0.545, sens:0.400, spec:0.915, ppv:0.478, acc:0.832, f1:0.436, mcc:0.016, total+:46, total-:293\n", "@threshold:0.528, sens:0.418, spec:0.912, ppv:0.479, acc:0.832, f1:0.447, mcc:0.016, total+:48, total-:291\n", "@threshold:0.521, sens:0.418, spec:0.908, ppv:0.469, acc:0.829, f1:0.442, mcc:0.015, total+:49, total-:290\n", "@threshold:0.505, sens:0.436, spec:0.901, ppv:0.462, acc:0.826, f1:0.449, mcc:0.014, total+:52, total-:287\n", "@threshold:0.481, sens:0.491, spec:0.898, ppv:0.482, acc:0.832, f1:0.486, mcc:0.015, total+:56, total-:283\n", "@threshold:0.454, sens:0.509, spec:0.891, ppv:0.475, acc:0.829, f1:0.491, mcc:0.014, total+:59, total-:280\n", "@threshold:0.451, sens:0.527, spec:0.887, ppv:0.475, acc:0.829, f1:0.500, mcc:0.014, total+:61, total-:278\n", "@threshold:0.450, sens:0.545, spec:0.887, ppv:0.484, acc:0.832, f1:0.513, mcc:0.014, total+:62, total-:277\n", "@threshold:0.447, sens:0.545, spec:0.884, ppv:0.476, acc:0.829, f1:0.508, mcc:0.014, total+:63, total-:276\n", "@threshold:0.417, sens:0.564, spec:0.873, ppv:0.463, acc:0.823, f1:0.508, mcc:0.013, total+:67, total-:272\n", "@threshold:0.414, sens:0.564, spec:0.870, ppv:0.456, acc:0.820, f1:0.504, mcc:0.012, total+:68, total-:271\n", "@threshold:0.391, sens:0.582, spec:0.859, ppv:0.444, acc:0.814, f1:0.504, mcc:0.011, total+:72, total-:267\n", "@threshold:0.390, sens:0.582, spec:0.856, ppv:0.438, acc:0.811, f1:0.500, mcc:0.011, total+:73, total-:266\n", "@threshold:0.332, sens:0.600, spec:0.817, ppv:0.388, acc:0.782, f1:0.471, mcc:0.008, total+:85, total-:254\n", "@threshold:0.315, sens:0.600, spec:0.813, ppv:0.384, acc:0.779, f1:0.468, mcc:0.008, total+:86, total-:253\n", "@threshold:0.312, sens:0.618, spec:0.810, ppv:0.386, acc:0.779, f1:0.476, mcc:0.008, total+:88, total-:251\n", "@threshold:0.312, sens:0.618, spec:0.806, ppv:0.382, acc:0.776, f1:0.472, mcc:0.008, total+:89, total-:250\n", "@threshold:0.296, sens:0.636, spec:0.796, ppv:0.376, acc:0.770, f1:0.473, mcc:0.007, total+:93, total-:246\n", "@threshold:0.294, sens:0.636, spec:0.792, ppv:0.372, acc:0.767, f1:0.470, mcc:0.007, total+:94, total-:245\n", "@threshold:0.288, sens:0.655, spec:0.785, ppv:0.371, acc:0.764, f1:0.474, mcc:0.007, total+:97, total-:242\n", "@threshold:0.286, sens:0.655, spec:0.782, ppv:0.367, acc:0.761, f1:0.471, mcc:0.007, total+:98, total-:241\n", "@threshold:0.211, sens:0.673, spec:0.729, ppv:0.325, acc:0.720, f1:0.438, mcc:0.005, total+:114, total-:225\n", "@threshold:0.210, sens:0.673, spec:0.725, ppv:0.322, acc:0.717, f1:0.435, mcc:0.005, total+:115, total-:224\n", "@threshold:0.209, sens:0.691, spec:0.725, ppv:0.328, acc:0.720, f1:0.444, mcc:0.005, total+:116, total-:223\n", "@threshold:0.206, sens:0.691, spec:0.722, ppv:0.325, acc:0.717, f1:0.442, mcc:0.005, total+:117, total-:222\n", "@threshold:0.169, sens:0.709, spec:0.697, ppv:0.312, acc:0.699, f1:0.433, mcc:0.004, total+:125, total-:214\n", "@threshold:0.168, sens:0.727, spec:0.694, ppv:0.315, acc:0.699, f1:0.440, mcc:0.005, total+:127, total-:212\n", "@threshold:0.137, sens:0.745, spec:0.680, ppv:0.311, acc:0.690, f1:0.439, mcc:0.004, total+:132, total-:207\n", "@threshold:0.134, sens:0.745, spec:0.676, ppv:0.308, acc:0.687, f1:0.436, mcc:0.004, total+:133, total-:206\n", "@threshold:0.108, sens:0.764, spec:0.665, ppv:0.307, acc:0.681, f1:0.438, mcc:0.004, total+:137, total-:202\n", "@threshold:0.107, sens:0.764, spec:0.662, ppv:0.304, acc:0.678, f1:0.435, mcc:0.004, total+:138, total-:201\n", "@threshold:0.091, sens:0.782, spec:0.644, ppv:0.299, acc:0.667, f1:0.432, mcc:0.004, total+:144, total-:195\n", "@threshold:0.086, sens:0.782, spec:0.641, ppv:0.297, acc:0.664, f1:0.430, mcc:0.004, total+:145, total-:194\n", "@threshold:0.056, sens:0.800, spec:0.623, ppv:0.291, acc:0.652, f1:0.427, mcc:0.004, total+:151, total-:188\n", "@threshold:0.049, sens:0.800, spec:0.620, ppv:0.289, acc:0.649, f1:0.425, mcc:0.004, total+:152, total-:187\n", "@threshold:0.047, sens:0.818, spec:0.620, ppv:0.294, acc:0.652, f1:0.433, mcc:0.004, total+:153, total-:186\n", "@threshold:0.046, sens:0.818, spec:0.616, ppv:0.292, acc:0.649, f1:0.431, mcc:0.004, total+:154, total-:185\n", "@threshold:0.028, sens:0.836, spec:0.606, ppv:0.291, acc:0.643, f1:0.432, mcc:0.004, total+:158, total-:181\n", "@threshold:0.027, sens:0.836, spec:0.602, ppv:0.289, acc:0.640, f1:0.430, mcc:0.004, total+:159, total-:180\n", "@threshold:-0.021, sens:0.873, spec:0.535, ppv:0.267, acc:0.590, f1:0.409, mcc:0.003, total+:180, total-:159\n", "@threshold:-0.022, sens:0.873, spec:0.532, ppv:0.265, acc:0.587, f1:0.407, mcc:0.003, total+:181, total-:158\n", "@threshold:-0.046, sens:0.891, spec:0.504, ppv:0.258, acc:0.566, f1:0.400, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.052, sens:0.891, spec:0.500, ppv:0.257, acc:0.563, f1:0.398, mcc:0.003, total+:191, total-:148\n", "@threshold:-0.081, sens:0.909, spec:0.482, ppv:0.254, acc:0.552, f1:0.397, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.090, sens:0.909, spec:0.479, ppv:0.253, acc:0.549, f1:0.395, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.090, sens:0.927, spec:0.479, ppv:0.256, acc:0.552, f1:0.402, mcc:0.003, total+:199, total-:140\n", "@threshold:-0.095, sens:0.927, spec:0.475, ppv:0.255, acc:0.549, f1:0.400, mcc:0.003, total+:200, total-:139\n", "@threshold:-0.118, sens:0.945, spec:0.444, ppv:0.248, acc:0.525, f1:0.392, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.120, sens:0.945, spec:0.440, ppv:0.246, acc:0.522, f1:0.391, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.188, sens:0.964, spec:0.366, ppv:0.227, acc:0.463, f1:0.368, mcc:0.002, total+:233, total-:106\n", "@threshold:-0.188, sens:0.964, spec:0.363, ppv:0.226, acc:0.460, f1:0.367, mcc:0.002, total+:234, total-:105\n", "@threshold:-0.389, sens:0.982, spec:0.201, ppv:0.192, acc:0.327, f1:0.321, mcc:0.002, total+:281, total-:58\n", "@threshold:-0.393, sens:0.982, spec:0.197, ppv:0.191, acc:0.324, f1:0.320, mcc:0.002, total+:282, total-:57\n", "@threshold:-1.290, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.108 95% CI: [0.091 , 0.125] | OR_adj 1.114 [1.095 1.133] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", "* Vital: BMI-latest | coef 0.076 95% CI: [0.056 , 0.095] | OR_adj 1.078 [1.058 1.099] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.082\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", "\n", "* Vital: BMI-avg19to24 | coef 0.068 95% CI: [0.047 , 0.089] | OR_adj 1.071 [1.048 1.093] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.056 95% CI: [0.043 , 0.069] | OR_adj 1.058 [1.044 1.072] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.087\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.073\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Vital: BMI-postPregnancy:0.072\n", "\n", "* Vital: BMI-avg13to16 | coef 0.042 95% CI: [0.028 , 0.055] | OR_adj 1.043 [1.029 1.056] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.072\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.070\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", "\n", "* Vital: Wt-latest | coef 0.026 95% CI: [0.017 , 0.034] | OR_adj 1.026 [1.018 1.034] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", "* Vital: BMI-gain0to24 | coef 0.025 95% CI: [0.012 , 0.038] | OR_adj 1.025 [1.012 1.039] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.024 95% CI: [0.015 , 0.033] | OR_adj 1.024 [1.015 1.034] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.024 95% CI: [0.015 , 0.033] | OR_adj 1.024 [1.015 1.033] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.023 95% CI: [0.016 , 0.030] | OR_adj 1.023 [1.016 1.031] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.020 95% CI: [0.011 , 0.030] | OR_adj 1.021 [1.011 1.030] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", "* Vital: Wt-avg19to24 | coef 0.020 95% CI: [0.008 , 0.031] | OR_adj 1.020 [1.008 1.031] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n", "* Vital: Wt-avg16to19 | coef 0.017 95% CI: [0.008 , 0.026] | OR_adj 1.017 [1.008 1.026] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.010 95% CI: [0.004 , 0.016] | OR_adj 1.010 [1.004 1.016] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.069\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.069\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.009 95% CI: [0.005 , 0.014] | OR_adj 1.009 [1.005 1.014] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", "\n", "* Vital: BMI-avg16to19 | coef 0.009 95% CI: [0.003 , 0.015] | OR_adj 1.009 [1.003 1.015] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.073\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.008 95% CI: [0.002 , 0.015] | OR_adj 1.008 [1.002 1.015] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", "\n", "* Vital: Wt-gain0to24 | coef 0.007 95% CI: [0.001 , 0.012] | OR_adj 1.007 [1.001 1.012] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", "* Vital: Wt Change-latest | coef 0.007 95% CI: [0.002 , 0.011] | OR_adj 1.007 [1.002 1.011] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.127\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.006 95% CI: [0.001 , 0.011] | OR_adj 1.006 [1.001 1.011] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.091\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.001 , 0.011] | OR_adj 1.006 [1.001 1.011] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", "\n", "* Number of Visits | coef -0.005 95% CI: [-0.009 , -0.002] | OR_adj 0.995 [0.992 0.998] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt-gain7to13 | coef -0.005 95% CI: [-0.008 , -0.001] | OR_adj 0.995 [0.992 0.999] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.108\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.081\n", " Diagnosis:9ccs5:HIV infectn:-0.077\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.065\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", "* Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.004 95% CI: [-0.004 , 0.013] | OR_adj 1.004 [0.996 1.013] | occ: 91 | OR_unadj: 4.468 [1.938 10.303] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.221\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.188\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.160\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.134\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.004 95% CI: [-0.001 , 0.010] | OR_adj 1.004 [0.999 1.010] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", "* Vital: Wt-avg13to16 | coef 0.004 95% CI: [-0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.096\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.088\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", "\n", "* Vital: Wt-avg10to13 | coef 0.004 95% CI: [0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.004 95% CI: [-0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.064\n", "\n", " Vital: Temp-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", " MatDeliveryAge | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.003 95% CI: [-0.001 , 0.007] | OR_adj 1.003 [0.999 1.007] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.108\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef -0.003 95% CI: [-0.008 , 0.003] | OR_adj 0.997 [0.992 1.003] | occ: 98 | OR_unadj: 0.854 [0.469 1.555] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.379\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.139\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.113\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.110\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.098\n", " Maternal Diagnosis:9ccs73:Preadult dx:0.098\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.098\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs194:Forceps del:0.092\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.003 95% CI: [-0.003 , 0.008] | OR_adj 1.003 [0.998 1.008] | occ: 281 | OR_unadj: 1.324 [0.838 2.089] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.652\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.530\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.293\n", " Maternal Vital: BP-otherPregnancy:0.293\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.292\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.223\n", "\n", " Vital: HR-latest | coef -0.003 95% CI: [-0.006 , 0.000] | OR_adj 0.997 [0.994 1.000] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.071\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.003 95% CI: [-0.002 , 0.007] | OR_adj 1.003 [0.998 1.007] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.106\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.003 95% CI: [-0.002 , 0.007] | OR_adj 1.003 [0.998 1.007] | occ: 117 | OR_unadj: 1.588 [0.846 2.979] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.183\n", "\n", "* Vital: BMI-avg10to13 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.073\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.002 95% CI: [-0.002 , 0.007] | OR_adj 1.002 [0.998 1.007] | occ: 164 | OR_unadj: 1.485 [0.828 2.663] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.253\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.230\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Diagnosis:9ccs233:Intracrn inj:-0.178\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.170\n", " Diagnosis:9ccs252:Fatigue:0.157\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef -0.002 95% CI: [-0.007 , 0.002] | OR_adj 0.998 [0.993 1.002] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.093\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.083\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.002 95% CI: [-0.001 , 0.006] | OR_adj 1.002 [0.999 1.006] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.107\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.096\n", " Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.086\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Vital: RR-avg0to1 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:0.133\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.114\n", " Maternal Diagnosis:9ccs210:SLE:-0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.093\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Maternal Maternal Lab History: LH-postPregnancy:0.082\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", "* Vital: BMI-avg5to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.104\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.099\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.090\n", " Diagnosis:9ccs238:Complic proc:-0.089\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.084\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.121\n", " Maternal Diagnosis:9ccs102:Chest pain:0.117\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs98:HTN:0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.082\n", " Diagnosis:9ccs167:Breast dx:0.081\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef -0.002 95% CI: [-0.004 , 0.001] | OR_adj 0.998 [0.996 1.001] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.126\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.117\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.097\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.085\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", "\n", "* Vital: Wt-avg5to7 | coef -0.002 95% CI: [-0.006 , 0.002] | OR_adj 0.998 [0.994 1.002] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs59:Anemia:-0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.084\n", "\n", "* Vital: BMI-avg7to10 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.081\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs92:Otitis media | coef -0.002 95% CI: [-0.004 , 0.001] | OR_adj 0.998 [0.996 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Vital: BMI-gain5to10 | coef -0.002 95% CI: [-0.003 , 0.000] | OR_adj 0.998 [0.997 1.000] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.110\n", " Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.078\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", "\n", "* Vital: Wt-avg3to5 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.087\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef -0.002 95% CI: [-0.004 , 0.001] | OR_adj 0.998 [0.996 1.001] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", " Vital: Ht-gain3to7 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.083\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 695 | OR_unadj: 0.781 [0.592 1.029] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.327\n", " Maternal Diagnosis:9ccs187:Malposition:-0.183\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.123\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.120\n", " MatDeliveryAge:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.081\n", "\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 332 | OR_unadj: 0.847 [0.539 1.330] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.582\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.538\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.300\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.275\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.271\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.266\n", " Maternal Maternal Lab History: INR-postPregnancy:0.255\n", "\n", "* Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 275 | OR_unadj: 1.564 [1.125 2.174] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.327\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.239\n", " MatDeliveryAge:0.175\n", " Maternal Diagnosis:9ccs168:PID:0.156\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.140\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.101\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.096\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: Ht-avg5to7 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", "\n", " Vital: Ht-avg10to13 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", "\n", "* Vital: Wt-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.115\n", " Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", "\n", "* Vital: BMI-avg3to5 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 131 | OR_unadj: 1.045 [0.525 2.080] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.285\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.263\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.184\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.151\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.144\n", " Maternal Vital: BP-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.073\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 30 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.521\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.234\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.207\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 68 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.253\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.233\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.197\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.179\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.165\n", "\n", "* Vital: Wt Percentile-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:-0.073\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 314 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.654\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.220\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.215\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.212\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.111\n", " Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Diagnosis:9ccs198:Ot infl skin:-0.065\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", "\n", " Vital: Temp-avg0to1 | coef -0.001 95% CI: [-0.006 , 0.003] | OR_adj 0.999 [0.994 1.003] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.099\n", " Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", "\n", " Vital: HC-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.070\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.203\n", " Maternal Diagnosis:9ccs168:PID:0.171\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.146\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.106\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.100\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.093\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.093\n", "\n", "* Vital: Wt-avg7to10 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.088\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", "\n", "* Vital: HC-avg10to13 | coef 0.001 95% CI: [-0.002 , 0.004] | OR_adj 1.001 [0.998 1.004] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.093\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.080\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.074\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.072\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-postPregnancy:-0.070\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.070\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.057\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", " Vital: Wt Change-avg1to3 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.178\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.128\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.118\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.117\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.109\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.104\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.104\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.146\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.141\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Maternal Diagnosis:9ccs184:Early labor:0.225\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.181\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.154\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: BMI-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.071\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.061\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.061\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.092\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.083\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.082\n", "\n", "* Vital: Wt-gain16to24 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 192 | OR_unadj: 1.195 [0.632 2.260] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.169\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.165\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.157\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.155\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.151\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 54 | OR_unadj: 1.331 [0.444 3.987] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.322\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.271\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.266\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.261\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.231\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.224\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.217\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.099\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.091\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.085\n", "\n", " Vital: BMI-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.106\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Vital: BMI-gain1to5 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.104\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.081\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.075\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Vital: HC-gain0to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", "\n", "* Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.105\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.103\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Diagnosis:9ccs232:Sprain:-0.066\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.062\n", "\n", " Vital: Wt Change-avg3to5 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.173\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.151\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.117\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.117\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.112\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.112\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.110\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.101\n", "\n", "* Vital: RR-latest | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.130\n", " Diagnosis:9ccs151:Oth liver dx:0.128\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.090\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", "\n", " Vital: Temp-avg13to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Maternal Vital: BMI-otherPregnancy:0.130\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs89:Blindness:0.089\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.085\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.080\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 410 | OR_unadj: 1.005 [0.737 1.370] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.438\n", " Maternal Diagnosis:9ccs184:Early labor:-0.142\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.141\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.131\n", " Diagnosis:9ccs253:Allergy:-0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.069\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", "* Vital: Wt-gain5to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.084\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.076\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", "\n", "* Vital: BMI-gain16to24 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.072\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.069\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.069\n", " Number of Visits:-0.068\n", " Maternal Vital: Wt Change-otherPregnancy:0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", "\n", " Vital: Wt-avg0to1 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 90 | OR_unadj: 1.629 [0.734 3.616] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.320\n", " Maternal Vital: Wt-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.207\n", " Maternal Vital: Wt-postPregnancy:0.183\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.169\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.167\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.167\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Vital: HC-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.064\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.063\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.062\n", "\n", " Vital: Ht Percentile-gain13to19 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 246 | OR_unadj: 1.278 [0.742 2.202] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.440\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.403\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.398\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.187\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.155\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.074\n", "\n", " Maternal Vital: BP-otherPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 314 | OR_unadj: 1.341 [0.868 2.070] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.437\n", " Maternal Vital: BP-postPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.209\n", " Maternal Vital: Ht-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.195\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.101\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs102:Chest pain:0.085\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.078\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.076\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.075\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", "\n", "* Vital: HC-gain0to24 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Diagnosis:9ccs160:Urin stone:0.085\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.074\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", "\n", "* Vital: HC-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", "\n", " Vital: Wt-gain1to5 | coef -0.001 95% CI: [-0.003 , 0.002] | OR_adj 0.999 [0.997 1.002] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.080\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 318 | OR_unadj: 0.693 [0.342 1.405] | indivs AUC:0.460\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.348\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.339\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.318\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.260\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.241\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 172 | OR_unadj: 1.271 [0.841 1.923] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.181\n", " Maternal Diagnosis:9ccs184:Early labor:0.130\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Maternal Diagnosis:9ccs244:Other injury:0.102\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.091\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.086\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.086\n", "\n", " Vital: Wt Percentile-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.094\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.087\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.080\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.076\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.139\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.074\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.069\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 144 | OR_unadj: 1.016 [0.527 1.959] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.244\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.210\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.197\n", "\n", " Vital: Temp-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.087\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.081\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:0.069\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.067\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 133 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.364\n", " Diagnosis:9ccs246:FUO:0.284\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.283\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.260\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.235\n", "\n", " Vital: HC-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:-0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", "\n", "* Vital: HC-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.074\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.071\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.124\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.116\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.108\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.092\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.089\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.079\n", "\n", " Vital: HR-avg1to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.157\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.131\n", " Maternal Diagnosis:9ccs160:Urin stone:0.130\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.106\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.082\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.962\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.772\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.725\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.680\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.435\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.433\n", " Maternal Diagnosis:9ccs98:HTN:0.393\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.320\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.124\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.119\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.106\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.100\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.100\n", "\n", " Vital: Wt Change-avg13to16 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.135\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.129\n", " Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.107\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Vital: HC-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.071\n", " Maternal Vital: BMI-postPregnancy:0.069\n", "\n", "* Vital: Ht Percentile-latest | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.077\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.148\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.140\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.140\n", "\n", " Vital: HR-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.160\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Diagnosis:9ccs145:Int obstruct:-0.133\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.101\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", "\n", " Diagnosis:9ccs4:Mycoses | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.084\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.079\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.072\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 519 | OR_unadj: 1.081 [0.729 1.602] | indivs AUC:0.574\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.427\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.344\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.308\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.283\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.278\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.252\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.203\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", " Vital: Wt Change-avg7to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.151\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.122\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.098\n", "\n", " Vital: BMI Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.121\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.121\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.097\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.086\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.076\n", " Diagnosis:9ccs188:Pelvic obstr:-0.074\n", " Diagnosis:9ccs196:Nml preg/del:-0.072\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", " Vital: BMI-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.084\n", " Diagnosis:9ccs5:HIV infectn:0.079\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", "\n", " Vital: Ht Percentile-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Maternal Diagnosis:9ccs24:Breast cancr:-0.077\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 321 | OR_unadj: 0.918 [0.578 1.458] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.538\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.296\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.287\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.254\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.230\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 236 | OR_unadj: 1.333 [0.822 2.163] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.648\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.574\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.309\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.223\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.193\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.176\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Diagnosis:9ccs129:Asp pneumon:0.257\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.192\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.094\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.080\n", " Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.064\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.085\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.084\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:10ccs238:Complic proc:0.077\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 332 | OR_unadj: 1.008 [0.627 1.620] | indivs AUC:0.458\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.335\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.311\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.298\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.287\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.216\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.215\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 95 | OR_unadj: 0.506 [0.154 1.663] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef -0.000 95% CI: [-0.002 , 0.001] | OR_adj 1.000 [0.998 1.001] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.064\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 237 | OR_unadj: 0.759 [0.418 1.376] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.256\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.151\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.144\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.129\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 391 | OR_unadj: 1.173 [0.726 1.895] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.273\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.163\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.159\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.148\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.131\n", "\n", " Vital: HC-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs244:Other injury:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.062\n", " Diagnosis:9ccs171:Menstrual dx:0.061\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", "\n", " Diagnosis:9ccs255:Social admin | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", "* Vital: BMI-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.090\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.090\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs16:Liver/ibd ca:0.079\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.077\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.073\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.102\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.102\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.080\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.080\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.091\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.089\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.080\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", " Vital: Ht-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.078\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", "* Vital: Wt-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Maternal Diagnosis:9ccs184:Early labor:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.098\n", " Diagnosis:9ccs87:Retinal dx:-0.097\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Vital: HC-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.075\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.069\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.067\n", "\n", " Vital: HR-avg10to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.103\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.074\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.087\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", "\n", " Vital: Ht Percentile-avg3to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs255:Social admin:-0.089\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Vital: Ht Percentile-gain0to3 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.140\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.121\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.120\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.120\n", " Diagnosis:9ccs145:Int obstruct:0.117\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 281 | OR_unadj: 1.130 [0.720 1.775] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.928\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.550\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.530\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.354\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.322\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.300\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.267\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.869 [0.425 1.778] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.208\n", " Maternal Vital: SpO2-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.174\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.171\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.171\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Diagnosis:9ccs195:Ot compl bir:-0.107\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.105\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs128:Asthma:-0.099\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.093\n", "\n", " Vital: Ht-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.084\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.081\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 61 | OR_unadj: 1.177 [0.445 3.114] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.243\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.243\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.237\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.217\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 142 | OR_unadj: 0.698 [0.273 1.786] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.155\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.137\n", " Diagnosis:9ccs232:Sprain:0.134\n", " Diagnosis:9ccs199:Ulcer skin:0.134\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.134\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.132\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 268 | OR_unadj: 1.249 [0.793 1.967] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.219\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.149\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.145\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.130\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 552 | OR_unadj: 1.365 [0.962 1.935] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.526\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.525\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.427\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.360\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.327\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.316\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 280 | OR_unadj: 1.136 [0.672 1.920] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.262\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.244\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.243\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 275 | OR_unadj: 0.925 [0.551 1.552] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.538\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.208\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.196\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.181\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.100\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.077\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.103\n", " Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.076\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", "\n", " Vital: Ht-avg1to3 | coef 0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.101\n", " Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", "\n", "* Vital: BMI-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.079\n", " Diagnosis:9ccs128:Asthma:0.079\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 308 | OR_unadj: 1.059 [0.563 1.991] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.246\n", " Maternal Vital: Wt-otherPregnancy:0.243\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.185\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.179\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.170\n", " Maternal Vital: Wt-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.157\n", "\n", " Vital: Ht-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.108\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.094\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.082\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", "\n", " Vital: HR-avg16to19 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.188\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.119\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.108\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.108\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.088\n", " Maternal Diagnosis:9ccs239:Superfic inj:-0.087\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.087\n", " Diagnosis:9ccs240:Burns:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.073\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.067\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.066\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.063\n", " Number of Visits:-0.062\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.106\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.000 95% CI: [-0.003 , 0.003] | OR_adj 1.000 [0.997 1.003] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Diagnosis:9ccs232:Sprain:0.171\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", "\n", " Vital: Ht-avg0to1 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Maternal Diagnosis:9ccs184:Early labor:-0.342\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.159\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.127\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 606 | OR_unadj: 1.257 [0.870 1.814] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.597\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.547\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.287\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.262\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.151\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.125\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.125\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Diagnosis:9ccs16:Liver/ibd ca:0.118\n", "\n", " Vital: Wt Change-avg0to1 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.128\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.096\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", "\n", " Vital: Ht Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.098\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.093\n", " Maternal Vital: Wt Change-otherPregnancy:-0.089\n", " Maternal Vital: Wt Change-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.085\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.081\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs89:Blindness:-0.076\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:0.126\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 378 | OR_unadj: 0.848 [0.610 1.181] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.141\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.102\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.085\n", " Diagnosis:9ccs61:Sickle cell:0.078\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.070\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.070\n", "\n", " Vital: Wt-gain13to19 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs250:Nausea/vomit:-0.078\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.067\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.065\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.063\n", "\n", " Vital: Wt-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Diagnosis:9ccs5:HIV infectn:0.075\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.068\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.143\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.138\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.114\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 350 | OR_unadj: 0.959 [0.536 1.719] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.145\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.144\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.144\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.814 [0.499 1.328] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.425\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.403\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.361\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", "\n", " Vital: HC-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.085\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.071\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.070\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs210:SLE:0.070\n", "\n", " Vital: Wt Percentile-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Diagnosis:9ccs210:SLE:0.105\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.098\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.094\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.094\n", " Diagnosis:9ccs129:Asp pneumon:0.087\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs160:Urin stone:0.081\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.078\n", " Maternal Vital: BMI-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.069\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.068\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.065\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.881\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.507\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.286\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.139\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.138\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.120\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Maternal Diagnosis:9ccs238:Complic proc:0.098\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 269 | OR_unadj: 0.811 [0.398 1.653] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.368\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.300\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.292\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.199\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.198\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.196\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.196\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 60 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.881\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.447\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.266\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.193\n", " Diagnosis:9ccs252:Fatigue:-0.174\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.148\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.138\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.016 [0.619 1.668] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.261\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.148\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.143\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.139\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 1.741 [0.922 3.285] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.699\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.420\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.331\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.287\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.225\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.610\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.213\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Vital: BP-otherPregnancy:0.202\n", " Maternal Vital: Wt-postPregnancy:0.196\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.179\n", " Maternal Vital: HR-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.158\n", "\n", "* Vital: Wt-gain0to3 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.077\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 486 | OR_unadj: 0.778 [0.504 1.201] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.766\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.757\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.611\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.283\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.257\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.241\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.223\n", "\n", " Vital: HC-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", "* Vital: BMI-gain7to13 | coef -0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.117\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.096\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.064\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 0.522 [0.159 1.719] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.864\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.324\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs76:Meningitis:-0.229\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.220\n", " Maternal Diagnosis:9ccs245:Syncope:0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 2.183 [0.956 4.983] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.267\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.219\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.169\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.151\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.126\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.124\n", " Diagnosis:9ccs145:Int obstruct:0.122\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.118\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.085\n", " Maternal Diagnosis:9ccs245:Syncope:0.082\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.079\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.078\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Vital: Wt Percentile-gain3to7 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.112\n", " Diagnosis:9ccs145:Int obstruct:-0.111\n", " Maternal Diagnosis:9ccs121:Oth vein dx:-0.111\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.106\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.097\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.096\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Maternal Diagnosis:9ccs184:Early labor:0.207\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.151\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.118\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", "Vital : 0.60830778003\n", "Maternal Vital : 0.0242904701597\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : -0.00528347929501\n", "Maternal Maternal Lab History : 0.00647791131521\n", "Maternal Diagnosis : 0.00738328395453\n", "MatDeliveryAge : 0.00290720401825\n", "Census : 0.00749281423541\n", "Diagnosis : 0.001663679892\n", "Newborn Diagnosis : -0.00127735152413\n", "Maternal Maternal Diagnosis : 0.00023906394665\n", "Maternal Maternal Procedure History : 0.00318298219507\n", "Time to run analysis 0:04:02.827583\n", "Total Time elapsed 8:44:01.327207\n", "-----------------------------------------------------\n", "\n", "girls no_min full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.348\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.336\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.321\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.314\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.907, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.829, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.301\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.292\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.753, R^2 test: 0.291\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.687, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.787, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: -0.014\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: -0.027\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: -0.032\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.684, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.806, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.141\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.141\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.125\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.120\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.772, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.293\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.337\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.375\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.574, R^2 test: 0.376\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.883, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.802, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.221\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.238\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.294\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.307\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.796, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.182\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.136\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.180\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.779, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.428\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.446\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.403\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.381\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.448\n", "AUC Test: 0.786, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.264\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.261\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.698, R^2 test: 0.243\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.805, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.162\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.147\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.160\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.801, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.230\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.231\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.218\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.807, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.193\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.186\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.203\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.669, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.805, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.387\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.389\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.419\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.428\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.806, Explained Variance Score Test: 0.373\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.125\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.146\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.167\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.576, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.787, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.350\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.343\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.370\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.378\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.801, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.305\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.316\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.361\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.368\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.802, Explained Variance Score Test: 0.361\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.468\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.463\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.468\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.673, R^2 test: 0.462\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.462\n", "AUC Test: 0.801, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.161\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.153\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: 0.189\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.798, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.206\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.223\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.756, R^2 test: 0.231\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.689, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.834, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.392\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.403\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.416\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.407\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.417\n", "AUC Test: 0.766, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.313\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.330\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.752, R^2 test: 0.361\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.685\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.818, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.211\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.267\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.236\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.774, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.297\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.266\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.181\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.794, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.355\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.363\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.347\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.335\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.881, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.777, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.189\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.184\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.141\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.775, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.363\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.361\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.742, R^2 test: 0.355\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.359\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.783, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.180\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.183\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.184\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.682, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 1.000, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.756, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.167\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.197\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.182\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.799, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: 0.240\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.248\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.772, R^2 test: 0.211\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.707, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.913\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.804, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: -0.036\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: -0.034\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: -0.049\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.820, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.044\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: -0.093\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: -0.074\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: -0.048\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.797, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.363\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.385\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.427\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.418\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.780, Explained Variance Score Test: 0.308\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.195\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.205\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.639, R^2 test: 0.258\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.555, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.806, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.367\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: 0.397\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.408\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.571, R^2 test: 0.409\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.791, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.185\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.181\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.176\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.781, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.389\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.416\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.417\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.391\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.794, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.243\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.242\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.758, R^2 test: 0.232\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.693, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.792, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.265\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.302\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.318\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.816, Explained Variance Score Test: 0.321\n", "\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: 0.314\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.311\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.763, R^2 test: 0.338\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.681, R^2 test: 0.389\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.805, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.311\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.314\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.755, R^2 test: 0.319\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.810, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.256\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.268\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.259\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.786, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.276\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.299\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.268\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.833, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.133\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.132\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.107\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.816, Explained Variance Score Test: 0.287\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.918, R^2 test: 0.349\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.897, R^2 test: 0.347\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.796, R^2 test: 0.332\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.725, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.808, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.201\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.204\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.200\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.771, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.393\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.406\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.381\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.365\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.393\n", "AUC Test: 0.798, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.242\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.253\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.268\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.816, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.225\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.223\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.213\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.555, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.773, Explained Variance Score Test: 0.318\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.418\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.427\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.429\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.427\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.864, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.786, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.049\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.047\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.016\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.778, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.131\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.112\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.661, R^2 test: 0.029\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.803, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.515\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.521\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.517\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.500\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.527\n", "AUC Test: 0.788, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.185\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.224\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.294\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.298\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.789, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.234\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.236\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.242\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.662, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.796, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.276\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.285\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.282\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.804, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.307\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.299\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.314\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.321\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 1.000, Explained Variance Score Train: 0.909\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.804, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.133\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.119\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.761, R^2 test: 0.115\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.695, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.752, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.279\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.286\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.325\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.796, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.148\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.881, R^2 test: 0.150\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.766, R^2 test: 0.150\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.706, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.791, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.279\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.275\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.275\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.803, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.098\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.092\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.090\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.686, R^2 test: 0.085\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.798, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.309\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.316\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.746, R^2 test: 0.319\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.322\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.796, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.352\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.334\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.697, R^2 test: 0.358\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.361\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.792, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.274\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.273\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.775, R^2 test: 0.256\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.709, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.803, Explained Variance Score Test: 0.352\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.339\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.330\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.326\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.792, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.237\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.234\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.260\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.800, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.288\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.301\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.628, R^2 test: 0.308\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.786, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.434\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: 0.434\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.753, R^2 test: 0.420\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.406\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.898, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.803, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.227\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.224\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.249\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.799, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.045\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.063\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.053\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.099\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.801, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.265\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.253\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: 0.220\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.801, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.343\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.395\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.380\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.369\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.887, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.800, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.343\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.344\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.345\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.793, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.360\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.370\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.366\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.370\n", "AUC Test: 0.809, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.248\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.251\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.247\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.816, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.286\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.315\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.336\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.827, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.238\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.226\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: 0.028\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.119\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.908, Explained Variance Score Train: 0.550\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.805, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.374\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.361\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.360\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.359\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.886, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.800, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.129\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.138\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.155\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.803, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.143\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.147\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.149\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.788, Explained Variance Score Test: 0.329\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.097\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.030\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.250\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.799, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.159\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.170\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: 0.203\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.581, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.811, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.924, R^2 test: 0.098\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.907, R^2 test: 0.098\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.822, R^2 test: 0.102\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.761, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.807, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.240\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.244\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.240\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.798, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.352\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.343\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.377\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.393\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.797, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.310\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.320\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.281\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.789, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.017\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.178\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.209\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.793, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.241\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.236\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.756, R^2 test: 0.243\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.689, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.796, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.314\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.317\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.279\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.795, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: -0.067\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: -0.071\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: -0.045\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.788, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.217\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: 0.247\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.211\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.811, Explained Variance Score Test: 0.386\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.257\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: 0.256\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.778, R^2 test: 0.260\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.708, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.884\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.804, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.293\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.323\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.313\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.805, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.374\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.888, R^2 test: 0.373\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.784, R^2 test: 0.359\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.716, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.817, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.184\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.188\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.765, R^2 test: 0.189\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.694, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.999, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.786, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.319\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.334\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.337\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.339\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.782, Explained Variance Score Test: 0.314\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.263\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.246\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.211\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.790, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.168\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.163\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.164\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.817, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.195\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.888, R^2 test: 0.187\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.784, R^2 test: 0.178\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.716, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.794, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.084\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.145\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.144\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.818, Explained Variance Score Test: 0.340\n", "\n", "total Variables 19290 and total subjects: 1698\n", "->AUC validation: 0.770 95% CI: [0.755 , 0.784]\n", "->AUC test: 0.797 95% CI: [0.794 , 0.800]\n", "->R^2 validation: 0.265 95% CI: [0.245 , 0.286]\n", "->R^2 test: 0.320 95% CI: [0.314 , 0.325]\n", "->Explained Variance validation: 0.255 95% CI: [0.234 , 0.277]\n", "->Explained Variance test: 0.315 95% CI: [0.309 , 0.321]\n", "Test set metrics:\n", "@threshold:1.763, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.693, sens:0.055, spec:1.000, ppv:1.000, acc:0.847, f1:0.103, mcc:0.000, total+:3, total-:336\n", "@threshold:1.671, sens:0.073, spec:1.000, ppv:1.000, acc:0.850, f1:0.136, mcc:0.000, total+:4, total-:335\n", "@threshold:1.638, sens:0.073, spec:0.996, ppv:0.800, acc:0.847, f1:0.133, mcc:0.230, total+:5, total-:334\n", "@threshold:1.625, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:1.496, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:1.477, sens:0.127, spec:0.986, ppv:0.636, acc:0.847, f1:0.212, mcc:0.064, total+:11, total-:328\n", "@threshold:1.287, sens:0.164, spec:0.982, ppv:0.643, acc:0.850, f1:0.261, mcc:0.059, total+:14, total-:325\n", "@threshold:1.200, sens:0.182, spec:0.979, ppv:0.625, acc:0.850, f1:0.282, mcc:0.051, total+:16, total-:323\n", "@threshold:1.186, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:1.171, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:1.111, sens:0.200, spec:0.972, ppv:0.579, acc:0.847, f1:0.297, mcc:0.038, total+:19, total-:320\n", "@threshold:1.058, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:1.040, sens:0.218, spec:0.968, ppv:0.571, acc:0.847, f1:0.316, mcc:0.035, total+:21, total-:318\n", "@threshold:0.848, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.665, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:0.642, sens:0.291, spec:0.961, ppv:0.593, acc:0.853, f1:0.390, mcc:0.034, total+:27, total-:312\n", "@threshold:0.550, sens:0.327, spec:0.958, ppv:0.600, acc:0.855, f1:0.424, mcc:0.034, total+:30, total-:309\n", "@threshold:0.543, sens:0.345, spec:0.958, ppv:0.613, acc:0.858, f1:0.442, mcc:0.035, total+:31, total-:308\n", "@threshold:0.521, sens:0.382, spec:0.954, ppv:0.618, acc:0.861, f1:0.472, mcc:0.034, total+:34, total-:305\n", "@threshold:0.495, sens:0.400, spec:0.954, ppv:0.629, acc:0.864, f1:0.489, mcc:0.036, total+:35, total-:304\n", "@threshold:0.492, sens:0.400, spec:0.951, ppv:0.611, acc:0.861, f1:0.484, mcc:0.033, total+:36, total-:303\n", "@threshold:0.484, sens:0.418, spec:0.951, ppv:0.622, acc:0.864, f1:0.500, mcc:0.034, total+:37, total-:302\n", "@threshold:0.481, sens:0.418, spec:0.947, ppv:0.605, acc:0.861, f1:0.495, mcc:0.031, total+:38, total-:301\n", "@threshold:0.402, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.398, sens:0.455, spec:0.923, ppv:0.532, acc:0.847, f1:0.490, mcc:0.020, total+:47, total-:292\n", "@threshold:0.364, sens:0.473, spec:0.915, ppv:0.520, acc:0.844, f1:0.495, mcc:0.019, total+:50, total-:289\n", "@threshold:0.361, sens:0.473, spec:0.912, ppv:0.510, acc:0.841, f1:0.491, mcc:0.018, total+:51, total-:288\n", "@threshold:0.344, sens:0.491, spec:0.905, ppv:0.500, acc:0.838, f1:0.495, mcc:0.016, total+:54, total-:285\n", "@threshold:0.343, sens:0.491, spec:0.901, ppv:0.491, acc:0.835, f1:0.491, mcc:0.016, total+:55, total-:284\n", "@threshold:0.273, sens:0.509, spec:0.887, ppv:0.467, acc:0.826, f1:0.487, mcc:0.013, total+:60, total-:279\n", "@threshold:0.267, sens:0.527, spec:0.884, ppv:0.468, acc:0.826, f1:0.496, mcc:0.013, total+:62, total-:277\n", "@threshold:0.235, sens:0.545, spec:0.870, ppv:0.448, acc:0.817, f1:0.492, mcc:0.012, total+:67, total-:272\n", "@threshold:0.234, sens:0.545, spec:0.866, ppv:0.441, acc:0.814, f1:0.488, mcc:0.011, total+:68, total-:271\n", "@threshold:0.230, sens:0.564, spec:0.866, ppv:0.449, acc:0.817, f1:0.500, mcc:0.012, total+:69, total-:270\n", "@threshold:0.228, sens:0.582, spec:0.863, ppv:0.451, acc:0.817, f1:0.508, mcc:0.012, total+:71, total-:268\n", "@threshold:0.215, sens:0.600, spec:0.863, ppv:0.458, acc:0.820, f1:0.520, mcc:0.012, total+:72, total-:267\n", "@threshold:0.211, sens:0.600, spec:0.859, ppv:0.452, acc:0.817, f1:0.516, mcc:0.012, total+:73, total-:266\n", "@threshold:0.205, sens:0.618, spec:0.856, ppv:0.453, acc:0.817, f1:0.523, mcc:0.012, total+:75, total-:264\n", "@threshold:0.204, sens:0.618, spec:0.852, ppv:0.447, acc:0.814, f1:0.519, mcc:0.011, total+:76, total-:263\n", "@threshold:0.169, sens:0.636, spec:0.810, ppv:0.393, acc:0.782, f1:0.486, mcc:0.008, total+:89, total-:250\n", "@threshold:0.166, sens:0.636, spec:0.806, ppv:0.389, acc:0.779, f1:0.483, mcc:0.008, total+:90, total-:249\n", "@threshold:0.161, sens:0.655, spec:0.803, ppv:0.391, acc:0.779, f1:0.490, mcc:0.008, total+:92, total-:247\n", "@threshold:0.161, sens:0.655, spec:0.799, ppv:0.387, acc:0.776, f1:0.486, mcc:0.008, total+:93, total-:246\n", "@threshold:0.144, sens:0.673, spec:0.785, ppv:0.378, acc:0.767, f1:0.484, mcc:0.007, total+:98, total-:241\n", "@threshold:0.134, sens:0.691, spec:0.782, ppv:0.380, acc:0.767, f1:0.490, mcc:0.007, total+:100, total-:239\n", "@threshold:0.124, sens:0.709, spec:0.775, ppv:0.379, acc:0.764, f1:0.494, mcc:0.007, total+:103, total-:236\n", "@threshold:0.117, sens:0.709, spec:0.771, ppv:0.375, acc:0.761, f1:0.491, mcc:0.007, total+:104, total-:235\n", "@threshold:0.097, sens:0.727, spec:0.754, ppv:0.364, acc:0.749, f1:0.485, mcc:0.006, total+:110, total-:229\n", "@threshold:0.086, sens:0.727, spec:0.750, ppv:0.360, acc:0.746, f1:0.482, mcc:0.006, total+:111, total-:228\n", "@threshold:0.061, sens:0.745, spec:0.715, ppv:0.336, acc:0.720, f1:0.463, mcc:0.005, total+:122, total-:217\n", "@threshold:0.057, sens:0.745, spec:0.711, ppv:0.333, acc:0.717, f1:0.461, mcc:0.005, total+:123, total-:216\n", "@threshold:-0.005, sens:0.764, spec:0.662, ppv:0.304, acc:0.678, f1:0.435, mcc:0.004, total+:138, total-:201\n", "@threshold:-0.017, sens:0.764, spec:0.658, ppv:0.302, acc:0.676, f1:0.433, mcc:0.004, total+:139, total-:200\n", "@threshold:-0.078, sens:0.782, spec:0.599, ppv:0.274, acc:0.628, f1:0.406, mcc:0.003, total+:157, total-:182\n", "@threshold:-0.092, sens:0.782, spec:0.595, ppv:0.272, acc:0.625, f1:0.404, mcc:0.003, total+:158, total-:181\n", "@threshold:-0.130, sens:0.800, spec:0.563, ppv:0.262, acc:0.602, f1:0.395, mcc:0.003, total+:168, total-:171\n", "@threshold:-0.132, sens:0.800, spec:0.560, ppv:0.260, acc:0.599, f1:0.393, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.142, sens:0.818, spec:0.553, ppv:0.262, acc:0.596, f1:0.396, mcc:0.003, total+:172, total-:167\n", "@threshold:-0.142, sens:0.818, spec:0.549, ppv:0.260, acc:0.593, f1:0.395, mcc:0.003, total+:173, total-:166\n", "@threshold:-0.162, sens:0.836, spec:0.535, ppv:0.258, acc:0.584, f1:0.395, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.162, sens:0.836, spec:0.532, ppv:0.257, acc:0.581, f1:0.393, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.182, sens:0.855, spec:0.493, ppv:0.246, acc:0.552, f1:0.382, mcc:0.003, total+:191, total-:148\n", "@threshold:-0.184, sens:0.855, spec:0.489, ppv:0.245, acc:0.549, f1:0.381, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.201, sens:0.873, spec:0.458, ppv:0.238, acc:0.525, f1:0.374, mcc:0.002, total+:202, total-:137\n", "@threshold:-0.201, sens:0.873, spec:0.454, ppv:0.236, acc:0.522, f1:0.372, mcc:0.002, total+:203, total-:136\n", "@threshold:-0.209, sens:0.891, spec:0.444, ppv:0.237, acc:0.516, f1:0.374, mcc:0.002, total+:207, total-:132\n", "@threshold:-0.212, sens:0.891, spec:0.440, ppv:0.236, acc:0.513, f1:0.373, mcc:0.002, total+:208, total-:131\n", "@threshold:-0.218, sens:0.909, spec:0.437, ppv:0.238, acc:0.513, f1:0.377, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.223, sens:0.909, spec:0.433, ppv:0.237, acc:0.510, f1:0.376, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.241, sens:0.927, spec:0.412, ppv:0.234, acc:0.496, f1:0.374, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.242, sens:0.927, spec:0.408, ppv:0.233, acc:0.493, f1:0.372, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.305, sens:0.945, spec:0.338, ppv:0.217, acc:0.437, f1:0.353, mcc:0.002, total+:240, total-:99\n", "@threshold:-0.307, sens:0.945, spec:0.335, ppv:0.216, acc:0.434, f1:0.351, mcc:0.002, total+:241, total-:98\n", "@threshold:-0.390, sens:0.964, spec:0.261, ppv:0.202, acc:0.375, f1:0.333, mcc:0.002, total+:263, total-:76\n", "@threshold:-0.398, sens:0.964, spec:0.257, ppv:0.201, acc:0.372, f1:0.332, mcc:0.002, total+:264, total-:75\n", "@threshold:-0.446, sens:0.982, spec:0.208, ppv:0.194, acc:0.333, f1:0.323, mcc:0.002, total+:279, total-:60\n", "@threshold:-0.455, sens:0.982, spec:0.204, ppv:0.193, acc:0.330, f1:0.322, mcc:0.002, total+:280, total-:59\n", "@threshold:-0.982, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.089 95% CI: [0.078 , 0.100] | OR_adj 1.093 [1.081 1.105] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.082\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.041 95% CI: [0.035 , 0.046] | OR_adj 1.041 [1.036 1.047] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.040 95% CI: [0.035 , 0.046] | OR_adj 1.041 [1.035 1.047] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", "* Vital: BMI-avg19to24 | coef 0.034 95% CI: [0.027 , 0.041] | OR_adj 1.034 [1.027 1.041] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: BMI-avg16to19 | coef 0.025 95% CI: [0.020 , 0.031] | OR_adj 1.026 [1.020 1.031] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.073\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", "\n", "* Vital: BMI-gain0to24 | coef 0.025 95% CI: [0.020 , 0.029] | OR_adj 1.025 [1.020 1.030] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.024 95% CI: [0.018 , 0.031] | OR_adj 1.025 [1.018 1.031] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", "\n", "* Vital: BMI-avg13to16 | coef 0.019 95% CI: [0.015 , 0.024] | OR_adj 1.020 [1.015 1.024] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.072\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.070\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.018 95% CI: [0.014 , 0.022] | OR_adj 1.018 [1.014 1.022] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", "\n", "* Vital: Wt-latest | coef 0.017 95% CI: [0.013 , 0.021] | OR_adj 1.017 [1.013 1.021] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", "* Vital: Wt-avg13to16 | coef 0.015 95% CI: [0.011 , 0.020] | OR_adj 1.016 [1.011 1.020] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.096\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.015 95% CI: [0.012 , 0.018] | OR_adj 1.015 [1.012 1.018] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.087\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.073\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Vital: BMI-postPregnancy:0.072\n", "\n", "* Vital: Wt-avg19to24 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.013 [1.009 1.016] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.016] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", "\n", "* Vital: Wt-avg16to19 | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.015] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.011 95% CI: [0.008 , 0.014] | OR_adj 1.011 [1.008 1.014] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", "* Number of Visits | coef 0.011 95% CI: [0.008 , 0.014] | OR_adj 1.011 [1.008 1.014] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.014] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.064\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.009 [1.007 1.012] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", "* Vital: Wt-gain0to24 | coef 0.009 95% CI: [0.006 , 0.011] | OR_adj 1.009 [1.006 1.011] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", "* Vital: Wt Percentile-latest | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:-0.073\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", "\n", " MatDeliveryAge | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.073\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", "\n", "* Vital: Wt-gain16to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", "\n", "* Vital: Wt-avg10to13 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.088\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", "\n", "* Vital: BMI-gain16to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.072\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.069\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.069\n", " Number of Visits:-0.068\n", " Maternal Vital: Wt Change-otherPregnancy:0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", "\n", "* Vital: BMI-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.081\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.088\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", "\n", "* Vital: Wt-avg5to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs59:Anemia:-0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.084\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.103\n", " Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.076\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.094\n", " Newborn Diagnosis:9ccs59:Anemia:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.090\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.077\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.075\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.087\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", "* Vital: Wt-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.108\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.081\n", " Diagnosis:9ccs5:HIV infectn:-0.077\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.065\n", "\n", " Vital: Temp-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.085\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.074\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.072\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.071\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.066\n", " Diagnosis:9ccs92:Otitis media:0.066\n", "\n", " Vital: Wt-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs250:Nausea/vomit:-0.078\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.067\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.065\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.063\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.074\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.104\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.081\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.075\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", "* Vital: BMI-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.090\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.090\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs16:Liver/ibd ca:0.079\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.077\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.073\n", "\n", " Vital: Wt-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Diagnosis:9ccs5:HIV infectn:0.075\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.068\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs210:SLE:0.099\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.083\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.072\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.078\n", " Maternal Vital: BMI-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.069\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.068\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.065\n", "\n", " Vital: HC-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", "* Vital: BMI-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.092\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Vital: Ht-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.101\n", " Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", "\n", "* Vital: BMI-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.117\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.096\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.064\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Maternal Diagnosis:9ccs184:Early labor:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.098\n", " Diagnosis:9ccs87:Retinal dx:-0.097\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", "\n", " Vital: Temp-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", "\n", "* Vital: Wt Change-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.127\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.097\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.085\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.106\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", "\n", "* Vital: BMI-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.141\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs205:Back problem:-0.077\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.076\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", "\n", " Vital: Temp-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.099\n", " Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.073\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.067\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.066\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.063\n", " Number of Visits:-0.062\n", "\n", " Vital: Temp-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.075\n", "\n", "* Vital: Wt-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.077\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Wt for Length ZScore-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.111\n", " Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Diagnosis:9ccs198:Ot infl skin:-0.065\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", "\n", "* Vital: Wt-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.115\n", " Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Vital: Temp-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.087\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.081\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:0.069\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.067\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", "\n", " Vital: Ht-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.096\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.077\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.071\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.067\n", "\n", " Vital: Wt-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.080\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:0.126\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Diagnosis:9ccs232:Sprain:0.171\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", "\n", "* Vital: Ht-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.105\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.103\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Diagnosis:9ccs232:Sprain:-0.066\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.062\n", "\n", "* Vital: BMI-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.104\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.099\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.090\n", " Diagnosis:9ccs238:Complic proc:-0.089\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.084\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.100\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", "\n", " Vital: Temp-avg3to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.110\n", " Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.092\n", " Number of Visits:0.090\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.087\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.082\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.080\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.069\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.069\n", "\n", "* Vital: Wt-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.084\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.076\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", "\n", " Vital: Temp-avg10to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.199\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.146\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.105\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.091\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.064\n", "\n", " Vital: HC-gain0to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", "\n", "* Vital: HC-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.093\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.080\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.074\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.072\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-postPregnancy:-0.070\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs120:Hemmorhoids:-0.230\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.096\n", " Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.077\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.077\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.076\n", "\n", " Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.071\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.061\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.061\n", "\n", " Vital: Ht-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.084\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.081\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", "\n", " Vital: HR-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.071\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:-0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", "\n", " Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.085\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.071\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.070\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs210:SLE:0.070\n", "\n", " Vital: Temp-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Maternal Vital: BMI-otherPregnancy:0.130\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs89:Blindness:0.089\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.085\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.080\n", "\n", " Vital: Ht-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", "\n", " Vital: Ht-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.078\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", " Vital: HC-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.279\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.160\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.084\n", " Diagnosis:9ccs5:HIV infectn:0.079\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.083\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", "\n", " Vital: Wt-avg0to1 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.091\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", "\n", "* Vital: HC-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.074\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.071\n", "\n", " Vital: HC-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.219\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.130\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.097\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.082\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: Ht-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Maternal Vital: Ht-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.094\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.080\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Vital: Wt-postPregnancy:0.076\n", "\n", " Vital: Ht-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:0.079\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.070\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.060\n", " Maternal Diagnosis:9ccs194:Forceps del:0.058\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.100\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.077\n", "\n", " Vital: HC-gain3to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.070\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", " Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Maternal Diagnosis:9ccs184:Early labor:-0.199\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.130\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.092\n", "\n", " Vital: HC-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.075\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.069\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.067\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.085\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.084\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:10ccs238:Complic proc:0.077\n", "\n", " Vital: Ht-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: Ht-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", "\n", " Vital: Ht-gain5to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.108\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.094\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.082\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", "\n", "* Vital: HC-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.455\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.415\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.383\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.324\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.292\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.205\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.184\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.183\n", "\n", " Vital: BMI-gain5to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.110\n", " Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.078\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.108\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", "\n", " Vital: HC-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.070\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: HC-gain5to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.071\n", " Maternal Vital: BMI-postPregnancy:0.069\n", "\n", " Vital: HC-gain16to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs244:Other injury:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.062\n", " Diagnosis:9ccs171:Menstrual dx:0.061\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", "* Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.136\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.092\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.080\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:0.075\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.099\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Vital: Ht-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", "* Vital: HC-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", "\n", " Vital: Ht-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Maternal Diagnosis:9ccs184:Early labor:-0.342\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.159\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.127\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 178 | OR_unadj: 1.268 [0.843 1.907] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.467\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs210:SLE:0.100\n", " Maternal Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.085\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.076\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.073\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.073\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.071\n", " Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.065\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.063\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.062\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.094\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.080\n", " Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.064\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.064\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.063\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.062\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.150\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.108\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.104\n", " Diagnosis:9ccs221:Resp distres:0.092\n", " Maternal Vital: Ht-otherPregnancy:0.090\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.083\n", " Number of Visits:0.082\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.070\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.057\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", "* Maternal Maternal Lab History: MCH-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 608 | OR_unadj: 0.593 [0.404 0.870] | indivs AUC:0.396\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.597\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.380\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.251\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.237\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Diagnosis:9ccs230:Fx leg:-0.089\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.078\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.077\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.077\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.075\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Maternal Diagnosis:9ccs160:Urin stone:0.085\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.078\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.073\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Maternal Vital: HR-otherPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Vital: Ht-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.118\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.101\n", " Maternal Vital: Ht-otherPregnancy:0.098\n", " Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 378 | OR_unadj: 0.848 [0.610 1.181] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.141\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.102\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.085\n", " Diagnosis:9ccs61:Sickle cell:0.078\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.070\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.070\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Vital: HR-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", "* Vital: Ht Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.077\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 1.049 [0.749 1.468] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.728\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.316\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.311\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.308\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.307\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.300\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.287\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Diagnosis:9ccs160:Urin stone:0.085\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.074\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.125\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.125\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Diagnosis:9ccs16:Liver/ibd ca:0.118\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.087\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.115\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.115\n", " Diagnosis:9ccs259:Unclassified:-0.113\n", " Maternal Diagnosis:9ccs92:Otitis media:-0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.108\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.097\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.092\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.090\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.088\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Diagnosis:9ccs89:Blindness:0.383\n", " Lab:294495 LEAD, BLOOD - LMC:0.289\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.236\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.190\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.164\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.137\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.097\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.087\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 1.280 [0.909 1.803] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.247\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.180\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.161\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.158\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.125\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.111\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs184:Early labor:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.076\n", "\n", "* Maternal Vital: BMI-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 538 | OR_unadj: 2.540 [1.496 4.314] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Vital: BMI-otherPregnancy:0.256\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.208\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.194\n", " Maternal Vital: Wt-postPregnancy:0.176\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.171\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.162\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.135\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.129\n", " Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.107\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.098\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.093\n", " Maternal Vital: Wt Change-otherPregnancy:-0.089\n", " Maternal Vital: Wt Change-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.085\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.081\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs89:Blindness:-0.076\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 695 | OR_unadj: 0.781 [0.592 1.029] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.327\n", " Maternal Diagnosis:9ccs187:Malposition:-0.183\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.123\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.120\n", " MatDeliveryAge:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.081\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 552 | OR_unadj: 1.365 [0.962 1.935] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.526\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.525\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.427\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.360\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.327\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.316\n", "\n", "* Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 122 | OR_unadj: 2.031 [1.064 3.878] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.281\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.280\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.210\n", " Maternal Vital: Wt-otherPregnancy:0.201\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.190\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.169\n", " Maternal Vital: Ht-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 606 | OR_unadj: 1.257 [0.870 1.814] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.597\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.547\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.287\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.262\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.151\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 548 | OR_unadj: 1.317 [0.896 1.934] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.419\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.253\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.237\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.215\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.201\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs255:Social admin:-0.089\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.093\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.086\n", " Diagnosis:9ccs0:No DX:0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.075\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.070\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.101\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs210:SLE:0.095\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.092\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.087\n", " Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Maternal Diagnosis:9ccs160:Urin stone:0.081\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.076\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.076\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.099\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.086\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.081\n", "\n", "* Vital: RR-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.130\n", " Diagnosis:9ccs151:Oth liver dx:0.128\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.090\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.107\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.096\n", " Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.086\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Maternal Diagnosis:9ccs184:Early labor:-0.201\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 490 | OR_unadj: 0.715 [0.479 1.067] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.766\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.588\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.474\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.419\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.344\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.248\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 164 | OR_unadj: 2.045 [1.396 2.995] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.409\n", " Newborn Diagnosis:9ccs259:Unclassified:0.292\n", " MatDeliveryAge:0.211\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.135\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.123\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.105\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.104\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 104 | OR_unadj: 1.463 [0.889 2.408] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:0.112\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.106\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.095\n", " Maternal Diagnosis:9ccs105:Conduction:0.095\n", " Diagnosis:9ccs199:Ulcer skin:0.095\n", " Maternal Diagnosis:9ccs73:Preadult dx:0.095\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs49:DiabMel no c:0.095\n", "\n", " Maternal Vital: Ht-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 544 | OR_unadj: 0.933 [0.645 1.348] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.610\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.173\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.158\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.158\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.147\n", " Maternal Vital: Ht Percentile-postPregnancy:0.142\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.142\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.092\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.083\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.082\n", "\n", "* Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 275 | OR_unadj: 1.564 [1.125 2.174] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.327\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.239\n", " MatDeliveryAge:0.175\n", " Maternal Diagnosis:9ccs168:PID:0.156\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.140\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.101\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.096\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.188\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.119\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.108\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.108\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.088\n", " Maternal Diagnosis:9ccs239:Superfic inj:-0.087\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.087\n", " Diagnosis:9ccs240:Burns:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 172 | OR_unadj: 1.271 [0.841 1.923] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.181\n", " Maternal Diagnosis:9ccs184:Early labor:0.130\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Maternal Diagnosis:9ccs244:Other injury:0.102\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.091\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.086\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.086\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 605 | OR_unadj: 0.803 [0.545 1.183] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.757\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.564\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.525\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.474\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.291\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.252\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.236\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.201\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 519 | OR_unadj: 1.081 [0.729 1.602] | indivs AUC:0.574\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.427\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.344\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.308\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.283\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.278\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.252\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.203\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.109\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.099\n", " Diagnosis:9ccs230:Fx leg:-0.098\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.095\n", " Maternal Vital: BMI Percentile-postPregnancy:0.095\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.087\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.084\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.206\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:0.163\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.160\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.160\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.150\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.139\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.074\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.069\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.094\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.087\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.080\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.076\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", "\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:1.000\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.315\n", " Newborn Diagnosis:9ccs221:Resp distres:0.248\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.194\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.160\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.158\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.156\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.144\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 410 | OR_unadj: 1.005 [0.737 1.370] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.438\n", " Maternal Diagnosis:9ccs184:Early labor:-0.142\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.141\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.131\n", " Diagnosis:9ccs253:Allergy:-0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.069\n", "\n", " Vital: HR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.121\n", " Maternal Vital: PL-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.112\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.111\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.105\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.101\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs102:Chest pain:0.085\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.078\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.076\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.075\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 98 | OR_unadj: 0.854 [0.469 1.555] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.379\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.139\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.113\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.110\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.098\n", " Maternal Diagnosis:9ccs73:Preadult dx:0.098\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.098\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs194:Forceps del:0.092\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.102\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.096\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.089\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.086\n", " Maternal Diagnosis:9ccs255:Social admin:0.079\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Diagnosis:9ccs210:SLE:0.105\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.098\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.094\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.094\n", " Diagnosis:9ccs129:Asp pneumon:0.087\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs160:Urin stone:0.081\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.091\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.089\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.080\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.079\n", " Diagnosis:9ccs128:Asthma:0.079\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.131\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.099\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.080\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.103\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.074\n", "\n", "* Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 638 | OR_unadj: 0.506 [0.287 0.890] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.279\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.251\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.208\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.192\n", " Maternal Vital: BP-postPregnancy:-0.184\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.093\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.093\n", " Diagnosis:9ccs5:HIV infectn:0.091\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.091\n", " Diagnosis:9ccs254:Rehab:0.090\n", " Maternal Vital: Wt-otherPregnancy:0.085\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs244:Other injury:0.084\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.083\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.124\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.102\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.094\n", " Maternal Diagnosis:9ccs160:Urin stone:0.093\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.091\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.079\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs121:Oth vein dx:-0.112\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.104\n", " Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.087\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.082\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.082\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.094\n", " Maternal Vital: Ht-otherPregnancy:0.087\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.083\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 251 | OR_unadj: 0.750 [0.414 1.360] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.148\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.139\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:-0.124\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 486 | OR_unadj: 0.778 [0.504 1.201] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.766\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.757\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.611\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.283\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.257\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.241\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 281 | OR_unadj: 1.130 [0.720 1.775] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.928\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.550\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.530\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.354\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.322\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.300\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.267\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 391 | OR_unadj: 1.173 [0.726 1.895] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.273\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.163\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.159\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.148\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.131\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 268 | OR_unadj: 1.249 [0.793 1.967] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.219\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.149\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.145\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.130\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 291 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: HR-postPregnancy:0.327\n", " Maternal Vital: PL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.184\n", " Maternal Vital: BP-otherPregnancy:0.167\n", " Maternal Vital: Ht-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.139\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.138\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 168 | OR_unadj: 0.785 [0.385 1.597] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.397\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.268\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.156\n", "\n", "* Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 31 | OR_unadj: 3.054 [1.346 6.929] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.211\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.153\n", " Lab:306025 PPD:0.147\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.129\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.112\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.117\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.111\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.093\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.091\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.083\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.151\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.144\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Maternal Diagnosis:9ccs184:Early labor:0.207\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Maternal Diagnosis:9ccs184:Early labor:0.225\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.181\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.154\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 27 | OR_unadj: 8.673 [3.977 18.915] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.219\n", " Maternal Vital: Wt-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.180\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.172\n", " Maternal Vital: Wt-otherPregnancy:0.155\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.154\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.153\n", " Maternal Diagnosis:9ccs98:HTN:0.151\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.150\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.151\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.122\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.098\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.106\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.869 [0.425 1.778] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.208\n", " Maternal Vital: SpO2-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.174\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.171\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 111 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.401\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.349\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.345\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.323\n", " Maternal Vital: SpO2-postPregnancy:-0.296\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.112\n", " Diagnosis:9ccs145:Int obstruct:-0.111\n", " Maternal Diagnosis:9ccs121:Oth vein dx:-0.111\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.106\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.097\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.096\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.178\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.128\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.118\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.117\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.109\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.104\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.104\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 0.386 [0.139 1.072] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.372\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Maternal Diagnosis:9ccs24:Breast cancr:-0.077\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.140\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.121\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.120\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.120\n", " Diagnosis:9ccs145:Int obstruct:0.117\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 484 | OR_unadj: 0.861 [0.574 1.289] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.611\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.564\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.521\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.297\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.221\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.217\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.213\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.124\n", " Diagnosis:9ccs145:Int obstruct:0.122\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.118\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.085\n", " Maternal Diagnosis:9ccs245:Syncope:0.082\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.079\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.078\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 108 | OR_unadj: 0.911 [0.381 2.182] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.397\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.384\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.234\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.168\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.132\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Vital: BP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 314 | OR_unadj: 1.341 [0.868 2.070] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.437\n", " Maternal Vital: BP-postPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.209\n", " Maternal Vital: Ht-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.195\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.168\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.173\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.151\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.117\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.117\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.112\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.112\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.110\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.101\n", "\n", " Vital: HR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.160\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Diagnosis:9ccs145:Int obstruct:-0.133\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.101\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 164 | OR_unadj: 1.485 [0.828 2.663] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.253\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.230\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Diagnosis:9ccs233:Intracrn inj:-0.178\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.170\n", " Diagnosis:9ccs252:Fatigue:0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.143\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.138\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.114\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.179\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.151\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.144\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.123\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.093\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.089\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", "* Maternal Vital: Wt-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 316 | OR_unadj: 1.666 [1.070 2.593] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.634\n", " Maternal Vital: BP-otherPregnancy:0.437\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.290\n", " Maternal Vital: Ht-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.256\n", " Maternal Vital: BMI-otherPregnancy:0.243\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.204\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.129\n", " Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.122\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.102\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.086\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.121\n", " Maternal Diagnosis:9ccs102:Chest pain:0.117\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs98:HTN:0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.082\n", " Diagnosis:9ccs167:Breast dx:0.081\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs159:UTI:-0.132\n", " Maternal Diagnosis:9ccs157:Ac renl fail:-0.131\n", " Maternal Diagnosis:9ccs249:Shock:-0.131\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:-0.131\n", " Maternal Diagnosis:9ccs235:Opn wnd head:-0.131\n", "\n", " Vital: BMI Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.121\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.121\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.097\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.086\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.076\n", " Diagnosis:9ccs188:Pelvic obstr:-0.074\n", " Diagnosis:9ccs196:Nml preg/del:-0.072\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.157\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.131\n", " Maternal Diagnosis:9ccs160:Urin stone:0.130\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.106\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.082\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 40 | OR_unadj: 0.801 [0.311 2.064] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.221\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.219\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.147\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.143\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.135\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 0.970 [0.615 1.529] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.298\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.202\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.159\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.140\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.107\n", " Diagnosis:9ccs230:Fx leg:-0.105\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.088\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.082\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.080\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.080\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.144\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.133\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.132\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.129\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.119\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.101\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.124\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.116\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.108\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.092\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.089\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.079\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.267\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.219\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.169\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.151\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 269 | OR_unadj: 0.811 [0.398 1.653] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.368\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.300\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.292\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.199\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.198\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.196\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.196\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 32 | OR_unadj: 1.906 [0.847 4.291] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.409\n", " Maternal Diagnosis:9ccs4:Mycoses:0.175\n", " Diagnosis:9ccs87:Retinal dx:0.175\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.146\n", " MatDeliveryAge:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.135\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.133\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.132\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 1.324 [0.838 2.089] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.652\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.530\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.293\n", " Maternal Vital: BP-otherPregnancy:0.293\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.292\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 318 | OR_unadj: 0.693 [0.342 1.405] | indivs AUC:0.460\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.348\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.339\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.318\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.260\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.241\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.207\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:0.171\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.156\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.148\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.148\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.148\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.147\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.146\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.141\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.103\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.918 [0.578 1.458] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.538\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.296\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.287\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.254\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.230\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.542 [0.193 1.528] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.789\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.281\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.244\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.174\n", " Maternal Vital: Wt-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.691 [0.420 1.135] | indivs AUC:0.440\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.550\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.397\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.296\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.281\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.256\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.170\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.147\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.120\n", " Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.114\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.091\n", " Maternal Diagnosis:9ccs184:Early labor:-0.090\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 330 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.218\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.145\n", " Maternal Maternal Lab History: AST-postPregnancy:0.139\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 350 | OR_unadj: 0.959 [0.536 1.719] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.145\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.144\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.144\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.369 [0.873 2.146] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.703\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.413\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.177\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.175\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.148\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.140\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 1.008 [0.627 1.620] | indivs AUC:0.458\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.335\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.311\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.298\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.287\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.216\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.215\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 0.818 [0.467 1.430] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Diagnosis:9ccs171:Menstrual dx:0.126\n", " Diagnosis:9ccs120:Hemmorhoids:0.089\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.089\n", " Diagnosis:9ccs252:Fatigue:0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.089\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.087\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 247 | OR_unadj: 1.122 [0.655 1.921] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.225\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.159\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.145\n", " Diagnosis:9ccs123:Influenza:0.137\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.135\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.131\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.088\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.086\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.086\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.141\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.121\n", " Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.114\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.109\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.101\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.826 [0.531 1.287] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.582\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.386\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.316\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.268\n", " Maternal Maternal Lab History: INR-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.605 [0.258 1.421] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.307\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.250\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.216\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.183\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs221:Resp distres:0.142\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.258\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 334 | OR_unadj: 0.739 [0.424 1.289] | indivs AUC:0.449\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.319\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.272\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.210\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.206\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.191\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.188\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Diagnosis:9ccs129:Asp pneumon:0.257\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.192\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.529 [0.188 1.488] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.384\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.348\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.253\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 337 | OR_unadj: 1.151 [0.638 2.078] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.221\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.184\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.182\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.170\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.091\n", " Maternal Vital: BMI-otherPregnancy:0.087\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.051\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.081 [0.588 1.987] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.280\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.267\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.165\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.163\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 0.847 [0.539 1.330] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.582\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.538\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.300\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.275\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.271\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.266\n", " Maternal Maternal Lab History: INR-postPregnancy:0.255\n", "\n", "* Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 3.407 [1.542 7.529] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.241\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.229\n", "\n", " Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 1.521 [0.923 2.509] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.435\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.225\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.207\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.201\n", " Newborn Diagnosis:9ccs221:Resp distres:0.201\n", " Newborn Diagnosis:9ccs253:Allergy:0.176\n", " Maternal Diagnosis:9ccs98:HTN:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.152\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.103\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.091\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.084\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.115\n", " Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.106\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.646 [0.350 1.193] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.184\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.162\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.146\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:-0.146\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:-0.146\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.139\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Diagnosis:9ccs195:Ot compl bir:-0.107\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.105\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs128:Asthma:-0.099\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.093\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.814 [0.499 1.328] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.425\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.403\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.361\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 320 | OR_unadj: 1.288 [0.758 2.187] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.396\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.386\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.374\n", " Maternal Maternal Lab History: AST-postPregnancy:0.368\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.300\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.296\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.237\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.209\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.203\n", " Maternal Diagnosis:9ccs168:PID:0.171\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.146\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.106\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.100\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.093\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.093\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 0.969 [0.551 1.705] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.648\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.147\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.146\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.318 [0.813 2.138] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.538\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.364\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.309\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.256\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.179\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.161\n", "\n", "* Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.666 [1.121 2.475] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.265\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.239\n", " Maternal Diagnosis:9ccs186:DM in preg:0.135\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.126\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.123\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:0.107\n", " Maternal Vital: SpO2-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.092\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 0.994 [0.413 2.392] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.307\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.160\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.137\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 308 | OR_unadj: 1.059 [0.563 1.991] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.246\n", " Maternal Vital: Wt-otherPregnancy:0.243\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.185\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.179\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.170\n", " Maternal Vital: Wt-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.157\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 0.816 [0.438 1.518] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.210\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.147\n", " Maternal Vital: BP-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.124\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.084\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.079\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.072\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.629 [0.734 3.616] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.320\n", " Maternal Vital: Wt-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.207\n", " Maternal Vital: Wt-postPregnancy:0.183\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.169\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.167\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.167\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.610\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.213\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Vital: BP-otherPregnancy:0.202\n", " Maternal Vital: Wt-postPregnancy:0.196\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.179\n", " Maternal Vital: HR-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.158\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.274\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.074\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.063\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.053\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.046\n", " Diagnosis:9ccs255:Social admin:-0.046\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.042\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.078\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.356 [0.745 2.467] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.231\n", " Maternal Vital: Temp-postPregnancy:0.219\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.192\n", " Maternal Vital: RR-otherPregnancy:0.191\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 173 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.247\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.119\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.108\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.194\n", " Diagnosis:9ccs125:Bronchitis:0.128\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.119\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.089\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 314 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.654\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.220\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.215\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 203 | OR_unadj: 1.100 [0.695 1.740] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.280\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.155\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.109\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.109\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.108\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.103\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.100\n", " Diagnosis:9ccs125:Bronchitis:0.100\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 280 | OR_unadj: 1.136 [0.672 1.920] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.262\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.244\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.243\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.128\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.096\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.124\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.119\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.106\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.100\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 282 | OR_unadj: 0.705 [0.447 1.113] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.210\n", " Maternal Vital: BP-postPregnancy:-0.153\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.124\n", " Maternal Vital: SpO2-postPregnancy:0.124\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.113\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Maternal Diagnosis:9ccs255:Social admin:0.108\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.107\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.090\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", "* Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 2.547 [1.462 4.439] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.672\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.512\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.420\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.278\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.208\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.195\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.965 [0.402 2.318] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.403\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.343\n", " Maternal Maternal Lab History: AST-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.286\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.270\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.257\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.102\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.102\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.080\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.080\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:0.133\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.114\n", " Maternal Diagnosis:9ccs210:SLE:-0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.093\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Maternal Maternal Lab History: LH-postPregnancy:0.082\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 254 | OR_unadj: 1.805 [0.904 3.602] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.147\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 310 | OR_unadj: 1.109 [0.701 1.756] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.654\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.213\n", " Maternal Vital: PL-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.198\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.189\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.096\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 275 | OR_unadj: 0.925 [0.551 1.552] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.538\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.208\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.196\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.181\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.568 [0.258 1.251] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.199\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.194\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.185\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.174\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.174\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.174\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.169\n", " Maternal Vital: HR-postPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.763 [0.322 1.808] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.348\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.219\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.209\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.202\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.195\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.195\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.195\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 1.232 [0.769 1.973] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.823\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.574\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.298\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.291\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.257\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.221\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.119\n", " Diagnosis:9ccs44:Neoplsm unsp:0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.109\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.105\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.104\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.555\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.179\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.168\n", " Maternal Vital: Ht-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.145\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.099\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.759 [0.418 1.376] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.256\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.151\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.144\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.129\n", "\n", "* Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 2.633 [1.381 5.022] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.672\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.390\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.364\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.286\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.225\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.214\n", "\n", "* Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 3.571 [1.159 11.003] | indivs AUC:0.509\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.243\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.219\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.217\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.197\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.197\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.106\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.588 [0.846 2.979] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.183\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.555\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.258\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.227\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.197\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.187\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.168\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", "\n", "* Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 3.350 [1.306 8.592] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.220\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.147\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.135\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.482 [0.910 2.416] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.823\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.703\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.241\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.227\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 260 | OR_unadj: 0.951 [0.495 1.828] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.468\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.209\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 226 | OR_unadj: 0.844 [0.463 1.535] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.161\n", " Diagnosis:9ccs52:Nutrit defic:0.150\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.149\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.146\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.139\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " Maternal Diagnosis:9ccs186:DM in preg:0.292\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.114\n", " Maternal Diagnosis:9ccs4:Mycoses:0.114\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.106\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 217 | OR_unadj: 1.064 [0.613 1.847] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.634\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.333\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.216\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.016 [0.619 1.668] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.261\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.148\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.143\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.175 [0.712 1.939] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.634\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.335\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 221 | OR_unadj: 0.728 [0.424 1.248] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.145\n", " Diagnosis:9ccs52:Nutrit defic:-0.144\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.144\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.142\n", "\n", " Maternal Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs90:Eye infectn:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.257\n", " Diagnosis:9ccs140:Gastritis:0.151\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.064\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.058\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.333 [0.822 2.163] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.648\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.574\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.309\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.223\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.193\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.176\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 215 | OR_unadj: 1.115 [0.606 2.053] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.320\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.258\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.206\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.185\n", " Maternal Vital: Ht-otherPregnancy:-0.179\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.093\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.083\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.370\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.321\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.318\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.306\n", " Maternal Maternal Lab History: AST-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.284\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 201 | OR_unadj: 0.983 [0.511 1.891] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.706\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.202\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: AST-postPregnancy:0.162\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.136\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.126\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 214 | OR_unadj: 0.994 [0.483 2.045] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.295\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.195\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.191\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 271 | OR_unadj: 0.887 [0.487 1.618] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.272\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.185\n", " Maternal Vital: SpO2-otherPregnancy:0.130\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.122\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.115\n", " Maternal Vital: HR-otherPregnancy:-0.112\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 133 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.364\n", " Diagnosis:9ccs246:FUO:0.284\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.283\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.260\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.235\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 246 | OR_unadj: 1.278 [0.742 2.202] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.440\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.403\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.398\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.187\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 131 | OR_unadj: 1.045 [0.525 2.080] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.285\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.263\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.184\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.151\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.144\n", " Maternal Vital: BP-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.953\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.264\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.222\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.199\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.142\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.142\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.138\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.121\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.113\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.098\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: 0.347 [0.083 1.457] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.192\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.181\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.177\n", " Diagnosis:9ccs199:Ulcer skin:0.176\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.176\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 216 | OR_unadj: 0.935 [0.532 1.643] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.233\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.717 [0.280 1.836] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.364\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Lab History: PH-postPregnancy:0.184\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.181\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 0.922 [0.493 1.724] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.306\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.250\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.213\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.201\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.987 [0.602 1.619] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.283\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.282\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.256\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.223\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.178 [0.024 1.313] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.789\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.305\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.176\n", " Maternal Vital: RR-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.276 [0.066 1.149] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.324\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.263\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.263\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.229\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.146\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.141\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 179 | OR_unadj: 0.756 [0.357 1.602] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.197\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.161\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.136\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.125\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.446\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.287\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.231\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.184\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.184\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 192 | OR_unadj: 1.195 [0.632 2.260] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.169\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.165\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.157\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.155\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.151\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.570\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.289\n", " Diagnosis:9ccs223:Birth trauma:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.158\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: nan [ nan nan] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.247\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.140\n", " MatDeliveryAge:0.137\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.481\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.398\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.345\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.272\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.878\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.475\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.433\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.236\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.180\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.104\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.097\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.089\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 1.741 [0.922 3.285] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.699\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.420\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.331\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.287\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.225\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.016 [0.527 1.959] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.244\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.210\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.197\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.276\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.213\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.207\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.205\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.101\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Maternal Diagnosis:9ccs102:Chest pain:0.091\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Maternal Diagnosis:9ccs160:Urin stone:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.089\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.126\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.117\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 120 | OR_unadj: 0.781 [0.329 1.854] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.298\n", " Maternal Vital: Temp-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.214\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.209\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:-0.180\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.165\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.164\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.157\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.144\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.271\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.210 [0.748 1.956] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.345\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.269\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.197\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Maternal Diagnosis:9ccs238:Complic proc:0.098\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.782\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.688\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.600\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.517\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.442\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.397\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.380\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.423\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.384\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.250\n", " Maternal Vital: PEF-postPregnancy:0.232\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.232\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.364 [0.840 2.215] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.222\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.162 [0.022 1.192] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.318\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.283\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.190\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.189\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.698 [0.464 6.213] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.423\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.248\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.215\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.171\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.141\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.141\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", "\n", " Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.360 [0.552 3.350] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.252\n", " Diagnosis:9ccs199:Ulcer skin:0.178\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.178\n", " Diagnosis:9ccs145:Int obstruct:0.178\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.165\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.162\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.153\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.430 [0.767 2.666] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.269\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.186\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.178\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.178\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.170\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.161\n", " Maternal Diagnosis:9ccs245:Syncope:0.161\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.154\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.141\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.117\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.116\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.586 [0.208 1.658] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.331\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.218\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.216\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.147\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.139\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.181\n", " Maternal Diagnosis:9ccs4:Mycoses:0.181\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.181\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.163\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.160\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.145\n", " Maternal Diagnosis:9ccs168:PID:0.139\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.253\n", " Maternal Vital: PEF-postPregnancy:0.239\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.236\n", " Diagnosis:9ccs175:Ot femal gen:0.205\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.633 [0.249 1.612] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.412\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.212\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.153\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 233 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.273\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.267\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.193\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.193\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.193\n", " Maternal Vital: BMI-otherPregnancy:0.179\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.172\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.218\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:-0.191\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.191\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.167\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Vital: PEF-postPregnancy:-0.403\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.384\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.201\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.200\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.224\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.139\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.125\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.112\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.102\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.097\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 1.189 [0.401 3.524] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.265\n", " Maternal Vital: Temp-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.217\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Diagnosis:9ccs64:Ot hematl dx:0.200\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.191\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Diagnosis:9ccs215:gu cong anom:0.171\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs175:Ot femal gen:0.130\n", " Diagnosis:9ccs61:Sickle cell:0.113\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.113\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.105\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.105\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.909 [0.487 1.699] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.335\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.238\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.130\n", " Lab:292495 LEAD LEVEL - Sunrise:0.129\n", " Maternal Vital: Temp-postPregnancy:-0.119\n", "\n", "* Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 4.468 [1.938 10.303] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.221\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.188\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.160\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.134\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.085\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.269\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.269\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.065 [0.953 4.477] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.699\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.330\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.305\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.296\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.252\n", " Maternal Vital: RR-postPregnancy:0.223\n", " Maternal Vital: SpO2-postPregnancy:-0.221\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.205\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.224\n", " Maternal Diagnosis:9ccs255:Social admin:0.222\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.213\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.213\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.155\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.137\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.119\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.426\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.273\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.241\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.237\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.206\n", " Diagnosis:9ccs252:Fatigue:0.192\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.170\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.165\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.163\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.106\n", " Maternal Maternal Lab History: LH-postPregnancy:0.100\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.099\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.139\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.111\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.099\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.086\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.086\n", "\n", " Maternal Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.173\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.141\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.130\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.127\n", " Diagnosis:9ccs55:Fluid/elc dx:0.125\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.506 [0.154 1.663] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.156\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:-0.143\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:-0.142\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.141\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.131\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.130\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.126\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.117\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.116\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 2.183 [0.956 4.983] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.263\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.249\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.244\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.230\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 0.698 [0.273 1.786] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.155\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.137\n", " Diagnosis:9ccs232:Sprain:0.134\n", " Diagnosis:9ccs199:Ulcer skin:0.134\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.134\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.132\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.368\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.281\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.232\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.216\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.191\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.180\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.177\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.199\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.190\n", "\n", "* Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.689\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.429\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.342\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.309\n", " Diagnosis:9ccs188:Pelvic obstr:0.303\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.303\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.278\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.248\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Vital: RR-otherPregnancy:0.305\n", " Maternal Diagnosis:9ccs194:Forceps del:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.203\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.117\n", " Maternal Diagnosis:9ccs168:PID:0.116\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.114\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.113\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.110\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.473 [0.635 3.420] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.237\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.213\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.206\n", "\n", "* Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 40.510 [4.962 330.693] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:-0.396\n", " Diagnosis:9ccs188:Pelvic obstr:-0.280\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:-0.280\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.263\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.248\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.224\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.203\n", "\n", " Maternal Diagnosis:9ccs194:Forceps del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.431\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.368\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.354\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.354\n", " Diagnosis:9ccs75:Hx mental dx:0.287\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.252\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 0.620 [0.219 1.757] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.233\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.213\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.184\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.176\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.859\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.397\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.258\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.153\n", " Diagnosis:9ccs234:Crush injury:0.113\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.101\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.098\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 125 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.251\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.178\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.177\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.174\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.163\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.123\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.096\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.084\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.766\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Vital: PEF-postPregnancy:0.559\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.280\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1685 | OR_unadj: 0.589 [0.161 2.155] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:-0.494\n", " Maternal Diagnosis:9ccs0:No DX:-0.274\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.197\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.194\n", " Maternal Diagnosis:9ccs194:Forceps del:-0.135\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.120\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.109\n", " Maternal Diagnosis:9ccs98:HTN:-0.109\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 2.374 [0.829 6.796] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Vital: SpO2-postPregnancy:-0.361\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.289\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.256\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.255\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.208\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.962\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.772\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.725\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.680\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.435\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.433\n", " Maternal Diagnosis:9ccs98:HTN:0.393\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.320\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.099\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.091\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.085\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.878\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.281\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.193\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.156\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 2.527 [0.772 8.269] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.726\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.387\n", " Maternal Vital: SpO2-postPregnancy:-0.373\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.368\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.151\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.121\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.110\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.107\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: nan [ nan nan] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.260\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.253\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.192\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.191\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.129\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.315\n", " Diagnosis:9ccs168:PID:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.155\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.120\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.084\n", " Maternal Diagnosis:9ccs259:Unclassified:0.075\n", " Maternal Diagnosis:9ccs128:Asthma:0.063\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.062\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.188\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.127\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.110\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.657 [0.231 1.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.412\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.289\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.281\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.209\n", " Maternal Vital: HR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.155\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.159\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.151\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.149\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.938 [0.274 3.208] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.233\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.230\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.202\n", " Maternal Diagnosis:9ccs194:Forceps del:0.202\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.109\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.104\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs140:Gastritis:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.109\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.103\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.689\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.464\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.280\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.240\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.227\n", " Diagnosis:9ccs123:Influenza:0.205\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.873 [0.389 1.957] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.283\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.200\n", " Maternal Vital: Wt-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.171\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.161\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.315\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.239\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.224\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.224\n", " Diagnosis:9ccs188:Pelvic obstr:0.222\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.217\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.180\n", " Maternal Diagnosis:9ccs89:Blindness:0.180\n", " Maternal Maternal Lab History: AST-postPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.279 [0.037 2.087] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.151\n", " Diagnosis:9ccs63:Wht blood dx:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.138\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.126\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.104\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.104\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.103\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.102\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.639\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.635\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.440\n", " Maternal Vital: SpO2-otherPregnancy:0.417\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.412\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.367\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: nan [ nan nan] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.324\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.276\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.194\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.177\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.165\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.162\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.615\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.615\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.567\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.253\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.233\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.197\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.179\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.435\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.195\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.195\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.195\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.171\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.170\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.169\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.146\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.119\n", " Number of Visits:0.116\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.207\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.148\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.148\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.145\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.145\n", " Maternal Diagnosis:9ccs253:Allergy:0.145\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.094\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.083\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.270\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.242\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.209\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 65 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.226\n", " Maternal Maternal Lab History: PT-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:0.142\n", " Diagnosis:9ccs234:Crush injury:0.121\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.118\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.098\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.093\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.092\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.087\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.074 [0.366 3.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.182\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.158\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.142\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.142\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.138\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.138\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.116\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.096\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.111\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 82 | OR_unadj: 1.075 [0.499 2.318] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.357\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.185\n", " Maternal Vital: PL-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.172\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.468\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.331\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.207\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.192\n", " Diagnosis:9ccs51:Ot endo dsor:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.169\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.124\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.123\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.297\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.267\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.242\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.236\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.233\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.177\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.151\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.874\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.633\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.622\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.608\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.432\n", " Maternal Diagnosis:9ccs194:Forceps del:0.431\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.296\n", " Diagnosis:9ccs205:Back problem:0.249\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.329\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.327\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.311\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.306\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.306\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.306\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.167\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.156\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.154\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.106\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.244\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.150\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.144\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.186\n", " Diagnosis:9ccs129:Asp pneumon:-0.181\n", " Diagnosis:9ccs199:Ulcer skin:-0.181\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.481\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.308\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.272\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.270\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.242\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.219\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.190\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.188\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 63 | OR_unadj: 1.888 [0.508 7.022] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Diagnosis:9ccs199:Ulcer skin:0.370\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.331\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.261\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.261\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.261\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.218\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.206\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.859\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.346\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.227\n", " Diagnosis:9ccs2:Septicemia:0.191\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.140\n", " Diagnosis:9ccs240:Burns:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.133\n", " Diagnosis:9ccs234:Crush injury:0.098\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.413 [0.396 5.043] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.303\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.266\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.241\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.205\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.204\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.202\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs157:Ac renl fail:0.315\n", " Maternal Diagnosis:9ccs249:Shock:0.315\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.315\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.315\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.315\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.259\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.224\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.507\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.233\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.224\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.185\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.164\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.156\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.149\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.122\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.094\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.415 [0.469 4.266] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.410\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.367\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.286\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.230\n", " Maternal Vital: Ht Percentile-postPregnancy:0.214\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.163\n", "\n", " Maternal Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.500\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.353\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.248\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.248\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.164\n", " Diagnosis:9ccs141:Ot dx stomch:0.155\n", " Diagnosis:9ccs214:GI cong anom:0.141\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs76:Meningitis:0.130\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.130\n", " Maternal Vital: PEF-postPregnancy:-0.130\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.120\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.119\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 3.254 [0.946 11.197] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.355\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.209\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.166\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Vital: Wt-postPregnancy:0.163\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.144\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.124\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.953\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.456\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.281\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.233\n", " Diagnosis:9ccs243:Poisn nonmed:0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.593 [0.682 3.724] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.341\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.324\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.272\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.266\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.266\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.190\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.190\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.190\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.155\n", " Maternal Diagnosis:9ccs89:Blindness:0.151\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.725\n", " Diagnosis:9ccs232:Sprain:-0.661\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.531\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.468\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.372\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.327\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.313\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.585\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.251\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.207\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.207\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.148\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.197\n", " Diagnosis:9ccs246:FUO:0.194\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.192\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 2.012 [0.786 5.152] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.384\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.271\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.207\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.177 [0.445 3.114] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.243\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.243\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.237\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.416 [0.128 1.354] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.357\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.226\n", " Maternal Vital: PL-otherPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.177\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.173\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.900 [0.310 2.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.246\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.194\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.183\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.181\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 58 | OR_unadj: nan [ nan nan] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.265\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.257\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.189\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.167\n", " Diagnosis:9ccs64:Ot hematl dx:0.166\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.164\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 2.065 [0.652 6.536] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.315\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.275\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.271\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.265\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.256\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.254\n", "\n", " Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.273\n", " Maternal Vital: PEF-postPregnancy:-0.236\n", " Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.217\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.177\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.164\n", " Maternal Vital: SpO2-postPregnancy:0.122\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.120\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.644\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.518\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.489\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.489\n", " Maternal Vital: SpO2-postPregnancy:-0.402\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.372\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.209\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.196\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.142\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.128\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.427\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", " Diagnosis:9ccs238:Complic proc:0.271\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.247\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.319\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.245\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.208\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.206\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.179\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.179\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.125\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.086\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.271\n", " Diagnosis:9ccs188:Pelvic obstr:0.247\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.136\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.135\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.067\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.138\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.107\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.097\n", " Number of Visits:0.094\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.090\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.313\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.250\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.162\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.158\n", "\n", " Maternal Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Maternal Diagnosis:9ccs184:Early labor:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " MatDeliveryAge:0.043\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.029\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Maternal Maternal Lab History: PT-postPregnancy:0.129\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.111\n", " Maternal Maternal Lab History: INR-postPregnancy:0.104\n", " Diagnosis:9ccs238:Complic proc:0.102\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.152\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.152\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.148\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.128\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.164\n", " Diagnosis:9ccs243:Poisn nonmed:0.155\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.134\n", " Diagnosis:9ccs161:Ot dx kidney:0.117\n", " Diagnosis:9ccs113:Late eff CVD:0.100\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.077\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.077\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.025 [0.425 2.471] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.864\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.326\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.217\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.217\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.192\n", " Diagnosis:9ccs76:Meningitis:0.188\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.188\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.335\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.237\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.168\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.167\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.167\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.166\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.874\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.520\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.512\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.500\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.356\n", " Maternal Diagnosis:9ccs194:Forceps del:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.298\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.245\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.227\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.197\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.196\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.192\n", " Newborn Diagnosis:9ccs221:Resp distres:0.172\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.881\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.507\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.286\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.139\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.138\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.664\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.491\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.384\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.371\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.322\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.514\n", " Diagnosis:9ccs246:FUO:0.468\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.468\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.468\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.342\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.264\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.691 [0.759 3.764] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.578\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.571\n", " Lab:294495 LEAD, BLOOD - LMC:-0.251\n", " Maternal Vital: Wt-postPregnancy:0.207\n", " Maternal Vital: Wt-otherPregnancy:0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.136\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.134\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.121\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.254\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.217\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.540\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.185\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.137\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.128\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: nan [ nan nan] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.359\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.311\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.278\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.246\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.221\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.192\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 60 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.881\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.447\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.266\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.193\n", " Diagnosis:9ccs252:Fatigue:-0.174\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.148\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.138\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.512\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.336\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.270\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.240\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.226\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.225\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.152\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.135\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.447\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.286\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.271\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.200\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.185\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.177\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:10ccs238:Complic proc:-0.361\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.156\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.102\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", "\n", " Maternal Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs217:Ot cong anom:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.353\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.282\n", " Diagnosis:9ccs76:Meningitis:0.187\n", " Diagnosis:9ccs140:Gastritis:0.187\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.187\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.159\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.131\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.539\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.447\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.357\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.311\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 1.280 [0.557 2.938] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.319\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.243\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.238\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.184\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.184\n", "\n", "* Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 3.090 [1.221 7.822] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.258\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.233\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.197\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.196\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.196\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.154\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.125\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.120\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.143\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.142\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.135\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.132\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.128\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.128\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.128\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.354\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.250\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.144\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.131\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.362\n", " Diagnosis:9ccs199:Ulcer skin:-0.348\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.315\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.242\n", " Diagnosis:9ccs231:Oth fracture:-0.229\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.210\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.202\n", "\n", " Maternal Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs204:Ot joint dx:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.315\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.181\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Maternal Diagnosis:9ccs168:PID:0.145\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.129\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.103\n", " Diagnosis:9ccs143:Abdom hernia:0.097\n", "\n", "* Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.524\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.402\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.370\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.327\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.301\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.254\n", "\n", " Maternal Diagnosis:9ccs69:Affective dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.366\n", " Diagnosis:9ccs245:Syncope:0.315\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs253:Allergy:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Diagnosis:9ccs224:Ot perint dx:0.111\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.767\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.455\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.363\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.361\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.319\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.269\n", " Diagnosis:9ccs252:Fatigue:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.206\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.206\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.206\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.206\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.191\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.176\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.124\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.119\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.114\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.114\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.096\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 0.522 [0.159 1.719] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.864\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.324\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs76:Meningitis:-0.229\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.220\n", " Maternal Diagnosis:9ccs245:Syncope:0.202\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.268\n", " Maternal Vital: HR-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.211\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.192\n", " Diagnosis:9ccs175:Ot femal gen:-0.188\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.188\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.178\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.171\n", " Diagnosis:9ccs123:Influenza:0.162\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.122\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.567\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.395\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.342\n", " Diagnosis:9ccs252:Fatigue:-0.336\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.326\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.338\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.272\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.265\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.257\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.241\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.239\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Maternal Vital: PEF-postPregnancy:-0.156\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.143\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.117\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.167\n", " Diagnosis:9ccs175:Ot femal gen:0.141\n", " Diagnosis:9ccs240:Burns:0.108\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.108\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.108\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.092\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.249\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.249\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.249\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.247\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.174\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.171\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Maternal Diagnosis:9ccs89:Blindness:0.141\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.530\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.233\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.187\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.161\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.159\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.492 [0.552 4.032] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.415\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.315\n", " Maternal Vital: Wt-postPregnancy:0.311\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.304\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.300\n", " Maternal Vital: Wt-otherPregnancy:0.300\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.286\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.913\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.333\n", " Diagnosis:9ccs214:GI cong anom:0.264\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.331 [0.444 3.987] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.322\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.271\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.266\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.261\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.231\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.224\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.217\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.168\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.164\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.113\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.110\n", "\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.766\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.684\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.558\n", " Maternal Vital: PEF-postPregnancy:0.558\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.433\n", " Diagnosis:9ccs232:Sprain:-0.384\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.433\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.186\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.178\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.659\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.351\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.334\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.310\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.295\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.273\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.269\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.268\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.024 [0.226 4.649] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.659\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.332\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.205\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.205\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.198\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:-0.194\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.187\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.184\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.186\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.143\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.115\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.114\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.112\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.750\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.567\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.528\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.254\n", " Maternal Vital: Ht-otherPregnancy:0.213\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.194\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.180\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.517\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.491\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.434\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.412\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.376\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.328\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.327\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.160\n", " Maternal Vital: RR-postPregnancy:-0.154\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.149\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.129\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.116\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Maternal Vital: PEF-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.196\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.101\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 2.591 [0.893 7.522] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.205\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.173\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.171\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.166\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.139\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.399\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.349\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.233\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.195\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.140\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.139\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.138\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.106\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.076\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.241\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.192\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.172\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.161\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.393\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.351\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.192\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.171\n", " Maternal Vital: BMI-postPregnancy:0.171\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.567\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.542\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.527\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.429\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.402\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.478\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.469\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.408\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:-0.316\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.215\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.151\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.191\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.174\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.161\n", "\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.447\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.447\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.447\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.408\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.317\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.315\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.268\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.262\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.257\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.184\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.145\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.134\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.125\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.449\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.247\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.232\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.339\n", " Diagnosis:9ccs75:Hx mental dx:0.305\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.289\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.193\n", " Maternal Vital: Temp-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.496\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.480\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.480\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.480\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.421\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.334\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.221\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.211\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.185\n", " Newborn Diagnosis:9ccs176:Contraceptiv:-0.143\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.137\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.136\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.127\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.126\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.115\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.103\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.082\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.536\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.262\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.244\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.244\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.195\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.272\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Maternal Diagnosis:9ccs255:Social admin:-0.190\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.190\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.180\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.731\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.324\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.205\n", "\n", "* Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 17.087 [1.770 164.921] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.689\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.685\n", " Diagnosis:9ccs188:Pelvic obstr:0.485\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.484\n", " Maternal Diagnosis:9ccs98:HTN:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.217\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.175\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.218\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.189\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.160\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.338\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.290\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.276\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.267\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.479\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.415\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.341\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.408\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.191\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.169\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.164\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.118\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.197\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.156\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Maternal Vital: SpO2-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.125\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.178\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.123\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.101\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.660\n", " Diagnosis:9ccs117:Ot circul dx:0.312\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.224\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.122\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.115\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.093\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.092\n", "\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.224\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.157\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.135\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.110\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.093\n", " Diagnosis:9ccs255:Social admin:-0.080\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.317\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.248\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.244\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.220\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.141\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.131\n", " Diagnosis:9ccs55:Fluid/elc dx:0.128\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.123\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.329 [0.044 2.481] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.332\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.285\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.249\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.315\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.228\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PT-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.112\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.130\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", "\n", "* Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.287\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.248\n", " Maternal Vital: SpO2-otherPregnancy:0.243\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.234\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.204\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.198\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.394\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.341\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.292\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.279\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.266\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.192\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.172\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.137\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.351\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.174\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.173\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.164\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.683\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.500\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.397\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.304\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.254\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.253\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.371\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.256\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.191\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.104\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.101\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.586\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.528\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.423\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LH-postPregnancy:0.224\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.560\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.559\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.371\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.354\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.280\n", " Maternal Diagnosis:9ccs93:Dizziness:0.274\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.114\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.100\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.308\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.247\n", " Maternal Diagnosis:9ccs159:UTI:0.242\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.227\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.193\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.191\n", " Maternal Vital: RR-postPregnancy:0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.502\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.439\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.217\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.191\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.182\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.571\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.279\n", " Maternal Vital: Wt Percentile-postPregnancy:0.248\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.233\n", " Maternal Vital: Wt-otherPregnancy:0.226\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.196\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.160\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.585\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.345\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.325\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.309\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.284\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.243\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.254 [0.269 5.836] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.291\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.215\n", " Diagnosis:9ccs141:Ot dx stomch:0.205\n", " Diagnosis:9ccs240:Burns:0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.142\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Diagnosis:9ccs157:Ac renl fail:0.353\n", " Maternal Diagnosis:9ccs249:Shock:0.353\n", " Maternal Diagnosis:9ccs244:Other injury:0.248\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.242\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.160\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 28 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.554\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.306\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.218\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.205\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.321\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.321\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.179\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.163\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.129\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.124\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.632\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.581\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.577\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.577\n", " Maternal Vital: PEF-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.387\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.312\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.288\n", " Diagnosis:9ccs232:Sprain:-0.281\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.262\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.254\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.253\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.498\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.430\n", " Diagnosis:9ccs140:Gastritis:0.256\n", " Maternal Diagnosis:9ccs7:Viral infect:0.256\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.190\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.109\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.222\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.222\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.222\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.195\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.554\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.248\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.230\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.226\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.214\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.205\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.198\n", "\n", "* Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Diagnosis:9ccs129:Asp pneumon:-0.424\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.385\n", " Diagnosis:9ccs232:Sprain:0.333\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.321\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.300\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.289\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.620\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.514\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.507\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.470\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.416\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.365\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.343\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.324\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.255\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.521\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.234\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.438\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.384\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.366\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.293\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.293\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.293\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.261\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.237\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.408\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.316\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.315\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.171\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.205\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.178\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.174\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.155\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.151\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.289\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.285\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.248\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs184:Early labor:0.201\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.174\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.348\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.339\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.253\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.148\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.195\n", " Diagnosis:10ccs58:Ot nutrit dx:0.184\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.176\n", " Diagnosis:9ccs154:Gastroent:0.164\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.151\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.140\n", " Diagnosis:9ccs2603:E Codes: Fall:0.140\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.326\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.289\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.287\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.259\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.202\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.167\n", " Diagnosis:9ccs2:Septicemia:0.164\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.538\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.503\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.439\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.403\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.380\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.548\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.474\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.459\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.334\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.421\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.400\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.355\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.186\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.184\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.484\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.484\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.484\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.388\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.341\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.339\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.291\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.252\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.244\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.244\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.591\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.305\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Vital: BMI-postPregnancy:0.195\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.189\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.188\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.892 [0.605 5.911] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.578\n", " Maternal Vital: Ht Percentile-postPregnancy:0.318\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.229\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.194\n", " Lab:294495 LEAD, BLOOD - LMC:-0.181\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.134\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.356\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.326\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.261\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.082\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", "\n", " Maternal Maternal Procedure History:90658-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.544\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.531\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.487\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.460\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.332\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.295\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.281\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.278\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.277\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.264\n", " Maternal Vital: Temp-otherPregnancy:0.261\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.647\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.593\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.536\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.411\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.347\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.320\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.302\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.489\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.477\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.410\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.347\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.326\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.306\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.269\n", "\n", "* Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.470\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.340\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.228\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.606\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.566\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.397\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.365\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.308\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.432\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.378\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.251\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.222\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.215\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.764\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.430\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.346\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.237\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.140\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.123\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.115\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.311\n", " Maternal Vital: SpO2-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.384\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.248\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.202\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.177\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.198\n", " Diagnosis:9ccs208:Acq foot def:0.193\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.176\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.149\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.337\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.327\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.324\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.303\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.303\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.290\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.275\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.731\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.714\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.676\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.644\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.644\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.317\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.309\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.164\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.164\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.164\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.467\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.235\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.230\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.204\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.288\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.228\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.187\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.185\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.141\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.125\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.125\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.318\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.214\n", " Lab:294495 LEAD, BLOOD - LMC:0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.177\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.159\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.423\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.163\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.115\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.111\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.100\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.086\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.391\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.303\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.247\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.246\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.229\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.215\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.200\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.683\n", " Diagnosis:9ccs246:FUO:0.613\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.364\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.078\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.052\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:0.553\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.381\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.285\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:10ccs238:Complic proc:0.267\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.138\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.136\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.132\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.127\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.190\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.188\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.169\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.169\n", " Diagnosis:9ccs76:Meningitis:0.160\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.798\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.726\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.644\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.627\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.627\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.627\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.627\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.251\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.200\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.168\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.146\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.280\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs253:Allergy:0.183\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.528\n", " Diagnosis:9ccs245:Syncope:0.458\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.419\n", " Maternal Diagnosis:9ccs69:Affective dx:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.236\n", " Newborn Diagnosis:9ccs253:Allergy:0.205\n", " Diagnosis:9ccs205:Back problem:0.187\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.351\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.164\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.161\n", " Maternal Vital: Ht Percentile-postPregnancy:0.159\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.149\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.378\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.225\n", " Diagnosis:9ccs123:Influenza:0.191\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.148\n", " Diagnosis:9ccs129:Asp pneumon:0.147\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.143\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.496\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.344\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.335\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.185\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.397\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.324\n", " Diagnosis:9ccs76:Meningitis:-0.318\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.279\n", "\n", " Maternal Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs89:Blindness:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.383\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.332\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.287\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.234\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.233\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.151\n", " Diagnosis:9ccs215:gu cong anom:0.141\n", "\n", "* Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.349\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.335\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.329\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.512\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.195\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.187\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.184\n", "\n", "* Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.358\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.336\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.230\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs128:Asthma:0.153\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.147\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.147\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.140\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.487\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.404\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.351\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.331\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.279\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.268\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.321\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.302\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.247\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.239\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.182\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: INR-postPregnancy:0.136\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.167\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.127\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.105\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.122\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.128\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.125\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.106\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.093\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", "\n", " Maternal Maternal Procedure History:90470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.402\n", " Diagnosis:9ccs246:FUO:0.366\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.366\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.366\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.342\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.218\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.550\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.450\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.441\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.379\n", "\n", "* Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.453\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.448\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.402\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.378\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.365\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.310\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.294\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.373\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.199\n", " Maternal Vital: Ht Percentile-postPregnancy:0.177\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.155\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.148\n", " Maternal Vital: BMI-postPregnancy:0.142\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Maternal Diagnosis:9ccs7:Viral infect:0.115\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.685\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.246\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.437\n", " Diagnosis:9ccs232:Sprain:0.434\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.337\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.307\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.559\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.478\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.234\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.213\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.211\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.196\n", "\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.644\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.414\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.365\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.354\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.317\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.556\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:-0.404\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.347\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.210\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.157\n", " Diagnosis:9ccs147:Anal/rectal:-0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.506\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.439\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.319\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.219\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.840\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.641\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.414\n", " Diagnosis:9ccs238:Complic proc:0.406\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.385\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.370\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.145\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.141\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.132\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.709\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.234\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.339\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:-0.312\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.281\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.171\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.147\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.130\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", "\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.512\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.387\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.349\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.193\n", " Maternal Diagnosis:9ccs168:PID:-0.148\n", " Diagnosis:9ccs234:Crush injury:-0.142\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.140\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.137\n", "\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.576\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.500\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.500\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.500\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.500\n", " Maternal Diagnosis:9ccs238:Complic proc:0.407\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.353\n", " Maternal Diagnosis:9ccs89:Blindness:0.287\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.684\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.683\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.683\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.543\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.451\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.406\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.345\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.344\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.560\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.199\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.170\n", "\n", "* Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.359\n", " Maternal Maternal Lab History: LH-postPregnancy:0.339\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.319\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Vital: PEF-postPregnancy:-0.458\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.384\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.363\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.259\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.240\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.217\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.196\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.190\n", "\n", " Maternal Diagnosis:9ccs160:Urin stone | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs160:Urin stone:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.500\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.500\n", " Maternal Diagnosis:9ccs7:Viral infect:0.266\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.180\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.155\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.155\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.082\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.589\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.432\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.418\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.408\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.408\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.408\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.820\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.817\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.778\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.689\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.414\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.376\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.344\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.325\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.321\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.318\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.217\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.197\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.477\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.477\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.449\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.429\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.404\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.379\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.362\n", "\n", " Maternal Diagnosis:9ccs255:Social admin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.222\n", " Lab:294495 LEAD, BLOOD - LMC:-0.204\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.133\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs96:Hrt valve dx:0.108\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.095\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.228\n", " Diagnosis:9ccs95:Oth nerv dx:0.146\n", " Diagnosis:9ccs244:Other injury:0.126\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.125\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.115\n", " Number of Visits:0.110\n", " Diagnosis:9ccs113:Late eff CVD:0.104\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.102\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Diagnosis:9ccs252:Fatigue:0.289\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.284\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.261\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.224\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Maternal Diagnosis:9ccs128:Asthma:-0.132\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.101\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.258\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.195\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.160\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.429\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.370\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.348\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.281\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.246\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.246\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.631\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.273\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.267\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.239\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.232\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.229\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.207\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.251\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.168\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.136\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.519\n", " Maternal Vital: SpO2-otherPregnancy:0.339\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.298\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.282\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.634\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.433\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.556\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.247\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.215\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.175\n", " Diagnosis:9ccs117:Ot circul dx:0.153\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.491\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.491\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.466\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.385\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.294\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.285\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.277\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.216\n", "\n", " Maternal Maternal Procedure History:90663-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90663-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.348\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.587\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.353\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.307\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.252\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.240\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.229\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.170\n", " Maternal Vital: PEF-postPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.556\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.448\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.329\n", "\n", " Maternal Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.257\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.224\n", " Diagnosis:9ccs251:Abdomnl pain:0.157\n", " Diagnosis:9ccs128:Asthma:0.106\n", " Diagnosis:9ccs124:Tonsillitis:0.099\n", " Diagnosis:9ccs213:Cardiac anom:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.070\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.900\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.586\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.392\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: LH-postPregnancy:0.299\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.276\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.248\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.234\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.464\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.185\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.176\n", "\n", " Diagnosis:9ccs210:SLE | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs210:SLE:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.248\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.178\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.178\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.383\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.271\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.191\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.182\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.161\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.156\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.153\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.152\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.136\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.133\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.123\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.312\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.236\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.236\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.167\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.153\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.092\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.633\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.589\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.285\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.283\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.260\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.260\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.259\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.251\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.239\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.788\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.307\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.251\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.692\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.537\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.465\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.426\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.320\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.277\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.258\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.226\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.745\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.684\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.634\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.778\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.692\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.671\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.500\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.493\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.477\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.476\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.433\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.397\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.781\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.663\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.659\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.643\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.643\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.353\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.267\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.837\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.749\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.448\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.364\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.335\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.329\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", "\n", " Maternal Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.577\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.376\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.170\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.140\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.126\n", " Maternal Vital: BP-postPregnancy:-0.124\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.107\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.102\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.820\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.611\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.476\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.422\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.308\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.299\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.282\n", "\n", " Maternal Maternal Procedure History:99211-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99211-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.577\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.414\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.391\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.223\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.197\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.214\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.214\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.214\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.175\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.171\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.148\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.634\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.437\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.410\n", " Maternal Vital: SpO2-otherPregnancy:0.391\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.343\n", "\n", " Maternal Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs91:Other eye dx:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.494\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.257\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.113\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.102\n", " Maternal Vital: Temp-otherPregnancy:0.101\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.098\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.097\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.581\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.525\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.490\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.290\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.232\n", "\n", " Maternal Maternal Lab History: RET ABS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.998\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.747\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.241\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.239\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.222\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.212\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.167\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.083\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.900\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.516\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LH-postPregnancy:0.276\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.218\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.356\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.289\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.251\n", " Maternal Diagnosis:9ccs255:Social admin:-0.204\n", " Maternal Vital: Ht Percentile-postPregnancy:0.181\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Maternal Diagnosis:9ccs187:Malposition:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.364\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.282\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.282\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.282\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.230\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.221\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.560\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.278\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.235\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.234\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.219\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.212\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.332\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.251\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.236\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.190\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.539\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.431\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.359\n", " Diagnosis:9ccs204:Ot joint dx:0.319\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.253\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.191\n", " Diagnosis:9ccs211:Ot conn tiss:0.189\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Diagnosis:9ccs5:HIV infectn:0.408\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.408\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.287\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.156\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.141\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.462\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.359\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.270\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.214\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.200\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.624\n", " Maternal Vital: Wt Change-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.215\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.144\n", " Maternal Vital: PL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.133\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.124\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.522\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.488\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.487\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.445\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.343\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.559\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.504\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.426\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.323\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.259\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.247\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.239\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.233\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.803\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.772\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.568\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.531\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.349\n", " Maternal Diagnosis:9ccs98:HTN:0.328\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.308\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.247\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Maternal Diagnosis:9ccs4:Mycoses:0.377\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.377\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.319\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.241\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.200\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.128\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.096\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.468\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.423\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.369\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.343\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.709\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.606\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.550\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.851\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.665\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.264\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.264\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.181\n", " Diagnosis:9ccs123:Influenza:0.167\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.665\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.462\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.302\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.271\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.265\n", "\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.489\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.895\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.633\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.522\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.406\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.337\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.310\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.297\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.297\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.273\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.114\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.093\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.689\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.671\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.644\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.611\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.574\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.470\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.456\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.408\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.391\n", "\n", " Maternal Maternal Lab History: TSH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.423\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.339\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.306\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.194\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.683\n", " Diagnosis:9ccs246:FUO:0.550\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.550\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.550\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.402\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.282\n", "\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.235\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.233\n", " Maternal Vital: PL-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.158\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.467\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.424\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.369\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.344\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.394\n", " Maternal Vital: RR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.325\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.230\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.210\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.203\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.169\n", " Maternal Vital: RR-postPregnancy:-0.146\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.840\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.655\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.423\n", " Diagnosis:9ccs238:Complic proc:0.415\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.393\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.378\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.378\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.764\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.701\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.661\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.608\n", "\n", " Maternal Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.500\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.248\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.164\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs161:Ot dx kidney:0.117\n", " Diagnosis:9ccs223:Birth trauma:0.107\n", " Diagnosis:9ccs234:Crush injury:0.095\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.652\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.475\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.420\n", " Maternal Diagnosis:9ccs75:Hx mental dx:-0.376\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.336\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.228\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.225\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.173\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.162\n", "\n", " Maternal Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.577\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.187\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.179\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.116\n", " Maternal Diagnosis:9ccs168:PID:0.116\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.115\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.112\n", " Maternal Diagnosis:9ccs59:Anemia:0.110\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.549\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.410\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.323\n", "\n", " Maternal Maternal Lab History: LH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.524\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.388\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.307\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.299\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.291\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.622\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.543\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.528\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.512\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.417\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.398\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.397\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.171\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.129\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.121\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.046\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", "\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.386\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.196\n", " Maternal Diagnosis:9ccs159:UTI:0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.119\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.213\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.205\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.205\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.205\n", " Diagnosis:9ccs245:Syncope:0.202\n", "\n", " Maternal Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:1.000\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.180\n", " Diagnosis:9ccs161:Ot dx kidney:0.137\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.106\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.095\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.071\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.059\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.290\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.225\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.206\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.376\n", " Diagnosis:9ccs168:PID:0.273\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.258\n", " Diagnosis:9ccs205:Back problem:0.223\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", "\n", " Maternal Diagnosis:9ccs235:Opn wnd head | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.339\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.336\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.329\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.268\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.268\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.377\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.369\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.343\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.327\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.353\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.249\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.123\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.376\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.266\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.266\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.266\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.241\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.423\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.281\n", " Maternal Maternal Lab History: LH-postPregnancy:0.236\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.231\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.223\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.433\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs159:UTI:0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.346\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.304\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.257\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.895\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.415\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.355\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.304\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.304\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.304\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.283\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.257\n", "\n", " Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Diagnosis:9ccs232:Sprain:0.408\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.199\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.188\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.516\n", " Diagnosis:9ccs145:Int obstruct:-0.457\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.276\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.262\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.706\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.576\n", " Maternal Diagnosis:9ccs89:Blindness:0.332\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.287\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.190\n", " Diagnosis:9ccs215:gu cong anom:0.141\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.116\n", " Diagnosis:9ccs122:Pneumonia:0.096\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.096\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.892\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.617\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.557\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.389\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.309\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.126\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.076\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Maternal Diagnosis:9ccs186:DM in preg:0.058\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.528\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.446\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.270\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.270\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.620\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.417\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.370\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.336\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.319\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Diagnosis:9ccs210:SLE:0.315\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.315\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.315\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.158\n", " Maternal Diagnosis:9ccs128:Asthma:0.135\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.788\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.339\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.256\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PT-postPregnancy:0.178\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.395\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.334\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.246\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.240\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.179\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.177\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.166\n", "\n", " Maternal Diagnosis:9ccs105:Conduction | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs105:Conduction:1.000\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.062\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.062\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.041\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.041\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.854\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.813\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.774\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.414\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.192\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.188\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.158\n", " Diagnosis:9ccs219:Low birth wt:0.133\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.320\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.189\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.188\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.178\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.817\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.574\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.493\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.397\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.326\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.295\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.408\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.125\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.123\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.119\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.100\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.388\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.359\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.349\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.327\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.310\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.280\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.851\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.635\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.377\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.238\n", "\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.550\n", " Diagnosis:9ccs246:FUO:-0.500\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.679\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.688\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.508\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.350\n", " Maternal Vital: SpO2-otherPregnancy:0.332\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.328\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.292\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.549\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.476\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.404\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.375\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.247\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.183\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.183\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.505\n", " Diagnosis:9ccs232:Sprain:-0.486\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.426\n", " Maternal Vital: PEF-postPregnancy:-0.412\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.412\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.390\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.684\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.632\n", " Maternal Vital: PEF-postPregnancy:0.612\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.612\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.505\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.372\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.284\n", "\n", " Maternal Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.456\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.354\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.299\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.293\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.281\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.258\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.248\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.222\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.386\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.362\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.295\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.288\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.566\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.241\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.235\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.234\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.292\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.286\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.277\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.272\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.230\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.206\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.196\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.196\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.210\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.156\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.154\n", "\n", " Maternal Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs122:Pneumonia:1.000\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.577\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.207\n", " Maternal Diagnosis:9ccs59:Anemia:0.098\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.694\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.420\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.319\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.299\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.295\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.226\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.609\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.264\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.612\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.612\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.612\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.438\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.354\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.341\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.338\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.299\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.364\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.217\n", " Maternal Diagnosis:9ccs168:PID:0.192\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.190\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.185\n", "\n", " Maternal Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.315\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.287\n", " Maternal Diagnosis:9ccs128:Asthma:0.221\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.138\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.116\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.099\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Maternal Lab History: RET %-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.998\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.746\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.321\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.271\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.212\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.305\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.305\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.273\n", " Maternal Vital: RR-postPregnancy:0.145\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.112\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.108\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.105\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.103\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.317\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.271\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.257\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.587\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.583\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.257\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.185\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.150\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.139\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.126\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:0.354\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs168:PID:-0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.142\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.109\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.103\n", " Diagnosis:9ccs224:Ot perint dx:0.095\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.290\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.230\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.192\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", "\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs224:Ot perint dx:0.733\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.073\n", " Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Maternal Diagnosis:9ccs59:Anemia:-0.061\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.059\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.055\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.054\n", " Maternal Vital: BP-postPregnancy:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.372\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.213\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.213\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.167\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.147\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.838\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.768\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.537\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.369\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.341\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.321\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.282\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.258\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.141\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.128\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETIC HGB-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.747\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.746\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:-0.271\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.238\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.233\n", " Diagnosis:9ccs240:Burns:-0.228\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.207\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.343\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.259\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.206\n", "\n", " Maternal Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs143:Abdom hernia:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.500\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.287\n", " Maternal Diagnosis:9ccs238:Complic proc:0.202\n", " Diagnosis:9ccs240:Burns:0.141\n", " Diagnosis:9ccs153:GI hemorrhag:0.117\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs122:Pneumonia:0.080\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Diagnosis:9ccs245:Syncope:0.578\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.370\n", " Maternal Diagnosis:9ccs69:Affective dx:0.366\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.289\n", " Newborn Diagnosis:9ccs253:Allergy:0.259\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.354\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.354\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.329\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.292\n", "\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.500\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.373\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.351\n", " Maternal Vital: Ht Percentile-postPregnancy:0.217\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.156\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.135\n", "\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.540\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.535\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:-0.530\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:-0.529\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.196\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.837\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.428\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.385\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.328\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.311\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.240\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.203\n", "\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.764\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.745\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.577\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.531\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.566\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.197\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.187\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Procedure History:36416-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36416-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.211\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.164\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.155\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.706\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.408\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.407\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.240\n", " Maternal Diagnosis:9ccs89:Blindness:0.234\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.205\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.202\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.143\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.132\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.782\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.517\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.319\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.319\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.319\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.319\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.296\n", "\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.438\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.406\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.321\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.298\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.289\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.289\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.271\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.387\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.298\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.298\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.265\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.209\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.128\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.101\n", " Diagnosis:9ccs127:COPD:0.092\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.081\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.078\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.071\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.063\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.050\n", "\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.286\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.269\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.267\n", " Diagnosis:9ccs204:Ot joint dx:0.241\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.209\n", "\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.639\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.634\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.519\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.508\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.488\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.385\n", " Lab:294495 LEAD, BLOOD - LMC:-0.356\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.290\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.259\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.408\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.238\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.204\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.174\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.078\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.550\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.318\n", " Maternal Vital: Ht Percentile-postPregnancy:0.284\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.239\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.208\n", "\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.782\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.578\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.504\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.481\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.434\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.419\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.370\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.333\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.333\n", "\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.583\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.390\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.307\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.289\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.186\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.181\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.159\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Diagnosis:9ccs229:Fx arm:0.407\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.119\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.058\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.058\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.045\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.041\n", "\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.683\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.500\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.439\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.433\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.408\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.396\n", "\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.660\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.517\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.500\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.480\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.310\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.244\n", " Diagnosis:9ccs117:Ot circul dx:0.236\n", "\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.050\n", " Maternal Vital: BP-postPregnancy:-0.049\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.045\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.041\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.347\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.331\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.262\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.262\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.262\n", " Diagnosis:9ccs231:Oth fracture:0.237\n", " Maternal Maternal Lab History: AST-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.318\n", "\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.285\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.242\n", "\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.791\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", " Diagnosis:9ccs242:Poisn ot med:0.268\n", "\n", " Maternal Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs56:Cystic fibro:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Lab:292495 LEAD LEVEL - Sunrise:0.272\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.471\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.384\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.318\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.166\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.146\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.135\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.102\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.605\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.488\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.452\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.256\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.548\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.445\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.375\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.204\n", " Diagnosis:9ccs76:Meningitis:0.190\n", "\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.556\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.474\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.468\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.354\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.333\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.268\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.268\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.250\n", " Diagnosis:9ccs51:Ot endo dsor:0.205\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.836\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.429\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.429\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.429\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.295\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.506\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.506\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.506\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.469\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.429\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.354\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.319\n", "\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.354\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.289\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.289\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.247\n", "\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.469\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.366\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.281\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.225\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.186\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.520\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.520\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.399\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.380\n", " Maternal Diagnosis:9ccs194:Forceps del:0.368\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.339\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.334\n", "\n", "* Maternal Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs141:Ot dx stomch:0.180\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.148\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.134\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.124\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.120\n", " Diagnosis:9ccs219:Low birth wt:0.109\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.108\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.355\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.354\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.354\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.205\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.201\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.193\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: IRON-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.617\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.581\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.554\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.457\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.365\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.279\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.248\n", "\n", " Maternal Maternal Procedure History:97803-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.517\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.487\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.446\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.359\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:0.289\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.866\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.577\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.549\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.399\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.204\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.143\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.465\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.271\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.240\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.238\n", "\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.689\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.506\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.449\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.324\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.295\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.239\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.223\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.220\n", "\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXACILLIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.316\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.169\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.167\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.143\n", " Diagnosis:9ccs209:Ot acq defor:0.130\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.110\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.186\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.145\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.148\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.578\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.437\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.417\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.376\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.321\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.289\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.279\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.731\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.723\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.550\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.480\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.480\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.354\n", " Diagnosis:9ccs129:Asp pneumon:0.286\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.283\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.352\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.341\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.334\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.311\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.238\n", "\n", " Maternal Maternal Lab History: TSH-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.500\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.500\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.352\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.036\n", "\n", " Vital: BMI Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.577\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.293\n", " Diagnosis:9ccs204:Ot joint dx:0.268\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.187\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.877\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.317\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.217\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.202\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.194\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.170\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.996\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.989\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.529\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.175\n", " Diagnosis:9ccs219:Low birth wt:0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.165\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.148\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.612\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.535\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.268\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.204\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.185\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.469\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.270\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.225\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.220\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.196\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.194\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.378\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.235\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.193\n", " Maternal Vital: SpO2-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.185\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.162\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.128\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.082\n", " Maternal Vital: SpO2-postPregnancy:0.079\n", " Diagnosis:9ccs0:No DX:0.079\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Diagnosis:9ccs192:Umbil cord:-0.068\n", "\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.600\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.504\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.437\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.364\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.328\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.315\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.315\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.293\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.384\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.365\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.358\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.304\n", " Maternal Vital: PL-otherPregnancy:-0.268\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.214\n", "\n", " Maternal Diagnosis:9ccs73:Preadult dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs73:Preadult dx:1.000\n", " Maternal Diagnosis:9ccs59:Anemia:0.098\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", "\n", " Maternal Diagnosis:9ccs102:Chest pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.096\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", "\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.455\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.356\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.348\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.341\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.340\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.251\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.249\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.243\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.235\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.646\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.613\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.550\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.366\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.257\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.992\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.989\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.774\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.535\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.204\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.183\n", " Diagnosis:9ccs219:Low birth wt:0.171\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.159\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.866\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.397\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.292\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.289\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.289\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.289\n", "\n", " Maternal Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs92:Otitis media:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.500\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.102\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.101\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.387\n", " Diagnosis:9ccs145:Int obstruct:-0.365\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.333\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.314\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.258\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.167\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.996\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.992\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.813\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.530\n", " Diagnosis:9ccs219:Low birth wt:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.158\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.151\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.147\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.058\n", " Maternal Maternal Procedure History:36415-postPregnancy:-0.048\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", "\n", " Maternal Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.055\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.046\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.043\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Maternal Diagnosis:9ccs92:Otitis media:0.500\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.781\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.714\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.622\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.607\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.607\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.333\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.325\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.294\n", "\n", " Maternal Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs239:Superfic inj:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.707\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.707\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.707\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.707\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.499\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.315\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.452\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.323\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.281\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.262\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.243\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.140\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.115\n", " Maternal Vital: Ht Percentile-postPregnancy:0.111\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.097\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.096\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", "\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.687\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.293\n", " Maternal Diagnosis:9ccs245:Syncope:-0.289\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.418\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.316\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.280\n", "\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.687\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.293\n", " Maternal Diagnosis:9ccs245:Syncope:-0.289\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRADIOL-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs188:Pelvic obstr:0.500\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.484\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.303\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.280\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.224\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.707\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.680\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.568\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.475\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.474\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.343\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.321\n", "\n", " Maternal Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Diagnosis:9ccs0:No DX:0.071\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.064\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:-0.056\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.046\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.045\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.037\n", "\n", " Maternal Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.202\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.187\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.160\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.097\n", " Maternal Vital: PL-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.060\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.892\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.749\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.556\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.556\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.490\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.457\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.428\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.413\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.517\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.517\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.496\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: INR-postPregnancy:0.321\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.257\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.252\n", "\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.791\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.500\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", " Diagnosis:9ccs242:Poisn ot med:0.268\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.110\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.094\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.061\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", "\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.798\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.791\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.791\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.632\n", " Maternal Vital: SpO2-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.518\n", "\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.261\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.219\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.215\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.191\n", " Diagnosis:9ccs167:Breast dx:-0.188\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.177\n", "\n", " Maternal Maternal Lab History: PATIENT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.480\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.198\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.206\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.176\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.162\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs128:Asthma:0.143\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.500\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.485\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.303\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.280\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.252\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.247\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.222\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.185\n", "\n", " Maternal Diagnosis:9ccs121:Oth vein dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs121:Oth vein dx:1.000\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.500\n", " Diagnosis:9ccs240:Burns:0.288\n", " Diagnosis:9ccs153:GI hemorrhag:0.241\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.731\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.313\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.248\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.228\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.228\n", "\n", " Maternal Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs245:Syncope:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.289\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.289\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.202\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.161\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.154\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.114\n", " Maternal Vital: Temp-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.111\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.110\n", "\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.644\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.643\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.538\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.480\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.274\n", "\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.577\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.289\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.270\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.227\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.167\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.129\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.644\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.643\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.538\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.480\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.274\n", "\n", " Maternal Vital: SpO2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: SpO2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.687\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.687\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.243\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.255\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.173\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.173\n", "\n", " Maternal Maternal Procedure History:97032-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97032-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.982\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.768\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.647\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.612\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.426\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.410\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.397\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.271\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.255\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.126\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.107\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.103\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.062\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.061\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.060\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.056\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.684\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.500\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.398\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.304\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.255\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.253\n", "\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.152\n", " Maternal Diagnosis:9ccs168:PID:0.148\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.138\n", " Maternal Vital: BMI-postPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.092\n", "\n", " Maternal Diagnosis:9ccs24:Breast cancr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs24:Breast cancr:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.058\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.058\n", " MatDeliveryAge:0.055\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Maternal Diagnosis:9ccs168:PID:0.207\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs0:No DX:0.106\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.061\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.205\n", " Maternal Vital: PL-otherPregnancy:-0.188\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.166\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.166\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.130\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.122\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.117\n", " Diagnosis:9ccs240:Burns:0.104\n", "\n", " Maternal Maternal Procedure History:97010-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97010-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.982\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.838\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.593\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.535\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.465\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.433\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.295\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.278\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.460\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.458\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Maternal Diagnosis:9ccs69:Affective dx:0.315\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.258\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.723\n", " Diagnosis:9ccs129:Asp pneumon:-0.689\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.676\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.659\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.622\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.538\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.538\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.292\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.281\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.089\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.866\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.750\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.447\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.152\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.152\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.098\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.090\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.086\n", "\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.354\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.320\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.318\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.300\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.282\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.472\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.236\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.165\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.148\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.138\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.137\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.136\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:1.000\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.474\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.474\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.466\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.372\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.272\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.268\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.233\n", "\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.045\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.364\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.147\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.124\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs187:Malposition:0.082\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.709\n", " Diagnosis:9ccs246:FUO:0.646\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.645\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.514\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.337\n", "\n", " Maternal Maternal Lab History: APTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.480\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.198\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.195\n", "\n", " Maternal Diagnosis:9ccs9:Sexual Infxs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs9:Sexual Infxs:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.281\n", " Diagnosis:9ccs238:Complic proc:0.257\n", " Diagnosis:9ccs47:Ot bnign neo:0.186\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.097\n", " Diagnosis:9ccs89:Blindness:0.096\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.095\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.070\n", " Diagnosis:9ccs244:Other injury:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.591\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.236\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.226\n", " Maternal Vital: BMI-postPregnancy:-0.194\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.192\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.185\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.154\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", "\n", " Diagnosis:9ccs16:Liver/ibd ca | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.447\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.142\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.119\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.118\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.105\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.094\n", "\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.866\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.354\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.177\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.089\n", "\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.655\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.641\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", "\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.707\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.496\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.271\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.271\n", " Diagnosis:9ccs216:Nerv cong an:0.251\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.247\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.239\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.803\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.707\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.661\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.486\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.434\n", " Maternal Diagnosis:9ccs98:HTN:0.408\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.333\n", "\n", " Maternal Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.133\n", " Maternal Diagnosis:9ccs259:Unclassified:0.126\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.082\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs59:Anemia:0.065\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.055\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Lab:306025 PPD:0.364\n", " Diagnosis:9ccs175:Ot femal gen:0.166\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.155\n", " Diagnosis:9ccs61:Sickle cell:0.146\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.067\n", "\n", " Maternal Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.499\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.354\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.274\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.158\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.151\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:-0.500\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.456\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.430\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.354\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.312\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.269\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.228\n", "\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.612\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.500\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.464\n", "\n", " Maternal Vital: PEF-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: PEF-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.612\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.558\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.516\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.412\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.303\n", "\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.404\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.320\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.250\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.247\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.213\n", "\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.782\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.439\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.374\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.318\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.312\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.289\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.257\n", "\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.491\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.474\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.392\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.282\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.279\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.707\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.685\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.429\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.396\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.315\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.140\n", "\n", " Maternal Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.178\n", " Maternal Diagnosis:9ccs59:Anemia:0.139\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs159:UTI:0.069\n", " Maternal Vital: PL-postPregnancy:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.060\n", "\n", " Maternal Maternal Procedure History:97530-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97530-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.679\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.411\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.396\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.325\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.323\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.289\n", " Diagnosis:9ccs76:Meningitis:0.219\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.204\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.167\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.548\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.487\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.424\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.423\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.215\n", " Diagnosis:9ccs76:Meningitis:0.208\n", "\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:1.000\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.295\n", " Newborn Diagnosis:9ccs221:Resp distres:0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.267\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.266\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.250\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.500\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.408\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.194\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.192\n", " Diagnosis:9ccs147:Anal/rectal:0.178\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.175\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.163\n", "\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HBV DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.298\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.194\n", " Diagnosis:9ccs154:Gastroent:0.168\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.150\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.144\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.119\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.544\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", "\n", " Maternal Maternal Procedure History:97035-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97035-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.612\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.563\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.559\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.500\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.384\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.293\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.289\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.289\n", "\n", " Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs196:Nml preg/del:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.120\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.072\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.072\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.043\n", " Diagnosis:9ccs198:Ot infl skin:0.041\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.608\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.554\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.525\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.520\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.500\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.356\n", "\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.577\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.404\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.209\n", " Maternal Maternal Procedure History:36415-postPregnancy:-0.177\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.172\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.159\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.153\n", "\n", " Maternal Diagnosis:9ccs53:Hyperlipidem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs53:Hyperlipidem:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.229\n", " Diagnosis:9ccs208:Acq foot def:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.125\n", " Diagnosis:9ccs259:Unclassified:0.101\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.096\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.084\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.081\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.074\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", "\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.612\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.474\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.392\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.345\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.293\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.194\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.190\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.190\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.179\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.155\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.612\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.581\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.558\n", " Maternal Vital: PEF-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.412\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.303\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.232\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.263\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.184\n", " Diagnosis:9ccs153:GI hemorrhag:0.172\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.144\n", "\n", " Maternal Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.764\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.707\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.707\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.707\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.707\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.348\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.337\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Maternal Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs133:Oth low resp:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.397\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.346\n", " Diagnosis:9ccs234:Crush injury:0.138\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.126\n", " Maternal Diagnosis:9ccs259:Unclassified:0.126\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.075\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.063\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.701\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.684\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.631\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.612\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.530\n", "\n", " Maternal Maternal Lab History: FOLATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.563\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.504\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.392\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.392\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.372\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.326\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.325\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.295\n", "\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LACTIC ACID-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.550\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.234\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.224\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.204\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.188\n", " Diagnosis:9ccs123:Influenza:0.183\n", "\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.707\n", " Maternal Diagnosis:9ccs244:Other injury:0.499\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.499\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.353\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.196\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.172\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.137\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.108\n", " Diagnosis:9ccs58:Ot nutrit dx:0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.500\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.362\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.351\n", " Maternal Vital: Ht Percentile-postPregnancy:0.263\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.141\n", "\n", " Maternal Diagnosis:9ccs1:Tuberculosis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Maternal Vital: HR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.070\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.046\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.046\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.042\n", "\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.694\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.560\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.400\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.395\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.311\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.276\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.235\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.194\n", "\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.258\n", " Maternal Vital: Wt Change-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.225\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.689\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.424\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.286\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.130\n", "\n", " Maternal Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.175\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.500\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.258\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.250\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.192\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.460\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.550\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Diagnosis:9ccs246:FUO:-0.500\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.278\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.073\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.652\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.577\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.218\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.176\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.142\n", "\n", " Maternal Maternal Lab History: T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.258\n", " Maternal Vital: Wt Change-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.225\n", "\n", " Maternal Diagnosis:9ccs67:Subst-r mntl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.277\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.243\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.194\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.152\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.138\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.133\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.913\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.538\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.457\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.365\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.123\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", "\n", " Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.370\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.348\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.181\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.176\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.126\n", "\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:0.577\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.399\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.354\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.289\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.234\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.317\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.266\n", " Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.245\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.184\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.167\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.129\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.305\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.293\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.139\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.115\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.336\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.238\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.192\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.183\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.097\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.046\n", "\n", " Newborn Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.707\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.475\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.408\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.384\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.383\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.338\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.318\n", "\n", " Maternal Diagnosis:9ccs93:Dizziness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs93:Dizziness:1.000\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.499\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.274\n", " Maternal Vital: PL-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.158\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.121\n", " Maternal Vital: RR-postPregnancy:-0.119\n", "\n", "Vital : 0.83531666025\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : 0.0107892125128\n", "MatDeliveryAge : 0.00751476188997\n", "Maternal Vital : 0.0133370397484\n", "Newborn Diagnosis : 0.00886574682428\n", "Census : 0.0532042192264\n", "Diagnosis : 0.010713797272\n", "Maternal Diagnosis : 0.0196530360303\n", "Maternal Maternal Lab History : 0.0347787771621\n", "Maternal Maternal Diagnosis : 0.00408760589191\n", "Maternal Maternal Procedure History : 0.00159089392241\n", "Lab : 0.000148249269461\n", "Time to run analysis 2:13:28.252728\n", "Total Time elapsed 10:57:29.580150\n", "-----------------------------------------------------\n", "\n", "girls no_min full gradientboost regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.097\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.098\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.784, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.297\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.289\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.303\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.766, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.320\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.287\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.302\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.787, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.276\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.234\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.307\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.792, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.248\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.280\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.265\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.797, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: 0.208\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.181\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.120\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.807, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.273\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.286\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.302\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.790, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.207\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.212\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.205\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.782, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.119\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.958, R^2 test: 0.090\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.959, R^2 test: 0.147\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.932\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.775, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.188\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.295\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.260\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.777, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.085\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.114\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.943, R^2 test: 0.119\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.223\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.223\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.214\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.766, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.106\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.135\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.810, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.205\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.234\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.796, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.932, R^2 test: 0.238\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.944, R^2 test: 0.213\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.962, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.948\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.786, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.230\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.208\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.914\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.779, Explained Variance Score Test: 0.300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.210\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.170\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.776, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.273\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.248\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.805, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.143\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.176\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.107\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.789, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.233\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.226\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.219\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.801, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.181\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.207\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.171\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.749, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.242\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: 0.233\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.966, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.967\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.798, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.229\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.255\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.263\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.808, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.256\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.269\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.805, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.093\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.097\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.089\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.774, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.223\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.212\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.776, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.118\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.124\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.822, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.238\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.203\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.776, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.325\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.256\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.317\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.776, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.175\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.184\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.920\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.754, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.057\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.040\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.532, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.808, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.198\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.220\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.819, Explained Variance Score Test: 0.318\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.166\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.169\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.747, Explained Variance Score Test: 0.222\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.266\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.277\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.254\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.790, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: 0.206\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.236\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.213\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.793, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.220\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.195\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: 0.214\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.788, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.229\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.223\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.224\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.778, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.264\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.288\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.272\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.804, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.096\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.021\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.028\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.785, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.259\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.306\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.276\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.919\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.793, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.168\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.177\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.180\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.799\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.800, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.394\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.440\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.961, R^2 test: 0.422\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.934\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.415\n", "AUC Test: 0.770, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.276\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.254\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.778, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.230\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.202\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.778, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.555, R^2 test: 0.200\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.264\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.759, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.154\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.184\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.800, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: -0.053\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.019\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: -0.052\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.764, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.168\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.247\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.753, Explained Variance Score Test: 0.270\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.241\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.210\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.222\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.790, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.233\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.222\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.797, Explained Variance Score Test: 0.267\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.164\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.149\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.796, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.244\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.260\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: 0.279\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.814, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.239\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.266\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.768, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.100\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.112\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.121\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.780, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.227\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.245\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.894, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.777, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.312\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.315\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.318\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.775, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.208\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.198\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.214\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.777, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.278\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.321\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.318\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.804, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.192\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.215\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.946, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.788, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.281\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.259\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.747, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.187\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.211\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.936\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.776, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: 0.143\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.150\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.783, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.102\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.129\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.958, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.947\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.737, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.268\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.288\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.748\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.775, Explained Variance Score Test: 0.262\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.242\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.257\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.264\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.791, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.210\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.202\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.204\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.798, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.238\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.237\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.784, Explained Variance Score Test: 0.281\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.307\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.280\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.290\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.762, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.300\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.286\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.909\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.787, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.263\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.944, R^2 test: 0.238\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.969, R^2 test: 0.237\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.949\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.785, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.233\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.275\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.951, R^2 test: 0.259\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.801, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.237\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.275\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.279\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.807, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.179\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.169\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.804, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.141\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.143\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.752, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.136\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.140\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.821, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.177\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.200\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.786, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: 0.298\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.282\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.790, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.290\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.273\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.813, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.160\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.240\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.935, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.925\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.777, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.711, R^2 test: 0.141\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.137\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.147\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.779, Explained Variance Score Test: 0.274\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.338\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.295\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.286\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.881, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.792, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.248\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.266\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.285\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.804, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.315\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.306\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.284\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.774, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.136\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.166\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.949, R^2 test: 0.099\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.792, Explained Variance Score Test: 0.321\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.280\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.297\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.255\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.770, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.687, R^2 test: 0.271\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.279\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.280\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.809, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.204\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.255\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.253\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.795, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.229\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.257\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.797, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.093\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.046\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: -0.117\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.160\n", "AUC Test: 0.804, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.395\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.391\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.376\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.938\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.397\n", "AUC Test: 0.815, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.172\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.947, R^2 test: 0.147\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.957, R^2 test: 0.153\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.961\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.787, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: 0.210\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.170\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.788, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.336\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.336\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.372\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.791, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.333\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.304\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.360\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.784, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.271\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.284\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.783, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.217\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.222\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.953, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.952\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.774, Explained Variance Score Test: 0.246\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.310\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.337\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: 0.351\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.914\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.779, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.196\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.185\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.219\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.793, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.302\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.297\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.316\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.809, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.054\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.059\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.060\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.911\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.809, Explained Variance Score Test: 0.304\n", "\n", "total Variables 19290 and total subjects: 1698\n", "->AUC validation: 0.749 95% CI: [0.734 , 0.764]\n", "->AUC test: 0.786 95% CI: [0.783 , 0.790]\n", "->R^2 validation: 0.234 95% CI: [0.218 , 0.251]\n", "->R^2 test: 0.286 95% CI: [0.280 , 0.292]\n", "->Explained Variance validation: 0.220 95% CI: [0.203 , 0.238]\n", "->Explained Variance test: 0.270 95% CI: [0.263 , 0.277]\n", "Test set metrics:\n", "@threshold:1.602, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.505, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:1.341, sens:0.073, spec:0.996, ppv:0.800, acc:0.847, f1:0.133, mcc:0.230, total+:5, total-:334\n", "@threshold:1.294, sens:0.091, spec:0.996, ppv:0.833, acc:0.850, f1:0.164, mcc:0.266, total+:6, total-:333\n", "@threshold:1.231, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:1.228, sens:0.109, spec:0.993, ppv:0.750, acc:0.850, f1:0.190, mcc:0.135, total+:8, total-:331\n", "@threshold:1.112, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:1.103, sens:0.127, spec:0.989, ppv:0.700, acc:0.850, f1:0.215, mcc:0.092, total+:10, total-:329\n", "@threshold:1.093, sens:0.145, spec:0.986, ppv:0.667, acc:0.850, f1:0.239, mcc:0.071, total+:12, total-:327\n", "@threshold:1.088, sens:0.164, spec:0.986, ppv:0.692, acc:0.853, f1:0.265, mcc:0.078, total+:13, total-:326\n", "@threshold:1.010, sens:0.164, spec:0.982, ppv:0.643, acc:0.850, f1:0.261, mcc:0.059, total+:14, total-:325\n", "@threshold:0.995, sens:0.182, spec:0.982, ppv:0.667, acc:0.853, f1:0.286, mcc:0.064, total+:15, total-:324\n", "@threshold:0.981, sens:0.182, spec:0.979, ppv:0.625, acc:0.850, f1:0.282, mcc:0.051, total+:16, total-:323\n", "@threshold:0.911, sens:0.200, spec:0.968, ppv:0.550, acc:0.844, f1:0.293, mcc:0.032, total+:20, total-:319\n", "@threshold:0.809, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.803, sens:0.255, spec:0.965, ppv:0.583, acc:0.850, f1:0.354, mcc:0.034, total+:24, total-:315\n", "@threshold:0.798, sens:0.255, spec:0.961, ppv:0.560, acc:0.847, f1:0.350, mcc:0.030, total+:25, total-:314\n", "@threshold:0.796, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:0.794, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.746, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.731, sens:0.309, spec:0.947, ppv:0.531, acc:0.844, f1:0.391, mcc:0.024, total+:32, total-:307\n", "@threshold:0.693, sens:0.327, spec:0.937, ppv:0.500, acc:0.838, f1:0.396, mcc:0.019, total+:36, total-:303\n", "@threshold:0.691, sens:0.327, spec:0.933, ppv:0.486, acc:0.835, f1:0.391, mcc:0.018, total+:37, total-:302\n", "@threshold:0.679, sens:0.345, spec:0.933, ppv:0.500, acc:0.838, f1:0.409, mcc:0.019, total+:38, total-:301\n", "@threshold:0.672, sens:0.364, spec:0.930, ppv:0.500, acc:0.838, f1:0.421, mcc:0.018, total+:40, total-:299\n", "@threshold:0.656, sens:0.382, spec:0.926, ppv:0.500, acc:0.838, f1:0.433, mcc:0.018, total+:42, total-:297\n", "@threshold:0.625, sens:0.382, spec:0.923, ppv:0.488, acc:0.835, f1:0.429, mcc:0.017, total+:43, total-:296\n", "@threshold:0.607, sens:0.400, spec:0.923, ppv:0.500, acc:0.838, f1:0.444, mcc:0.018, total+:44, total-:295\n", "@threshold:0.607, sens:0.400, spec:0.919, ppv:0.489, acc:0.835, f1:0.440, mcc:0.017, total+:45, total-:294\n", "@threshold:0.507, sens:0.418, spec:0.891, ppv:0.426, acc:0.814, f1:0.422, mcc:0.011, total+:54, total-:285\n", "@threshold:0.505, sens:0.418, spec:0.887, ppv:0.418, acc:0.811, f1:0.418, mcc:0.011, total+:55, total-:284\n", "@threshold:0.495, sens:0.436, spec:0.884, ppv:0.421, acc:0.811, f1:0.429, mcc:0.011, total+:57, total-:282\n", "@threshold:0.487, sens:0.436, spec:0.880, ppv:0.414, acc:0.808, f1:0.425, mcc:0.010, total+:58, total-:281\n", "@threshold:0.446, sens:0.455, spec:0.873, ppv:0.410, acc:0.805, f1:0.431, mcc:0.010, total+:61, total-:278\n", "@threshold:0.444, sens:0.455, spec:0.870, ppv:0.403, acc:0.802, f1:0.427, mcc:0.009, total+:62, total-:277\n", "@threshold:0.425, sens:0.473, spec:0.866, ppv:0.406, acc:0.802, f1:0.437, mcc:0.010, total+:64, total-:275\n", "@threshold:0.425, sens:0.473, spec:0.863, ppv:0.400, acc:0.799, f1:0.433, mcc:0.009, total+:65, total-:274\n", "@threshold:0.416, sens:0.491, spec:0.859, ppv:0.403, acc:0.799, f1:0.443, mcc:0.009, total+:67, total-:272\n", "@threshold:0.401, sens:0.491, spec:0.856, ppv:0.397, acc:0.796, f1:0.439, mcc:0.009, total+:68, total-:271\n", "@threshold:0.399, sens:0.509, spec:0.856, ppv:0.406, acc:0.799, f1:0.452, mcc:0.009, total+:69, total-:270\n", "@threshold:0.394, sens:0.509, spec:0.852, ppv:0.400, acc:0.796, f1:0.448, mcc:0.009, total+:70, total-:269\n", "@threshold:0.386, sens:0.527, spec:0.852, ppv:0.408, acc:0.799, f1:0.460, mcc:0.009, total+:71, total-:268\n", "@threshold:0.381, sens:0.545, spec:0.849, ppv:0.411, acc:0.799, f1:0.469, mcc:0.009, total+:73, total-:266\n", "@threshold:0.336, sens:0.564, spec:0.824, ppv:0.383, acc:0.782, f1:0.456, mcc:0.008, total+:81, total-:258\n", "@threshold:0.332, sens:0.564, spec:0.820, ppv:0.378, acc:0.779, f1:0.453, mcc:0.008, total+:82, total-:257\n", "@threshold:0.292, sens:0.582, spec:0.810, ppv:0.372, acc:0.773, f1:0.454, mcc:0.007, total+:86, total-:253\n", "@threshold:0.282, sens:0.582, spec:0.806, ppv:0.368, acc:0.770, f1:0.451, mcc:0.007, total+:87, total-:252\n", "@threshold:0.256, sens:0.600, spec:0.789, ppv:0.355, acc:0.758, f1:0.446, mcc:0.006, total+:93, total-:246\n", "@threshold:0.233, sens:0.600, spec:0.785, ppv:0.351, acc:0.755, f1:0.443, mcc:0.006, total+:94, total-:245\n", "@threshold:0.222, sens:0.618, spec:0.778, ppv:0.351, acc:0.752, f1:0.447, mcc:0.006, total+:97, total-:242\n", "@threshold:0.200, sens:0.618, spec:0.775, ppv:0.347, acc:0.749, f1:0.444, mcc:0.006, total+:98, total-:241\n", "@threshold:0.178, sens:0.636, spec:0.754, ppv:0.333, acc:0.735, f1:0.438, mcc:0.005, total+:105, total-:234\n", "@threshold:0.176, sens:0.636, spec:0.750, ppv:0.330, acc:0.732, f1:0.435, mcc:0.005, total+:106, total-:233\n", "@threshold:0.155, sens:0.655, spec:0.743, ppv:0.330, acc:0.729, f1:0.439, mcc:0.005, total+:109, total-:230\n", "@threshold:0.148, sens:0.655, spec:0.739, ppv:0.327, acc:0.726, f1:0.436, mcc:0.005, total+:110, total-:229\n", "@threshold:0.087, sens:0.673, spec:0.697, ppv:0.301, acc:0.693, f1:0.416, mcc:0.004, total+:123, total-:216\n", "@threshold:0.078, sens:0.673, spec:0.694, ppv:0.298, acc:0.690, f1:0.413, mcc:0.004, total+:124, total-:215\n", "@threshold:0.063, sens:0.691, spec:0.690, ppv:0.302, acc:0.690, f1:0.420, mcc:0.004, total+:126, total-:213\n", "@threshold:0.058, sens:0.691, spec:0.687, ppv:0.299, acc:0.687, f1:0.418, mcc:0.004, total+:127, total-:212\n", "@threshold:0.019, sens:0.709, spec:0.651, ppv:0.283, acc:0.661, f1:0.404, mcc:0.004, total+:138, total-:201\n", "@threshold:0.011, sens:0.709, spec:0.648, ppv:0.281, acc:0.658, f1:0.402, mcc:0.003, total+:139, total-:200\n", "@threshold:-0.016, sens:0.727, spec:0.630, ppv:0.276, acc:0.646, f1:0.400, mcc:0.003, total+:145, total-:194\n", "@threshold:-0.020, sens:0.727, spec:0.627, ppv:0.274, acc:0.643, f1:0.398, mcc:0.003, total+:146, total-:193\n", "@threshold:-0.035, sens:0.745, spec:0.623, ppv:0.277, acc:0.643, f1:0.404, mcc:0.003, total+:148, total-:191\n", "@threshold:-0.037, sens:0.745, spec:0.620, ppv:0.275, acc:0.640, f1:0.402, mcc:0.003, total+:149, total-:190\n", "@threshold:-0.104, sens:0.764, spec:0.592, ppv:0.266, acc:0.619, f1:0.394, mcc:0.003, total+:158, total-:181\n", "@threshold:-0.105, sens:0.764, spec:0.588, ppv:0.264, acc:0.617, f1:0.393, mcc:0.003, total+:159, total-:180\n", "@threshold:-0.163, sens:0.782, spec:0.567, ppv:0.259, acc:0.602, f1:0.389, mcc:0.003, total+:166, total-:173\n", "@threshold:-0.165, sens:0.782, spec:0.563, ppv:0.257, acc:0.599, f1:0.387, mcc:0.003, total+:167, total-:172\n", "@threshold:-0.226, sens:0.800, spec:0.532, ppv:0.249, acc:0.575, f1:0.379, mcc:0.003, total+:177, total-:162\n", "@threshold:-0.227, sens:0.800, spec:0.528, ppv:0.247, acc:0.572, f1:0.378, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.285, sens:0.818, spec:0.479, ppv:0.233, acc:0.534, f1:0.363, mcc:0.002, total+:193, total-:146\n", "@threshold:-0.295, sens:0.836, spec:0.475, ppv:0.236, acc:0.534, f1:0.368, mcc:0.002, total+:195, total-:144\n", "@threshold:-0.302, sens:0.855, spec:0.468, ppv:0.237, acc:0.531, f1:0.372, mcc:0.002, total+:198, total-:141\n", "@threshold:-0.307, sens:0.855, spec:0.465, ppv:0.236, acc:0.528, f1:0.370, mcc:0.002, total+:199, total-:140\n", "@threshold:-0.314, sens:0.873, spec:0.458, ppv:0.238, acc:0.525, f1:0.374, mcc:0.002, total+:202, total-:137\n", "@threshold:-0.314, sens:0.873, spec:0.454, ppv:0.236, acc:0.522, f1:0.372, mcc:0.002, total+:203, total-:136\n", "@threshold:-0.346, sens:0.891, spec:0.415, ppv:0.228, acc:0.493, f1:0.363, mcc:0.002, total+:215, total-:124\n", "@threshold:-0.348, sens:0.891, spec:0.412, ppv:0.227, acc:0.490, f1:0.362, mcc:0.002, total+:216, total-:123\n", "@threshold:-0.348, sens:0.909, spec:0.412, ppv:0.230, acc:0.493, f1:0.368, mcc:0.002, total+:217, total-:122\n", "@threshold:-0.355, sens:0.909, spec:0.408, ppv:0.229, acc:0.490, f1:0.366, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.362, sens:0.927, spec:0.401, ppv:0.231, acc:0.487, f1:0.370, mcc:0.002, total+:221, total-:118\n", "@threshold:-0.370, sens:0.927, spec:0.398, ppv:0.230, acc:0.484, f1:0.368, mcc:0.002, total+:222, total-:117\n", "@threshold:-0.382, sens:0.945, spec:0.391, ppv:0.231, acc:0.481, f1:0.371, mcc:0.002, total+:225, total-:114\n", "@threshold:-0.384, sens:0.945, spec:0.387, ppv:0.230, acc:0.478, f1:0.370, mcc:0.002, total+:226, total-:113\n", "@threshold:-0.384, sens:0.964, spec:0.387, ppv:0.233, acc:0.481, f1:0.376, mcc:0.003, total+:227, total-:112\n", "@threshold:-0.386, sens:0.964, spec:0.384, ppv:0.232, acc:0.478, f1:0.375, mcc:0.003, total+:228, total-:111\n", "@threshold:-0.627, sens:0.982, spec:0.151, ppv:0.183, acc:0.286, f1:0.309, mcc:0.002, total+:295, total-:44\n", "@threshold:-0.638, sens:0.982, spec:0.148, ppv:0.182, acc:0.283, f1:0.308, mcc:0.002, total+:296, total-:43\n", "@threshold:-1.521, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.082\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", "\n", " Vital: Temp-avg10to13 | coef 0.008 95% CI: [0.005 , 0.010] | OR_adj 1.008 [1.005 1.010] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.199\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.146\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.105\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.091\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", "\n", "* Vital: BMI-gain0to3 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.090\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.090\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs16:Liver/ibd ca:0.079\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.077\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.073\n", "\n", "* Vital: BMI-avg13to16 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.075\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.072\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.070\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", "\n", "* Vital: BMI-avg16to19 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.073\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:0.074\n", "\n", "* Vital: BMI-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Number of Visits | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.009] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt-gain16to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", "\n", "* Vital: BMI-gain16to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.072\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.069\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.069\n", " Number of Visits:-0.068\n", " Maternal Vital: Wt Change-otherPregnancy:0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", "\n", "* Vital: BMI-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", "\n", "* Vital: BMI-avg0to1 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", " Vital: Temp-avg5to7 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.087\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.081\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:0.069\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.067\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", "\n", " Vital: Temp-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.110\n", " Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.092\n", " Number of Visits:0.090\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.087\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.082\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.080\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:0.126\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.103\n", " Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.076\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.094\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", "\n", " Vital: Wt-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", " Vital: Temp-avg0to1 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.099\n", " Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", "\n", " Vital: BMI-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.104\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.081\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.075\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", "\n", " Vital: Temp-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.100\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", "\n", "* Vital: Wt Percentile-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:-0.073\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", "\n", " Vital: Temp-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs210:SLE:0.099\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.083\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.072\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.071\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", "\n", " MatDeliveryAge | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.081\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", "\n", "* Vital: Wt-gain3to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.115\n", " Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", "\n", " Vital: Temp-avg19to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.085\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.074\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.072\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.071\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.066\n", " Diagnosis:9ccs92:Otitis media:0.066\n", "\n", "* Vital: Wt-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Maternal Diagnosis:9ccs184:Early labor:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.098\n", " Diagnosis:9ccs87:Retinal dx:-0.097\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", "\n", " Vital: BMI-gain5to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.110\n", " Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.084\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.078\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", "\n", " Vital: HC-gain0to3 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.073\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", "\n", " Vital: Temp-latest | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.085\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", "\n", "* Vital: Wt-gain0to3 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.077\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.007] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", " Vital: BMI-gain3to7 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.106\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.111\n", " Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Diagnosis:9ccs198:Ot infl skin:-0.065\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.091\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.087\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", "\n", "* Vital: BMI-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", " Vital: Wt-gain1to5 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.080\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", "\n", " Vital: HC-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.085\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.071\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.070\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs210:SLE:0.070\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Newborn Diagnosis:9ccs59:Anemia:-0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.084\n", "\n", " Vital: Temp-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.075\n", "\n", " Vital: HR-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.115\n", " Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.071\n", "\n", " Vital: HC-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:-0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", "\n", " Vital: Temp-avg13to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Maternal Vital: BMI-otherPregnancy:0.130\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs89:Blindness:0.089\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.085\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.080\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.078\n", " Maternal Vital: BMI-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.069\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.068\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.065\n", "\n", "* Vital: Wt-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.085\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.084\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.076\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.087\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.073\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Vital: BMI-postPregnancy:0.072\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.064\n", "\n", "* Vital: BMI-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.117\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.096\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.078\n", " Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.064\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.088\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.141\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs205:Back problem:-0.077\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.076\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.074\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", "\n", "* Vital: Ht-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.105\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.103\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Diagnosis:9ccs232:Sprain:-0.066\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.065\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.062\n", "\n", " Vital: Ht-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:0.080\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", "\n", " Vital: Ht-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.078\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.094\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.094\n", " Newborn Diagnosis:9ccs59:Anemia:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.090\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.077\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.075\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", "\n", "* Vital: Wt Change-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.127\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.086\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", "\n", " Vital: Ht-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Maternal Diagnosis:9ccs184:Early labor:-0.342\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.159\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.127\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", "\n", "* Vital: Wt-gain7to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.006] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.108\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.081\n", " Diagnosis:9ccs5:HIV infectn:-0.077\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.065\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.073\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Diagnosis:9ccs139:Gasduo ulcer:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.098\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.093\n", " Maternal Vital: Wt Change-otherPregnancy:-0.089\n", " Maternal Vital: Wt Change-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.085\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.081\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.080\n", " Maternal Diagnosis:9ccs89:Blindness:-0.076\n", "\n", " Vital: BMI-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.084\n", " Diagnosis:9ccs5:HIV infectn:0.079\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", "\n", "* Vital: Wt-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.088\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", "\n", " Vital: HC-gain16to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.006] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs244:Other injury:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.062\n", " Diagnosis:9ccs171:Menstrual dx:0.061\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", "\n", " Vital: HC-gain3to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.072\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.070\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.068\n", "\n", " Vital: Ht-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", "\n", " Vital: HC-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", " Vital: Ht-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Maternal Vital: Ht-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.094\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.080\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Vital: Wt-postPregnancy:0.076\n", "\n", "* Vital: Wt-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.082\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", "\n", " Vital: Ht-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:-0.108\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.094\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.082\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", "\n", " Vital: Wt-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs250:Nausea/vomit:-0.078\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.067\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.065\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.063\n", "\n", "* Vital: BMI-avg5to7 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.104\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.099\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.090\n", " Diagnosis:9ccs238:Complic proc:-0.089\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.084\n", "\n", " Vital: HC-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.075\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.069\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.067\n", "\n", " Vital: BMI-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.084\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.071\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.061\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.061\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.097\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.085\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.073\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.067\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.066\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.063\n", " Number of Visits:-0.062\n", "\n", " Vital: Ht-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.084\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.084\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.081\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.076\n", "\n", " Vital: HC-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.279\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.160\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", "\n", " Vital: Ht-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", "\n", " Vital: HC-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.086\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.071\n", " Maternal Vital: BMI-postPregnancy:0.069\n", "\n", "* Vital: Ht Percentile-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.077\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", "\n", " Vital: Wt-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Diagnosis:9ccs5:HIV infectn:0.075\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.068\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.093\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.087\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.086\n", " Diagnosis:9ccs0:No DX:0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.075\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.070\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.064\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.063\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.062\n", "\n", " Vital: Ht-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.083\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:0.079\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.070\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.063\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.060\n", " Maternal Diagnosis:9ccs194:Forceps del:0.058\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.107\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.096\n", " Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.086\n", "\n", "* Vital: Ht-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.136\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.092\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.080\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:0.075\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:0.101\n", " Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Ht Percentile-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.099\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.091\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.086\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.081\n", "\n", " Vital: Ht-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.096\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.077\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.071\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.067\n", "\n", " Vital: HC-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.219\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.130\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.097\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.082\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.157\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.135\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.129\n", " Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.107\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.085\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.084\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Diagnosis:10ccs238:Complic proc:0.077\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", "* Vital: Wt-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.096\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", "\n", "* Vital: RR-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.130\n", " Diagnosis:9ccs151:Oth liver dx:0.128\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.090\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", "\n", "* Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.093\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.080\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.074\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.072\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: AST-postPregnancy:-0.070\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.121\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.103\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.074\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Diagnosis:9ccs232:Sprain:0.171\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", "\n", " Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", "* Vital: Wt-gain0to24 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.094\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.080\n", " Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.073\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.064\n", "\n", " Vital: Ht-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Maternal Diagnosis:9ccs184:Early labor:-0.199\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.130\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.092\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.151\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.122\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.098\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.094\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.087\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.087\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.080\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.076\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.080\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.455\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.415\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.383\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.324\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.292\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.205\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.184\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.070\n", "\n", "* Maternal Vital: BMI-postPregnancy | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 538 | OR_unadj: 2.540 [1.496 4.314] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Vital: BMI-otherPregnancy:0.256\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.208\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.194\n", " Maternal Vital: Wt-postPregnancy:0.176\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.171\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 608 | OR_unadj: 1.049 [0.749 1.468] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.728\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.316\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.311\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.308\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.307\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.300\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.287\n", "\n", "* Vital: Ht-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.150\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs120:Hemmorhoids:-0.230\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.096\n", " Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.077\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.077\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.076\n", "\n", " Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.004] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.071\n", " Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.065\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.063\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.062\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.101\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs102:Chest pain:0.085\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.078\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.076\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.075\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", "\n", "* Vital: HC-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.074\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.071\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 608 | OR_unadj: 1.280 [0.909 1.803] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.247\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.180\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.161\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.158\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.117\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.111\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.093\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.091\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.083\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.125\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.111\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs184:Early labor:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.076\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.125\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.125\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Diagnosis:9ccs16:Liver/ibd ca:0.118\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.101\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.096\n", " Maternal Diagnosis:9ccs210:SLE:0.095\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.092\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.087\n", " Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Maternal Diagnosis:9ccs160:Urin stone:0.081\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.076\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.076\n", "\n", " Vital: HR-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.124\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.102\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.094\n", " Maternal Diagnosis:9ccs160:Urin stone:0.093\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.091\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.079\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.102\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.096\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.089\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.086\n", " Maternal Diagnosis:9ccs255:Social admin:0.079\n", " Diagnosis:9ccs240:Burns:0.076\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.139\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.074\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.069\n", "\n", "* Maternal Maternal Lab History: MCH-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 608 | OR_unadj: 0.593 [0.404 0.870] | indivs AUC:0.396\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.597\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.380\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.251\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.237\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", "\n", " Vital: HR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.092\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.083\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.082\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 548 | OR_unadj: 1.317 [0.896 1.934] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.419\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.253\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.237\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.215\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.201\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.112\n", " Diagnosis:9ccs145:Int obstruct:-0.111\n", " Maternal Diagnosis:9ccs121:Oth vein dx:-0.111\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.106\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.097\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.096\n", "\n", " Maternal Vital: Ht-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 544 | OR_unadj: 0.933 [0.645 1.348] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.610\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.173\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.158\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.158\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.147\n", " Maternal Vital: Ht Percentile-postPregnancy:0.142\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.142\n", "\n", " Vital: Ht-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.108\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.104\n", " Diagnosis:9ccs221:Resp distres:0.092\n", " Maternal Vital: Ht-otherPregnancy:0.090\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.083\n", " Number of Visits:0.082\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.124\n", " Diagnosis:9ccs145:Int obstruct:0.122\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.118\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:-0.085\n", " Maternal Diagnosis:9ccs245:Syncope:0.082\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.079\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.078\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Vital: Ht-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.118\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.101\n", " Maternal Vital: Ht-otherPregnancy:0.098\n", " Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 605 | OR_unadj: 0.803 [0.545 1.183] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.757\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.564\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.525\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.474\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.291\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.252\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.236\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.201\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.197\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.132\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.079\n", " Diagnosis:9ccs128:Asthma:0.079\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.140\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.121\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.120\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.120\n", " Diagnosis:9ccs145:Int obstruct:0.117\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.100\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Diagnosis:9ccs210:SLE:0.105\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.098\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.094\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.094\n", " Diagnosis:9ccs129:Asp pneumon:0.087\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Diagnosis:9ccs160:Urin stone:0.081\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.107\n", " Diagnosis:9ccs230:Fx leg:-0.105\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.088\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.082\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.080\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.080\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.173\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.151\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.117\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.117\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.115\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.112\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.112\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.110\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.101\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs121:Oth vein dx:-0.112\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.104\n", " Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.087\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.082\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.082\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 606 | OR_unadj: 1.257 [0.870 1.814] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.597\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.547\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.287\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.262\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.151\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.131\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.099\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.080\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.178\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.128\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.118\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.117\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.109\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:-0.104\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:0.104\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.087\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.075\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.100\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.077\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.093\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.093\n", " Diagnosis:9ccs5:HIV infectn:0.091\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.091\n", " Diagnosis:9ccs254:Rehab:0.090\n", " Maternal Vital: Wt-otherPregnancy:0.085\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs244:Other injury:0.084\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.083\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Diagnosis:9ccs230:Fx leg:-0.089\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.078\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.077\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.077\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.075\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.064\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.094\n", " Maternal Vital: Ht-otherPregnancy:0.087\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.083\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Vital: HR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:0.188\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.119\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.108\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.108\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.088\n", " Maternal Diagnosis:9ccs239:Superfic inj:-0.087\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.087\n", " Diagnosis:9ccs240:Burns:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.069\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.069\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.157\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.131\n", " Maternal Diagnosis:9ccs160:Urin stone:0.130\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.106\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.082\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 552 | OR_unadj: 1.365 [0.962 1.935] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.526\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.525\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.427\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.360\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.327\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.316\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Maternal Diagnosis:9ccs160:Urin stone:0.085\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.078\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.073\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Maternal Vital: HR-otherPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 490 | OR_unadj: 0.715 [0.479 1.067] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.766\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.588\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.474\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.419\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.344\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.248\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 486 | OR_unadj: 0.778 [0.504 1.201] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.766\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.757\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.611\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.283\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.257\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.241\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.223\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.120\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.091\n", " Maternal Diagnosis:9ccs184:Early labor:-0.090\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.090\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs102:Chest pain:-0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.079\n", " Maternal Diagnosis:9ccs24:Breast cancr:-0.077\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.109\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.099\n", " Diagnosis:9ccs230:Fx leg:-0.098\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.095\n", " Maternal Vital: BMI Percentile-postPregnancy:0.095\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.087\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.084\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.091\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.089\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.080\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.080\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Diagnosis:9ccs160:Urin stone:0.085\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.074\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", " Vital: HR-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.160\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Diagnosis:9ccs145:Int obstruct:-0.133\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.101\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.092\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Vital: Ht-postPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.121\n", " Maternal Diagnosis:9ccs102:Chest pain:0.117\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs98:HTN:0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.082\n", " Diagnosis:9ccs167:Breast dx:0.081\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Diagnosis:9ccs255:Social admin:-0.089\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.078\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.070\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.057\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 519 | OR_unadj: 1.081 [0.729 1.602] | indivs AUC:0.574\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.427\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.344\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.308\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.283\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.278\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.252\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.203\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Diagnosis:9ccs195:Ot compl bir:-0.107\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.105\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.100\n", " Maternal Diagnosis:9ccs128:Asthma:-0.099\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.093\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.141\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.121\n", " Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.114\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.109\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.101\n", "\n", "* Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 638 | OR_unadj: 0.506 [0.287 0.890] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.279\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.251\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.208\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.192\n", " Maternal Vital: BP-postPregnancy:-0.184\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.119\n", " Diagnosis:9ccs44:Neoplsm unsp:0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.109\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.105\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.104\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.099\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Vital: Ht-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 268 | OR_unadj: 1.249 [0.793 1.967] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.219\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.149\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.148\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.145\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.140\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.130\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 330 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.218\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.145\n", " Maternal Maternal Lab History: AST-postPregnancy:0.139\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.115\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.115\n", " Diagnosis:9ccs259:Unclassified:-0.113\n", " Maternal Diagnosis:9ccs92:Otitis media:-0.110\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.108\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.097\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.092\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.090\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.088\n", "\n", " Vital: HR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.121\n", " Maternal Vital: PL-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.112\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.111\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.105\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 484 | OR_unadj: 0.861 [0.574 1.289] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.611\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.564\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.521\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.297\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.221\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.217\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.213\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.179\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.151\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.146\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.144\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.123\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.093\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.089\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:-0.194\n", " Diagnosis:9ccs125:Bronchitis:0.128\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.119\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.089\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 308 | OR_unadj: 1.059 [0.563 1.991] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.246\n", " Maternal Vital: Wt-otherPregnancy:0.243\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.185\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.179\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.170\n", " Maternal Vital: Wt-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.157\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:0.128\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.096\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", "\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 332 | OR_unadj: 0.847 [0.539 1.330] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.582\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.538\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.300\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.275\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.271\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.266\n", " Maternal Maternal Lab History: INR-postPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 255 | OR_unadj: 0.646 [0.350 1.193] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.184\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.162\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.146\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:-0.146\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:-0.146\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.139\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Vital: RR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.129\n", " Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.122\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.102\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 391 | OR_unadj: 1.173 [0.726 1.895] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.273\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.163\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.159\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.148\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.131\n", "\n", " Vital: RR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.115\n", " Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Maternal Diagnosis:9ccs217:Ot cong anom:-0.106\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 320 | OR_unadj: 1.288 [0.758 2.187] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.396\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.386\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.374\n", " Maternal Maternal Lab History: AST-postPregnancy:0.368\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.300\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.296\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.237\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.209\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.206\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 291 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: HR-postPregnancy:0.327\n", " Maternal Vital: PL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.184\n", " Maternal Vital: BP-otherPregnancy:0.167\n", " Maternal Vital: Ht-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.139\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.138\n", "\n", "* Maternal Vital: Wt-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 316 | OR_unadj: 1.666 [1.070 2.593] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.634\n", " Maternal Vital: BP-otherPregnancy:0.437\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.290\n", " Maternal Vital: Ht-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.256\n", " Maternal Vital: BMI-otherPregnancy:0.243\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.204\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 334 | OR_unadj: 0.739 [0.424 1.289] | indivs AUC:0.449\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.319\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.272\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.210\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.206\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.191\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.188\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:-0.145\n", " Diagnosis:9ccs123:Influenza:0.137\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.135\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:-0.131\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.088\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.086\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.086\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 314 | OR_unadj: 1.341 [0.868 2.070] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.437\n", " Maternal Vital: BP-postPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.209\n", " Maternal Vital: Ht-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.195\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 309 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.610\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.213\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Vital: BP-otherPregnancy:0.202\n", " Maternal Vital: Wt-postPregnancy:0.196\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.179\n", " Maternal Vital: HR-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.158\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Maternal Diagnosis:9ccs1:Tuberculosis:-0.144\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.133\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.132\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.129\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.119\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.101\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.130 [0.720 1.775] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.928\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.550\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.530\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.354\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.322\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.300\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.267\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.170\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.147\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.120\n", " Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.114\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.109\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.109\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.108\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.103\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.100\n", " Diagnosis:9ccs125:Bronchitis:0.100\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.232 [0.769 1.973] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.823\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.574\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.298\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.291\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.257\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 337 | OR_unadj: 1.151 [0.638 2.078] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.221\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.184\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.182\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.170\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 164 | OR_unadj: 2.045 [1.396 2.995] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.409\n", " Newborn Diagnosis:9ccs259:Unclassified:0.292\n", " MatDeliveryAge:0.211\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.135\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.123\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.105\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.104\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 236 | OR_unadj: 1.482 [0.910 2.416] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.823\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.703\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.241\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.227\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.174\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 318 | OR_unadj: 0.693 [0.342 1.405] | indivs AUC:0.460\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.348\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.339\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.318\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.260\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.241\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.691 [0.420 1.135] | indivs AUC:0.440\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.550\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.397\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.296\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.281\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.256\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:0.133\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.123\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.114\n", " Maternal Diagnosis:9ccs210:SLE:-0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.093\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Maternal Maternal Lab History: LH-postPregnancy:0.082\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.814 [0.499 1.328] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.425\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.403\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.361\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.324 [0.838 2.089] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.652\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.530\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.293\n", " Maternal Vital: BP-otherPregnancy:0.293\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.292\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.148\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.140\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 0.970 [0.615 1.529] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.298\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.202\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.159\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.140\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 314 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.654\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.220\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.215\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.143\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:-0.138\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 1.008 [0.627 1.620] | indivs AUC:0.458\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.335\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.311\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.298\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.287\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.265\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.216\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.215\n", "\n", " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.121\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.121\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.097\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.086\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.076\n", " Diagnosis:9ccs188:Pelvic obstr:-0.074\n", " Diagnosis:9ccs196:Nml preg/del:-0.072\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.072\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 321 | OR_unadj: 0.918 [0.578 1.458] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.538\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.296\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.287\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.254\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.230\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 164 | OR_unadj: 1.485 [0.828 2.663] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.253\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.230\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Diagnosis:9ccs233:Intracrn inj:-0.178\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.170\n", " Diagnosis:9ccs252:Fatigue:0.157\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 167 | OR_unadj: 0.605 [0.258 1.421] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.307\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.250\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.216\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.183\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs221:Resp distres:0.142\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 280 | OR_unadj: 1.136 [0.672 1.920] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.262\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.244\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.243\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 269 | OR_unadj: 0.811 [0.398 1.653] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.368\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.300\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.292\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.199\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.198\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.196\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.196\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.124\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.116\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.108\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.092\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.089\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.079\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 310 | OR_unadj: 1.109 [0.701 1.756] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.654\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.213\n", " Maternal Vital: PL-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.198\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.189\n", "\n", " Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 282 | OR_unadj: 0.705 [0.447 1.113] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.210\n", " Maternal Vital: BP-postPregnancy:-0.153\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.124\n", " Maternal Vital: SpO2-postPregnancy:0.124\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.113\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 251 | OR_unadj: 0.750 [0.414 1.360] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.148\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.139\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.136\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:-0.124\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 152 | OR_unadj: 0.568 [0.258 1.251] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.199\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.194\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.185\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.174\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.174\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.174\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.169\n", " Maternal Vital: HR-postPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 178 | OR_unadj: 1.268 [0.843 1.907] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.467\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs210:SLE:0.100\n", " Maternal Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.085\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.076\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.073\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 179 | OR_unadj: 0.756 [0.357 1.602] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.197\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.161\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.136\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.125\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 275 | OR_unadj: 0.925 [0.551 1.552] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.538\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.208\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.196\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 321 | OR_unadj: 0.826 [0.531 1.287] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.582\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.386\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.316\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.268\n", " Maternal Maternal Lab History: INR-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 247 | OR_unadj: 1.122 [0.655 1.921] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.225\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.987 [0.602 1.619] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.283\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.282\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.256\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.223\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Diagnosis:9ccs129:Asp pneumon:0.257\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.192\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Maternal Diagnosis:9ccs200:Oth skin dx:-0.224\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.139\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.125\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.112\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.102\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.097\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 271 | OR_unadj: 0.887 [0.487 1.618] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.272\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.185\n", " Maternal Vital: SpO2-otherPregnancy:0.130\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.122\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.115\n", " Maternal Vital: HR-otherPregnancy:-0.112\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 1.369 [0.873 2.146] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.703\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.413\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.177\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.175\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 215 | OR_unadj: 1.115 [0.606 2.053] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.320\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.258\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.206\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.185\n", " Maternal Vital: Ht-otherPregnancy:-0.179\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 236 | OR_unadj: 0.816 [0.438 1.518] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.210\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.147\n", " Maternal Vital: BP-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.124\n", "\n", "* Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 126 | OR_unadj: 2.633 [1.381 5.022] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.672\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.390\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.364\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.286\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.225\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.214\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 125 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.251\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:-0.178\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.177\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.174\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.118\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 117 | OR_unadj: 1.588 [0.846 2.979] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.183\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 168 | OR_unadj: 0.785 [0.385 1.597] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.397\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.268\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.156\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 160 | OR_unadj: 0.386 [0.139 1.072] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.372\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 236 | OR_unadj: 1.016 [0.619 1.668] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.261\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.148\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.143\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.139\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 410 | OR_unadj: 1.005 [0.737 1.370] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.438\n", " Maternal Diagnosis:9ccs184:Early labor:-0.142\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.141\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.131\n", " Diagnosis:9ccs253:Allergy:-0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.069\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.106\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.102\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.102\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.080\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.080\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 214 | OR_unadj: 0.994 [0.483 2.045] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.295\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.195\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.191\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 111 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.401\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.349\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.345\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.323\n", " Maternal Vital: SpO2-postPregnancy:-0.296\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 695 | OR_unadj: 0.781 [0.592 1.029] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.327\n", " Maternal Diagnosis:9ccs187:Malposition:-0.183\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.123\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.120\n", " MatDeliveryAge:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.081\n", "\n", "* Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 122 | OR_unadj: 2.031 [1.064 3.878] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.281\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.280\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.210\n", " Maternal Vital: Wt-otherPregnancy:0.201\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.190\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.169\n", " Maternal Vital: Ht-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 113 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.267\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.219\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.169\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.151\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.126\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.869 [0.425 1.778] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.208\n", " Maternal Vital: SpO2-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.174\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.171\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.171\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 172 | OR_unadj: 1.271 [0.841 1.923] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.181\n", " Maternal Diagnosis:9ccs184:Early labor:0.130\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Maternal Diagnosis:9ccs244:Other injury:0.102\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.091\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.086\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.086\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 98 | OR_unadj: 0.854 [0.469 1.555] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.379\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.139\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.113\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.110\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.098\n", " Maternal Diagnosis:9ccs73:Preadult dx:0.098\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.098\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs194:Forceps del:0.092\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 131 | OR_unadj: 1.045 [0.525 2.080] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.285\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.263\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.184\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.151\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.144\n", " Maternal Vital: BP-otherPregnancy:0.139\n", "\n", "* Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 2.547 [1.462 4.439] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.672\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.512\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.420\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.278\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.208\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.195\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 216 | OR_unadj: 0.935 [0.532 1.643] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.233\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 236 | OR_unadj: 0.969 [0.551 1.705] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.648\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.147\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.146\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 174 | OR_unadj: 1.081 [0.588 1.987] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.280\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.267\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.165\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.163\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 226 | OR_unadj: 0.844 [0.463 1.535] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.161\n", " Diagnosis:9ccs52:Nutrit defic:0.150\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.149\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.146\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 144 | OR_unadj: 1.016 [0.527 1.959] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.244\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.210\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.197\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.197\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.106\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Maternal Diagnosis:9ccs184:Early labor:0.225\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.181\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.154\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.099\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 221 | OR_unadj: 0.728 [0.424 1.248] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.145\n", " Diagnosis:9ccs52:Nutrit defic:-0.144\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.144\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.142\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 113 | OR_unadj: 0.529 [0.188 1.488] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.384\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.348\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.253\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 378 | OR_unadj: 0.848 [0.610 1.181] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.141\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.102\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.085\n", " Diagnosis:9ccs61:Sickle cell:0.078\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.070\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 254 | OR_unadj: 1.805 [0.904 3.602] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.147\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 236 | OR_unadj: 1.318 [0.813 2.138] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.538\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.364\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.309\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.256\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.179\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.161\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.106\n", " Maternal Maternal Lab History: LH-postPregnancy:0.100\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.099\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 111 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.426\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.273\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.241\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.237\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.206\n", " Diagnosis:9ccs252:Fatigue:0.192\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.170\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.165\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.163\n", "\n", "* Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 275 | OR_unadj: 1.564 [1.125 2.174] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.327\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.239\n", " MatDeliveryAge:0.175\n", " Maternal Diagnosis:9ccs168:PID:0.156\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.140\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.101\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.096\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.759 [0.418 1.376] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.256\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.151\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.144\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 109 | OR_unadj: 0.994 [0.413 2.392] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.307\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.160\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.137\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 217 | OR_unadj: 1.064 [0.613 1.847] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.634\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.333\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.216\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 201 | OR_unadj: 0.983 [0.511 1.891] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.706\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.202\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: AST-postPregnancy:0.162\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.136\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.126\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 1.741 [0.922 3.285] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.699\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.420\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.331\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.287\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.225\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 142 | OR_unadj: 0.698 [0.273 1.786] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.155\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.137\n", " Diagnosis:9ccs232:Sprain:0.134\n", " Diagnosis:9ccs199:Ulcer skin:0.134\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.134\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.132\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.103\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", "\n", "* Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 77 | OR_unadj: 3.350 [1.306 8.592] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.220\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.208\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.147\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:-0.138\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.135\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 223 | OR_unadj: nan [ nan nan] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.247\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.140\n", " MatDeliveryAge:0.137\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 66 | OR_unadj: 2.065 [0.953 4.477] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.699\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.330\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.305\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.296\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.252\n", " Maternal Vital: RR-postPregnancy:0.223\n", " Maternal Vital: SpO2-postPregnancy:-0.221\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.205\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.763 [0.322 1.808] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.348\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.219\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.209\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.202\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.195\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.195\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.195\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 0.911 [0.381 2.182] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.397\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.384\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.234\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.168\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.132\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " Maternal Diagnosis:9ccs186:DM in preg:0.292\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.122\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.114\n", " Maternal Diagnosis:9ccs4:Mycoses:0.114\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.114\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.106\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.096\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.078\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", "\n", "* Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 70 | OR_unadj: 3.407 [1.542 7.529] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.241\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.235\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.229\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Maternal Diagnosis:9ccs255:Social admin:0.108\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.107\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.090\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 1.463 [0.889 2.408] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:0.112\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.106\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.095\n", " Maternal Diagnosis:9ccs105:Conduction:0.095\n", " Diagnosis:9ccs199:Ulcer skin:0.095\n", " Maternal Diagnosis:9ccs73:Preadult dx:0.095\n", " Diagnosis:9ccs120:Hemmorhoids:0.095\n", " Diagnosis:9ccs49:DiabMel no c:0.095\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.175 [0.712 1.939] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.634\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.335\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.217\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 350 | OR_unadj: 0.959 [0.536 1.719] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.145\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.144\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.144\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.144\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.144\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.909 [0.487 1.699] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.335\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.238\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.238\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.130\n", " Lab:292495 LEAD LEVEL - Sunrise:0.129\n", " Maternal Vital: Temp-postPregnancy:-0.119\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.965 [0.402 2.318] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.403\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.343\n", " Maternal Maternal Lab History: AST-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.286\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.272\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.270\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.257\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.151\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.144\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 27 | OR_unadj: 8.673 [3.977 18.915] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.219\n", " Maternal Vital: Wt-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.180\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.172\n", " Maternal Vital: Wt-otherPregnancy:0.155\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.154\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.153\n", " Maternal Diagnosis:9ccs98:HTN:0.151\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.150\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.356 [0.745 2.467] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.231\n", " Maternal Vital: Temp-postPregnancy:0.219\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.192\n", " Maternal Vital: RR-otherPregnancy:0.191\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.185\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.141\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.141\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 0.922 [0.493 1.724] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.306\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.250\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.213\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.201\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 260 | OR_unadj: 0.951 [0.495 1.828] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.468\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.209\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.181\n", "\n", "* Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.666 [1.121 2.475] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.265\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.239\n", " Maternal Diagnosis:9ccs186:DM in preg:0.135\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.126\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.123\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:0.107\n", " Maternal Vital: SpO2-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.092\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.093\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.083\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.442\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.370\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.321\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:-0.318\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.306\n", " Maternal Maternal Lab History: AST-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.284\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.146\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Diagnosis:9ccs175:Ot femal gen:-0.141\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 203 | OR_unadj: 1.100 [0.695 1.740] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.280\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.364 [0.840 2.215] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.222\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 233 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.273\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.267\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.193\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.193\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.193\n", " Maternal Vital: BMI-otherPregnancy:0.179\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.172\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.276 [0.066 1.149] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.324\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.263\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.263\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.229\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.183\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.717 [0.280 1.836] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.364\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Lab History: PH-postPregnancy:0.184\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.181\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.171\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.106\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.109\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.103\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.542 [0.193 1.528] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.789\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.281\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.244\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.174\n", " Maternal Vital: Wt-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.153\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Maternal Diagnosis:9ccs184:Early labor:0.207\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", "\n", " Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 1.521 [0.923 2.509] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.435\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.225\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.207\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.201\n", " Newborn Diagnosis:9ccs221:Resp distres:0.201\n", " Newborn Diagnosis:9ccs253:Allergy:0.176\n", " Maternal Diagnosis:9ccs98:HTN:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.152\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.126\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.117\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 192 | OR_unadj: 1.195 [0.632 2.260] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.169\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.165\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.157\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.155\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.151\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 133 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.364\n", " Diagnosis:9ccs246:FUO:0.284\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.283\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.260\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.235\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.130\n", " Maternal Vital: PEF-postPregnancy:-0.130\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.120\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.119\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Maternal Diagnosis:9ccs238:Complic proc:0.098\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.430 [0.767 2.666] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.269\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.186\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.178\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.178\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.170\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.161\n", " Maternal Diagnosis:9ccs245:Syncope:0.161\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.154\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.210 [0.748 1.956] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.345\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.269\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.197\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.104\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.097\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.089\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.108\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.111\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.099\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.086\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.086\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 0.818 [0.467 1.430] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Diagnosis:9ccs171:Menstrual dx:0.126\n", " Diagnosis:9ccs120:Hemmorhoids:0.089\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.089\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.089\n", " Diagnosis:9ccs252:Fatigue:0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.089\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.087\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.084\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.079\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.072\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.333 [0.822 2.163] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.648\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.574\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.309\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.223\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.193\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.900 [0.310 2.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.246\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.194\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.183\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.181\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.629 [0.734 3.616] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.320\n", " Maternal Vital: Wt-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.207\n", " Maternal Vital: Wt-postPregnancy:0.183\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.169\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.167\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.167\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.162 [0.022 1.192] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.318\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.283\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.190\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.189\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.171\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs159:UTI:-0.132\n", " Maternal Diagnosis:9ccs157:Ac renl fail:-0.131\n", " Maternal Diagnosis:9ccs249:Shock:-0.131\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:-0.131\n", " Maternal Diagnosis:9ccs235:Opn wnd head:-0.131\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.094\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.083\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.506 [0.154 1.663] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.555\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.258\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.227\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.197\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.187\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.178 [0.024 1.313] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.789\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.305\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.176\n", " Maternal Vital: RR-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 1.189 [0.401 3.524] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.265\n", " Maternal Vital: Temp-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.217\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Diagnosis:9ccs64:Ot hematl dx:0.200\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.191\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.101\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Maternal Diagnosis:9ccs102:Chest pain:0.091\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Maternal Diagnosis:9ccs160:Urin stone:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.089\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs24:Breast cancr:0.111\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.586 [0.208 1.658] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.331\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.218\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.216\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.147\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.139\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.085\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.906 [0.847 4.291] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.409\n", " Maternal Diagnosis:9ccs4:Mycoses:0.175\n", " Diagnosis:9ccs87:Retinal dx:0.175\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.146\n", " MatDeliveryAge:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.135\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.133\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.132\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.099\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.091\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.085\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.698 [0.464 6.213] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.423\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.248\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.215\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.211\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.171\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 0.801 [0.311 2.064] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.221\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.219\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.147\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.143\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.135\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: 0.347 [0.083 1.457] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.192\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.181\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.177\n", " Diagnosis:9ccs199:Ulcer skin:0.176\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.176\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.273\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.114\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.093\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.124\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.119\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.106\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.100\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.938 [0.274 3.208] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.233\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.230\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", "\n", "* Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 3.090 [1.221 7.822] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.258\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.233\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.197\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.196\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.196\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.368\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.281\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.232\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.216\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.191\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.180\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.177\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.124\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.123\n", "\n", "* Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 4.468 [1.938 10.303] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.221\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.188\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.160\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.134\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.129\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.124\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.100\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.156\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:-0.143\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:-0.142\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.141\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.131\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.130\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.126\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.117\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.116\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.115\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.633 [0.249 1.612] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.412\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.212\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.153\n", "\n", " Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.360 [0.552 3.350] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.252\n", " Diagnosis:9ccs199:Ulcer skin:0.178\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.178\n", " Diagnosis:9ccs145:Int obstruct:0.178\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.165\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.162\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.153\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.691 [0.759 3.764] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.578\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.571\n", " Lab:294495 LEAD, BLOOD - LMC:-0.251\n", " Maternal Vital: Wt-postPregnancy:0.207\n", " Maternal Vital: Wt-otherPregnancy:0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.136\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.134\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.121\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 246 | OR_unadj: 1.278 [0.742 2.202] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.440\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.403\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.398\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.187\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.473 [0.635 3.420] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.237\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.213\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.254\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.217\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.212\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 120 | OR_unadj: 0.781 [0.329 1.854] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.298\n", " Maternal Vital: Temp-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.214\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.209\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 65 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.226\n", " Maternal Maternal Lab History: PT-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:0.142\n", " Diagnosis:9ccs234:Crush injury:0.121\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.118\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.098\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.093\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.092\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.087\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.144\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.124\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.512\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.336\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.270\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.240\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.226\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.225\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.276\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.213\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.207\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.205\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Maternal Diagnosis:9ccs184:Early labor:-0.201\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.570\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.289\n", " Diagnosis:9ccs223:Birth trauma:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.158\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.481\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.398\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.345\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.272\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.782\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.688\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.600\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.517\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.442\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.397\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.380\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.181\n", " Maternal Diagnosis:9ccs4:Mycoses:0.181\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.181\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.163\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.160\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.145\n", " Maternal Diagnosis:9ccs168:PID:0.139\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.135\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.413 [0.396 5.043] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.303\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.266\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.241\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.297\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.267\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.242\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.236\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.233\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.185\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.177\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 2.183 [0.956 4.983] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.335\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.237\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.168\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.167\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.167\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.166\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.139\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.481\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.308\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.272\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.270\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.199\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.142\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.142\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.138\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.121\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.113\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.098\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.270\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.242\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.222\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.209\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.197\n", " Diagnosis:9ccs246:FUO:0.194\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.192\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.555\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.210\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.179\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.168\n", " Maternal Vital: Ht-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.145\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 82 | OR_unadj: 1.075 [0.499 2.318] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.357\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.185\n", " Maternal Vital: PL-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.172\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.269\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.269\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.657 [0.231 1.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.412\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.289\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.281\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.209\n", " Maternal Vital: HR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.446\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.287\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.231\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.184\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.184\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.146\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.119\n", " Number of Visits:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.593 [0.682 3.724] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.341\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.324\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.272\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.141\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.117\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.116\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.167\n", " Diagnosis:9ccs175:Ot femal gen:0.141\n", " Diagnosis:9ccs240:Burns:0.108\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.108\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.108\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.092\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.263\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.249\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.244\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.230\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 0.620 [0.219 1.757] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.233\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.213\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.184\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.269\n", " Diagnosis:9ccs252:Fatigue:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.206\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.206\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.206\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.206\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.191\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.176\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.272\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Maternal Diagnosis:9ccs255:Social admin:-0.190\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.190\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.180\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.416 [0.128 1.354] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.357\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.226\n", " Maternal Vital: PL-otherPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.177\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.173\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.173\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 173 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.247\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.119\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.108\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.326\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.289\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.287\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.259\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.202\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.167\n", " Diagnosis:9ccs2:Septicemia:0.164\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.158\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Maternal Maternal Lab History: PT-postPregnancy:0.129\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.111\n", " Maternal Maternal Lab History: INR-postPregnancy:0.104\n", " Diagnosis:9ccs238:Complic proc:0.102\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.074 [0.366 3.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.182\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.158\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.142\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.142\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.138\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.138\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.116\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.096\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.351\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.208\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.174\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.173\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.164\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 1.280 [0.557 2.938] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.319\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.243\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.238\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.184\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.184\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.151\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.118\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.873 [0.389 1.957] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.283\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.200\n", " Maternal Vital: Wt-otherPregnancy:-0.173\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.171\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.463\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.423\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.384\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.255\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.250\n", " Maternal Vital: PEF-postPregnancy:0.232\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.232\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 58 | OR_unadj: nan [ nan nan] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.265\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.257\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.189\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.167\n", " Diagnosis:9ccs64:Ot hematl dx:0.166\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.164\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.227\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.197\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.196\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.192\n", " Newborn Diagnosis:9ccs221:Resp distres:0.172\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.167\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: nan [ nan nan] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.324\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.276\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.194\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.177\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.165\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.162\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.115\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.103\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.082\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.025 [0.425 2.471] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.864\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.326\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.217\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.217\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.192\n", " Diagnosis:9ccs76:Meningitis:0.188\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.188\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.684\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.683\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.683\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.543\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.451\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.406\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.345\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.344\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 2.012 [0.786 5.152] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.384\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.271\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.207\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.199\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.199\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.319\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.245\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.208\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.206\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.179\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.179\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.408\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:-0.316\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.215\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.151\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.185\n", " Newborn Diagnosis:9ccs176:Contraceptiv:-0.143\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.137\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.136\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.127\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.126\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.329\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.327\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.311\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.306\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.306\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.306\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.268\n", " Maternal Vital: HR-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.211\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.192\n", " Diagnosis:9ccs175:Ot femal gen:-0.188\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.188\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.178\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.174\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.492 [0.552 4.032] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.415\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.315\n", " Maternal Vital: Wt-postPregnancy:0.311\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.304\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.300\n", " Maternal Vital: Wt-otherPregnancy:0.300\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.286\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 3.254 [0.946 11.197] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.355\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.209\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.166\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Vital: Wt-postPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 2.591 [0.893 7.522] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.205\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.173\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.171\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.166\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.139\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Diagnosis:9ccs47:Ot bnign neo:0.207\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:0.171\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.156\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:-0.148\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:0.148\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.148\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.147\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.168\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.164\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.113\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.110\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.191\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.174\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.161\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.318\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.263\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.214\n", " Lab:294495 LEAD, BLOOD - LMC:0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.177\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.159\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 63 | OR_unadj: 1.888 [0.508 7.022] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Diagnosis:9ccs199:Ulcer skin:0.370\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.331\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.261\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.261\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.261\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.218\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.206\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.449\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.247\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.232\n", "\n", "* Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.054 [1.346 6.929] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.301\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.211\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.153\n", " Lab:306025 PPD:0.147\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.129\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.177 [0.445 3.114] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.296\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.243\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.243\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.237\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.217\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.859\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.397\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.258\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.153\n", " Diagnosis:9ccs234:Crush injury:0.113\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.101\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.098\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.279 [0.037 2.087] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.151\n", " Diagnosis:9ccs63:Wht blood dx:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.138\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.126\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.104\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.104\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.103\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.102\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 0.522 [0.159 1.719] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.864\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.324\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs76:Meningitis:-0.229\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.220\n", " Maternal Diagnosis:9ccs245:Syncope:0.202\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.207\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.148\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.148\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.145\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.145\n", " Maternal Diagnosis:9ccs253:Allergy:0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.433\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.377\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.186\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.178\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.186\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.143\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.115\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.114\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.112\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.188\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.127\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.110\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.222\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.222\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.222\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.195\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.415 [0.469 4.266] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.410\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.367\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.286\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.230\n", " Maternal Vital: Ht Percentile-postPregnancy:0.214\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.881\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.507\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.286\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.139\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.138\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 60 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.881\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.447\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.266\n", " Maternal Maternal Procedure History:97803-otherPregnancy:-0.193\n", " Diagnosis:9ccs252:Fatigue:-0.174\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.148\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.138\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.321\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.321\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.179\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.163\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.152\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.135\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.186\n", " Diagnosis:9ccs129:Asp pneumon:-0.181\n", " Diagnosis:9ccs199:Ulcer skin:-0.181\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.859\n", " Maternal Diagnosis:9ccs133:Oth low resp:0.346\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.227\n", " Diagnosis:9ccs2:Septicemia:0.191\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.140\n", " Diagnosis:9ccs240:Burns:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.133\n", " Diagnosis:9ccs234:Crush injury:0.098\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: nan [ nan nan] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.260\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.253\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.192\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.191\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.271\n", " Diagnosis:9ccs188:Pelvic obstr:0.247\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.136\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.135\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.218\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:-0.191\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.191\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.337\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.327\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.324\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.303\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.303\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.290\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.275\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.313\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.250\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.162\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.507\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.233\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.224\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.185\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.164\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.156\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.149\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.159\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.151\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.149\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.148\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.143\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.142\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.135\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.132\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.128\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.128\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.128\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 2.374 [0.829 6.796] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Vital: SpO2-postPregnancy:-0.361\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.289\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.256\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.255\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.208\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.258\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.192\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.172\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.172\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.502\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.439\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.217\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.191\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.182\n", "\n", "* Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.287\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.248\n", " Maternal Vital: SpO2-otherPregnancy:0.243\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.447\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.286\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.271\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.200\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.185\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.177\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Vital: PEF-postPregnancy:-0.403\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.384\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.201\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.200\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.530\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.233\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.187\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.161\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.159\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.153\n", "\n", " Maternal Diagnosis:9ccs105:Conduction | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs105:Conduction:1.000\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.062\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.062\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.045\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.041\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.041\n", "\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.953\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.264\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.222\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.253\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.233\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.197\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.179\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.468\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.331\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.207\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.192\n", " Diagnosis:9ccs51:Ot endo dsor:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.540\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.185\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.137\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.128\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.399\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.349\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.233\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.195\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.140\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.139\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.689\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.464\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.280\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.240\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.227\n", " Diagnosis:9ccs123:Influenza:0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.479\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.415\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.341\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.548\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.474\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.459\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:-0.334\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.165\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.164\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.157\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.144\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1685 | OR_unadj: 0.589 [0.161 2.155] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:-0.494\n", " Maternal Diagnosis:9ccs0:No DX:-0.274\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.227\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.197\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:-0.194\n", " Maternal Diagnosis:9ccs194:Forceps del:-0.135\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.120\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.109\n", " Maternal Diagnosis:9ccs98:HTN:-0.109\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.184\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.145\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.134\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.127\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.125\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.093\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.091\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.767\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.455\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.363\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.361\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.319\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.197\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.571\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.279\n", " Maternal Vital: Wt Percentile-postPregnancy:0.248\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.233\n", " Maternal Vital: Wt-otherPregnancy:0.226\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.196\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.160\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.146\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:10ccs238:Complic proc:-0.361\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.156\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.102\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.152\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.152\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.148\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.142\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.128\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.591\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.305\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Vital: BMI-postPregnancy:0.195\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.189\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.188\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.427\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", " Diagnosis:9ccs238:Complic proc:0.271\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.247\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.331 [0.444 3.987] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.322\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.271\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.266\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.261\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.231\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.224\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.217\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.317\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.248\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.244\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.220\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.141\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.131\n", " Diagnosis:9ccs55:Fluid/elc dx:0.128\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.123\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.206\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:0.163\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.160\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.160\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.554\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.248\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.230\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.226\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.214\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.205\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.198\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.228\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.199\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.190\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.892 [0.605 5.911] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.578\n", " Maternal Vital: Ht Percentile-postPregnancy:0.318\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.229\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.194\n", " Lab:294495 LEAD, BLOOD - LMC:-0.181\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.134\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.435\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.195\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.195\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.195\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.171\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.170\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.169\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.205\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.178\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.174\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.155\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.151\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.288\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.228\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.187\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.185\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.141\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.125\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.125\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.271\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.155\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs224:Ot perint dx:0.733\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.073\n", " Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Maternal Diagnosis:9ccs59:Anemia:-0.061\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.059\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.055\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.054\n", " Maternal Vital: BP-postPregnancy:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Maternal Diagnosis:9ccs7:Viral infect:0.115\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.329 [0.044 2.481] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.332\n", " Diagnosis:9ccs2620:E Codes: Unspecified:-0.285\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.249\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:0.194\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.149\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.124\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.119\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.114\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.114\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.096\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.878\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.475\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.433\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.236\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.180\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.683\n", " Diagnosis:9ccs246:FUO:0.550\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.550\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.550\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.402\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.282\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.146\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.141\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.103\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.266\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.266\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.190\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.190\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.190\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.155\n", " Maternal Diagnosis:9ccs89:Blindness:0.151\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.241\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.192\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.172\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: nan [ nan nan] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.359\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.311\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.278\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.246\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.221\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.192\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.156\n", "\n", "* Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 3.571 [1.159 11.003] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.243\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.219\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.217\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.197\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.197\n", "\n", " Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:0.273\n", " Maternal Vital: PEF-postPregnancy:-0.236\n", " Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.217\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.177\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.164\n", " Maternal Vital: SpO2-postPregnancy:0.122\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.120\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.506\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.439\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.319\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.219\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.478\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.469\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Diagnosis:9ccs157:Ac renl fail:0.353\n", " Maternal Diagnosis:9ccs249:Shock:0.353\n", " Maternal Diagnosis:9ccs244:Other injury:0.248\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.242\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.160\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.157\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs96:Hrt valve dx:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.338\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.272\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.265\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.257\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.241\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.239\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.197\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.156\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Maternal Vital: SpO2-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.133\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.125\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.254\n", " Maternal Vital: Ht-otherPregnancy:0.213\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.194\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.180\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.128\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.125\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.106\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.093\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.251\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.200\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.378\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.225\n", " Diagnosis:9ccs123:Influenza:0.191\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.148\n", " Diagnosis:9ccs129:Asp pneumon:0.147\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.143\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.224\n", " Maternal Diagnosis:9ccs255:Social admin:0.222\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.213\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.213\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd:0.155\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.137\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.119\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.567\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.542\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.527\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.429\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:-0.429\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.402\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.125\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.086\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.634\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.433\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.585\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.345\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.325\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.309\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.284\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.243\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.585\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.251\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.207\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.207\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.148\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.521\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.234\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.207\n", "\n", " Maternal Diagnosis:9ccs73:Preadult dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs73:Preadult dx:1.000\n", " Maternal Diagnosis:9ccs59:Anemia:0.098\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.254 [0.269 5.836] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.291\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.215\n", " Diagnosis:9ccs141:Ot dx stomch:0.205\n", " Diagnosis:9ccs240:Burns:0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.709\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.606\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.550\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.259\n", "\n", " Maternal Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.055\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.046\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.043\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.432\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.381\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.378\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.251\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.222\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.215\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.312\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.288\n", " Diagnosis:9ccs232:Sprain:-0.281\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.262\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.254\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.253\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.195\n", " Diagnosis:10ccs58:Ot nutrit dx:0.184\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.176\n", " Diagnosis:9ccs154:Gastroent:0.164\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.151\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.140\n", " Diagnosis:9ccs2603:E Codes: Fall:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.632\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.581\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.577\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.577\n", " Maternal Vital: PEF-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.387\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.067\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.487\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.404\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.351\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.331\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.279\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.268\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.249\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.249\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.249\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.247\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.174\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.171\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Maternal Diagnosis:9ccs89:Blindness:0.141\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.251\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.168\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.136\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.315\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.228\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PT-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.112\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.489\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.477\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.410\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.347\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.326\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.306\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.269\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.205\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.204\n", " Maternal Diagnosis:9ccs120:Hemmorhoids:0.202\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.659\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.351\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.334\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.310\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.295\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.273\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.269\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.268\n", "\n", "* Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.470\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.340\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.228\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.402\n", " Diagnosis:9ccs246:FUO:0.366\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.366\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.366\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.342\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.218\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.214\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.214\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.214\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.175\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.171\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.148\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 2.527 [0.772 8.269] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.726\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.405\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.387\n", " Maternal Vital: SpO2-postPregnancy:-0.373\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.368\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.421\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.400\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.355\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.186\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.184\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 2.065 [0.652 6.536] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.315\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.275\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.271\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.265\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.256\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 28 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.554\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.306\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.231\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.218\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.205\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.187\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Maternal Vital: RR-otherPregnancy:0.305\n", " Maternal Diagnosis:9ccs194:Forceps del:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.203\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.117\n", " Maternal Diagnosis:9ccs168:PID:0.116\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.114\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.113\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.110\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.373\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.199\n", " Maternal Vital: Ht Percentile-postPregnancy:0.177\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.155\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.148\n", " Maternal Vital: BMI-postPregnancy:0.142\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.242\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.219\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.190\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.188\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.024 [0.226 4.649] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.659\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.332\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.205\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.205\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.198\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:-0.194\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.187\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.184\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.394\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.341\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.292\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.279\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.266\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.202\n", " Maternal Diagnosis:9ccs194:Forceps del:0.202\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.109\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.104\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs140:Gastritis:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.731\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.714\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.676\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.644\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.644\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.317\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.309\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.798\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.726\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.644\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.627\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.627\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.627\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.627\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.627\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.209\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.196\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.142\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.128\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.106\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.076\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.496\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.480\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.480\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.480\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.421\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.334\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.221\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.211\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.198\n", " Diagnosis:9ccs208:Acq foot def:0.193\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.176\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.149\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.187\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.151\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.121\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.110\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.683\n", " Diagnosis:9ccs246:FUO:0.613\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.364\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.383\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.271\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:0.191\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.182\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.161\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.156\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.148\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Maternal Diagnosis:9ccs175:Ot femal gen:0.130\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.138\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.107\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.097\n", " Number of Visits:0.094\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.090\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.088\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.437\n", " Diagnosis:9ccs232:Sprain:0.434\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.337\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.307\n", "\n", "* Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.689\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.429\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.342\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.309\n", " Diagnosis:9ccs188:Pelvic obstr:0.303\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.303\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.278\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.248\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.164\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.164\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.164\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.171\n", " Diagnosis:9ccs123:Influenza:0.162\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.122\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.234\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.204\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.198\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.160\n", " Maternal Vital: RR-postPregnancy:-0.154\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.149\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.129\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.116\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.393\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.351\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.192\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.171\n", " Maternal Vital: BMI-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.253\n", " Maternal Vital: PEF-postPregnancy:0.239\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.236\n", " Diagnosis:9ccs175:Ot femal gen:0.205\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.197\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Diagnosis:9ccs215:gu cong anom:0.171\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs175:Ot femal gen:0.130\n", " Diagnosis:9ccs61:Sickle cell:0.113\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.113\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.105\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.105\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.237\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.213\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.205\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.205\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.205\n", " Diagnosis:9ccs245:Syncope:0.202\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.962\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.772\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.725\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.680\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.435\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.433\n", " Maternal Diagnosis:9ccs98:HTN:0.393\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.320\n", "\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.286\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.269\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.267\n", " Diagnosis:9ccs204:Ot joint dx:0.241\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.209\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.308\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.293\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.247\n", " Maternal Diagnosis:9ccs159:UTI:0.242\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.148\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.339\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.336\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.329\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.268\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.268\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.639\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.635\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.440\n", " Maternal Vital: SpO2-otherPregnancy:0.417\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.412\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.367\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.606\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.566\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.397\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.365\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.308\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.660\n", " Diagnosis:9ccs117:Ot circul dx:0.312\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.224\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.122\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.115\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.093\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.092\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.167\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.156\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.154\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.106\n", "\n", " Maternal Diagnosis:9ccs194:Forceps del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs194:Forceps del:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.431\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.368\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.362\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.354\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.354\n", " Diagnosis:9ccs75:Hx mental dx:0.287\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.252\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.174\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.146\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", "\n", " Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOXOPLASMA IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.305\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.305\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.273\n", " Maternal Vital: RR-postPregnancy:0.145\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.112\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.108\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.105\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.103\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.036\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.644\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.518\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.489\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.489\n", " Maternal Vital: SpO2-postPregnancy:-0.402\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.372\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.624\n", " Maternal Vital: Wt Change-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.215\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.144\n", " Maternal Vital: PL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:-0.133\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.124\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Maternal Diagnosis:9ccs53:Hyperlipidem:0.130\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.154\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.125\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.120\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.227\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.214\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:0.193\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.191\n", " Maternal Vital: RR-postPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.218\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.191\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.189\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.160\n", "\n", " Maternal Maternal Procedure History:90658-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.544\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.531\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.487\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.460\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.460\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:0.631\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.273\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.267\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.239\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.232\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.229\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.207\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.781\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.663\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.659\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.643\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.643\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.353\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.267\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.586\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.528\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.423\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LH-postPregnancy:0.224\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.207\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Diagnosis:9ccs89:Blindness:0.383\n", " Lab:294495 LEAD, BLOOD - LMC:0.289\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:0.236\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.190\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.164\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.137\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.097\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.087\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.339\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.291\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.252\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.244\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.244\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.731\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.324\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.205\n", "\n", " Maternal Maternal Procedure History:90470-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.338\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.290\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.276\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.267\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.408\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.280\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs253:Allergy:0.183\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.169\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.078\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.052\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:0.311\n", " Maternal Vital: SpO2-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.293\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.725\n", " Diagnosis:9ccs232:Sprain:-0.661\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.531\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.468\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.372\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.327\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.313\n", "\n", " Maternal Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.202\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.173\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.141\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.130\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.127\n", " Diagnosis:9ccs55:Fluid/elc dx:0.125\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.105\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp:0.408\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.191\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.169\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.164\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.118\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.317\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.271\n", " Maternal Diagnosis:9ccs9:Sexual Infxs:0.257\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Maternal Diagnosis:9ccs4:Mycoses:0.377\n", " Maternal Diagnosis:9ccs56:Cystic fibro:0.377\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.319\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.241\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.200\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.514\n", " Diagnosis:9ccs246:FUO:0.468\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.468\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.468\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.342\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.264\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs95:Oth nerv dx:0.180\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.155\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.155\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.082\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", "\n", "* Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Diagnosis:9ccs129:Asp pneumon:-0.424\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.385\n", " Diagnosis:9ccs232:Sprain:0.333\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.321\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.300\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.289\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Maternal Diagnosis:9ccs92:Otitis media:0.500\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.878\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.281\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.193\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.156\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.318\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.295\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.217\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.197\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.180\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.516\n", " Diagnosis:9ccs145:Int obstruct:-0.457\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.276\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.262\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.315\n", " Diagnosis:9ccs168:PID:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.155\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.120\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.084\n", " Maternal Diagnosis:9ccs259:Unclassified:0.075\n", " Maternal Diagnosis:9ccs128:Asthma:0.063\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.062\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.528\n", " Diagnosis:9ccs245:Syncope:0.458\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.419\n", " Maternal Diagnosis:9ccs69:Affective dx:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.236\n", " Newborn Diagnosis:9ccs253:Allergy:0.205\n", " Diagnosis:9ccs205:Back problem:0.187\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.160\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.549\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.476\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.404\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:-0.375\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.247\n", " Maternal Maternal Lab History: CMV AB (IGM)-postPregnancy:-0.183\n", " Maternal Maternal Lab History: CMV AB (IGG)-postPregnancy:0.183\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Diagnosis:9ccs252:Fatigue:0.289\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.284\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.261\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.224\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.539\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.234\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.211\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.559\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.478\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.234\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.213\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.211\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.196\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.348\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.339\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.253\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.148\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.647\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.593\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.536\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.411\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.347\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.320\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.302\n", "\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.953\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:-0.456\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.281\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.233\n", " Diagnosis:9ccs243:Poisn nonmed:0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.183\n", "\n", " Maternal Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.500\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.248\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.164\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs161:Ot dx kidney:0.117\n", " Diagnosis:9ccs223:Birth trauma:0.107\n", " Diagnosis:9ccs234:Crush injury:0.095\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.538\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.503\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.439\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.403\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.380\n", "\n", "* Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 40.510 [4.962 330.693] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:-0.396\n", " Diagnosis:9ccs188:Pelvic obstr:-0.280\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:-0.280\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.263\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.248\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.224\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.203\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", "\n", " Maternal Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs91:Other eye dx:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.494\n", " Maternal Diagnosis:9ccs90:Eye infectn:0.257\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.113\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.102\n", " Maternal Vital: Temp-otherPregnancy:0.101\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.098\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.097\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.391\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.303\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.247\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.246\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.229\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.215\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.200\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.114\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.100\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.438\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.384\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.366\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.293\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.293\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.293\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.261\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.237\n", "\n", " Maternal Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs89:Blindness:1.000\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.383\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.332\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.287\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.234\n", " Maternal Diagnosis:9ccs238:Complic proc:0.234\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.233\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.151\n", " Diagnosis:9ccs215:gu cong anom:0.141\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.685\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.246\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.221\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.356\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.289\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.251\n", " Maternal Diagnosis:9ccs255:Social admin:-0.204\n", " Maternal Vital: Ht Percentile-postPregnancy:0.181\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.181\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Maternal Diagnosis:9ccs187:Malposition:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.840\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.641\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.414\n", " Diagnosis:9ccs238:Complic proc:0.406\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.385\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.370\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Diagnosis:9ccs5:HIV infectn:0.408\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.408\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.289\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.287\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.156\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.141\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.082\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Maternal Vital: PEF-postPregnancy:0.214\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.196\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.101\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.548\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.487\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.424\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.423\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.215\n", " Diagnosis:9ccs76:Meningitis:0.208\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs128:Asthma:0.153\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.147\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.147\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.140\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.120\n", "\n", " Maternal Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs0:No DX:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.274\n", " Diagnosis:9ccs2603:E Codes: Fall:0.081\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.074\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.063\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.053\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.046\n", " Diagnosis:9ccs255:Social admin:-0.046\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.042\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Maternal Vital: PEF-postPregnancy:-0.156\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.143\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.117\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.122\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.321\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.302\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.247\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.239\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.182\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: INR-postPregnancy:0.136\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.685\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:0.356\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.326\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.467\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.255\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.235\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.230\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.204\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.559\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.504\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.426\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.323\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.259\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.247\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.239\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.233\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.376\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.266\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:0.266\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.266\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.241\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.397\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.324\n", " Diagnosis:9ccs76:Meningitis:-0.318\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.279\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.173\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.162\n", "\n", " Maternal Maternal Procedure History:99211-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99211-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.577\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.414\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.391\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.223\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.197\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.153\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.152\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.136\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.133\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.123\n", "\n", " Maternal Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.456\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.354\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.299\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.293\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.281\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.258\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.248\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.222\n", "\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.235\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.233\n", " Maternal Vital: PL-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.158\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.364\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.282\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.282\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.282\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.230\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.221\n", "\n", " Maternal Diagnosis:9ccs160:Urin stone | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs160:Urin stone:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.500\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.500\n", " Maternal Diagnosis:9ccs7:Viral infect:0.266\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.519\n", " Maternal Vital: SpO2-otherPregnancy:0.339\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.298\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.282\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.078\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.254\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.202\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.194\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.170\n", "\n", " Maternal Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs90:Eye infectn:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.257\n", " Diagnosis:9ccs140:Gastritis:0.151\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.064\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.063\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.062\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.058\n", "\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.354\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.250\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.211\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.204\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.144\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:-0.131\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.491\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.491\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.466\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.385\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.294\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.285\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.277\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.216\n", "\n", " Maternal Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs143:Abdom hernia:1.000\n", " Maternal Diagnosis:9ccs121:Oth vein dx:0.500\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.287\n", " Maternal Diagnosis:9ccs238:Complic proc:0.202\n", " Diagnosis:9ccs240:Burns:0.141\n", " Diagnosis:9ccs153:GI hemorrhag:0.117\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.107\n", " Maternal Diagnosis:9ccs259:Unclassified:0.086\n", " Diagnosis:9ccs124:Tonsillitis:0.084\n", " Diagnosis:9ccs122:Pneumonia:0.080\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.913\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.333\n", " Diagnosis:9ccs214:GI cong anom:0.264\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.149\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.129\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.578\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.458\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Maternal Diagnosis:9ccs69:Affective dx:0.315\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.258\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.160\n", "\n", " Maternal Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:1.000\n", " Maternal Diagnosis:9ccs160:Urin stone:0.500\n", " Maternal Diagnosis:9ccs217:Ot cong anom:0.353\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.248\n", " Maternal Diagnosis:9ccs161:Ot dx kidney:0.248\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.164\n", " Diagnosis:9ccs141:Ot dx stomch:0.155\n", " Diagnosis:9ccs214:GI cong anom:0.141\n", " Maternal Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs76:Meningitis:0.130\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.315\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.239\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.224\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.224\n", " Diagnosis:9ccs188:Pelvic obstr:0.222\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.217\n", " Maternal Diagnosis:9ccs198:Ot infl skin:0.180\n", " Maternal Diagnosis:9ccs89:Blindness:0.180\n", " Maternal Maternal Lab History: AST-postPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs69:Affective dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:1.000\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.366\n", " Diagnosis:9ccs245:Syncope:0.315\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs253:Allergy:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Diagnosis:9ccs224:Ot perint dx:0.111\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.332\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.251\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.236\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.190\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.145\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.141\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.132\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", "\n", "* Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.524\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.402\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.370\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.327\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.301\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.254\n", "\n", " Maternal Maternal Procedure History:90663-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90663-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.348\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.496\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.344\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.335\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.185\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.312\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.236\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:0.236\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.167\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.153\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.092\n", "\n", " Maternal Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs92:Otitis media:1.000\n", " Diagnosis:9ccs44:Neoplsm unsp:0.500\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.102\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.101\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.052\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Maternal Diagnosis:9ccs255:Social admin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:0.222\n", " Lab:294495 LEAD, BLOOD - LMC:-0.204\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.133\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs96:Hrt valve dx:0.108\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.095\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.074\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.566\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.197\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.187\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.512\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.195\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.187\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.184\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.477\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.477\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.449\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.429\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.404\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.379\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.362\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.617\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.581\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.554\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.457\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.365\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.279\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.248\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.384\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.248\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.202\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.177\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.764\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.701\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.661\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.608\n", "\n", " Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Diagnosis:9ccs232:Sprain:0.408\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.199\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.188\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.506\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.506\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.506\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.469\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.292\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.286\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.277\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.272\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.230\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.206\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.196\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.196\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.138\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.565\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.351\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.351\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.164\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.161\n", " Maternal Vital: Ht Percentile-postPregnancy:0.159\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.149\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.139\n", "\n", "* Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.416\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:-0.358\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.336\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.334\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.230\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:0.788\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.307\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.251\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.244\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.178\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.150\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.144\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.464\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.185\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.176\n", "\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.766\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.684\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.616\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.558\n", " Maternal Vital: PEF-postPregnancy:0.558\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.433\n", " Diagnosis:9ccs232:Sprain:-0.384\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.103\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.091\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.084\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.456\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.181\n", " Diagnosis:9ccs123:Influenza:0.167\n", "\n", "* Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.453\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.448\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.402\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.378\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.365\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.310\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.294\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.339\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:-0.312\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.281\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.171\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.147\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:-0.550\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:-0.318\n", " Maternal Vital: Ht Percentile-postPregnancy:0.284\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.239\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.208\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.587\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.353\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.307\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.252\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.240\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:-0.229\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.170\n", " Maternal Vital: PEF-postPregnancy:0.156\n", "\n", "* Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 17.087 [1.770 164.921] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.689\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.685\n", " Diagnosis:9ccs188:Pelvic obstr:0.485\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.484\n", " Maternal Diagnosis:9ccs98:HTN:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.217\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.175\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Lab:306025 PPD:0.364\n", " Diagnosis:9ccs175:Ot femal gen:0.166\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.155\n", " Diagnosis:9ccs61:Sickle cell:0.146\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.067\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.205\n", " Maternal Vital: PL-otherPregnancy:-0.188\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.166\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.166\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.130\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.122\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.117\n", " Diagnosis:9ccs240:Burns:0.104\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:-0.167\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.083\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", "\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.447\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.447\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.447\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.408\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.317\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.315\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.268\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.262\n", " Maternal Diagnosis:9ccs200:Oth skin dx:0.257\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.615\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.615\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.567\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.679\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.556\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.448\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.329\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:97530-postPregnancy:-0.396\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.346\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:0.304\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.257\n", "\n", "* Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.349\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.335\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.329\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.258\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.141\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.128\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.429\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.370\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.348\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.281\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.246\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.246\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.126\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.076\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Maternal Diagnosis:9ccs186:DM in preg:0.058\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.386\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.196\n", " Maternal Diagnosis:9ccs159:UTI:0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.119\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.140\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.115\n", " Maternal Vital: Ht Percentile-postPregnancy:0.111\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.097\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.096\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Vital: PEF-postPregnancy:-0.458\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.384\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.363\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.259\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.240\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.217\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.196\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.190\n", "\n", " Maternal Maternal Procedure History:97010-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97010-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.982\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.838\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.593\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.535\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.489\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.465\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.433\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.295\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.278\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.684\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.500\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.398\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.304\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.297\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.255\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.253\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.171\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.129\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:0.129\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.121\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.706\n", " Maternal Diagnosis:9ccs2617:E Codes: Adverse effects of medical drugs:0.408\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.407\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.240\n", " Maternal Diagnosis:9ccs89:Blindness:0.234\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.205\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.202\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.143\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.132\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs157:Ac renl fail:0.315\n", " Maternal Diagnosis:9ccs249:Shock:0.315\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.315\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.315\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.315\n", " Maternal Maternal Procedure History:93005-postPregnancy:0.259\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:0.224\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.224\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.709\n", " Diagnosis:9ccs246:FUO:0.646\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.645\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.514\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.337\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.395\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.334\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.246\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.240\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.179\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.177\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.166\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.468\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.354\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.333\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.268\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.268\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.250\n", " Diagnosis:9ccs51:Ot endo dsor:0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.803\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.772\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.568\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.531\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.390\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.349\n", " Maternal Diagnosis:9ccs98:HTN:0.328\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.308\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.247\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.354\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.354\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.354\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.329\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.292\n", "\n", " Maternal Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Maternal Diagnosis:9ccs122:Pneumonia:0.577\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.187\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.179\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.116\n", " Maternal Diagnosis:9ccs168:PID:0.116\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.115\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.112\n", " Maternal Diagnosis:9ccs59:Anemia:0.110\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.148\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:0.866\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.476\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.354\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.177\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.089\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.332\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.295\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.281\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.278\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.277\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.264\n", " Maternal Vital: Temp-otherPregnancy:0.261\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.840\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.655\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.423\n", " Diagnosis:9ccs238:Complic proc:0.415\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.393\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:-0.378\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.378\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.528\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.446\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.270\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.270\n", "\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:0.576\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.500\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.500\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.500\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.500\n", " Maternal Diagnosis:9ccs238:Complic proc:0.407\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.353\n", " Maternal Diagnosis:9ccs89:Blindness:0.287\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.362\n", " Diagnosis:9ccs199:Ulcer skin:-0.348\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.315\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.242\n", " Diagnosis:9ccs231:Oth fracture:-0.229\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.210\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.202\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.782\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.517\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.319\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.319\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.319\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.319\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.296\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.505\n", " Diagnosis:9ccs232:Sprain:-0.486\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.426\n", " Maternal Vital: PEF-postPregnancy:-0.412\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:-0.412\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:-0.390\n", "\n", " Maternal Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.164\n", " Diagnosis:9ccs243:Poisn nonmed:0.155\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.134\n", " Diagnosis:9ccs161:Ot dx kidney:0.117\n", " Diagnosis:9ccs113:Late eff CVD:0.100\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.090\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.077\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.077\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.766\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Vital: PEF-postPregnancy:0.559\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.280\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.900\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.586\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.392\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: LH-postPregnancy:0.299\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.276\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.248\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.234\n", "\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:1.000\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.474\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.474\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.466\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.372\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.272\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.268\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.233\n", "\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:1.000\n", " Diagnosis:9ccs232:Sprain:0.707\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.680\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.568\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.475\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.474\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.456\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.343\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.321\n", "\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:1.000\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:0.471\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.469\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.366\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.281\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.225\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.186\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.560\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.199\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.170\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.372\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.213\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.213\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.213\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.167\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.228\n", " Diagnosis:9ccs95:Oth nerv dx:0.146\n", " Diagnosis:9ccs244:Other injury:0.126\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.125\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:-0.115\n", " Number of Visits:0.110\n", " Diagnosis:9ccs113:Late eff CVD:0.104\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.102\n", "\n", " Maternal Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.202\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.187\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.160\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.097\n", " Maternal Vital: PL-postPregnancy:0.088\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.081\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.060\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:10ccs172:Ovarian cyst-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs159:UTI:0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.589\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.577\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.432\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.418\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.408\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.408\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.408\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.895\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.415\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.355\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.304\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.304\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.304\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.283\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.257\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.126\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.107\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:-0.103\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.062\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.061\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.060\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.056\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.620\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.514\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.507\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.470\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.416\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.365\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.343\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.324\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.290\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.225\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.206\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.836\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.429\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.429\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.429\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.295\n", "\n", "* Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.359\n", " Maternal Maternal Lab History: LH-postPregnancy:0.339\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.328\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.319\n", "\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.612\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.535\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.268\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.263\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.204\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.185\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.181\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.838\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.768\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.537\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.369\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.341\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.321\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.282\n", "\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.866\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:-0.577\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.549\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.399\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.204\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.143\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.550\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Diagnosis:9ccs246:FUO:-0.500\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.122\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.094\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Maternal Maternal Procedure History:97530-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97530-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.679\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.411\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.396\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.325\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.323\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.289\n", " Diagnosis:9ccs76:Meningitis:0.219\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.204\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.167\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:-0.386\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.362\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.295\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.288\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.046\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.550\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.450\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.441\n", " Maternal Maternal Lab History: T-4-postPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.379\n", "\n", " Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs117:Ot circul dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.788\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.339\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.256\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PT-postPregnancy:0.178\n", "\n", " Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2616:E Codes: Adverse effects of medical care:1.000\n", " Maternal Diagnosis:9ccs238:Complic proc:0.706\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.576\n", " Maternal Diagnosis:9ccs89:Blindness:0.332\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.287\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.190\n", " Diagnosis:9ccs215:gu cong anom:0.141\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.116\n", " Diagnosis:9ccs122:Pneumonia:0.096\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.096\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.258\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.195\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.160\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.146\n", "\n", " Maternal Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs75:Hx mental dx:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.577\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.376\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.170\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.140\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.126\n", " Maternal Vital: BP-postPregnancy:-0.124\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.107\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.102\n", "\n", " Maternal Diagnosis:9ccs56:Cystic fibro | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs56:Cystic fibro:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Lab:292495 LEAD LEVEL - Sunrise:0.272\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.404\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.320\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.250\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.247\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.213\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.539\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.447\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.357\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.311\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.522\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.488\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.487\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.445\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.343\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.895\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.633\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.522\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.406\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.337\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.310\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.297\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.297\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.556\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.408\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:-0.404\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.347\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.210\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.157\n", " Diagnosis:9ccs147:Anal/rectal:-0.145\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.581\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.525\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.490\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.290\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.232\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.566\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.241\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.235\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.234\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.536\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.299\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.262\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.244\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.244\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.195\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.778\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.692\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.671\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.500\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.493\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.477\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.476\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.433\n", " Maternal Maternal Procedure History:97032-postPregnancy:-0.397\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:0.560\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.278\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.235\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.234\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.219\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.212\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Diagnosis:9ccs187:Malposition:0.095\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.089\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.633\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.589\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.285\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.283\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.260\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:-0.260\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.259\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.251\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.239\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:0.289\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.285\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm:0.248\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs184:Early labor:0.201\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.174\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.646\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.613\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.550\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.366\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.257\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.167\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.127\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.105\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.556\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.247\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.215\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.175\n", " Diagnosis:9ccs117:Ot circul dx:0.153\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.371\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.256\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.191\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.104\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.101\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Diagnosis:9ccs229:Fx arm:0.407\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.119\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.100\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.058\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.058\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.045\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.044\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.041\n", "\n", " Maternal Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs198:Ot infl skin:1.000\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.180\n", " Diagnosis:9ccs161:Ot dx kidney:0.137\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.106\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.095\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.071\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.059\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.567\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.395\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.342\n", " Diagnosis:9ccs252:Fatigue:-0.336\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.326\n", "\n", " Maternal Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs253:Allergy:1.000\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Diagnosis:9ccs0:No DX:0.071\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.064\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs126:Ot up rsp in:-0.056\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.046\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.045\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.037\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.664\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.491\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.384\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.371\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.327\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.322\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.339\n", " Diagnosis:9ccs75:Hx mental dx:0.305\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.289\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.193\n", " Maternal Vital: Temp-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.353\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.249\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.123\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.109\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.837\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.749\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.448\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.364\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.335\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.329\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.692\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.537\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.465\n", " Maternal Maternal Procedure History:97032-postPregnancy:0.426\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.320\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.277\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.258\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.226\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.128\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.101\n", " Diagnosis:9ccs127:COPD:0.092\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.086\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.081\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.078\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.071\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.063\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.050\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:-0.366\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.347\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.331\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.262\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.262\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.262\n", " Diagnosis:9ccs231:Oth fracture:0.237\n", " Maternal Maternal Lab History: AST-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.689\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.671\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.644\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.611\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.574\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.470\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.456\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.408\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.391\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.709\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.234\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.468\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.423\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.369\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.343\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", "\n", " Maternal Diagnosis:9ccs9:Sexual Infxs | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs9:Sexual Infxs:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.281\n", " Diagnosis:9ccs238:Complic proc:0.257\n", " Diagnosis:9ccs47:Ot bnign neo:0.186\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.125\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.097\n", " Diagnosis:9ccs89:Blindness:0.096\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.095\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.070\n", " Diagnosis:9ccs244:Other injury:0.070\n", "\n", " Maternal Maternal Lab History: OXACILLIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXACILLIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.316\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.169\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.167\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.143\n", " Diagnosis:9ccs209:Ot acq defor:0.130\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.110\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.798\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.791\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.791\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.632\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.632\n", " Maternal Vital: SpO2-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.518\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.318\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.549\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.410\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.323\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.206\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.176\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.162\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs128:Asthma:0.143\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.900\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.516\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LH-postPregnancy:0.276\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.218\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.431\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.359\n", " Diagnosis:9ccs204:Ot joint dx:0.319\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.253\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.191\n", " Diagnosis:9ccs211:Ot conn tiss:0.189\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.343\n", " Maternal Maternal Lab History: TSH-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.259\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.731\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.723\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.550\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.480\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.480\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.354\n", " Diagnosis:9ccs129:Asp pneumon:0.286\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.283\n", "\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.290\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.230\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.192\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", "\n", " Maternal Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs163:Other GU dx:0.202\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.178\n", " Maternal Diagnosis:9ccs59:Anemia:0.139\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs159:UTI:0.069\n", " Maternal Vital: PL-postPregnancy:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Maternal Maternal Procedure History:96372-postPregnancy:-0.060\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.237\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.166\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.140\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.123\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.115\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Maternal Diagnosis:9ccs128:Asthma:-0.132\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.101\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.429\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.354\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.319\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.609\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.430\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.264\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.517\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.491\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.434\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.412\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.376\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:-0.328\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.327\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.560\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.559\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.371\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.354\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.280\n", " Maternal Diagnosis:9ccs93:Dizziness:0.274\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.423\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.281\n", " Maternal Maternal Lab History: LH-postPregnancy:0.236\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.231\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.874\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.633\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.622\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.608\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.432\n", " Maternal Diagnosis:9ccs194:Forceps del:0.431\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.296\n", " Diagnosis:9ccs205:Back problem:0.249\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.620\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.417\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.370\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.336\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.319\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.394\n", " Maternal Vital: RR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.325\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.230\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.210\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.203\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.169\n", " Maternal Vital: RR-postPregnancy:-0.146\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.124\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.467\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.424\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.369\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.344\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.962\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-otherPregnancy:0.803\n", " Maternal Maternal Diagnosis:9ccs98:HTN-otherPregnancy:0.707\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.661\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.486\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.434\n", " Maternal Diagnosis:9ccs98:HTN:0.408\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.333\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.652\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.475\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.420\n", " Maternal Diagnosis:9ccs75:Hx mental dx:-0.376\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.336\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.228\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:-0.225\n", "\n", " Maternal Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs217:Ot cong anom:1.000\n", " Maternal Diagnosis:9ccs215:gu cong anom:0.353\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.282\n", " Diagnosis:9ccs76:Meningitis:0.187\n", " Diagnosis:9ccs140:Gastritis:0.187\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.187\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.159\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.131\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.112\n", "\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.355\n", " Maternal Diagnosis:9ccs93:Dizziness:-0.354\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:-0.354\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.354\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.205\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.201\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.193\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.191\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.750\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.567\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.528\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:0.408\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.316\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.315\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.171\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.500\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.433\n", "\n", " Maternal Maternal Procedure History:36416-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36416-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.211\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.164\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.155\n", "\n", " Maternal Maternal Procedure History:97032-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97032-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97010-postPregnancy:0.982\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.768\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.647\n", " Maternal Maternal Diagnosis:9ccs63:Wht blood dx-postPregnancy:-0.612\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.426\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.410\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.397\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.271\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.820\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.817\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.778\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.689\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.414\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.376\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.344\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:-0.325\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.321\n", "\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.645\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.550\n", " Diagnosis:9ccs246:FUO:-0.500\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", "\n", " Maternal Diagnosis:9ccs130:Pleurisy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs130:Pleurisy:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.315\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.287\n", " Maternal Diagnosis:9ccs128:Asthma:0.221\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.138\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.116\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.099\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.085\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.257\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.224\n", " Diagnosis:9ccs251:Abdomnl pain:0.157\n", " Diagnosis:9ccs128:Asthma:0.106\n", " Diagnosis:9ccs124:Tonsillitis:0.099\n", " Diagnosis:9ccs213:Cardiac anom:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.070\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", "\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.203\n", " Maternal Diagnosis:9ccs168:PID:0.171\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.146\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.106\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.100\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.093\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.093\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.745\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.684\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.634\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.851\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.635\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.377\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.238\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.820\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.611\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.476\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:-0.422\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.308\n", " Maternal Diagnosis:9ccs117:Ot circul dx:0.299\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.282\n", "\n", " Maternal Diagnosis:9ccs121:Oth vein dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs121:Oth vein dx:1.000\n", " Maternal Diagnosis:9ccs143:Abdom hernia:0.500\n", " Diagnosis:9ccs240:Burns:0.288\n", " Diagnosis:9ccs153:GI hemorrhag:0.241\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.077\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Maternal Diagnosis:9ccs50:DiabMel w/cm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs50:DiabMel w/cm:1.000\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.315\n", " Newborn Diagnosis:9ccs221:Resp distres:0.248\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.194\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.160\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.158\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.156\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.144\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.764\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.430\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.346\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.408\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.238\n", " Maternal Diagnosis:9ccs204:Ot joint dx:-0.204\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.174\n", "\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.687\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.293\n", " Maternal Diagnosis:9ccs245:Syncope:-0.289\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.484\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.484\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.484\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.484\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.388\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.341\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.498\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.430\n", " Diagnosis:9ccs140:Gastritis:0.256\n", " Maternal Diagnosis:9ccs7:Viral infect:0.256\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.190\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.109\n", "\n", " Maternal Maternal Procedure History:97803-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97803-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.517\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.487\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.446\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.359\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:0.289\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.667\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.370\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.354\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.289\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.289\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.247\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.851\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.665\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:0.323\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.264\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.264\n", "\n", " Maternal Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs245:Syncope:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.289\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.289\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.202\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.161\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.154\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.114\n", " Maternal Vital: Temp-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.111\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.110\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.622\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.543\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.528\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.512\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.417\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.398\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.397\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.364\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.217\n", " Maternal Diagnosis:9ccs168:PID:0.192\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.190\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.633\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.520\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.520\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.399\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.380\n", " Maternal Diagnosis:9ccs194:Forceps del:0.368\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.339\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.334\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:-0.689\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.424\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.286\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.142\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.130\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.248\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs137:Mouth dx-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.178\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.178\n", "\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.764\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.745\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.612\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.577\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.577\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.531\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.667\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.408\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.168\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.125\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.123\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.119\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.190\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.188\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.169\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.169\n", " Diagnosis:9ccs76:Meningitis:0.160\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:-0.694\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.420\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.319\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.299\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.295\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.226\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.612\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.581\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.558\n", " Maternal Vital: PEF-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.412\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.303\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.239\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.232\n", "\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.577\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.289\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.270\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.227\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.167\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.139\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.129\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.129\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.688\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.568\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.508\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.350\n", " Maternal Vital: SpO2-otherPregnancy:0.332\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.328\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.323\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.292\n", "\n", " Maternal Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Maternal Diagnosis:9ccs93:Dizziness:0.499\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:0.354\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.274\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.158\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.151\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.142\n", "\n", " Maternal Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Maternal Diagnosis:9ccs168:PID:0.207\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs0:No DX:0.106\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.067\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.061\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.061\n", "\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.660\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.517\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:-0.500\n", " Maternal Maternal Lab History: APTT-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.480\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.310\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.244\n", " Diagnosis:9ccs117:Ot circul dx:0.236\n", "\n", " Maternal Maternal Procedure History:93005-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-postPregnancy:1.000\n", " Diagnosis:9ccs245:Syncope:0.578\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.378\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.370\n", " Maternal Diagnosis:9ccs69:Affective dx:0.366\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.289\n", " Newborn Diagnosis:9ccs253:Allergy:0.259\n", "\n", " Maternal Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.133\n", " Maternal Diagnosis:9ccs259:Unclassified:0.126\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.082\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs59:Anemia:0.065\n", " Maternal Diagnosis:9ccs192:Umbil cord:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.055\n", "\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.500\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.408\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.194\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.192\n", " Diagnosis:9ccs147:Anal/rectal:0.178\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.175\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.163\n", "\n", " Maternal Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Maternal Diagnosis:9ccs184:Early labor:0.097\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " MatDeliveryAge:0.043\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.029\n", "\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.723\n", " Diagnosis:9ccs129:Asp pneumon:-0.689\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.676\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.659\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.622\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.538\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.538\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.292\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.281\n", "\n", " Maternal Vital: SpO2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: SpO2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.687\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.687\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.243\n", "\n", " Maternal Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.175\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", "\n", " Maternal Maternal Lab History: RET %-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET %-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.998\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.746\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.321\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.271\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.225\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.212\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:0.577\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.445\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.399\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.354\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.310\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:0.289\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.234\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.388\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.359\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.349\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.327\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.310\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.280\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.892\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.749\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.556\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.556\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.490\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.457\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.428\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.413\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:0.387\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.336\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.298\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy:-0.298\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.265\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.245\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.209\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.378\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.235\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.193\n", " Maternal Vital: SpO2-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:-0.185\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:-0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:0.583\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.390\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.307\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.289\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.247\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.186\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.181\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.159\n", "\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:1.000\n", " Maternal Vital: SpO2-otherPregnancy:-0.687\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.315\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.293\n", " Maternal Diagnosis:9ccs245:Syncope:-0.289\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.665\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.462\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.302\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.271\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.271\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.265\n", "\n", " Maternal Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs204:Ot joint dx:1.000\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.315\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.181\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.145\n", " Maternal Diagnosis:9ccs168:PID:0.145\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.129\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.103\n", " Diagnosis:9ccs143:Abdom hernia:0.097\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.500\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.485\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.303\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.280\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.252\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.247\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.222\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.469\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.270\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.225\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.220\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.196\n", " Maternal Maternal Lab History: TSH-postPregnancy:0.194\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.194\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.892\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.617\n", " Maternal Maternal Procedure History:93005-otherPregnancy:-0.557\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:0.389\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.309\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs178:Induc abortn-postPregnancy:0.320\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.189\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.188\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.178\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.707\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.496\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.271\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.271\n", " Diagnosis:9ccs216:Nerv cong an:0.251\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.247\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.239\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.285\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.278\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.079\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.073\n", "\n", " Maternal Maternal Lab History: APTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.480\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.198\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:0.866\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.397\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.333\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.292\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.289\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.289\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.289\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.376\n", " Diagnosis:9ccs168:PID:0.273\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.258\n", " Diagnosis:9ccs205:Back problem:0.223\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", "\n", " Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.455\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.356\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.348\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.341\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.340\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.251\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.249\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.243\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.235\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.257\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.255\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.238\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.178\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.173\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.684\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.632\n", " Maternal Vital: PEF-postPregnancy:0.612\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.612\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.505\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.372\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.284\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.284\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.817\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.574\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.493\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:0.397\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.326\n", " Maternal Maternal Procedure History:97010-postPregnancy:-0.295\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.462\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.359\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.270\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.214\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.200\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy:0.707\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.685\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.429\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.396\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.315\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.452\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.385\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.323\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.281\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.262\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.243\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.634\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.437\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.410\n", " Maternal Vital: SpO2-otherPregnancy:0.391\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.343\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.387\n", " Diagnosis:9ccs145:Int obstruct:-0.365\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.333\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.314\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.258\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.167\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.128\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.098\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.096\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: APTT-postPregnancy:0.517\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.517\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.496\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: INR-postPregnancy:0.321\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.257\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.252\n", "\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.689\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.506\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.449\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.324\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.295\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.239\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.223\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.220\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.488\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.385\n", " Lab:294495 LEAD, BLOOD - LMC:-0.356\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.290\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: TSH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.577\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.507\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.423\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.339\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.306\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.303\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.781\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.714\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.622\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:0.607\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:0.607\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.550\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.333\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.325\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.294\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.465\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.276\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:-0.271\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.240\n", " Maternal Maternal Lab History: FIBRINOGEN-otherPregnancy:0.238\n", "\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.451\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.438\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.406\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:0.321\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.298\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.289\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:0.289\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.271\n", "\n", " Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: E.SEDIMENTATION RATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:0.471\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.384\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.318\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.166\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.146\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.135\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.102\n", "\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:0.261\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: ALT-otherPregnancy:-0.228\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.219\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.215\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.191\n", " Diagnosis:9ccs167:Breast dx:-0.188\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.177\n", "\n", " Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VZV CONF IGG (EIA)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.587\n", " Maternal Maternal Lab History: TRANSFERRIN-postPregnancy:0.583\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.257\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.185\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.150\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.139\n", " Diagnosis:9ccs3:Oth bact inf:0.138\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.126\n", "\n", " Maternal Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Maternal Diagnosis:9ccs259:Unclassified:0.181\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.050\n", " Maternal Vital: BP-postPregnancy:-0.049\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.045\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.041\n", "\n", " Maternal Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs239:Superfic inj:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:0.707\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall:0.707\n", " Maternal Diagnosis:9ccs67:Subst-r mntl:0.707\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.707\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.499\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.315\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.196\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.194\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.190\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.190\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.179\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.155\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", "\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.566\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.492\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.489\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.285\n", " Maternal Maternal Lab History: AMYLASE-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.242\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:1.000\n", " Diagnosis:9ccs145:Int obstruct:-0.500\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.456\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.430\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:0.354\n", " Maternal Maternal Lab History: T-4-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.312\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.269\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.228\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.877\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.317\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.232\n", " Maternal Maternal Lab History: LIPASE-otherPregnancy:-0.217\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.200\n", " Maternal Maternal Lab History: RHEUMATOID FACTORS II-postPregnancy:-0.186\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.181\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.091\n", " Maternal Vital: BMI-otherPregnancy:0.087\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs128:Asthma:0.073\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.051\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.128\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.082\n", " Maternal Vital: SpO2-postPregnancy:0.079\n", " Diagnosis:9ccs0:No DX:0.079\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.074\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.072\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Diagnosis:9ccs192:Umbil cord:-0.068\n", "\n", " Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GENTAMICIN TROUGH-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs253:Allergy:0.224\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.157\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.135\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.110\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.093\n", " Diagnosis:9ccs255:Social admin:-0.080\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.074\n", "\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.866\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.655\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.641\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.516\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.110\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.094\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:-0.061\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.317\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.266\n", " Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.245\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.184\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.167\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.129\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", "\n", " Maternal Diagnosis:9ccs1:Tuberculosis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs1:Tuberculosis:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Maternal Vital: HR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.070\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.046\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.046\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.042\n", "\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.782\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.578\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.504\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.481\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.434\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.419\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.370\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.333\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.333\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.058\n", " Maternal Maternal Procedure History:36415-postPregnancy:-0.048\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", "\n", " Maternal Maternal Lab History: PATIENT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PATIENT-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.517\n", " Maternal Maternal Lab History: AMP/SULBACTAM-postPregnancy:-0.500\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.480\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.217\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.198\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: FOLATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLATE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.563\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.504\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.392\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.392\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.372\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.326\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.325\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.295\n", "\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.489\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", "\n", " Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.782\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.782\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.439\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.374\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.318\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.312\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.289\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.257\n", "\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs191:Amnios dx-otherPregnancy:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:-0.472\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.236\n", " Maternal Maternal Diagnosis:9ccs191:Amnios dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.165\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.148\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.138\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.137\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.136\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.118\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.418\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs123:Influenza-postPregnancy:0.387\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.316\n", " Maternal Maternal Procedure History:93005-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.280\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.854\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.813\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.774\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.414\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.192\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.188\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.158\n", " Diagnosis:9ccs219:Low birth wt:0.133\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.996\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.989\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.529\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.193\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.175\n", " Diagnosis:9ccs219:Low birth wt:0.169\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.165\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.148\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.439\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.377\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.369\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.343\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.327\n", "\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.352\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.352\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.341\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.334\n", " Maternal Diagnosis:9ccs3:Oth bact inf:-0.311\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.238\n", "\n", " Maternal Maternal Lab History: TSH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.500\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.500\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: FERRITIN-otherPregnancy:0.352\n", "\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.258\n", " Maternal Vital: Wt Change-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.225\n", "\n", " Diagnosis:9ccs210:SLE | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs210:SLE:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.074\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", "\n", " Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs96:Hrt valve dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.512\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.387\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.349\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.193\n", " Maternal Diagnosis:9ccs168:PID:-0.148\n", " Diagnosis:9ccs234:Crush injury:-0.142\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.140\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.137\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Vital: BMI Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs202:Rheum arth-postPregnancy:-0.577\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.402\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.293\n", " Diagnosis:9ccs204:Ot joint dx:0.268\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.187\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.178\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.123\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.101\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.837\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.428\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.385\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.328\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.311\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.240\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.203\n", "\n", "* Maternal Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.219\n", " Diagnosis:9ccs141:Ot dx stomch:0.180\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.148\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.134\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.124\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.120\n", " Diagnosis:9ccs219:Low birth wt:0.109\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.108\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.605\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.488\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-otherPregnancy:-0.452\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.256\n", "\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.644\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.643\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.538\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.480\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.274\n", "\n", " Maternal Maternal Lab History: LH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LH-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.524\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.453\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.388\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.323\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.307\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.299\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.291\n", "\n", " Maternal Maternal Procedure History:97035-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97035-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.612\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.563\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.559\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:0.500\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.384\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.293\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.289\n", " Maternal Maternal Procedure History:97530-postPregnancy:0.289\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.460\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Maternal Maternal Lab History: ESTRADIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRADIOL-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs188:Pelvic obstr:0.500\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.484\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.366\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.303\n", " Maternal Maternal Lab History: LH-postPregnancy:-0.289\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.280\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.224\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.142\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.578\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.437\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.417\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.376\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.321\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.289\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.279\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP TUMOR MARKER(DPC IMMULITE 2000)-postPregnancy:1.000\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.332\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.263\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.184\n", " Diagnosis:9ccs153:GI hemorrhag:0.172\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.144\n", "\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:0.992\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.989\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.774\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.535\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy:0.204\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.183\n", " Diagnosis:9ccs219:Low birth wt:0.171\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.544\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.423\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.163\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.115\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.111\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.100\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.086\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.364\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.147\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.124\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.114\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.088\n", " Maternal Diagnosis:9ccs187:Malposition:0.082\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", "\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.791\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.500\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", " Diagnosis:9ccs242:Poisn ot med:0.268\n", "\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Maternal Lab History: eGFR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.701\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.684\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.631\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:-0.612\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:-0.530\n", "\n", " Maternal Maternal Lab History: VARICELLA IGM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: VARICELLA IGM-postPregnancy:1.000\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.479\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.295\n", " Newborn Diagnosis:9ccs221:Resp distres:0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.267\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.266\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.250\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.186\n", "\n", " Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PREVIOUS PAP RESULT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.644\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.422\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.414\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.397\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.372\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.365\n", " Maternal Diagnosis:9ccs117:Ot circul dx:-0.354\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.317\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.303\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.661\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.645\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-postPregnancy:0.577\n", " Maternal Maternal Lab History: eGFR-otherPregnancy:-0.530\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs53:Hyperlipidem-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.460\n", "\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:0.500\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.373\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.351\n", " Maternal Vital: Ht Percentile-postPregnancy:0.217\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.156\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.135\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.384\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.365\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.358\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.355\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.331\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.304\n", " Maternal Vital: PL-otherPregnancy:-0.268\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.214\n", "\n", " Maternal Diagnosis:9ccs24:Breast cancr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs24:Breast cancr:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.114\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.058\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.058\n", " MatDeliveryAge:0.055\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:0.996\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.992\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:0.813\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:-0.530\n", " Diagnosis:9ccs219:Low birth wt:0.170\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.158\n", " Maternal Vital: Ht Percentile-postPregnancy:-0.151\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.147\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.874\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.520\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.512\n", " Maternal Maternal Procedure History:93005-otherPregnancy:0.500\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.356\n", " Maternal Diagnosis:9ccs194:Forceps del:0.354\n", " Maternal Maternal Diagnosis:9ccs122:Pneumonia-postPregnancy:-0.354\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.298\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.245\n", "\n", " Maternal Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs122:Pneumonia:1.000\n", " Maternal Diagnosis:9ccs126:Ot up rsp in:0.577\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.207\n", " Maternal Diagnosis:9ccs59:Anemia:0.098\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.045\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.043\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:-0.556\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: TSH-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: IRON-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.474\n", "\n", " Maternal Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs133:Oth low resp:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.397\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.346\n", " Diagnosis:9ccs234:Crush injury:0.138\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.126\n", " Maternal Diagnosis:9ccs259:Unclassified:0.126\n", " Diagnosis:9ccs197:Skin infectn:0.103\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.075\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.063\n", "\n", " Maternal Maternal Lab History: LACTIC ACID-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: LACTIC ACID-postPregnancy:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.550\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.234\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:-0.224\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:0.204\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.188\n", " Diagnosis:9ccs123:Influenza:0.183\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-postPregnancy:0.866\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.750\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.447\n", "\n", " Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEAD LEVEL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.152\n", " Maternal Diagnosis:9ccs168:PID:0.148\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:-0.138\n", " Maternal Vital: BMI-postPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.092\n", "\n", " Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs127:COPD-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.731\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.359\n", " Maternal Maternal Diagnosis:9ccs174:Fem infertil-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.313\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:-0.250\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.248\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.228\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:-0.612\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.500\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:0.500\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.500\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.464\n", "\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.683\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.500\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.397\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.304\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.297\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.289\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.254\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.253\n", "\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RETIC HGB-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:-0.747\n", " Maternal Maternal Lab History: RET %-postPregnancy:-0.746\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:0.321\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:-0.271\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.238\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.233\n", " Diagnosis:9ccs240:Burns:-0.228\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.207\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:0.553\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.381\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.285\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:10ccs238:Complic proc:0.267\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.138\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.136\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.132\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.127\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Diagnosis:9ccs235:Opn wnd head | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.600\n", " Maternal Maternal Diagnosis:9ccs161:Ot dx kidney-postPregnancy:0.504\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.437\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.364\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.328\n", " Maternal Maternal Lab History: HEP B DNA PCR COPIES/ML-postPregnancy:0.315\n", " Maternal Maternal Lab History: HEP B DNA QUANT PCR IU/ML-postPregnancy:0.315\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.306\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.293\n", "\n", " Maternal Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.046\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.045\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs215:gu cong anom:0.354\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.160\n", " Maternal Diagnosis:9ccs168:PID:-0.148\n", " Diagnosis:9ccs247:Lymph enlarg:-0.142\n", " Maternal Maternal Lab History: ALPHA FETO PROTEIN TUMOR MARKE-postPregnancy:0.109\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.103\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.103\n", " Diagnosis:9ccs224:Ot perint dx:0.095\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.091\n", "\n", " Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES 1/2 IGM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs180:Ectopic preg-postPregnancy:-0.577\n", " Maternal Maternal Diagnosis:9ccs224:Ot perint dx-postPregnancy:-0.500\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.404\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.209\n", " Maternal Maternal Procedure History:36415-postPregnancy:-0.177\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.172\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.159\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:-0.500\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:-0.500\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.491\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:-0.474\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.392\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.282\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.279\n", "\n", " Maternal Maternal Lab History: HBV DNA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HBV DNA-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.298\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.194\n", " Diagnosis:9ccs154:Gastroent:0.168\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.150\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.144\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.119\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.115\n", "\n", " Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHr(RETIC HGB CONTENT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: RETICULOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.644\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.643\n", " Maternal Maternal Lab History: VITAMIN B-12-postPregnancy:0.607\n", " Maternal Maternal Lab History: IRON % SATURATION-postPregnancy:0.538\n", " Maternal Maternal Lab History: LUTENIZING HORMONE(LH)-postPregnancy:0.500\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.480\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.274\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Lab History: T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3 UPTAKE-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-4-postPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.624\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.609\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.441\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.258\n", " Maternal Vital: Wt Change-otherPregnancy:0.238\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.225\n", "\n", " Maternal Maternal Procedure History:93005-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:93005-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-otherPregnancy:0.608\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.557\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.554\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.525\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.520\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-otherPregnancy:0.500\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-otherPregnancy:0.413\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.356\n", "\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.639\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.634\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.632\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.519\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.508\n", " Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", "\n", " Maternal Maternal Lab History: RET ABS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: RET ABS-postPregnancy:1.000\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.998\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.747\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs209:Ot acq defor-postPregnancy:-0.261\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.241\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:-0.239\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.222\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.212\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-otherPregnancy:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.548\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.445\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.386\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.375\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.204\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.204\n", " Diagnosis:9ccs76:Meningitis:0.190\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.591\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.236\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:-0.226\n", " Maternal Vital: BMI-postPregnancy:-0.194\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.192\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.185\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.154\n", "\n", " Maternal Diagnosis:9ccs93:Dizziness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs93:Dizziness:1.000\n", " Maternal Diagnosis:9ccs250:Nausea/vomit:0.499\n", " Maternal Maternal Lab History: ATYPICAL LYMPHOCYTES-postPregnancy:-0.354\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.274\n", " Maternal Vital: PL-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.158\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.149\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.121\n", " Maternal Vital: RR-postPregnancy:-0.119\n", "\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:0.612\n", " Maternal Maternal Lab History: SEX HORMONE BINDING GLOBULIN-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.500\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs145:Int obstruct-postPregnancy:0.474\n", " Maternal Maternal Lab History: FOLATE-postPregnancy:0.392\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.345\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.293\n", "\n", " Maternal Diagnosis:9ccs67:Subst-r mntl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs67:Subst-r mntl:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2619:e codes: other specified- nec:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.277\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.243\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.194\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.152\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.138\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.133\n", "\n", " Maternal Diagnosis:9ccs102:Chest pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs102:Chest pain:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Maternal Diagnosis:9ccs184:Early labor:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.096\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.072\n", "\n", " Maternal Maternal Lab History: T-3(Total)-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.683\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.500\n", " Maternal Maternal Lab History: PROGESTERONE-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-otherPregnancy:-0.500\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.439\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.433\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:-0.408\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.397\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.396\n", "\n", " Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs219:Low birth wt-postPregnancy:0.354\n", " Maternal Maternal Lab History: RET ABS-postPregnancy:0.320\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.318\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: RET %-postPregnancy:0.300\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.282\n", " Maternal Maternal Lab History: RETIC HGB-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.205\n", "\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.097\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.046\n", "\n", " Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs196:Nml preg/del:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.120\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.072\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.072\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.043\n", " Diagnosis:9ccs198:Ot infl skin:0.041\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.152\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.152\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.098\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.090\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.086\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.305\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.293\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.139\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.115\n", "\n", " Maternal Diagnosis:9ccs53:Hyperlipidem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs53:Hyperlipidem:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.229\n", " Diagnosis:9ccs208:Acq foot def:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.125\n", " Diagnosis:9ccs259:Unclassified:0.101\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.096\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.084\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.081\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.074\n", "\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs8:Oth infectns-postPregnancy:0.533\n", " Maternal Maternal Diagnosis:9ccs62:Coag/hemr dx-otherPregnancy:0.500\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.362\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.351\n", " Maternal Vital: Ht Percentile-postPregnancy:0.263\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.141\n", "\n", " Maternal Maternal Lab History: IRON-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:1.000\n", " Maternal Diagnosis:9ccs3:Oth bact inf:0.707\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.540\n", " Maternal Maternal Lab History: TSH-otherPregnancy:0.500\n", " Maternal Maternal Lab History: CREAT CLEAR RESULT-otherPregnancy:-0.500\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.484\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.474\n", "\n", " Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: THYROGLOBULIN AB-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97803-otherPregnancy:0.289\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.163\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.138\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: AST-otherPregnancy:-0.123\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.096\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.084\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Diagnosis:9ccs210:SLE:0.315\n", " Maternal Diagnosis:9ccs204:Ot joint dx:0.315\n", " Maternal Diagnosis:9ccs130:Pleurisy:0.315\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.158\n", " Maternal Diagnosis:9ccs128:Asthma:0.135\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.115\n", "\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.500\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.258\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.250\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.204\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.192\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.176\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.913\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.538\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-postPregnancy:-0.500\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.457\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.365\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.199\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.123\n", "\n", " Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.370\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.348\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.181\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.178\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.176\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.134\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.126\n", "\n", " Maternal Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.764\n", " Maternal Maternal Lab History: VITAMIN B-12-otherPregnancy:0.707\n", " Maternal Maternal Lab History: FOLATE-otherPregnancy:0.707\n", " Maternal Maternal Lab History: IRON-otherPregnancy:0.707\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-otherPregnancy:0.707\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.577\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.477\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.348\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.337\n", "\n", " Diagnosis:9ccs16:Liver/ibd ca | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.447\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.142\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.119\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.118\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.105\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.094\n", "\n", " Maternal Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Maternal Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Maternal Diagnosis:9ccs235:Opn wnd head:1.000\n", " Maternal Diagnosis:9ccs239:Superfic inj:0.707\n", " Maternal Diagnosis:9ccs2621:E Codes: Place of occurrence:0.500\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.447\n", " Newborn Diagnosis:9ccs253:Allergy:0.315\n", " Diagnosis:9ccs215:gu cong anom:0.249\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs219:Low birth wt:0.195\n", "\n", " Maternal Vital: PEF-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: PEF-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-otherPregnancy:0.612\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.559\n", " Maternal Maternal Lab History: FREE T3-otherPregnancy:0.558\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.516\n", " Maternal Maternal Lab History: HEMOGLOBIN S-otherPregnancy:0.500\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.412\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.403\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.303\n", "\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MICRO/CREAT RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: MICROALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.791\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.627\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.615\n", " Maternal Maternal Diagnosis:10ccs4:Mycoses-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:10ccs7:Viral infect-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs234:Crush injury-postPregnancy:0.500\n", " Maternal Vital: SpO2-postPregnancy:-0.429\n", " Diagnosis:9ccs242:Poisn ot med:0.268\n", "\n", " Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: METAMYELOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.694\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.560\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.400\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.395\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.326\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.311\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.276\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.235\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.194\n", "\n", " Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.540\n", " Maternal Maternal Lab History: DEOXYCHOLIC ACID-postPregnancy:-0.535\n", " Maternal Maternal Lab History: CHOLIC ACID-postPregnancy:-0.530\n", " Maternal Maternal Lab History: BILE ACIDS-postPregnancy:-0.529\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.196\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.187\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.177\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.250\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.210\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.156\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.154\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.071\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.652\n", " Maternal Diagnosis:9ccs75:Hx mental dx:0.577\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.218\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.176\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.149\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs193:OB-related perin trauma-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.186\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.153\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs89:Blindness-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97035-postPregnancy:-0.612\n", " Maternal Maternal Lab History: GLUCOSE (Fasting)-postPregnancy:-0.612\n", " Maternal Maternal Lab History: 25-hydroxy Vitamin D-postPregnancy:0.612\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.438\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs239:Superfic inj-postPregnancy:0.354\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.341\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.338\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.299\n", "\n", " Newborn Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Diagnosis:9ccs5:HIV infectn-postPregnancy:0.707\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.475\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.408\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.384\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.383\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.338\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.319\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.318\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.336\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.238\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.192\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.191\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.183\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.737090913928\n", "Number of Visits : 0.0070514261125\n", "MatDeliveryAge : 0.00573911735691\n", "Maternal Vital : 0.0279513587902\n", "Maternal Maternal Lab History : 0.0943195855643\n", "Census : 0.0730722508627\n", "Maternal Diagnosis : 0.0119885824021\n", "Maternal Maternal Diagnosis : 0.0130989849543\n", "Diagnosis : 0.0203334309265\n", "Maternal Maternal Procedure History : 0.00504628726367\n", "Lab : 0.00150397951891\n", "Newborn Diagnosis : 0.00280408232004\n", "Time to run analysis 2:08:42.780996\n", "Total Time elapsed 13:06:12.361476\n", "-----------------------------------------------------\n", "\n", "girls no_min no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.972, R^2 test: -0.688\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.096\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.798, R^2 test: 0.130\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.392, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.812, Explained Variance Score Test: 0.347\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.900, R^2 test: -0.884\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.758, R^2 test: 0.069\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.636, R^2 test: 0.222\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.340, R^2 test: 0.345\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.900, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.810, Explained Variance Score Test: 0.342\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.954, R^2 test: -0.530\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.834, R^2 test: -0.046\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.727, R^2 test: 0.067\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.811, Explained Variance Score Test: 0.287\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.964, R^2 test: -0.185\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.847, R^2 test: 0.160\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.767, R^2 test: 0.230\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.823, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.862, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.802, Explained Variance Score Test: 0.306\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.949, R^2 test: -1.436\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.840, R^2 test: -0.370\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.769, R^2 test: -0.107\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.450, R^2 test: 0.164\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.828, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.815, Explained Variance Score Test: 0.384\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.928, R^2 test: -0.295\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.786, R^2 test: 0.109\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.682, R^2 test: 0.136\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.814, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.930, R^2 test: -1.437\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.795, R^2 test: 0.012\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.694, R^2 test: 0.209\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.360, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.801, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.938, R^2 test: -1.858\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.803, R^2 test: -0.293\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.706, R^2 test: -0.120\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.426, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.864, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.803, Explained Variance Score Test: 0.311\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.941, R^2 test: -1.362\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.737, R^2 test: 0.010\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.628, R^2 test: 0.108\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.800, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.923, R^2 test: -0.720\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.812, R^2 test: -0.108\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.693, R^2 test: 0.003\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.803, Explained Variance Score Test: 0.342\n", "\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.939, R^2 test: -0.907\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.744, R^2 test: 0.056\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.650, R^2 test: 0.232\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.791, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.944, R^2 test: -2.319\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.801, R^2 test: -0.522\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.696, R^2 test: -0.188\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.818, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.974, R^2 test: -2.112\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.857, R^2 test: -0.469\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.743, R^2 test: -0.014\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.386, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.949, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.825, Explained Variance Score Test: 0.379\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.955, R^2 test: -0.744\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.039\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.695, R^2 test: 0.095\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.413, R^2 test: 0.200\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.844, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.795, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.934, R^2 test: -0.670\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.058\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.735, R^2 test: 0.208\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.441\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.834, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.449\n", "AUC Test: 0.827, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.956, R^2 test: -0.445\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.805, R^2 test: -0.047\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.665, R^2 test: 0.086\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.785, Explained Variance Score Test: 0.283\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.892, R^2 test: -1.363\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.679, R^2 test: -0.046\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.542, R^2 test: 0.122\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.800, Explained Variance Score Test: 0.289\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.877, R^2 test: -0.748\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.683, R^2 test: 0.074\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.562, R^2 test: 0.158\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.721, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.806, Explained Variance Score Test: 0.242\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.942, R^2 test: -0.708\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.801, R^2 test: -0.031\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.691, R^2 test: 0.137\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.803, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.799, Explained Variance Score Test: 0.326\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.822, R^2 test: -0.724\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.671, R^2 test: -0.023\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.573, R^2 test: 0.074\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.789, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.972, R^2 test: -2.097\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.866, R^2 test: -1.236\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.767, R^2 test: -0.587\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.820, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.930, R^2 test: -1.281\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.763, R^2 test: -0.023\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.640, R^2 test: 0.084\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.159\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.796, Explained Variance Score Test: 0.299\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.966, R^2 test: -0.753\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.836, R^2 test: -0.126\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.735, R^2 test: 0.063\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.802, Explained Variance Score Test: 0.298\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.965, R^2 test: -1.272\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.810, R^2 test: -0.215\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.709, R^2 test: 0.076\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.812, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.974, R^2 test: -0.290\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.863, R^2 test: 0.085\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.771, R^2 test: 0.207\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.333\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.815, Explained Variance Score Test: 0.364\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.938, R^2 test: -0.610\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.828, R^2 test: 0.084\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.735, R^2 test: 0.246\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.377\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.794, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.968, R^2 test: -1.650\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.821, R^2 test: -0.403\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.727, R^2 test: -0.086\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.849, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.785, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.967, R^2 test: -0.939\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.837, R^2 test: 0.052\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.754, R^2 test: 0.182\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.805, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.909, R^2 test: -1.692\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.750, R^2 test: -0.178\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.643, R^2 test: -0.012\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.810, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.902, R^2 test: -0.992\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.737, R^2 test: -0.090\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.615, R^2 test: 0.085\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.338, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.803, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.923, R^2 test: -0.878\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.804, R^2 test: -0.161\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.730, R^2 test: -0.023\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.424, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.894, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.812, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.959, R^2 test: -1.327\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.833, R^2 test: -0.374\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.196\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.366, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.812, Explained Variance Score Test: 0.316\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.961, R^2 test: -1.221\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.826, R^2 test: -0.271\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.736, R^2 test: -0.033\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.814, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.953, R^2 test: -1.705\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.798, R^2 test: -0.277\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.665, R^2 test: -0.027\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.804, Explained Variance Score Test: 0.335\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.932, R^2 test: -1.585\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.761, R^2 test: 0.043\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.678, R^2 test: 0.183\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.399, R^2 test: 0.357\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.838, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.815, Explained Variance Score Test: 0.355\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.827, R^2 test: -1.995\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.638, R^2 test: -0.128\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.553, R^2 test: 0.094\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.856, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.805, Explained Variance Score Test: 0.324\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.946, R^2 test: -0.671\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.153\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.723, R^2 test: 0.015\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.437, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.832, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.816, Explained Variance Score Test: 0.346\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.937, R^2 test: -1.380\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.779, R^2 test: -0.013\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.685, R^2 test: 0.143\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.344, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.745, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.794, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.912, R^2 test: -1.316\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.771, R^2 test: -0.062\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.655, R^2 test: 0.138\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.809, Explained Variance Score Test: 0.333\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.963, R^2 test: -1.339\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.824, R^2 test: -0.312\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.724, R^2 test: -0.105\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.877, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.803, Explained Variance Score Test: 0.326\n", "\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.912, R^2 test: -0.917\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.752, R^2 test: 0.123\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.655, R^2 test: 0.209\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.434, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.796, Explained Variance Score Test: 0.329\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.930, R^2 test: -0.416\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.800, R^2 test: 0.123\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.710, R^2 test: 0.248\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.425, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.855, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.813, Explained Variance Score Test: 0.353\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.966, R^2 test: -1.104\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.848, R^2 test: -0.081\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.771, R^2 test: 0.143\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.360\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.812, Explained Variance Score Test: 0.377\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.948, R^2 test: -1.033\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.813, R^2 test: -0.001\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.722, R^2 test: 0.143\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.399, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.797, Explained Variance Score Test: 0.335\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.925, R^2 test: -0.988\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.788, R^2 test: 0.004\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.688, R^2 test: 0.126\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.397, R^2 test: 0.296\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.898, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.806, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.951, R^2 test: -2.243\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.799, R^2 test: -0.581\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.690, R^2 test: -0.315\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.786, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.949, R^2 test: -0.133\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.806, R^2 test: 0.243\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.277\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.791, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.955, R^2 test: -0.948\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.840, R^2 test: 0.059\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.218\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.387\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.816, Explained Variance Score Test: 0.346\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.941, R^2 test: -0.980\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.773, R^2 test: 0.025\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.658, R^2 test: 0.169\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.412, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.799, Explained Variance Score Test: 0.309\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.934, R^2 test: -1.135\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.789, R^2 test: -0.018\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.674, R^2 test: 0.235\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.291, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.771, Explained Variance Score Test: 0.224\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.871, R^2 test: -2.818\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.723, R^2 test: -0.690\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.617, R^2 test: -0.267\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.790, Explained Variance Score Test: 0.271\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.959, R^2 test: -1.362\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.837, R^2 test: -0.391\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.723, R^2 test: -0.032\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.813, Explained Variance Score Test: 0.323\n", "\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.948, R^2 test: -1.350\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.820, R^2 test: -0.353\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.721, R^2 test: -0.131\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.814, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.929, R^2 test: -2.558\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.752, R^2 test: -0.695\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.615, R^2 test: -0.252\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.146\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.801, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.937, R^2 test: -0.297\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.790, R^2 test: 0.313\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.660, R^2 test: 0.361\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.790, Explained Variance Score Test: 0.273\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.943, R^2 test: -1.985\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.795, R^2 test: -0.387\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.692, R^2 test: -0.042\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.413, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.855, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.793, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.968, R^2 test: -1.625\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.846, R^2 test: -0.451\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.164\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.814, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.944, R^2 test: -1.187\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.341\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.786, R^2 test: -0.130\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.484, R^2 test: 0.182\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.852, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.825, Explained Variance Score Test: 0.392\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.858, R^2 test: -2.110\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.728, R^2 test: -0.612\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.626, R^2 test: -0.267\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.346, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.620, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.801, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.955, R^2 test: -1.910\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.822, R^2 test: -0.474\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.209\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.436, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.841, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.809, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.921, R^2 test: -0.661\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.777, R^2 test: -0.049\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.647, R^2 test: 0.121\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.800, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.958, R^2 test: -1.777\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.796, R^2 test: -0.272\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.671, R^2 test: -0.030\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.121\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.796, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.948, R^2 test: -0.300\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.790, R^2 test: 0.175\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.661, R^2 test: 0.218\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.812, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.911, R^2 test: -1.486\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.773, R^2 test: -0.151\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.671, R^2 test: 0.136\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.810, Explained Variance Score Test: 0.304\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.946, R^2 test: -0.637\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.819, R^2 test: -0.267\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.715, R^2 test: -0.105\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.838, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.807, Explained Variance Score Test: 0.290\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.903, R^2 test: -1.287\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.768, R^2 test: -0.273\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.673, R^2 test: -0.007\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.197\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.811, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.890, R^2 test: -0.548\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.742, R^2 test: 0.032\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.642, R^2 test: 0.203\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.799, Explained Variance Score Test: 0.277\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.956, R^2 test: -2.351\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.646\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.762, R^2 test: -0.253\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.443, R^2 test: 0.272\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.886, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.821, Explained Variance Score Test: 0.362\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.952, R^2 test: -1.312\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.339\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.732, R^2 test: -0.115\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.848, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.807, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.957, R^2 test: -0.093\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.840, R^2 test: 0.120\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.744, R^2 test: 0.178\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.320\n", "AUC Test: 0.804, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.912, R^2 test: -2.199\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.753, R^2 test: -0.083\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.661, R^2 test: 0.101\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.374, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.802, Explained Variance Score Test: 0.345\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.511\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.741, R^2 test: -0.099\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.653, R^2 test: 0.094\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.331\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.792, Explained Variance Score Test: 0.313\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.933, R^2 test: -0.703\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.770, R^2 test: 0.021\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.614, R^2 test: 0.203\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.257\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.933, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.796, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.787\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.811, R^2 test: -0.161\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.016\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.800, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.942, R^2 test: -5.024\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.796, R^2 test: -1.320\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.691, R^2 test: -0.546\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.819, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.959, R^2 test: -0.391\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.851, R^2 test: 0.081\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.779, R^2 test: 0.198\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.428, R^2 test: 0.408\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.803, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.918, R^2 test: -1.976\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.797, R^2 test: -0.437\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.702, R^2 test: -0.071\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.242\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.809, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.891, R^2 test: -0.790\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.747, R^2 test: -0.091\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.666, R^2 test: 0.122\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.807, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.842\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.854, R^2 test: -0.377\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.749, R^2 test: 0.005\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.412, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.798, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.223\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.757, R^2 test: 0.010\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.660, R^2 test: 0.149\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.799, Explained Variance Score Test: 0.307\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.967, R^2 test: -0.810\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.829, R^2 test: -0.155\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.710, R^2 test: -0.099\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.787, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.905, R^2 test: -2.210\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.765, R^2 test: -0.403\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.643, R^2 test: -0.054\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.805, Explained Variance Score Test: 0.318\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.945, R^2 test: -0.564\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.774, R^2 test: 0.157\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.692, R^2 test: 0.226\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.420, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.810, Explained Variance Score Test: 0.320\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.967, R^2 test: -2.131\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.843, R^2 test: -0.416\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.739, R^2 test: -0.021\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.349\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.803, Explained Variance Score Test: 0.309\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.954, R^2 test: -1.360\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.806, R^2 test: -0.086\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.687, R^2 test: 0.205\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.863, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.798, Explained Variance Score Test: 0.323\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.923, R^2 test: -1.173\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.814, R^2 test: 0.078\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.746, R^2 test: 0.217\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.437, R^2 test: 0.355\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.785, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.806, Explained Variance Score Test: 0.363\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.935, R^2 test: -0.979\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.802, R^2 test: -0.034\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.116\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.825, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.794, Explained Variance Score Test: 0.308\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.901, R^2 test: -2.242\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.739, R^2 test: -0.226\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.637, R^2 test: 0.045\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.743, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.825, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.913, R^2 test: -1.748\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.741, R^2 test: 0.140\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.634, R^2 test: 0.309\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.353\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.791, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.935, R^2 test: -2.548\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.769, R^2 test: -0.493\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.657, R^2 test: -0.058\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.345\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.802, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.895, R^2 test: -2.182\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.733, R^2 test: -0.251\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.617, R^2 test: 0.031\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.283\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.788, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.960, R^2 test: -0.196\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.809, R^2 test: 0.215\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.701, R^2 test: 0.271\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.803, Explained Variance Score Test: 0.308\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.966, R^2 test: -0.698\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.855, R^2 test: -0.075\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.082\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.798, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.609\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.838, R^2 test: -0.305\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.729, R^2 test: 0.054\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.816, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.959, R^2 test: -1.031\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.867, R^2 test: -0.379\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.805, R^2 test: -0.165\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.385, R^2 test: 0.465\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.869, Explained Variance Score Validation: 0.466\n", "AUC Test: 0.814, Explained Variance Score Test: 0.374\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.902, R^2 test: -0.954\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.768, R^2 test: -0.179\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.665, R^2 test: 0.107\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.327\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.808, Explained Variance Score Test: 0.323\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.951, R^2 test: -1.184\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.797, R^2 test: 0.022\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.694, R^2 test: 0.185\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.828, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.803, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.943, R^2 test: -0.522\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.813, R^2 test: -0.058\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.717, R^2 test: 0.084\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.842, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.817, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.502\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.847, R^2 test: 0.038\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.764, R^2 test: 0.143\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.812, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.943, R^2 test: -3.557\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.811, R^2 test: -0.323\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.709, R^2 test: -0.129\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.111\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.831, Explained Variance Score Test: 0.354\n", "\n", "total Variables 2026 and total subjects: 1698\n", "->AUC validation: 0.766 95% CI: [0.753 , 0.779]\n", "->AUC test: 0.805 95% CI: [0.803 , 0.807]\n", "->R^2 validation: 0.269 95% CI: [0.254 , 0.283]\n", "->R^2 test: 0.320 95% CI: [0.314 , 0.327]\n", "->Explained Variance validation: 0.259 95% CI: [0.244 , 0.273]\n", "->Explained Variance test: 0.315 95% CI: [0.309 , 0.322]\n", "Test set metrics:\n", "@threshold:1.770, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.709, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:1.705, sens:0.036, spec:1.000, ppv:1.000, acc:0.844, f1:0.070, mcc:0.000, total+:2, total-:337\n", "@threshold:1.417, sens:0.109, spec:0.996, ppv:0.857, acc:0.853, f1:0.194, mcc:0.297, total+:7, total-:332\n", "@threshold:1.341, sens:0.127, spec:0.996, ppv:0.875, acc:0.855, f1:0.222, mcc:0.326, total+:8, total-:331\n", "@threshold:1.319, sens:0.164, spec:0.993, ppv:0.818, acc:0.858, f1:0.273, mcc:0.176, total+:11, total-:328\n", "@threshold:1.155, sens:0.182, spec:0.993, ppv:0.833, acc:0.861, f1:0.299, mcc:0.188, total+:12, total-:327\n", "@threshold:1.129, sens:0.182, spec:0.989, ppv:0.769, acc:0.858, f1:0.294, mcc:0.119, total+:13, total-:326\n", "@threshold:1.122, sens:0.200, spec:0.989, ppv:0.786, acc:0.861, f1:0.319, mcc:0.126, total+:14, total-:325\n", "@threshold:1.026, sens:0.218, spec:0.986, ppv:0.750, acc:0.861, f1:0.338, mcc:0.096, total+:16, total-:323\n", "@threshold:0.930, sens:0.236, spec:0.975, ppv:0.650, acc:0.855, f1:0.347, mcc:0.051, total+:20, total-:319\n", "@threshold:0.819, sens:0.255, spec:0.972, ppv:0.636, acc:0.855, f1:0.364, mcc:0.046, total+:22, total-:317\n", "@threshold:0.773, sens:0.273, spec:0.958, ppv:0.556, acc:0.847, f1:0.366, mcc:0.029, total+:27, total-:312\n", "@threshold:0.760, sens:0.273, spec:0.954, ppv:0.536, acc:0.844, f1:0.361, mcc:0.026, total+:28, total-:311\n", "@threshold:0.730, sens:0.291, spec:0.951, ppv:0.533, acc:0.844, f1:0.376, mcc:0.025, total+:30, total-:309\n", "@threshold:0.666, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.620, sens:0.345, spec:0.940, ppv:0.528, acc:0.844, f1:0.418, mcc:0.022, total+:36, total-:303\n", "@threshold:0.613, sens:0.345, spec:0.937, ppv:0.514, acc:0.841, f1:0.413, mcc:0.020, total+:37, total-:302\n", "@threshold:0.611, sens:0.364, spec:0.937, ppv:0.526, acc:0.844, f1:0.430, mcc:0.021, total+:38, total-:301\n", "@threshold:0.580, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.558, sens:0.436, spec:0.933, ppv:0.558, acc:0.853, f1:0.490, mcc:0.024, total+:43, total-:296\n", "@threshold:0.541, sens:0.436, spec:0.930, ppv:0.545, acc:0.850, f1:0.485, mcc:0.022, total+:44, total-:295\n", "@threshold:0.540, sens:0.455, spec:0.930, ppv:0.556, acc:0.853, f1:0.500, mcc:0.023, total+:45, total-:294\n", "@threshold:0.510, sens:0.491, spec:0.926, ppv:0.562, acc:0.855, f1:0.524, mcc:0.023, total+:48, total-:291\n", "@threshold:0.477, sens:0.509, spec:0.908, ppv:0.519, acc:0.844, f1:0.514, mcc:0.018, total+:54, total-:285\n", "@threshold:0.474, sens:0.509, spec:0.905, ppv:0.509, acc:0.841, f1:0.509, mcc:0.017, total+:55, total-:284\n", "@threshold:0.407, sens:0.527, spec:0.873, ppv:0.446, acc:0.817, f1:0.483, mcc:0.012, total+:65, total-:274\n", "@threshold:0.402, sens:0.527, spec:0.870, ppv:0.439, acc:0.814, f1:0.479, mcc:0.011, total+:66, total-:273\n", "@threshold:0.353, sens:0.545, spec:0.849, ppv:0.411, acc:0.799, f1:0.469, mcc:0.009, total+:73, total-:266\n", "@threshold:0.348, sens:0.545, spec:0.845, ppv:0.405, acc:0.796, f1:0.465, mcc:0.009, total+:74, total-:265\n", "@threshold:0.340, sens:0.564, spec:0.845, ppv:0.413, acc:0.799, f1:0.477, mcc:0.009, total+:75, total-:264\n", "@threshold:0.337, sens:0.564, spec:0.842, ppv:0.408, acc:0.796, f1:0.473, mcc:0.009, total+:76, total-:263\n", "@threshold:0.308, sens:0.582, spec:0.838, ppv:0.410, acc:0.796, f1:0.481, mcc:0.009, total+:78, total-:261\n", "@threshold:0.307, sens:0.582, spec:0.835, ppv:0.405, acc:0.794, f1:0.478, mcc:0.009, total+:79, total-:260\n", "@threshold:0.307, sens:0.600, spec:0.835, ppv:0.412, acc:0.796, f1:0.489, mcc:0.009, total+:80, total-:259\n", "@threshold:0.303, sens:0.600, spec:0.831, ppv:0.407, acc:0.794, f1:0.485, mcc:0.009, total+:81, total-:258\n", "@threshold:0.288, sens:0.618, spec:0.820, ppv:0.400, acc:0.788, f1:0.486, mcc:0.008, total+:85, total-:254\n", "@threshold:0.264, sens:0.636, spec:0.817, ppv:0.402, acc:0.788, f1:0.493, mcc:0.008, total+:87, total-:252\n", "@threshold:0.163, sens:0.655, spec:0.761, ppv:0.346, acc:0.743, f1:0.453, mcc:0.006, total+:104, total-:235\n", "@threshold:0.154, sens:0.673, spec:0.757, ppv:0.349, acc:0.743, f1:0.460, mcc:0.006, total+:106, total-:233\n", "@threshold:0.146, sens:0.691, spec:0.754, ppv:0.352, acc:0.743, f1:0.466, mcc:0.006, total+:108, total-:231\n", "@threshold:0.145, sens:0.691, spec:0.750, ppv:0.349, acc:0.740, f1:0.463, mcc:0.006, total+:109, total-:230\n", "@threshold:0.120, sens:0.709, spec:0.729, ppv:0.336, acc:0.726, f1:0.456, mcc:0.005, total+:116, total-:223\n", "@threshold:0.117, sens:0.709, spec:0.725, ppv:0.333, acc:0.723, f1:0.453, mcc:0.005, total+:117, total-:222\n", "@threshold:0.065, sens:0.727, spec:0.708, ppv:0.325, acc:0.711, f1:0.449, mcc:0.005, total+:123, total-:216\n", "@threshold:0.061, sens:0.727, spec:0.704, ppv:0.323, acc:0.708, f1:0.447, mcc:0.005, total+:124, total-:215\n", "@threshold:0.055, sens:0.745, spec:0.694, ppv:0.320, acc:0.702, f1:0.448, mcc:0.005, total+:128, total-:211\n", "@threshold:0.044, sens:0.745, spec:0.690, ppv:0.318, acc:0.699, f1:0.446, mcc:0.005, total+:129, total-:210\n", "@threshold:0.033, sens:0.764, spec:0.673, ppv:0.311, acc:0.687, f1:0.442, mcc:0.004, total+:135, total-:204\n", "@threshold:0.028, sens:0.764, spec:0.669, ppv:0.309, acc:0.684, f1:0.440, mcc:0.004, total+:136, total-:203\n", "@threshold:-0.007, sens:0.782, spec:0.648, ppv:0.301, acc:0.670, f1:0.434, mcc:0.004, total+:143, total-:196\n", "@threshold:-0.015, sens:0.800, spec:0.644, ppv:0.303, acc:0.670, f1:0.440, mcc:0.004, total+:145, total-:194\n", "@threshold:-0.025, sens:0.818, spec:0.637, ppv:0.304, acc:0.667, f1:0.443, mcc:0.004, total+:148, total-:191\n", "@threshold:-0.032, sens:0.818, spec:0.634, ppv:0.302, acc:0.664, f1:0.441, mcc:0.004, total+:149, total-:190\n", "@threshold:-0.043, sens:0.818, spec:0.620, ppv:0.294, acc:0.652, f1:0.433, mcc:0.004, total+:153, total-:186\n", "@threshold:-0.049, sens:0.818, spec:0.616, ppv:0.292, acc:0.649, f1:0.431, mcc:0.004, total+:154, total-:185\n", "@threshold:-0.086, sens:0.836, spec:0.599, ppv:0.287, acc:0.637, f1:0.428, mcc:0.004, total+:160, total-:179\n", "@threshold:-0.100, sens:0.836, spec:0.595, ppv:0.286, acc:0.634, f1:0.426, mcc:0.004, total+:161, total-:178\n", "@threshold:-0.101, sens:0.855, spec:0.595, ppv:0.290, acc:0.637, f1:0.433, mcc:0.004, total+:162, total-:177\n", "@threshold:-0.101, sens:0.855, spec:0.592, ppv:0.288, acc:0.634, f1:0.431, mcc:0.004, total+:163, total-:176\n", "@threshold:-0.116, sens:0.855, spec:0.577, ppv:0.281, acc:0.622, f1:0.423, mcc:0.004, total+:167, total-:172\n", "@threshold:-0.116, sens:0.855, spec:0.574, ppv:0.280, acc:0.619, f1:0.422, mcc:0.004, total+:168, total-:171\n", "@threshold:-0.136, sens:0.873, spec:0.556, ppv:0.276, acc:0.608, f1:0.419, mcc:0.003, total+:174, total-:165\n", "@threshold:-0.136, sens:0.873, spec:0.553, ppv:0.274, acc:0.605, f1:0.417, mcc:0.003, total+:175, total-:164\n", "@threshold:-0.152, sens:0.891, spec:0.546, ppv:0.275, acc:0.602, f1:0.421, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.153, sens:0.891, spec:0.542, ppv:0.274, acc:0.599, f1:0.419, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.162, sens:0.909, spec:0.532, ppv:0.273, acc:0.593, f1:0.420, mcc:0.003, total+:183, total-:156\n", "@threshold:-0.163, sens:0.909, spec:0.528, ppv:0.272, acc:0.590, f1:0.418, mcc:0.003, total+:184, total-:155\n", "@threshold:-0.175, sens:0.927, spec:0.521, ppv:0.273, acc:0.587, f1:0.421, mcc:0.003, total+:187, total-:152\n", "@threshold:-0.183, sens:0.927, spec:0.518, ppv:0.271, acc:0.584, f1:0.420, mcc:0.003, total+:188, total-:151\n", "@threshold:-0.201, sens:0.945, spec:0.507, ppv:0.271, acc:0.578, f1:0.421, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.205, sens:0.945, spec:0.504, ppv:0.269, acc:0.575, f1:0.419, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.261, sens:0.964, spec:0.447, ppv:0.252, acc:0.531, f1:0.400, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.261, sens:0.964, spec:0.444, ppv:0.251, acc:0.528, f1:0.398, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.662, sens:0.982, spec:0.165, ppv:0.186, acc:0.298, f1:0.312, mcc:0.002, total+:291, total-:48\n", "@threshold:-0.667, sens:0.982, spec:0.162, ppv:0.185, acc:0.295, f1:0.311, mcc:0.002, total+:292, total-:47\n", "@threshold:-1.779, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.113 95% CI: [0.094 , 0.132] | OR_adj 1.119 [1.098 1.141] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: BMI-latest | coef 0.092 95% CI: [0.070 , 0.113] | OR_adj 1.096 [1.072 1.120] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs233:Intracrn inj:0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.049\n", "\n", "* Vital: BMI-avg19to24 | coef 0.076 95% CI: [0.055 , 0.096] | OR_adj 1.079 [1.057 1.101] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", "* Vital: BMI-avg13to16 | coef 0.058 95% CI: [0.045 , 0.071] | OR_adj 1.060 [1.046 1.074] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs118:Phlebitis:0.066\n", " Newborn Diagnosis:9ccs59:Anemia:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.065\n", " Diagnosis:9ccs171:Menstrual dx:-0.065\n", " Diagnosis:9ccs210:SLE:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.053 95% CI: [0.040 , 0.067] | OR_adj 1.055 [1.041 1.069] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Lab:294147 FREE T4 - LMC:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", "\n", "* Vital: BMI-gain0to24 | coef 0.039 95% CI: [0.022 , 0.057] | OR_adj 1.040 [1.022 1.058] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.021 95% CI: [0.013 , 0.030] | OR_adj 1.021 [1.013 1.030] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs87:Retinal dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", "\n", "* Vital: Wt-latest | coef 0.019 95% CI: [0.013 , 0.025] | OR_adj 1.019 [1.013 1.026] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.019 95% CI: [0.012 , 0.026] | OR_adj 1.019 [1.012 1.027] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs72:Anxiety dx:-0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs199:Ulcer skin:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs76:Meningitis:0.052\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.016 95% CI: [0.008 , 0.024] | OR_adj 1.016 [1.008 1.024] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs188:Pelvic obstr:-0.055\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.053\n", " Diagnosis:9ccs171:Menstrual dx:-0.052\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.016 95% CI: [0.008 , 0.024] | OR_adj 1.016 [1.008 1.024] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs118:Phlebitis:0.058\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.012 95% CI: [-0.011 , 0.034] | OR_adj 1.012 [0.989 1.035] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", "* Vital: Wt-avg16to19 | coef 0.009 95% CI: [0.002 , 0.016] | OR_adj 1.009 [1.002 1.016] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", "\n", "* Vital: Wt-avg19to24 | coef 0.009 95% CI: [0.003 , 0.014] | OR_adj 1.009 [1.003 1.014] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.057\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.007 95% CI: [0.003 , 0.011] | OR_adj 1.007 [1.003 1.011] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Lab:306025 PPD:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.007 95% CI: [0.001 , 0.013] | OR_adj 1.007 [1.001 1.013] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs5:HIV infectn:0.068\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", "\n", "* Vital: Wt-gain0to24 | coef 0.006 95% CI: [0.001 , 0.011] | OR_adj 1.006 [1.001 1.011] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Lab:294495 LEAD, BLOOD - LMC:0.058\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.048\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.009] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs232:Sprain:-0.049\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.066\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", "\n", "* Vital: Wt-gain16to24 | coef -0.005 95% CI: [-0.009 , -0.001] | OR_adj 0.995 [0.991 0.999] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.004 95% CI: [-0.000 , 0.008] | OR_adj 1.004 [1.000 1.008] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", "* Vital: Wt-gain7to13 | coef -0.004 95% CI: [-0.008 , -0.000] | OR_adj 0.996 [0.992 1.000] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.077\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.004 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs171:Menstrual dx:-0.071\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs132:Lung externl:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Diagnosis:9ccs87:Retinal dx:-0.057\n", "\n", "* Vital: BMI-avg16to19 | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs230:Fx leg:-0.054\n", " Diagnosis:9ccs87:Retinal dx:-0.054\n", " Lab:294147 FREE T4 - LMC:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", "\n", "* Vital: Wt-avg10to13 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs87:Retinal dx:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.003 95% CI: [0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.057\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " MatDeliveryAge:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", "\n", "* Number of Visits | coef -0.003 95% CI: [-0.005 , -0.001] | OR_adj 0.997 [0.995 0.999] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.003 95% CI: [-0.003 , 0.009] | OR_adj 1.003 [0.997 1.009] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", "* Vital: BMI-avg10to13 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.059\n", "\n", "* Vital: BMI-avg7to10 | coef 0.003 95% CI: [-0.001 , 0.006] | OR_adj 1.003 [0.999 1.006] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs171:Menstrual dx:-0.063\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.003 95% CI: [-0.001 , 0.007] | OR_adj 1.003 [0.999 1.007] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", "* Vital: Wt-avg13to16 | coef 0.003 95% CI: [-0.002 , 0.008] | OR_adj 1.003 [0.998 1.008] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", "\n", "* Vital: Wt-avg7to10 | coef 0.003 95% CI: [-0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs59:Anemia:-0.069\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", "\n", " Vital: HC-latest | coef 0.002 95% CI: [0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", "* Vital: Wt Percentile-latest | coef 0.002 95% CI: [0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs236:Opn wnd extr:-0.071\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", "\n", "* Vital: Wt Change-latest | coef 0.002 95% CI: [0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", "\n", "* Vital: BMI-avg5to7 | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs145:Int obstruct:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.054\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.094\n", " Newborn Diagnosis:9ccs59:Anemia:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs245:Syncope:-0.050\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.006] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Diagnosis:9ccs72:Anxiety dx:-0.050\n", " Diagnosis:9ccs132:Lung externl:-0.050\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs5:HIV infectn:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.051\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.048\n", "\n", " Vital: RR-avg16to19 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs105:Conduction:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", "\n", " Vital: BMI-gain5to10 | coef -0.002 95% CI: [-0.005 , 0.001] | OR_adj 0.998 [0.995 1.001] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.061\n", " Diagnosis:9ccs228:Fx skull fac:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.057\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.051\n", "\n", " Vital: Ht Percentile-avg0to1 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs228:Fx skull fac:-0.070\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.058\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Diagnosis:9ccs236:Opn wnd extr:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.062\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", " MatDeliveryAge | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:-0.070\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs236:Opn wnd extr:-0.055\n", " Diagnosis:9ccs52:Nutrit defic:0.055\n", " Diagnosis:9ccs145:Int obstruct:-0.054\n", " Diagnosis:9ccs196:Nml preg/del:-0.054\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", "* Vital: HC-avg10to13 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", "\n", "* Vital: Wt-avg3to5 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", "\n", " Vital: Ht Percentile-avg1to3 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs252:Fatigue:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.062\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: HC-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", "\n", "* Vital: BMI-avg3to5 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.080\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs171:Menstrual dx:-0.059\n", " Diagnosis:9ccs72:Anxiety dx:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.048\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", "\n", " Vital: HC-gain0to3 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", " Vital: HC-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", " Lab:306025 PPD:-0.064\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs5:HIV infectn:-0.048\n", "\n", "* Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", " Vital: HC-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:0.075\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs120:Hemmorhoids:-0.069\n", " Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.058\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs106:Dysrhythmia:-0.057\n", " Diagnosis:9ccs171:Menstrual dx:-0.057\n", "\n", " Vital: HR-avg16to19 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", "\n", " Vital: Wt Percentile-gain16to24 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", "\n", "* Vital: Ht Percentile-latest | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.086\n", " Diagnosis:9ccs0:No DX:0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs49:DiabMel no c:0.064\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", "\n", " Vital: Wt-avg0to1 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", "* Vital: Wt-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.057\n", " Number of Visits:0.055\n", " Diagnosis:9ccs233:Intracrn inj:0.055\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.073\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs120:Hemmorhoids:0.066\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.059\n", " Diagnosis:9ccs232:Sprain:-0.058\n", " Diagnosis:9ccs145:Int obstruct:0.056\n", "\n", "* Vital: HC-avg19to24 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.057\n", "\n", " Vital: Ht-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs105:Conduction:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", "\n", " Vital: Ht-gain0to3 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: Wt-gain13to19 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.048\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", "\n", " Vital: HR-avg13to16 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs106:Dysrhythmia:-0.075\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs190:Fetal distrs:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.072\n", "\n", "* Vital: BMI-gain7to13 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Vital: Wt-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Diagnosis:9ccs233:Intracrn inj:-0.071\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs225:Joint injury:0.068\n", " Diagnosis:9ccs5:HIV infectn:-0.066\n", "\n", " Vital: Ht-gain5to10 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.093\n", " Diagnosis:9ccs5:HIV infectn:0.091\n", " Diagnosis:9ccs254:Rehab:0.090\n", " Diagnosis:9ccs145:Int obstruct:0.079\n", " Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", "\n", " Vital: Wt Change-avg7to10 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.096\n", " Diagnosis:9ccs47:Ot bnign neo:0.073\n", " Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs190:Fetal distrs:0.055\n", "\n", " Vital: Ht-gain1to5 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: BMI-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.061\n", " Diagnosis:9ccs210:SLE:0.060\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.055\n", "\n", " Vital: Ht Percentile-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs70:Schizo/rl dx:0.067\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Diagnosis:9ccs118:Phlebitis:-0.062\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.095\n", " Diagnosis:9ccs87:Retinal dx:0.095\n", "\n", " Vital: Ht Percentile-avg3to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs118:Phlebitis:-0.059\n", "\n", " Vital: Temp-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs229:Fx arm:-0.067\n", " Diagnosis:9ccs246:FUO:0.064\n", " Diagnosis:9ccs118:Phlebitis:0.063\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs254:Rehab:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", "\n", " Vital: Wt-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.075\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", " Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.058\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.058\n", " Diagnosis:9ccs232:Sprain:0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", "\n", " Vital: HC-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", "\n", " Vital: BMI-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.079\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs232:Sprain:0.059\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.056\n", " Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", "\n", " Vital: HC-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.089\n", " Diagnosis:9ccs199:Ulcer skin:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Diagnosis:9ccs204:Ot joint dx:0.059\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Diagnosis:9ccs117:Ot circul dx:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", " Vital: Temp-avg0to1 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Lab:294147 FREE T4 - LMC:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.062\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs188:Pelvic obstr:-0.057\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs171:Menstrual dx:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", "\n", " Vital: Temp-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs52:Nutrit defic:0.049\n", "\n", " Vital: Ht-gain10to16 | coef -0.000 95% CI: [-0.002 , 0.001] | OR_adj 1.000 [0.998 1.001] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", " Vital: Ht-avg1to3 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", " Vital: Wt Change-avg0to1 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs168:PID:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs118:Phlebitis:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.054\n", "\n", " Vital: Ht-avg10to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Diagnosis:9ccs7:Viral infect | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.115\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.115\n", " Diagnosis:9ccs259:Unclassified:-0.113\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.108\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.092\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.069\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Diagnosis:9ccs118:Phlebitis:0.064\n", " Diagnosis:9ccs240:Burns:-0.063\n", "\n", " Vital: Wt Percentile-gain7to13 | coef -0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:10ccs238:Complic proc:0.077\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.077\n", " Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs199:Ulcer skin:-0.071\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs245:Syncope:-0.059\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.054\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", " Vital: Ht-avg7to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs73:Preadult dx:0.072\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.070\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.089\n", " Lab:294495 LEAD, BLOOD - LMC:-0.087\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.071\n", "\n", " Vital: HR-latest | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", " Vital: Ht Percentile-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Vital: HC-gain16to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", " Diagnosis:9ccs4:Mycoses | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs145:Int obstruct:0.071\n", " Diagnosis:9ccs225:Joint injury:0.071\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: BMI-gain16to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.057\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs63:Wht blood dx:-0.049\n", " Diagnosis:9ccs234:Crush injury:-0.047\n", " Lab:292495 LEAD LEVEL - Sunrise:0.047\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", "* Vital: Wt-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.072\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs142:Appendicitis:0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.055\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Diagnosis:9ccs254:Rehab:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.083\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:-0.059\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.053\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs245:Syncope:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.050\n", "\n", "Vital : 0.618385446567\n", "Newborn Diagnosis : 0.0163838028339\n", "Number of Visits : -0.00331018876832\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0014689326497\n", "Diagnosis : -0.00301973222855\n", "Lab : 0.000143162635991\n", "Time to run analysis 0:00:45.645783\n", "Total Time elapsed 13:06:58.007484\n", "-----------------------------------------------------\n", "\n", "girls no_min no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.155\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.164\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.151\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.789, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.171\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.178\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.185\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.779, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.220\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.240\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.697, R^2 test: 0.269\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.697\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.805, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.003\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.107\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.168\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.778, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.236\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.218\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.229\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.791, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.274\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.266\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.770, R^2 test: 0.253\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.703, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.777, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.075\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.124\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.139\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.793, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.285\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.292\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.283\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.808, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.384\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.389\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.404\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.403\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.780, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.288\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.283\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.240\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.775, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.257\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.270\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.280\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.305\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.784, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.223\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.213\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.209\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.782, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: -0.054\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: -0.058\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.153\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.776, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.080\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.111\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.178\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.793, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.178\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.199\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.279\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.580, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.803, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.920, R^2 test: 0.331\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.304\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.262\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.920\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.779, Explained Variance Score Test: 0.321\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.132\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.165\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.169\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.632, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.791, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.364\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.409\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.404\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.395\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.405\n", "AUC Test: 0.822, Explained Variance Score Test: 0.350\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.297\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.299\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.294\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.774, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: -0.039\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: -0.018\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.061\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.789, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.371\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.366\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.746, R^2 test: 0.357\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.352\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.786, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.145\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.149\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.131\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.769, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.248\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: 0.294\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.272\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.807, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.209\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.221\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.191\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.766, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.213\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.231\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.237\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.811, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.229\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.186\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.164\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.792, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.281\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.284\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.296\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.661\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.775, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.323\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.346\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.340\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.331\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.908\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.791, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: -0.099\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: -0.058\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.055\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.068\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.805, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.368\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.368\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.364\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.370\n", "AUC Test: 0.817, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.283\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.301\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.267\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.553, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.892, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.778, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.257\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: 0.218\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.233\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.814, Explained Variance Score Test: 0.365\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.365\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.371\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.769, R^2 test: 0.356\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.703, R^2 test: 0.353\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.360\n", "AUC Test: 0.778, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.291\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.278\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.238\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.793, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.284\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.341\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.327\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.658, R^2 test: 0.315\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.357\n", "AUC Test: 0.810, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.308\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.306\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.355\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.361\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.814, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.302\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.330\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.380\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.395\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.793, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.364\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.305\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.286\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.375\n", "AUC Test: 0.794, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.224\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.260\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.275\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.791, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.246\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.280\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.651, R^2 test: 0.317\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.797, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.269\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.271\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.296\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.667, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.805, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.327\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.323\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.331\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.331\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.808, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.106\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.154\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.214\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.639, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.791, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: -0.093\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: -0.220\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: -0.072\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.204\n", "AUC Test: 0.809, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.297\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.285\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.757, R^2 test: 0.291\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.806, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.287\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.302\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.282\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.279\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.343\n", "AUC Test: 0.781, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.164\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.175\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.211\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.209\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.826\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.810, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.233\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.239\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.239\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.996, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.802, Explained Variance Score Test: 0.301\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.289\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.304\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.290\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.596, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.803, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.140\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.115\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.122\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.788, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.227\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.220\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.266\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.810, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.187\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.185\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.220\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.804, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.278\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.295\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: 0.269\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.682, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.817, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: 0.425\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.888, R^2 test: 0.421\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.787, R^2 test: 0.428\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.717, R^2 test: 0.434\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.782, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: -0.101\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: -0.095\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: -0.054\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.633, Explained Variance Score Validation: -0.095\n", "AUC Test: 0.816, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.094\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.108\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.767, R^2 test: 0.164\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.706, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.794, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.109\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.129\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.131\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.804, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.364\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.365\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.378\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.398\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.915, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.783, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.230\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.219\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.231\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.804, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.218\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.219\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.233\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.797, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.248\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.268\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.266\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.798, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.367\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.331\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.335\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.696\n", "AUC Validation: 0.858, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.787, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.180\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.241\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.250\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.663, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.798, Explained Variance Score Test: 0.372\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.250\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.303\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.299\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.807, Explained Variance Score Test: 0.359\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.354\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.355\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.337\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.811, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.240\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.238\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.243\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.784, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.331\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.341\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.324\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.321\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.801, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.142\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.238\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.296\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.797, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.223\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.236\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.237\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.803, Explained Variance Score Test: 0.310\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.117\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.083\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: 0.014\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.070\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.818, Explained Variance Score Test: 0.362\n", "\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: -0.210\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: -0.182\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: -0.131\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.684, R^2 test: -0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.684\n", "AUC Validation: 0.665, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.803, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.167\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.194\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.769, R^2 test: 0.215\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.703, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.791, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.318\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.305\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.275\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.802, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.251\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.273\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.271\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.284\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.812, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: 0.192\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.199\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.197\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.809, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.277\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.278\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.752, R^2 test: 0.288\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.684, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.752\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.807, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: -0.084\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: -0.206\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: -0.042\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.679, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.820, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.773, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.296\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.337\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.391\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: 0.390\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.792, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.194\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.185\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.199\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.785, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.086\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.117\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.169\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.806, Explained Variance Score Test: 0.341\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.245\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.248\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.264\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.686, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.791, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.266\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.213\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.268\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.786, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.402\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.412\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.438\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.445\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.454\n", "AUC Test: 0.806, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.315\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.337\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.284\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.798, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.198\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.184\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.772, R^2 test: 0.204\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.699, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.795, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.108\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.072\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.092\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.802, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.023\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.110\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: 0.064\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.785, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.264\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.252\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.281\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.571, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.784, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: 0.409\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.408\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.791, R^2 test: 0.406\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.725, R^2 test: 0.409\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.426\n", "AUC Test: 0.803, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.148\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.288\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.286\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.805, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.340\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.336\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.327\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.615, R^2 test: 0.309\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.814, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.231\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.220\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.670, R^2 test: 0.199\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.801, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.405\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.402\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.425\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.430\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.436\n", "AUC Test: 0.777, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.322\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: 0.340\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.355\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.572, R^2 test: 0.363\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.802, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.277\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.297\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.252\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.774, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.173\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.173\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.753, R^2 test: 0.192\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.680, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.996, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.796, Explained Variance Score Test: 0.298\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.114\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.171\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.226\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.825, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.065\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.054\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.772, R^2 test: 0.078\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.704, R^2 test: 0.104\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.814, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.273\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.299\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.627, R^2 test: 0.246\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.810, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.251\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.240\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.259\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.757, Explained Variance Score Test: 0.287\n", "\n", "total Variables 2026 and total subjects: 1698\n", "->AUC validation: 0.765 95% CI: [0.752 , 0.778]\n", "->AUC test: 0.796 95% CI: [0.793 , 0.798]\n", "->R^2 validation: 0.249 95% CI: [0.226 , 0.272]\n", "->R^2 test: 0.318 95% CI: [0.312 , 0.324]\n", "->Explained Variance validation: 0.237 95% CI: [0.214 , 0.261]\n", "->Explained Variance test: 0.313 95% CI: [0.307 , 0.320]\n", "Test set metrics:\n", "@threshold:2.216, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.216, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.114, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.084, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:0.922, sens:0.127, spec:0.989, ppv:0.700, acc:0.850, f1:0.215, mcc:0.092, total+:10, total-:329\n", "@threshold:0.874, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:0.839, sens:0.164, spec:0.979, ppv:0.600, acc:0.847, f1:0.257, mcc:0.046, total+:15, total-:324\n", "@threshold:0.824, sens:0.182, spec:0.979, ppv:0.625, acc:0.850, f1:0.282, mcc:0.051, total+:16, total-:323\n", "@threshold:0.816, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:0.797, sens:0.200, spec:0.972, ppv:0.579, acc:0.847, f1:0.297, mcc:0.038, total+:19, total-:320\n", "@threshold:0.794, sens:0.218, spec:0.968, ppv:0.571, acc:0.847, f1:0.316, mcc:0.035, total+:21, total-:318\n", "@threshold:0.791, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.787, sens:0.255, spec:0.965, ppv:0.583, acc:0.850, f1:0.354, mcc:0.034, total+:24, total-:315\n", "@threshold:0.753, sens:0.273, spec:0.954, ppv:0.536, acc:0.844, f1:0.361, mcc:0.026, total+:28, total-:311\n", "@threshold:0.746, sens:0.273, spec:0.951, ppv:0.517, acc:0.841, f1:0.357, mcc:0.023, total+:29, total-:310\n", "@threshold:0.694, sens:0.291, spec:0.933, ppv:0.457, acc:0.829, f1:0.356, mcc:0.016, total+:35, total-:304\n", "@threshold:0.689, sens:0.291, spec:0.930, ppv:0.444, acc:0.826, f1:0.352, mcc:0.015, total+:36, total-:303\n", "@threshold:0.684, sens:0.309, spec:0.930, ppv:0.459, acc:0.829, f1:0.370, mcc:0.016, total+:37, total-:302\n", "@threshold:0.679, sens:0.309, spec:0.926, ppv:0.447, acc:0.826, f1:0.366, mcc:0.015, total+:38, total-:301\n", "@threshold:0.676, sens:0.327, spec:0.923, ppv:0.450, acc:0.826, f1:0.379, mcc:0.014, total+:40, total-:299\n", "@threshold:0.676, sens:0.327, spec:0.919, ppv:0.439, acc:0.823, f1:0.375, mcc:0.013, total+:41, total-:298\n", "@threshold:0.659, sens:0.345, spec:0.915, ppv:0.442, acc:0.823, f1:0.388, mcc:0.013, total+:43, total-:296\n", "@threshold:0.657, sens:0.345, spec:0.912, ppv:0.432, acc:0.820, f1:0.384, mcc:0.013, total+:44, total-:295\n", "@threshold:0.652, sens:0.364, spec:0.908, ppv:0.435, acc:0.820, f1:0.396, mcc:0.013, total+:46, total-:293\n", "@threshold:0.633, sens:0.436, spec:0.905, ppv:0.471, acc:0.829, f1:0.453, mcc:0.015, total+:51, total-:288\n", "@threshold:0.630, sens:0.455, spec:0.905, ppv:0.481, acc:0.832, f1:0.467, mcc:0.015, total+:52, total-:287\n", "@threshold:0.629, sens:0.455, spec:0.901, ppv:0.472, acc:0.829, f1:0.463, mcc:0.014, total+:53, total-:286\n", "@threshold:0.621, sens:0.473, spec:0.901, ppv:0.481, acc:0.832, f1:0.477, mcc:0.015, total+:54, total-:285\n", "@threshold:0.590, sens:0.491, spec:0.898, ppv:0.482, acc:0.832, f1:0.486, mcc:0.015, total+:56, total-:283\n", "@threshold:0.590, sens:0.509, spec:0.898, ppv:0.491, acc:0.835, f1:0.500, mcc:0.015, total+:57, total-:282\n", "@threshold:0.586, sens:0.509, spec:0.894, ppv:0.483, acc:0.832, f1:0.496, mcc:0.015, total+:58, total-:281\n", "@threshold:0.561, sens:0.527, spec:0.891, ppv:0.483, acc:0.832, f1:0.504, mcc:0.014, total+:60, total-:279\n", "@threshold:0.551, sens:0.545, spec:0.887, ppv:0.484, acc:0.832, f1:0.513, mcc:0.014, total+:62, total-:277\n", "@threshold:0.540, sens:0.564, spec:0.884, ppv:0.484, acc:0.832, f1:0.521, mcc:0.014, total+:64, total-:275\n", "@threshold:0.539, sens:0.564, spec:0.880, ppv:0.477, acc:0.829, f1:0.517, mcc:0.014, total+:65, total-:274\n", "@threshold:0.513, sens:0.582, spec:0.877, ppv:0.478, acc:0.829, f1:0.525, mcc:0.014, total+:67, total-:272\n", "@threshold:0.503, sens:0.582, spec:0.873, ppv:0.471, acc:0.826, f1:0.520, mcc:0.013, total+:68, total-:271\n", "@threshold:0.486, sens:0.600, spec:0.859, ppv:0.452, acc:0.817, f1:0.516, mcc:0.012, total+:73, total-:266\n", "@threshold:0.484, sens:0.600, spec:0.856, ppv:0.446, acc:0.814, f1:0.512, mcc:0.011, total+:74, total-:265\n", "@threshold:0.472, sens:0.618, spec:0.852, ppv:0.447, acc:0.814, f1:0.519, mcc:0.011, total+:76, total-:263\n", "@threshold:0.467, sens:0.618, spec:0.849, ppv:0.442, acc:0.811, f1:0.515, mcc:0.011, total+:77, total-:262\n", "@threshold:0.408, sens:0.636, spec:0.803, ppv:0.385, acc:0.776, f1:0.479, mcc:0.008, total+:91, total-:248\n", "@threshold:0.408, sens:0.636, spec:0.799, ppv:0.380, acc:0.773, f1:0.476, mcc:0.007, total+:92, total-:247\n", "@threshold:0.393, sens:0.655, spec:0.792, ppv:0.379, acc:0.770, f1:0.480, mcc:0.007, total+:95, total-:244\n", "@threshold:0.392, sens:0.655, spec:0.789, ppv:0.375, acc:0.767, f1:0.477, mcc:0.007, total+:96, total-:243\n", "@threshold:0.377, sens:0.673, spec:0.785, ppv:0.378, acc:0.767, f1:0.484, mcc:0.007, total+:98, total-:241\n", "@threshold:0.375, sens:0.673, spec:0.782, ppv:0.374, acc:0.764, f1:0.481, mcc:0.007, total+:99, total-:240\n", "@threshold:0.370, sens:0.691, spec:0.782, ppv:0.380, acc:0.767, f1:0.490, mcc:0.007, total+:100, total-:239\n", "@threshold:0.369, sens:0.691, spec:0.778, ppv:0.376, acc:0.764, f1:0.487, mcc:0.007, total+:101, total-:238\n", "@threshold:0.300, sens:0.709, spec:0.739, ppv:0.345, acc:0.735, f1:0.464, mcc:0.006, total+:113, total-:226\n", "@threshold:0.290, sens:0.709, spec:0.736, ppv:0.342, acc:0.732, f1:0.462, mcc:0.006, total+:114, total-:225\n", "@threshold:0.249, sens:0.727, spec:0.722, ppv:0.336, acc:0.723, f1:0.460, mcc:0.005, total+:119, total-:220\n", "@threshold:0.243, sens:0.727, spec:0.718, ppv:0.333, acc:0.720, f1:0.457, mcc:0.005, total+:120, total-:219\n", "@threshold:0.211, sens:0.745, spec:0.697, ppv:0.323, acc:0.705, f1:0.451, mcc:0.005, total+:127, total-:212\n", "@threshold:0.195, sens:0.745, spec:0.694, ppv:0.320, acc:0.702, f1:0.448, mcc:0.005, total+:128, total-:211\n", "@threshold:0.171, sens:0.764, spec:0.676, ppv:0.313, acc:0.690, f1:0.444, mcc:0.005, total+:134, total-:205\n", "@threshold:0.165, sens:0.782, spec:0.673, ppv:0.316, acc:0.690, f1:0.450, mcc:0.005, total+:136, total-:203\n", "@threshold:0.116, sens:0.800, spec:0.634, ppv:0.297, acc:0.661, f1:0.433, mcc:0.004, total+:148, total-:191\n", "@threshold:0.115, sens:0.800, spec:0.630, ppv:0.295, acc:0.658, f1:0.431, mcc:0.004, total+:149, total-:190\n", "@threshold:0.058, sens:0.818, spec:0.595, ppv:0.281, acc:0.631, f1:0.419, mcc:0.004, total+:160, total-:179\n", "@threshold:0.052, sens:0.818, spec:0.592, ppv:0.280, acc:0.628, f1:0.417, mcc:0.003, total+:161, total-:178\n", "@threshold:0.033, sens:0.836, spec:0.581, ppv:0.279, acc:0.622, f1:0.418, mcc:0.003, total+:165, total-:174\n", "@threshold:0.028, sens:0.836, spec:0.577, ppv:0.277, acc:0.619, f1:0.416, mcc:0.003, total+:166, total-:173\n", "@threshold:0.025, sens:0.855, spec:0.577, ppv:0.281, acc:0.622, f1:0.423, mcc:0.004, total+:167, total-:172\n", "@threshold:0.024, sens:0.855, spec:0.574, ppv:0.280, acc:0.619, f1:0.422, mcc:0.004, total+:168, total-:171\n", "@threshold:-0.043, sens:0.873, spec:0.511, ppv:0.257, acc:0.569, f1:0.397, mcc:0.003, total+:187, total-:152\n", "@threshold:-0.045, sens:0.873, spec:0.507, ppv:0.255, acc:0.566, f1:0.395, mcc:0.003, total+:188, total-:151\n", "@threshold:-0.051, sens:0.891, spec:0.504, ppv:0.258, acc:0.566, f1:0.400, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.054, sens:0.891, spec:0.500, ppv:0.257, acc:0.563, f1:0.398, mcc:0.003, total+:191, total-:148\n", "@threshold:-0.085, sens:0.909, spec:0.468, ppv:0.249, acc:0.540, f1:0.391, mcc:0.003, total+:201, total-:138\n", "@threshold:-0.086, sens:0.909, spec:0.465, ppv:0.248, acc:0.537, f1:0.389, mcc:0.003, total+:202, total-:137\n", "@threshold:-0.122, sens:0.927, spec:0.440, ppv:0.243, acc:0.519, f1:0.385, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.124, sens:0.927, spec:0.437, ppv:0.242, acc:0.516, f1:0.383, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.171, sens:0.945, spec:0.391, ppv:0.231, acc:0.481, f1:0.371, mcc:0.002, total+:225, total-:114\n", "@threshold:-0.185, sens:0.945, spec:0.387, ppv:0.230, acc:0.478, f1:0.370, mcc:0.002, total+:226, total-:113\n", "@threshold:-0.301, sens:0.964, spec:0.250, ppv:0.199, acc:0.366, f1:0.330, mcc:0.002, total+:266, total-:73\n", "@threshold:-0.302, sens:0.964, spec:0.246, ppv:0.199, acc:0.363, f1:0.329, mcc:0.002, total+:267, total-:72\n", "@threshold:-0.356, sens:0.982, spec:0.201, ppv:0.192, acc:0.327, f1:0.321, mcc:0.002, total+:281, total-:58\n", "@threshold:-0.361, sens:0.982, spec:0.197, ppv:0.191, acc:0.324, f1:0.320, mcc:0.002, total+:282, total-:57\n", "@threshold:-0.767, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.095 95% CI: [0.082 , 0.108] | OR_adj 1.100 [1.086 1.114] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs233:Intracrn inj:0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.049\n", "\n", "* Vital: BMI-avg19to24 | coef 0.039 95% CI: [0.032 , 0.046] | OR_adj 1.040 [1.032 1.047] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.036 95% CI: [0.031 , 0.040] | OR_adj 1.036 [1.031 1.041] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.035 95% CI: [0.031 , 0.040] | OR_adj 1.036 [1.031 1.041] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: BMI-avg16to19 | coef 0.027 95% CI: [0.021 , 0.034] | OR_adj 1.028 [1.021 1.035] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs230:Fx leg:-0.054\n", " Diagnosis:9ccs87:Retinal dx:-0.054\n", " Lab:294147 FREE T4 - LMC:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.026 95% CI: [0.021 , 0.032] | OR_adj 1.027 [1.021 1.033] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", "* Vital: BMI-gain0to24 | coef 0.024 95% CI: [0.018 , 0.029] | OR_adj 1.024 [1.019 1.029] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", "\n", "* Vital: Wt-avg16to19 | coef 0.022 95% CI: [0.015 , 0.028] | OR_adj 1.022 [1.015 1.029] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", "\n", "* Vital: BMI-avg13to16 | coef 0.021 95% CI: [0.016 , 0.026] | OR_adj 1.021 [1.016 1.026] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs118:Phlebitis:0.066\n", " Newborn Diagnosis:9ccs59:Anemia:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.065\n", " Diagnosis:9ccs171:Menstrual dx:-0.065\n", " Diagnosis:9ccs210:SLE:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.019 95% CI: [0.014 , 0.024] | OR_adj 1.020 [1.015 1.025] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs118:Phlebitis:0.058\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.019 95% CI: [0.015 , 0.022] | OR_adj 1.019 [1.015 1.023] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Lab:294147 FREE T4 - LMC:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", "\n", "* Vital: Wt-latest | coef 0.018 95% CI: [0.015 , 0.022] | OR_adj 1.018 [1.015 1.022] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: Wt-avg13to16 | coef 0.018 95% CI: [0.012 , 0.024] | OR_adj 1.018 [1.012 1.024] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", "\n", " MatDeliveryAge | coef 0.017 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.015 1.018] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", "* Number of Visits | coef 0.016 95% CI: [0.012 , 0.019] | OR_adj 1.016 [1.012 1.019] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.014 95% CI: [0.011 , 0.017] | OR_adj 1.014 [1.011 1.017] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs188:Pelvic obstr:-0.057\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs171:Menstrual dx:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.013 95% CI: [0.010 , 0.017] | OR_adj 1.013 [1.010 1.017] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.057\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " MatDeliveryAge:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", "\n", "* Vital: Wt-avg19to24 | coef 0.011 95% CI: [0.008 , 0.015] | OR_adj 1.011 [1.008 1.015] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.057\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs188:Pelvic obstr:-0.055\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.053\n", " Diagnosis:9ccs171:Menstrual dx:-0.052\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.011 95% CI: [0.008 , 0.013] | OR_adj 1.011 [1.008 1.013] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs87:Retinal dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.010 95% CI: [0.007 , 0.014] | OR_adj 1.010 [1.007 1.014] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs188:Pelvic obstr:-0.057\n", " Diagnosis:9ccs167:Breast dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs171:Menstrual dx:-0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.066\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", "\n", "* Vital: Wt-gain0to24 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.011] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Lab:294495 LEAD, BLOOD - LMC:0.058\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.048\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", "* Vital: Wt-gain16to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", "* Vital: BMI-avg10to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.059\n", "\n", "* Vital: Wt-avg10to13 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", "\n", "* Vital: BMI-gain16to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.057\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs63:Wht blood dx:-0.049\n", " Diagnosis:9ccs234:Crush injury:-0.047\n", " Lab:292495 LEAD LEVEL - Sunrise:0.047\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.080\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs171:Menstrual dx:-0.059\n", " Diagnosis:9ccs72:Anxiety dx:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", "* Vital: Wt-avg7to10 | coef 0.006 95% CI: [0.004 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs59:Anemia:-0.069\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.009] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs171:Menstrual dx:-0.063\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Lab:306025 PPD:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", "\n", "* Vital: Wt-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.077\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs171:Menstrual dx:-0.071\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs132:Lung externl:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Diagnosis:9ccs87:Retinal dx:-0.057\n", "\n", " Vital: Ht-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs233:Intracrn inj:0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", "\n", "* Vital: BMI-gain7to13 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs72:Anxiety dx:-0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs199:Ulcer skin:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs76:Meningitis:0.052\n", "\n", "* Vital: Wt Percentile-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs236:Opn wnd extr:-0.071\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Newborn Diagnosis:9ccs59:Anemia:-0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.068\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.059\n", " Diagnosis:9ccs238:Complic proc:-0.057\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:-0.070\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs236:Opn wnd extr:-0.055\n", " Diagnosis:9ccs52:Nutrit defic:0.055\n", " Diagnosis:9ccs145:Int obstruct:-0.054\n", " Diagnosis:9ccs196:Nml preg/del:-0.054\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", "\n", "* Vital: BMI-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.059\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.057\n", "\n", " Vital: BMI-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs5:HIV infectn:-0.066\n", " Diagnosis:9ccs217:Ot cong anom:0.065\n", " Diagnosis:9ccs159:UTI:0.065\n", " Diagnosis:9ccs233:Intracrn inj:-0.064\n", " Diagnosis:9ccs225:Joint injury:0.062\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Newborn Diagnosis:9ccs59:Anemia:-0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.084\n", " Diagnosis:9ccs87:Retinal dx:-0.083\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.069\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.054\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", " Vital: Temp-avg7to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Temp-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs52:Nutrit defic:0.049\n", "\n", "* Vital: BMI-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.090\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs16:Liver/ibd ca:0.079\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.077\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Diagnosis:9ccs87:Retinal dx:0.065\n", "\n", " Vital: Temp-avg19to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs254:Rehab:0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: Wt-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.075\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", " Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.058\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.058\n", " Diagnosis:9ccs232:Sprain:0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs154:Gastroent:0.055\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs224:Ot perint dx:0.053\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.052\n", " Diagnosis:9ccs141:Ot dx stomch:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.047\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", " Lab:306025 PPD:-0.064\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs5:HIV infectn:-0.048\n", "\n", " Vital: Temp-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs228:Fx skull fac:-0.070\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.058\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs87:Retinal dx:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs118:Phlebitis:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.073\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs120:Hemmorhoids:0.066\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.059\n", " Diagnosis:9ccs232:Sprain:-0.058\n", " Diagnosis:9ccs145:Int obstruct:0.056\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Diagnosis:9ccs87:Retinal dx:-0.097\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", "\n", " Vital: Wt-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.048\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", "\n", "* Vital: Ht-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs229:Fx arm:-0.067\n", " Diagnosis:9ccs246:FUO:0.064\n", " Diagnosis:9ccs118:Phlebitis:0.063\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs254:Rehab:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", "\n", " Vital: HC-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", " Vital: Ht-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", "\n", " Vital: Wt-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Diagnosis:9ccs233:Intracrn inj:-0.071\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs225:Joint injury:0.068\n", " Diagnosis:9ccs5:HIV infectn:-0.066\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:0.077\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", "* Vital: Wt-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.072\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs142:Appendicitis:0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.055\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", "\n", " Vital: Ht-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", "* Vital: Wt-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.057\n", " Number of Visits:0.055\n", " Diagnosis:9ccs233:Intracrn inj:0.055\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.047\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", "\n", " Vital: BMI-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.061\n", " Diagnosis:9ccs210:SLE:0.060\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.055\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs232:Sprain:-0.049\n", "\n", " Vital: BMI-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.079\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs232:Sprain:0.059\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.056\n", " Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", "\n", " Vital: Temp-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.064\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", "\n", " Vital: HC-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.068\n", "\n", " Vital: Ht-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Diagnosis:9ccs128:Asthma:0.117\n", " Diagnosis:9ccs221:Resp distres:0.115\n", "\n", " Vital: Ht-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: Temp-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs4:Mycoses:0.046\n", " Diagnosis:9ccs243:Poisn nonmed:0.046\n", " Diagnosis:9ccs215:gu cong anom:0.046\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs126:Ot up rsp in:-0.093\n", " Diagnosis:9ccs7:Viral infect:-0.091\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.070\n", " Diagnosis:9ccs155:Other GI dx:-0.067\n", " Diagnosis:9ccs59:Anemia:-0.063\n", "\n", " Vital: Ht-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs73:Preadult dx:0.072\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.070\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.094\n", " Newborn Diagnosis:9ccs59:Anemia:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs245:Syncope:-0.050\n", "\n", " Vital: HC-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", " Vital: HR-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.043\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.035\n", "\n", " Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:0.065\n", " Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs141:Ot dx stomch:0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs7:Viral infect:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Number of Visits:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:-0.057\n", " Diagnosis:9ccs221:Resp distres:0.055\n", " Number of Visits:0.053\n", "\n", " Vital: Wt-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs73:Preadult dx:0.053\n", " Diagnosis:9ccs230:Fx leg:-0.052\n", "\n", "* Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", "\n", "* Vital: BMI-avg5to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs145:Int obstruct:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.054\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.058\n", " Diagnosis:9ccs230:Fx leg:-0.054\n", "\n", "* Vital: HC-avg13to16 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.075\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.068\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs59:Anemia:-0.055\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.055\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.055\n", " Diagnosis:9ccs49:DiabMel no c:0.055\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs231:Oth fracture:0.054\n", " Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs232:Sprain:-0.052\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Diagnosis:9ccs52:Nutrit defic:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.050\n", " Diagnosis:9ccs228:Fx skull fac:0.050\n", "\n", " Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", " Vital: Ht-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: Ht-avg10to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Vital: BMI-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.061\n", " Diagnosis:9ccs228:Fx skull fac:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.057\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.051\n", "\n", " Vital: HC-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.074\n", " Diagnosis:10ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs75:Hx mental dx:-0.073\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs236:Opn wnd extr:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Diagnosis:9ccs236:Opn wnd extr:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.062\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs105:Conduction:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", "\n", " Vital: HC-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Vital: HC-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", "\n", " Vital: HC-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Vital: HC-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Diagnosis:9ccs72:Anxiety dx:-0.050\n", " Diagnosis:9ccs132:Lung externl:-0.050\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", "\n", "* Vital: Wt Change-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", "\n", " Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs210:SLE:-0.079\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs5:HIV infectn:0.068\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs205:Back problem:-0.060\n", "\n", "* Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs87:Retinal dx:-0.066\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", "\n", " Vital: Ht-avg0to1 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs199:Ulcer skin:-0.071\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs245:Syncope:-0.059\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.048\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.061\n", " Number of Visits:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.046\n", " Diagnosis:9ccs91:Other eye dx:-0.046\n", " Diagnosis:9ccs141:Ot dx stomch:0.044\n", " Diagnosis:9ccs208:Acq foot def:0.044\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Lab:294147 FREE T4 - LMC:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.062\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:10ccs238:Complic proc:0.077\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.077\n", " Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs5:HIV infectn:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.051\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.048\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Lab:294147 FREE T4 - LMC:0.068\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs89:Blindness:0.062\n", " Diagnosis:9ccs199:Ulcer skin:-0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", " Vital: Ht-avg19to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs230:Fx leg:-0.064\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.050\n", " Diagnosis:9ccs70:Schizo/rl dx:0.049\n", "\n", " Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.092\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.089\n", " Diagnosis:9ccs199:Ulcer skin:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Diagnosis:9ccs204:Ot joint dx:0.059\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Diagnosis:9ccs117:Ot circul dx:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", "* Vital: RR-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.115\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.115\n", " Diagnosis:9ccs259:Unclassified:-0.113\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.108\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.092\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.069\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Diagnosis:9ccs118:Phlebitis:0.064\n", " Diagnosis:9ccs240:Burns:-0.063\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.098\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Diagnosis:9ccs199:Ulcer skin:-0.081\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.078\n", " Diagnosis:9ccs171:Menstrual dx:-0.076\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.067\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.086\n", " Diagnosis:9ccs0:No DX:0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs49:DiabMel no c:0.064\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:0.095\n", " Number of Visits:-0.083\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.078\n", " Diagnosis:9ccs133:Oth low resp:-0.078\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Diagnosis:9ccs96:Hrt valve dx:-0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.062\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.057\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs229:Fx arm:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs106:Dysrhythmia:-0.075\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs190:Fetal distrs:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:294495 LEAD, BLOOD - LMC:0.063\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.080\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.070\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.044\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Diagnosis:9ccs245:Syncope:0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs171:Menstrual dx:0.065\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", " Diagnosis:9ccs171:Menstrual dx:0.064\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.061\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs199:Ulcer skin:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs118:Phlebitis:-0.061\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs252:Fatigue:0.053\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.095\n", " Diagnosis:9ccs87:Retinal dx:0.095\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.062\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.087\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs124:Tonsillitis:-0.061\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.056\n", " Diagnosis:9ccs89:Blindness:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:-0.049\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:0.075\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs120:Hemmorhoids:-0.069\n", " Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.058\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs106:Dysrhythmia:-0.057\n", " Diagnosis:9ccs171:Menstrual dx:-0.057\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs118:Phlebitis:-0.059\n", "\n", " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.121\n", " Newborn Diagnosis:9ccs59:Anemia:-0.121\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.097\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.086\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs188:Pelvic obstr:-0.074\n", " Diagnosis:9ccs196:Nml preg/del:-0.072\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Diagnosis:9ccs120:Hemmorhoids:-0.131\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs245:Syncope:0.069\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:0.057\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.070\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.088\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Diagnosis:9ccs117:Ot circul dx:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.064\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.070\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Lab:306025 PPD:0.075\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.093\n", " Diagnosis:9ccs5:HIV infectn:0.091\n", " Diagnosis:9ccs254:Rehab:0.090\n", " Diagnosis:9ccs145:Int obstruct:0.079\n", " Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs70:Schizo/rl dx:0.067\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Diagnosis:9ccs118:Phlebitis:-0.062\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs253:Allergy:0.033\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.096\n", " Diagnosis:9ccs47:Ot bnign neo:0.073\n", " Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs190:Fetal distrs:0.055\n", "\n", " Vital: HR-avg1to3 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Diagnosis:9ccs254:Rehab:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs232:Sprain:-0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.093\n", " Diagnosis:9ccs252:Fatigue:0.083\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.054\n", " Lab:306025 PPD:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.107\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs242:Poisn ot med:0.079\n", " Diagnosis:9ccs118:Phlebitis:-0.075\n", " Diagnosis:9ccs217:Ot cong anom:-0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.067\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.072\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs132:Lung externl:0.075\n", "\n", " Vital: HR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.133\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Lab:294147 FREE T4 - LMC:0.072\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs252:Fatigue:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.062\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.117\n", " Diagnosis:9ccs44:Neoplsm unsp:0.078\n", " Diagnosis:9ccs140:Gastritis:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.074\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.073\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.069\n", " Diagnosis:9ccs242:Poisn ot med:-0.066\n", " Diagnosis:9ccs195:Ot compl bir:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.111\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.092\n", " Diagnosis:9ccs92:Otitis media:0.077\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.061\n", " Diagnosis:9ccs89:Blindness:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Lab:306025 PPD:-0.135\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.118\n", " Diagnosis:9ccs231:Oth fracture:-0.090\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.083\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:-0.059\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.053\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs245:Syncope:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.050\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.089\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Diagnosis:9ccs142:Appendicitis:-0.057\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs75:Hx mental dx:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs212:Ot bone dx:0.051\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Diagnosis:9ccs127:COPD:0.074\n", " Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs195:Ot compl bir:-0.061\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.056\n", " Diagnosis:9ccs211:Ot conn tiss:0.056\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs232:Sprain:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs127:COPD:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:0.093\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.081\n", " Diagnosis:9ccs195:Ot compl bir:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.073\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs230:Fx leg:-0.067\n", " Diagnosis:9ccs117:Ot circul dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.065\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs245:Syncope:0.075\n", " Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs231:Oth fracture:-0.068\n", " Diagnosis:9ccs190:Fetal distrs:-0.064\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.077\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs245:Syncope:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs105:Conduction:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.085\n", " Diagnosis:9ccs106:Dysrhythmia:0.084\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.077\n", " Lab:306025 PPD:0.072\n", " Diagnosis:9ccs135:Intest infct:0.068\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.073\n", " Diagnosis:9ccs4:Mycoses:0.060\n", " Diagnosis:9ccs215:gu cong anom:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.056\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs120:Hemmorhoids:-0.052\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs145:Int obstruct:0.071\n", " Diagnosis:9ccs225:Joint injury:0.071\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.071\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs231:Oth fracture:-0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs229:Fx arm:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.041\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.091\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.087\n", " Diagnosis:9ccs230:Fx leg:-0.074\n", " Diagnosis:9ccs195:Ot compl bir:-0.071\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.064\n", " Diagnosis:9ccs208:Acq foot def:0.063\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs73:Preadult dx:0.085\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.085\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.083\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs118:Phlebitis:-0.094\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.072\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.066\n", " Diagnosis:9ccs163:Other GU dx:0.055\n", " Diagnosis:9ccs51:Ot endo dsor:-0.054\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.053\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs168:PID:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs118:Phlebitis:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.054\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.096\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.081\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.089\n", " Lab:294495 LEAD, BLOOD - LMC:-0.087\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.071\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Diagnosis:9ccs246:FUO:0.138\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", " Number of Visits:0.098\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.091\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.095\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.044\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Newborn Diagnosis:9ccs259:Unclassified:0.049\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Diagnosis:9ccs200:Oth skin dx:-0.030\n", " Diagnosis:9ccs155:Other GI dx:-0.029\n", " Number of Visits:-0.028\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs188:Pelvic obstr:0.089\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.084\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Diagnosis:9ccs229:Fx arm:0.094\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", " Diagnosis:9ccs129:Asp pneumon:0.085\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Diagnosis:9ccs256:Exam/eval:0.041\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs92:Otitis media:-0.037\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.046\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Lab:294147 FREE T4 - LMC:0.084\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:-0.361\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", " Diagnosis:9ccs151:Oth liver dx:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.103\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.172\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs212:Ot bone dx:0.141\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.101\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.059\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs229:Fx arm:0.064\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Diagnosis:9ccs231:Oth fracture:0.096\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Diagnosis:9ccs106:Dysrhythmia:0.112\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.076\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Diagnosis:9ccs106:Dysrhythmia:0.136\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.058\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:294147 FREE T4 - LMC:0.083\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Lab:294495 LEAD, BLOOD - LMC:-0.077\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.128\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.124\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.093\n", " Diagnosis:10ccs238:Complic proc:0.093\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs140:Gastritis:0.064\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.267\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", " Diagnosis:9ccs204:Ot joint dx:0.101\n", " Diagnosis:9ccs242:Poisn ot med:0.101\n", " Diagnosis:9ccs251:Abdomnl pain:0.074\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs239:Superfic inj:0.045\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs52:Nutrit defic:0.084\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Diagnosis:9ccs87:Retinal dx:0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.075\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Diagnosis:9ccs75:Hx mental dx:0.146\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Diagnosis:9ccs246:FUO:0.194\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Diagnosis:9ccs168:PID:-0.048\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.045\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.062\n", " Diagnosis:9ccs155:Other GI dx:0.061\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Diagnosis:9ccs135:Intest infct:-0.054\n", " Diagnosis:9ccs253:Allergy:-0.053\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:-0.092\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.057\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.069\n", " Diagnosis:9ccs4:Mycoses:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.065\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Diagnosis:9ccs2603:E Codes: Fall:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.090\n", " Diagnosis:9ccs239:Superfic inj:0.085\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Diagnosis:9ccs127:COPD:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Lab:294495 LEAD, BLOOD - LMC:0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Lab:294147 FREE T4 - LMC:0.086\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", " Diagnosis:9ccs140:Gastritis:0.083\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs89:Blindness:0.058\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.141\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", "\n", " Diagnosis:9ccs210:SLE | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs210:SLE:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Diagnosis:9ccs7:Viral infect:0.028\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", " Diagnosis:9ccs155:Other GI dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs224:Ot perint dx:0.036\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs44:Neoplsm unsp:0.141\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs92:Otitis media:0.037\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " MatDeliveryAge:0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.087\n", " Diagnosis:9ccs140:Gastritis:-0.077\n", " Lab:292495 LEAD LEVEL - Sunrise:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.070\n", " Diagnosis:9ccs222:Perint jaund:0.069\n", " Diagnosis:9ccs124:Tonsillitis:-0.052\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", "\n", " Vital: BMI Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.268\n", " Diagnosis:9ccs127:COPD:0.082\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:0.039\n", " Diagnosis:9ccs7:Viral infect:-0.035\n", " Diagnosis:9ccs92:Otitis media:0.035\n", " Diagnosis:9ccs253:Allergy:-0.034\n", " Number of Visits:0.019\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs124:Tonsillitis:0.128\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.065\n", " Diagnosis:9ccs239:Superfic inj:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:0.060\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.041\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.062\n", " MatDeliveryAge:0.043\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Diagnosis:9ccs136:Teeth dx:0.119\n", " Diagnosis:9ccs94:Other ear dx:0.116\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Number of Visits:0.024\n", " Diagnosis:9ccs135:Intest infct:0.022\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.031\n", " Number of Visits:0.017\n", " Diagnosis:9ccs7:Viral infect:0.010\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs247:Lymph enlarg:-0.142\n", " Diagnosis:9ccs224:Ot perint dx:0.095\n", " Diagnosis:9ccs250:Nausea/vomit:0.077\n", " Diagnosis:9ccs256:Exam/eval:-0.065\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.054\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Number of Visits:0.040\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Number of Visits:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Diagnosis:9ccs213:Cardiac anom:-0.018\n", " Number of Visits:0.018\n", " Diagnosis:9ccs159:UTI:-0.014\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs52:Nutrit defic:-0.101\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.040\n", " Diagnosis:9ccs138:Esophgeal dx:0.039\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs128:Asthma:0.071\n", " MatDeliveryAge:0.067\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs7:Viral infect:0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.035\n", " Number of Visits:0.028\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Diagnosis:9ccs229:Fx arm:0.407\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs257:Ot aftercare:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Diagnosis:9ccs90:Eye infectn:0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs125:Bronchitis:-0.019\n", " Diagnosis:9ccs135:Intest infct:-0.019\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Diagnosis:9ccs126:Ot up rsp in:0.021\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs213:Cardiac anom:0.060\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.038\n", " Diagnosis:9ccs122:Pneumonia:0.033\n", " Diagnosis:9ccs7:Viral infect:0.032\n", " Diagnosis:9ccs155:Other GI dx:-0.029\n", " Diagnosis:9ccs217:Ot cong anom:0.028\n", " Diagnosis:9ccs239:Superfic inj:0.027\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.015\n", " MatDeliveryAge:-0.015\n", " Diagnosis:9ccs126:Ot up rsp in:0.015\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Diagnosis:9ccs135:Intest infct:0.022\n", " Diagnosis:9ccs90:Eye infectn:0.021\n", " Diagnosis:9ccs126:Ot up rsp in:0.021\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.050\n", " Diagnosis:9ccs92:Otitis media:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Number of Visits:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs155:Other GI dx:-0.020\n", " Diagnosis:9ccs90:Eye infectn:-0.019\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs251:Abdomnl pain:0.194\n", " Diagnosis:9ccs247:Lymph enlarg:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.053\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Newborn Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " MatDeliveryAge:-0.023\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.015\n", " Diagnosis:9ccs126:Ot up rsp in:0.015\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs59:Anemia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs198:Ot infl skin:0.062\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", " Diagnosis:9ccs200:Oth skin dx:0.039\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs222:Perint jaund:-0.057\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Diagnosis:9ccs155:Other GI dx:0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.039\n", " MatDeliveryAge:0.035\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Diagnosis:9ccs213:Cardiac anom:-0.098\n", " Diagnosis:9ccs113:Late eff CVD:0.079\n", " Diagnosis:9ccs159:UTI:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs159:UTI:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.055\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs196:Nml preg/del:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.120\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs253:Allergy:-0.034\n", " Diagnosis:9ccs257:Ot aftercare:-0.030\n", " Number of Visits:0.028\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.022\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Number of Visits:0.017\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs222:Perint jaund:0.102\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.051\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", "\n", " Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.071\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs16:Liver/ibd ca | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.447\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", "\n", "Vital : 0.937114933675\n", "MatDeliveryAge : 0.016562151921\n", "Number of Visits : 0.0156421733325\n", "Diagnosis : 0.0153928153678\n", "Newborn Diagnosis : 0.014666271193\n", "Lab : 0.000621654510641\n", "Time to run analysis 0:26:48.448677\n", "Total Time elapsed 13:33:46.456949\n", "-----------------------------------------------------\n", "\n", "girls no_min no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.042\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.014\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.067\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.618, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.774, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.224\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.247\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.818, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.165\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.154\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.153\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.791, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.249\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.229\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.252\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.747, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.186\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.191\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.170\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.787, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.273\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.276\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.785, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.162\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.159\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.125\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.791, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.258\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.226\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.231\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.778, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.266\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.269\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.197\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.767, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: 0.178\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.216\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.760, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.273\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.265\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.255\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.810, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.186\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.162\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.171\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.776, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.349\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.327\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.349\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.787\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.794, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.128\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.153\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.157\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.792, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.189\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.205\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.773, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.288\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.300\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.857, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.814, Explained Variance Score Test: 0.318\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.361\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.272\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: 0.275\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.735, Explained Variance Score Test: 0.233\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.207\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.186\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.241\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.684\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.772, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.099\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.097\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.090\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.762, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.273\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.995, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.774, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.168\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.154\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.780, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.188\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.205\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.955, R^2 test: 0.211\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.922\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.776, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.237\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.251\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.267\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.774, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: 0.205\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.262\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.801, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: 0.295\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.257\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.239\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.786, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.158\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.173\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.175\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.784, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.130\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.160\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.148\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.796, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: 0.147\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.144\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.799, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: 0.388\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.379\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.385\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.787\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.787, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.072\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.077\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.123\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.884\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.788, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.124\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.159\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.147\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.929\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.804, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.113\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.114\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.932\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.798, Explained Variance Score Test: 0.301\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.190\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.198\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.198\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.801, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.290\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.250\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.261\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.777, Explained Variance Score Test: 0.299\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.128\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.136\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.148\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.737, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.170\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.189\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.789, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.088\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.094\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.094\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.204\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.174\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.942, R^2 test: 0.207\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.779, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.277\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.933, R^2 test: 0.257\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.961, R^2 test: 0.250\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.942\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.766, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.058\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.067\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.949, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.954\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.758, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.202\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.201\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.205\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.901, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.746, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.172\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.189\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.182\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.768, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.112\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.160\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.177\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.771, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.228\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.251\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.272\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.799, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.141\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.114\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.759, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.175\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.195\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.764, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.081\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.027\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.743, Explained Variance Score Validation: -0.072\n", "AUC Test: 0.769, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.208\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.189\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.201\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.790, Explained Variance Score Test: 0.262\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.232\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.220\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.806, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.173\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.183\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.193\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.765\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.830, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.330\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.243\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.291\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.914\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.801, Explained Variance Score Test: 0.357\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.264\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.340\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.299\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.886, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.800, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.208\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.241\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.240\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.801, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.393\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.409\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.409\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.792, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.155\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.157\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.169\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.740, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.194\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.191\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.936, R^2 test: 0.149\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.917\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.780, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.332\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.277\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.300\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.776, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.439\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.350\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.418\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.406\n", "AUC Test: 0.776, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.170\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.142\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.187\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.776, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.045\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.035\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.055\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.800, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.277\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.276\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.962, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.955\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.772, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.195\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.218\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.213\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.787, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.167\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.150\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.783, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.126\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.039\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.924\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.097\n", "AUC Test: 0.752, Explained Variance Score Test: 0.241\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.337\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.949, R^2 test: 0.323\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.963, R^2 test: 0.329\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.920\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.765, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.273\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.293\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.278\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.804, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.096\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.150\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.753, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.367\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.360\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.952, R^2 test: 0.377\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.931\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.795, Explained Variance Score Test: 0.311\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.314\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.295\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.357\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.788, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: 0.363\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.349\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.347\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.378\n", "AUC Test: 0.780, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.258\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.259\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.757, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.155\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.182\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.943, R^2 test: 0.159\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.919\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.784, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.300\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.250\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.788, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.252\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.328\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.806, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.186\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.135\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.158\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.795, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: 0.250\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.210\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.783, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.063\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.067\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.798, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.225\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.202\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.884\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.805, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: 0.128\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.085\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.777, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.073\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.024\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.965, R^2 test: 0.019\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.943\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.783, Explained Variance Score Test: 0.311\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.145\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.093\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.085\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.812, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.144\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.107\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.798, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.180\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.204\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.187\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.717\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.772, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.183\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.155\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.146\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.809, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: -0.009\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: -0.032\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.919\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.750, Explained Variance Score Test: 0.301\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.280\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.315\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.296\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.810, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.037\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.020\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.013\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.769, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.212\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.209\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.189\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.805, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.339\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.352\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.306\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.778, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.276\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.255\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.284\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.768, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.274\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.289\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.799, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.190\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.218\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.786, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.304\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.313\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.330\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.879, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.732, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.372\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.440\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.491\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.447\n", "AUC Test: 0.772, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.175\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.208\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.814, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.325\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.278\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.797, Explained Variance Score Test: 0.299\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.209\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.200\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.930\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.812, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.210\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.175\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.803, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: 0.239\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.266\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.784, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.176\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.166\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.950\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.783, Explained Variance Score Test: 0.317\n", "\n", "total Variables 2026 and total subjects: 1698\n", "->AUC validation: 0.751 95% CI: [0.738 , 0.764]\n", "->AUC test: 0.783 95% CI: [0.779 , 0.787]\n", "->R^2 validation: 0.221 95% CI: [0.202 , 0.239]\n", "->R^2 test: 0.285 95% CI: [0.278 , 0.292]\n", "->Explained Variance validation: 0.204 95% CI: [0.184 , 0.223]\n", "->Explained Variance test: 0.269 95% CI: [0.261 , 0.277]\n", "Test set metrics:\n", "@threshold:2.020, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.332, sens:0.036, spec:1.000, ppv:1.000, acc:0.844, f1:0.070, mcc:0.000, total+:2, total-:337\n", "@threshold:1.264, sens:0.055, spec:0.996, ppv:0.750, acc:0.844, f1:0.102, mcc:0.190, total+:4, total-:335\n", "@threshold:1.111, sens:0.073, spec:0.993, ppv:0.667, acc:0.844, f1:0.131, mcc:0.100, total+:6, total-:333\n", "@threshold:1.089, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:0.994, sens:0.091, spec:0.989, ppv:0.625, acc:0.844, f1:0.159, mcc:0.071, total+:8, total-:331\n", "@threshold:0.957, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:0.933, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:0.900, sens:0.164, spec:0.979, ppv:0.600, acc:0.847, f1:0.257, mcc:0.046, total+:15, total-:324\n", "@threshold:0.880, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:0.759, sens:0.218, spec:0.965, ppv:0.545, acc:0.844, f1:0.312, mcc:0.030, total+:22, total-:317\n", "@threshold:0.692, sens:0.218, spec:0.961, ppv:0.522, acc:0.841, f1:0.308, mcc:0.026, total+:23, total-:316\n", "@threshold:0.574, sens:0.236, spec:0.961, ppv:0.542, acc:0.844, f1:0.329, mcc:0.028, total+:24, total-:315\n", "@threshold:0.513, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.511, sens:0.309, spec:0.958, ppv:0.586, acc:0.853, f1:0.405, mcc:0.032, total+:29, total-:310\n", "@threshold:0.503, sens:0.309, spec:0.954, ppv:0.567, acc:0.850, f1:0.400, mcc:0.029, total+:30, total-:309\n", "@threshold:0.492, sens:0.327, spec:0.951, ppv:0.562, acc:0.850, f1:0.414, mcc:0.027, total+:32, total-:307\n", "@threshold:0.437, sens:0.400, spec:0.947, ppv:0.595, acc:0.858, f1:0.478, mcc:0.030, total+:37, total-:302\n", "@threshold:0.418, sens:0.418, spec:0.947, ppv:0.605, acc:0.861, f1:0.495, mcc:0.031, total+:38, total-:301\n", "@threshold:0.413, sens:0.418, spec:0.944, ppv:0.590, acc:0.858, f1:0.489, mcc:0.028, total+:39, total-:300\n", "@threshold:0.345, sens:0.436, spec:0.923, ppv:0.522, acc:0.844, f1:0.475, mcc:0.019, total+:46, total-:293\n", "@threshold:0.336, sens:0.455, spec:0.919, ppv:0.521, acc:0.844, f1:0.485, mcc:0.019, total+:48, total-:291\n", "@threshold:0.323, sens:0.473, spec:0.915, ppv:0.520, acc:0.844, f1:0.495, mcc:0.019, total+:50, total-:289\n", "@threshold:0.294, sens:0.491, spec:0.912, ppv:0.519, acc:0.844, f1:0.505, mcc:0.018, total+:52, total-:287\n", "@threshold:0.242, sens:0.509, spec:0.887, ppv:0.467, acc:0.826, f1:0.487, mcc:0.013, total+:60, total-:279\n", "@threshold:0.236, sens:0.509, spec:0.884, ppv:0.459, acc:0.823, f1:0.483, mcc:0.013, total+:61, total-:278\n", "@threshold:0.152, sens:0.527, spec:0.831, ppv:0.377, acc:0.782, f1:0.439, mcc:0.008, total+:77, total-:262\n", "@threshold:0.145, sens:0.527, spec:0.827, ppv:0.372, acc:0.779, f1:0.436, mcc:0.007, total+:78, total-:261\n", "@threshold:0.108, sens:0.545, spec:0.803, ppv:0.349, acc:0.761, f1:0.426, mcc:0.006, total+:86, total-:253\n", "@threshold:0.103, sens:0.564, spec:0.799, ppv:0.352, acc:0.761, f1:0.434, mcc:0.006, total+:88, total-:251\n", "@threshold:0.086, sens:0.582, spec:0.792, ppv:0.352, acc:0.758, f1:0.438, mcc:0.006, total+:91, total-:248\n", "@threshold:0.085, sens:0.582, spec:0.789, ppv:0.348, acc:0.755, f1:0.435, mcc:0.006, total+:92, total-:247\n", "@threshold:0.016, sens:0.600, spec:0.718, ppv:0.292, acc:0.699, f1:0.393, mcc:0.004, total+:113, total-:226\n", "@threshold:0.009, sens:0.600, spec:0.715, ppv:0.289, acc:0.696, f1:0.391, mcc:0.004, total+:114, total-:225\n", "@threshold:0.004, sens:0.618, spec:0.711, ppv:0.293, acc:0.696, f1:0.398, mcc:0.004, total+:116, total-:223\n", "@threshold:0.000, sens:0.618, spec:0.708, ppv:0.291, acc:0.693, f1:0.395, mcc:0.004, total+:117, total-:222\n", "@threshold:-0.017, sens:0.636, spec:0.683, ppv:0.280, acc:0.676, f1:0.389, mcc:0.003, total+:125, total-:214\n", "@threshold:-0.019, sens:0.636, spec:0.680, ppv:0.278, acc:0.673, f1:0.387, mcc:0.003, total+:126, total-:213\n", "@threshold:-0.020, sens:0.655, spec:0.680, ppv:0.283, acc:0.676, f1:0.396, mcc:0.004, total+:127, total-:212\n", "@threshold:-0.024, sens:0.673, spec:0.676, ppv:0.287, acc:0.676, f1:0.402, mcc:0.004, total+:129, total-:210\n", "@threshold:-0.033, sens:0.691, spec:0.658, ppv:0.281, acc:0.664, f1:0.400, mcc:0.003, total+:135, total-:204\n", "@threshold:-0.033, sens:0.691, spec:0.655, ppv:0.279, acc:0.661, f1:0.398, mcc:0.003, total+:136, total-:203\n", "@threshold:-0.034, sens:0.709, spec:0.648, ppv:0.281, acc:0.658, f1:0.402, mcc:0.003, total+:139, total-:200\n", "@threshold:-0.036, sens:0.709, spec:0.644, ppv:0.279, acc:0.655, f1:0.400, mcc:0.003, total+:140, total-:199\n", "@threshold:-0.071, sens:0.727, spec:0.602, ppv:0.261, acc:0.622, f1:0.385, mcc:0.003, total+:153, total-:186\n", "@threshold:-0.071, sens:0.727, spec:0.599, ppv:0.260, acc:0.619, f1:0.383, mcc:0.003, total+:154, total-:185\n", "@threshold:-0.099, sens:0.745, spec:0.574, ppv:0.253, acc:0.602, f1:0.378, mcc:0.003, total+:162, total-:177\n", "@threshold:-0.100, sens:0.745, spec:0.570, ppv:0.252, acc:0.599, f1:0.376, mcc:0.003, total+:163, total-:176\n", "@threshold:-0.130, sens:0.764, spec:0.539, ppv:0.243, acc:0.575, f1:0.368, mcc:0.002, total+:173, total-:166\n", "@threshold:-0.131, sens:0.764, spec:0.535, ppv:0.241, acc:0.572, f1:0.367, mcc:0.002, total+:174, total-:165\n", "@threshold:-0.147, sens:0.782, spec:0.525, ppv:0.242, acc:0.566, f1:0.369, mcc:0.002, total+:178, total-:161\n", "@threshold:-0.151, sens:0.782, spec:0.521, ppv:0.240, acc:0.563, f1:0.368, mcc:0.002, total+:179, total-:160\n", "@threshold:-0.156, sens:0.800, spec:0.514, ppv:0.242, acc:0.560, f1:0.371, mcc:0.002, total+:182, total-:157\n", "@threshold:-0.159, sens:0.800, spec:0.511, ppv:0.240, acc:0.558, f1:0.370, mcc:0.002, total+:183, total-:156\n", "@threshold:-0.199, sens:0.818, spec:0.468, ppv:0.230, acc:0.525, f1:0.359, mcc:0.002, total+:196, total-:143\n", "@threshold:-0.203, sens:0.818, spec:0.465, ppv:0.228, acc:0.522, f1:0.357, mcc:0.002, total+:197, total-:142\n", "@threshold:-0.207, sens:0.836, spec:0.465, ppv:0.232, acc:0.525, f1:0.364, mcc:0.002, total+:198, total-:141\n", "@threshold:-0.215, sens:0.855, spec:0.461, ppv:0.235, acc:0.525, f1:0.369, mcc:0.002, total+:200, total-:139\n", "@threshold:-0.239, sens:0.873, spec:0.430, ppv:0.229, acc:0.501, f1:0.362, mcc:0.002, total+:210, total-:129\n", "@threshold:-0.241, sens:0.873, spec:0.426, ppv:0.227, acc:0.499, f1:0.361, mcc:0.002, total+:211, total-:128\n", "@threshold:-0.255, sens:0.891, spec:0.408, ppv:0.226, acc:0.487, f1:0.360, mcc:0.002, total+:217, total-:122\n", "@threshold:-0.258, sens:0.891, spec:0.405, ppv:0.225, acc:0.484, f1:0.359, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.259, sens:0.909, spec:0.405, ppv:0.228, acc:0.487, f1:0.365, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.260, sens:0.909, spec:0.401, ppv:0.227, acc:0.484, f1:0.364, mcc:0.002, total+:220, total-:119\n", "@threshold:-0.293, sens:0.927, spec:0.380, ppv:0.225, acc:0.469, f1:0.362, mcc:0.002, total+:227, total-:112\n", "@threshold:-0.300, sens:0.927, spec:0.377, ppv:0.224, acc:0.466, f1:0.360, mcc:0.002, total+:228, total-:111\n", "@threshold:-0.472, sens:0.945, spec:0.222, ppv:0.190, acc:0.339, f1:0.317, mcc:0.002, total+:273, total-:66\n", "@threshold:-0.476, sens:0.945, spec:0.218, ppv:0.190, acc:0.336, f1:0.316, mcc:0.002, total+:274, total-:65\n", "@threshold:-0.520, sens:0.964, spec:0.187, ppv:0.187, acc:0.313, f1:0.313, mcc:0.002, total+:284, total-:55\n", "@threshold:-0.535, sens:0.964, spec:0.183, ppv:0.186, acc:0.310, f1:0.312, mcc:0.002, total+:285, total-:54\n", "@threshold:-0.639, sens:0.982, spec:0.120, ppv:0.178, acc:0.260, f1:0.301, mcc:0.001, total+:304, total-:35\n", "@threshold:-0.645, sens:0.982, spec:0.116, ppv:0.177, acc:0.257, f1:0.300, mcc:0.001, total+:305, total-:34\n", "@threshold:-1.286, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs233:Intracrn inj:0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.049\n", "\n", " Vital: Temp-avg13to16 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs4:Mycoses:0.046\n", " Diagnosis:9ccs243:Poisn nonmed:0.046\n", " Diagnosis:9ccs215:gu cong anom:0.046\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:-0.070\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.063\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs236:Opn wnd extr:-0.055\n", " Diagnosis:9ccs52:Nutrit defic:0.055\n", " Diagnosis:9ccs145:Int obstruct:-0.054\n", " Diagnosis:9ccs196:Nml preg/del:-0.054\n", "\n", "* Number of Visits | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " MatDeliveryAge | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", " Vital: Temp-avg5to7 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs52:Nutrit defic:0.049\n", "\n", " Vital: Temp-avg10to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.064\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", "\n", "* Vital: Wt Change-latest | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.097\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", "\n", "* Vital: Wt-gain7to13 | coef 0.008 95% CI: [0.006 , 0.011] | OR_adj 1.008 [1.006 1.011] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.077\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Diagnosis:9ccs16:Liver/ibd ca:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs232:Sprain:-0.061\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", "\n", " Vital: Temp-avg0to1 | coef 0.008 95% CI: [0.008 , 0.009] | OR_adj 1.008 [1.008 1.009] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Temp-avg19to24 | coef 0.008 95% CI: [0.008 , 0.009] | OR_adj 1.008 [1.008 1.009] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs254:Rehab:0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: Temp-avg3to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs229:Fx arm:-0.067\n", " Diagnosis:9ccs246:FUO:0.064\n", " Diagnosis:9ccs118:Phlebitis:0.063\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs254:Rehab:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.078\n", " Newborn Diagnosis:9ccs59:Anemia:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Lab:306025 PPD:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:-0.057\n", " Diagnosis:9ccs221:Resp distres:0.055\n", " Number of Visits:0.053\n", "\n", "* Vital: Wt-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:-0.093\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.057\n", " Number of Visits:0.055\n", " Diagnosis:9ccs233:Intracrn inj:0.055\n", "\n", "* Vital: BMI-avg0to1 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.063\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.059\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.057\n", "\n", " Vital: Wt-avg0to1 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.010] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", " Vital: Temp-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", " Vital: Temp-avg7to10 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Temp-avg1to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs118:Phlebitis:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Vital: Temp-avg16to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs126:Ot up rsp in:-0.093\n", " Diagnosis:9ccs7:Viral infect:-0.091\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.070\n", " Diagnosis:9ccs155:Other GI dx:-0.067\n", " Diagnosis:9ccs59:Anemia:-0.063\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Lab:306025 PPD:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", "\n", "* Vital: Wt-gain16to24 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.076\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", "\n", "* Vital: BMI-gain0to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.090\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs16:Liver/ibd ca:0.079\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.077\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Diagnosis:9ccs87:Retinal dx:0.065\n", "\n", "* Vital: BMI-avg16to19 | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.067\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs230:Fx leg:-0.054\n", " Diagnosis:9ccs87:Retinal dx:-0.054\n", " Lab:294147 FREE T4 - LMC:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", "\n", "* Vital: BMI-avg1to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Newborn Diagnosis:9ccs59:Anemia:-0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.068\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.059\n", " Diagnosis:9ccs238:Complic proc:-0.057\n", "\n", " Vital: BMI-gain1to5 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs5:HIV infectn:-0.066\n", " Diagnosis:9ccs217:Ot cong anom:0.065\n", " Diagnosis:9ccs159:UTI:0.065\n", " Diagnosis:9ccs233:Intracrn inj:-0.064\n", " Diagnosis:9ccs225:Joint injury:0.062\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.083\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.073\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs120:Hemmorhoids:0.066\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Lab:294199 BILIRUBIN SCAN - LMC:0.059\n", " Diagnosis:9ccs232:Sprain:-0.058\n", " Diagnosis:9ccs145:Int obstruct:0.056\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs72:Anxiety dx:-0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.060\n", " Diagnosis:9ccs199:Ulcer skin:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs76:Meningitis:0.052\n", "\n", "* Vital: BMI-avg3to5 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.080\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs171:Menstrual dx:-0.059\n", " Diagnosis:9ccs72:Anxiety dx:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Wt-gain1to5 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Diagnosis:9ccs233:Intracrn inj:-0.071\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs225:Joint injury:0.068\n", " Diagnosis:9ccs5:HIV infectn:-0.066\n", "\n", "* Vital: Wt-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.009] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:0.077\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs233:Intracrn inj:0.072\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs154:Gastroent:0.055\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs224:Ot perint dx:0.053\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.052\n", " Diagnosis:9ccs141:Ot dx stomch:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.047\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs5:HIV infectn:0.074\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs118:Phlebitis:0.066\n", " Newborn Diagnosis:9ccs59:Anemia:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.065\n", " Diagnosis:9ccs171:Menstrual dx:-0.065\n", " Diagnosis:9ccs210:SLE:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", "* Vital: Wt Percentile-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.072\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.072\n", " Diagnosis:9ccs236:Opn wnd extr:-0.071\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.068\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Newborn Diagnosis:9ccs59:Anemia:-0.068\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.068\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.059\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs52:Nutrit defic:-0.075\n", " Lab:306025 PPD:-0.064\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs5:HIV infectn:-0.048\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", " Vital: BMI-gain3to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs236:Opn wnd extr:-0.087\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs5:HIV infectn:0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.061\n", " Diagnosis:9ccs210:SLE:0.060\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.055\n", "\n", "* Vital: BMI-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs233:Intracrn inj:0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs5:HIV infectn:0.068\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", "\n", "* Vital: Wt-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs236:Opn wnd extr:0.077\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.072\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.068\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs142:Appendicitis:0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.055\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:-0.083\n", " Diagnosis:9ccs5:HIV infectn:-0.078\n", " Diagnosis:9ccs120:Hemmorhoids:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", " Diagnosis:9ccs16:Liver/ibd ca:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", "\n", "* Vital: Wt-avg5to7 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Newborn Diagnosis:9ccs59:Anemia:-0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.084\n", " Diagnosis:9ccs87:Retinal dx:-0.083\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.069\n", "\n", " Vital: HR-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", " Vital: HC-gain1to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", "* Vital: Ht-gain7to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", "* Vital: BMI-avg7to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.097\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs171:Menstrual dx:-0.063\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", "\n", " Vital: BMI-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs236:Opn wnd extr:0.085\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.061\n", " Diagnosis:9ccs228:Fx skull fac:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.057\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.051\n", "\n", " Vital: HC-gain0to3 | coef 0.007 95% CI: [0.006 , 0.007] | OR_adj 1.007 [1.006 1.007] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", " Vital: Ht-avg7to10 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs73:Preadult dx:0.072\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.070\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", "\n", " Vital: Ht-latest | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Diagnosis:9ccs128:Asthma:0.117\n", " Diagnosis:9ccs221:Resp distres:0.115\n", "\n", "* Vital: BMI-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.064\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.057\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs63:Wht blood dx:-0.049\n", " Diagnosis:9ccs234:Crush injury:-0.047\n", " Lab:292495 LEAD LEVEL - Sunrise:0.047\n", "\n", " Vital: Ht-gain0to3 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", "* Vital: BMI-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Diagnosis:9ccs16:Liver/ibd ca:0.068\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs52:Nutrit defic:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", "\n", " Vital: Ht-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: HC-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs87:Retinal dx:-0.073\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Lab:294147 FREE T4 - LMC:0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:-0.072\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs233:Intracrn inj:0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", " Vital: Wt-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.075\n", " Diagnosis:9ccs52:Nutrit defic:0.064\n", " Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.058\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.058\n", " Diagnosis:9ccs232:Sprain:0.054\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", "\n", " Vital: Ht-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs233:Intracrn inj:0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", "\n", " Vital: Ht-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: Ht-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", "* Vital: Wt-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Diagnosis:9ccs87:Retinal dx:-0.097\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.079\n", " Newborn Diagnosis:9ccs59:Anemia:-0.079\n", " Diagnosis:9ccs221:Resp distres:-0.071\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.094\n", " Newborn Diagnosis:9ccs59:Anemia:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.077\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs245:Syncope:-0.050\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.080\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs5:HIV infectn:0.060\n", " Diagnosis:9ccs118:Phlebitis:0.058\n", "\n", "* Vital: Wt-latest | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: Ht Percentile-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.085\n", " Newborn Diagnosis:9ccs59:Anemia:-0.085\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.066\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", "\n", "* Vital: BMI-gain0to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs233:Intracrn inj:0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.059\n", " Newborn Diagnosis:9ccs59:Anemia:-0.059\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", "\n", " Vital: Ht-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.086\n", " Diagnosis:9ccs0:No DX:0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs49:DiabMel no c:0.064\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", "\n", "* Vital: BMI-avg5to7 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs145:Int obstruct:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.054\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", "\n", " Vital: HC-gain7to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs231:Oth fracture:0.054\n", " Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs232:Sprain:-0.052\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Diagnosis:9ccs52:Nutrit defic:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.050\n", " Diagnosis:9ccs228:Fx skull fac:0.050\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", "\n", " Vital: BMI-gain13to19 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:0.065\n", " Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs141:Ot dx stomch:0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs7:Viral infect:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Number of Visits:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", "\n", " Vital: HC-gain16to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs228:Fx skull fac:-0.070\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.058\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs171:Menstrual dx:-0.071\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs132:Lung externl:-0.059\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " Diagnosis:9ccs87:Retinal dx:-0.057\n", "\n", " Vital: Ht-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", " Vital: HC-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", " Vital: Wt-gain13to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.048\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", "\n", " Vital: HC-gain5to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", "\n", " Vital: HC-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.080\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.070\n", " Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.044\n", "\n", " Vital: BMI-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.079\n", " Diagnosis:9ccs52:Nutrit defic:0.069\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs232:Sprain:0.059\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.056\n", " Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", " Vital: Ht-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", "\n", "* Vital: Wt-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.073\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:0.095\n", " Number of Visits:-0.083\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.078\n", " Diagnosis:9ccs133:Oth low resp:-0.078\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Diagnosis:9ccs96:Hrt valve dx:-0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.062\n", "\n", " Vital: HC-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", " Vital: Ht-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.047\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.110\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.081\n", " Diagnosis:10ccs238:Complic proc:0.077\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.077\n", " Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:0.069\n", " Diagnosis:9ccs210:SLE:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.063\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.054\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", "* Vital: HC-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", "\n", " Vital: HC-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.068\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs87:Retinal dx:-0.085\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.084\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.069\n", " Newborn Diagnosis:9ccs59:Anemia:-0.069\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", "\n", " Vital: Ht-gain3to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs105:Conduction:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", "\n", "* Vital: HC-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.043\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.035\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.006] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Diagnosis:9ccs87:Retinal dx:-0.092\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", " Diagnosis:9ccs171:Menstrual dx:0.064\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.061\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs199:Ulcer skin:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", "\n", " Vital: HC-gain13to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", " Vital: Ht-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs5:HIV infectn:0.078\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.057\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.048\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs87:Retinal dx:-0.072\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Newborn Diagnosis:9ccs59:Anemia:-0.064\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.110\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", "\n", "* Vital: Ht-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs87:Retinal dx:-0.066\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", "\n", " Vital: Ht-avg5to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs210:SLE:-0.079\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.067\n", " Newborn Diagnosis:9ccs59:Anemia:-0.067\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.093\n", " Diagnosis:9ccs5:HIV infectn:0.091\n", " Diagnosis:9ccs254:Rehab:0.090\n", " Diagnosis:9ccs145:Int obstruct:0.079\n", " Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", "\n", "* Vital: Ht-avg16to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs205:Back problem:-0.060\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.062\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs236:Opn wnd extr:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Diagnosis:9ccs233:Intracrn inj:-0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.061\n", " Number of Visits:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.046\n", " Diagnosis:9ccs91:Other eye dx:-0.046\n", " Diagnosis:9ccs141:Ot dx stomch:0.044\n", " Diagnosis:9ccs208:Acq foot def:0.044\n", "\n", "* Vital: RR-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs118:Phlebitis:-0.061\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs252:Fatigue:0.053\n", "\n", " Vital: HC-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.058\n", " Diagnosis:9ccs230:Fx leg:-0.054\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.057\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", "\n", "* Vital: HC-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.075\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.068\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs59:Anemia:-0.055\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.055\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.055\n", " Diagnosis:9ccs49:DiabMel no c:0.055\n", "\n", "* Vital: HC-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs73:Preadult dx:0.053\n", " Diagnosis:9ccs230:Fx leg:-0.052\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:0.220\n", " Diagnosis:9ccs252:Fatigue:0.116\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.105\n", " Diagnosis:9ccs145:Int obstruct:-0.102\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.096\n", " Diagnosis:9ccs47:Ot bnign neo:0.073\n", " Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs190:Fetal distrs:0.055\n", "\n", " Vital: Ht-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.086\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs230:Fx leg:-0.082\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Diagnosis:9ccs236:Opn wnd extr:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.064\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.062\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.062\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", "\n", "* Vital: Wt-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Lab:294495 LEAD, BLOOD - LMC:0.058\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.051\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.048\n", " Newborn Diagnosis:9ccs59:Anemia:-0.047\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.047\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Vital: HR-avg19to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs245:Syncope:0.069\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:0.057\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs230:Fx leg:-0.064\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.050\n", " Diagnosis:9ccs70:Schizo/rl dx:0.049\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs5:HIV infectn:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.051\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.048\n", "\n", " Vital: HR-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs229:Fx arm:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs106:Dysrhythmia:-0.075\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs190:Fetal distrs:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.074\n", " Diagnosis:10ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs75:Hx mental dx:-0.073\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs236:Opn wnd extr:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:294495 LEAD, BLOOD - LMC:0.063\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Ht-gain0to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.092\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs171:Menstrual dx:0.065\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.093\n", " Diagnosis:9ccs252:Fatigue:0.083\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.074\n", " Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.054\n", " Lab:306025 PPD:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:0.093\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.081\n", " Diagnosis:9ccs195:Ot compl bir:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.076\n", " Diagnosis:9ccs147:Anal/rectal:0.073\n", " Diagnosis:9ccs44:Neoplsm unsp:0.069\n", " Diagnosis:9ccs230:Fx leg:-0.067\n", " Diagnosis:9ccs117:Ot circul dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.065\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Lab:306025 PPD:0.075\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.083\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:-0.059\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.053\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs245:Syncope:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.050\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.122\n", " Diagnosis:9ccs127:COPD:0.074\n", " Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs195:Ot compl bir:-0.061\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.056\n", " Diagnosis:9ccs211:Ot conn tiss:0.056\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs75:Hx mental dx:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs5:HIV infectn:0.051\n", " Diagnosis:9ccs72:Anxiety dx:-0.050\n", " Diagnosis:9ccs132:Lung externl:-0.050\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs87:Retinal dx:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.111\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.092\n", " Diagnosis:9ccs92:Otitis media:0.077\n", " Diagnosis:9ccs70:Schizo/rl dx:0.074\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs257:Ot aftercare:0.061\n", " Diagnosis:9ccs89:Blindness:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.089\n", " Diagnosis:9ccs199:Ulcer skin:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.061\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Diagnosis:9ccs204:Ot joint dx:0.059\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.056\n", " Diagnosis:9ccs117:Ot circul dx:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:0.087\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs124:Tonsillitis:-0.061\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.056\n", " Diagnosis:9ccs89:Blindness:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:-0.049\n", "\n", "* Vital: HC-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.057\n", "\n", " Vital: HR-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs70:Schizo/rl dx:0.067\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Diagnosis:9ccs118:Phlebitis:-0.062\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:-0.091\n", " Diagnosis:9ccs230:Fx leg:-0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs199:Ulcer skin:-0.071\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.070\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs245:Syncope:-0.059\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Newborn Diagnosis:9ccs59:Anemia:-0.076\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.076\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Lab:294147 FREE T4 - LMC:0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs199:Ulcer skin:-0.062\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:9ccs253:Allergy:0.058\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " Lab:294147 FREE T4 - LMC:0.057\n", " Diagnosis:9ccs232:Sprain:-0.057\n", " MatDeliveryAge:-0.056\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.054\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.098\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.083\n", " Diagnosis:9ccs199:Ulcer skin:-0.081\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Diagnosis:9ccs245:Syncope:-0.078\n", " Diagnosis:9ccs171:Menstrual dx:-0.076\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.074\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.067\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:0.117\n", " Diagnosis:9ccs44:Neoplsm unsp:0.078\n", " Diagnosis:9ccs140:Gastritis:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.074\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.073\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.069\n", " Diagnosis:9ccs242:Poisn ot med:-0.066\n", " Diagnosis:9ccs195:Ot compl bir:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.088\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.077\n", " Newborn Diagnosis:9ccs59:Anemia:-0.077\n", " Lab:294147 FREE T4 - LMC:0.068\n", " Diagnosis:9ccs245:Syncope:-0.068\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs89:Blindness:0.062\n", " Diagnosis:9ccs199:Ulcer skin:-0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs188:Pelvic obstr:-0.057\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs171:Menstrual dx:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.064\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs245:Syncope:-0.054\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs232:Sprain:-0.049\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs118:Phlebitis:-0.059\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:-0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.088\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Diagnosis:9ccs117:Ot circul dx:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.064\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:294199 BILIRUBIN SCAN - LMC:-0.060\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs87:Retinal dx:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", "\n", " Vital: HR-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.133\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Lab:294147 FREE T4 - LMC:0.072\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs252:Fatigue:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.062\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs245:Syncope:0.075\n", " Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs231:Oth fracture:-0.068\n", " Diagnosis:9ccs190:Fetal distrs:-0.064\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.091\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.087\n", " Diagnosis:9ccs230:Fx leg:-0.074\n", " Diagnosis:9ccs195:Ot compl bir:-0.071\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs145:Int obstruct:0.066\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.064\n", " Diagnosis:9ccs208:Acq foot def:0.063\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Newborn Diagnosis:9ccs59:Anemia:-0.061\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs188:Pelvic obstr:-0.057\n", " Diagnosis:9ccs167:Breast dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs171:Menstrual dx:-0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Diagnosis:9ccs254:Rehab:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs232:Sprain:-0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.107\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs242:Poisn ot med:0.079\n", " Diagnosis:9ccs118:Phlebitis:-0.075\n", " Diagnosis:9ccs217:Ot cong anom:-0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.067\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:-0.115\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.115\n", " Diagnosis:9ccs259:Unclassified:-0.113\n", " Diagnosis:9ccs44:Neoplsm unsp:-0.108\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.092\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.081\n", " Diagnosis:9ccs196:Nml preg/del:-0.069\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Diagnosis:9ccs118:Phlebitis:0.064\n", " Diagnosis:9ccs240:Burns:-0.063\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs118:Phlebitis:-0.094\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.072\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.066\n", " Diagnosis:9ccs163:Other GU dx:0.055\n", " Diagnosis:9ccs51:Ot endo dsor:-0.054\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.053\n", "\n", " Vital: RR-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.089\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Diagnosis:9ccs142:Appendicitis:-0.057\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.103\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs168:PID:-0.061\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs118:Phlebitis:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.054\n", "\n", "* Vital: RR-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.085\n", " Diagnosis:9ccs106:Dysrhythmia:0.084\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.077\n", " Lab:306025 PPD:0.072\n", " Diagnosis:9ccs135:Intest infct:0.068\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs188:Pelvic obstr:-0.055\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.053\n", " Newborn Diagnosis:9ccs59:Anemia:-0.053\n", " Diagnosis:9ccs171:Menstrual dx:-0.052\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs105:Conduction:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs231:Oth fracture:-0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs229:Fx arm:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.041\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs232:Sprain:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs127:COPD:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", "\n", " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.121\n", " Newborn Diagnosis:9ccs59:Anemia:-0.121\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.097\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.086\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs188:Pelvic obstr:-0.074\n", " Diagnosis:9ccs196:Nml preg/del:-0.072\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Diagnosis:9ccs118:Phlebitis:0.069\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.089\n", " Lab:294495 LEAD, BLOOD - LMC:-0.087\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.071\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.070\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs75:Hx mental dx:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs212:Ot bone dx:0.051\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.129\n", " Newborn Diagnosis:9ccs59:Anemia:-0.129\n", " Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.103\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.091\n", " Diagnosis:9ccs196:Nml preg/del:-0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs118:Phlebitis:0.070\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:0.075\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs120:Hemmorhoids:-0.069\n", " Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.058\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs106:Dysrhythmia:-0.057\n", " Diagnosis:9ccs171:Menstrual dx:-0.057\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.073\n", " Diagnosis:9ccs4:Mycoses:0.060\n", " Diagnosis:9ccs215:gu cong anom:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.056\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs120:Hemmorhoids:-0.052\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.044\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.095\n", " Diagnosis:9ccs87:Retinal dx:0.095\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.083\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Lab:306025 PPD:-0.135\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.118\n", " Diagnosis:9ccs231:Oth fracture:-0.090\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Diagnosis:9ccs229:Fx arm:0.094\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", " Diagnosis:9ccs129:Asp pneumon:0.085\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs228:Fx skull fac:0.072\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs132:Lung externl:0.075\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs145:Int obstruct:0.071\n", " Diagnosis:9ccs225:Joint injury:0.071\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.071\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.096\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.077\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.084\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs73:Preadult dx:0.085\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.085\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.046\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs245:Syncope:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", " Number of Visits:0.098\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.091\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.103\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Lab:294147 FREE T4 - LMC:0.084\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.081\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs188:Pelvic obstr:0.089\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs229:Fx arm:0.064\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Diagnosis:9ccs120:Hemmorhoids:-0.131\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Diagnosis:9ccs231:Oth fracture:0.096\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Diagnosis:9ccs106:Dysrhythmia:0.112\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.076\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Diagnosis:9ccs168:PID:-0.048\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.095\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Diagnosis:9ccs246:FUO:0.138\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Diagnosis:9ccs246:FUO:0.194\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.075\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:-0.092\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.057\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Diagnosis:9ccs106:Dysrhythmia:0.136\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.062\n", " Diagnosis:9ccs155:Other GI dx:0.061\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.128\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.124\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Diagnosis:9ccs75:Hx mental dx:0.146\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Lab:294495 LEAD, BLOOD - LMC:0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.172\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Lab:294147 FREE T4 - LMC:0.086\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs52:Nutrit defic:0.084\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:-0.361\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", " Diagnosis:9ccs151:Oth liver dx:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Diagnosis:9ccs135:Intest infct:-0.054\n", " Diagnosis:9ccs253:Allergy:-0.053\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Diagnosis:9ccs213:Cardiac anom:-0.018\n", " Number of Visits:0.018\n", " Diagnosis:9ccs159:UTI:-0.014\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Diagnosis:9ccs87:Retinal dx:0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs140:Gastritis:0.064\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs253:Allergy:0.033\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.093\n", " Diagnosis:10ccs238:Complic proc:0.093\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.045\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs44:Neoplsm unsp:0.141\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:294147 FREE T4 - LMC:0.083\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Lab:294495 LEAD, BLOOD - LMC:-0.077\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.141\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Diagnosis:9ccs256:Exam/eval:0.041\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs92:Otitis media:-0.037\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs92:Otitis media:0.037\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " MatDeliveryAge:0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Number of Visits:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.062\n", " MatDeliveryAge:0.043\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.087\n", " Diagnosis:9ccs140:Gastritis:-0.077\n", " Lab:292495 LEAD LEVEL - Sunrise:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.070\n", " Diagnosis:9ccs222:Perint jaund:0.069\n", " Diagnosis:9ccs124:Tonsillitis:-0.052\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.058\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs251:Abdomnl pain:0.194\n", " Diagnosis:9ccs247:Lymph enlarg:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.053\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", " Diagnosis:9ccs155:Other GI dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs224:Ot perint dx:0.036\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.015\n", " MatDeliveryAge:-0.015\n", " Diagnosis:9ccs126:Ot up rsp in:0.015\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Diagnosis:9ccs245:Syncope:0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Newborn Diagnosis:9ccs259:Unclassified:0.049\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Diagnosis:9ccs200:Oth skin dx:-0.030\n", " Diagnosis:9ccs155:Other GI dx:-0.029\n", " Number of Visits:-0.028\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.069\n", " Diagnosis:9ccs4:Mycoses:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.065\n", "\n", " Vital: BMI Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.268\n", " Diagnosis:9ccs127:COPD:0.082\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Diagnosis:9ccs126:Ot up rsp in:0.039\n", " Diagnosis:9ccs7:Viral infect:-0.035\n", " Diagnosis:9ccs92:Otitis media:0.035\n", " Diagnosis:9ccs253:Allergy:-0.034\n", " Number of Visits:0.019\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", " Diagnosis:9ccs140:Gastritis:0.083\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Diagnosis:9ccs89:Blindness:0.058\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.031\n", " Number of Visits:0.017\n", " Diagnosis:9ccs7:Viral infect:0.010\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs52:Nutrit defic:-0.101\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.040\n", " Diagnosis:9ccs138:Esophgeal dx:0.039\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs222:Perint jaund:0.102\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.051\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Diagnosis:9ccs135:Intest infct:0.022\n", " Diagnosis:9ccs90:Eye infectn:0.021\n", " Diagnosis:9ccs126:Ot up rsp in:0.021\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", " Diagnosis:9ccs200:Oth skin dx:0.039\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs212:Ot bone dx:0.141\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.101\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.059\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.050\n", " Diagnosis:9ccs92:Otitis media:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Number of Visits:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs155:Other GI dx:-0.020\n", " Diagnosis:9ccs90:Eye infectn:-0.019\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Diagnosis:9ccs229:Fx arm:0.407\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs257:Ot aftercare:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Diagnosis:9ccs90:Eye infectn:0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs125:Bronchitis:-0.019\n", " Diagnosis:9ccs135:Intest infct:-0.019\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs213:Cardiac anom:0.060\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.038\n", " Diagnosis:9ccs122:Pneumonia:0.033\n", " Diagnosis:9ccs7:Viral infect:0.032\n", " Diagnosis:9ccs155:Other GI dx:-0.029\n", " Diagnosis:9ccs217:Ot cong anom:0.028\n", " Diagnosis:9ccs239:Superfic inj:0.027\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Diagnosis:9ccs2603:E Codes: Fall:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.090\n", " Diagnosis:9ccs239:Superfic inj:0.085\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Diagnosis:9ccs127:COPD:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs247:Lymph enlarg:-0.142\n", " Diagnosis:9ccs224:Ot perint dx:0.095\n", " Diagnosis:9ccs250:Nausea/vomit:0.077\n", " Diagnosis:9ccs256:Exam/eval:-0.065\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.054\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Number of Visits:0.040\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.055\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs124:Tonsillitis:0.128\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.065\n", " Diagnosis:9ccs239:Superfic inj:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:0.060\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.041\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Diagnosis:9ccs136:Teeth dx:0.119\n", " Diagnosis:9ccs94:Other ear dx:0.116\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Number of Visits:0.024\n", " Diagnosis:9ccs135:Intest infct:0.022\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs159:UTI:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Diagnosis:9ccs213:Cardiac anom:-0.098\n", " Diagnosis:9ccs113:Late eff CVD:0.079\n", " Diagnosis:9ccs159:UTI:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Diagnosis:9ccs126:Ot up rsp in:0.021\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs222:Perint jaund:-0.057\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Diagnosis:9ccs155:Other GI dx:0.039\n", " Diagnosis:9ccs126:Ot up rsp in:-0.039\n", " MatDeliveryAge:0.035\n", "\n", " Newborn Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " MatDeliveryAge:-0.023\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.015\n", " Diagnosis:9ccs126:Ot up rsp in:0.015\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Number of Visits:0.017\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.267\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", " Diagnosis:9ccs204:Ot joint dx:0.101\n", " Diagnosis:9ccs242:Poisn ot med:0.101\n", " Diagnosis:9ccs251:Abdomnl pain:0.074\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs239:Superfic inj:0.045\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Diagnosis:9ccs210:SLE | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs210:SLE:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", " Diagnosis:9ccs7:Viral infect:0.028\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", "\n", " Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs196:Nml preg/del:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.120\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Diagnosis:9ccs198:Ot infl skin:0.041\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs253:Allergy:-0.034\n", " Diagnosis:9ccs257:Ot aftercare:-0.030\n", " Number of Visits:0.028\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.022\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs128:Asthma:0.071\n", " MatDeliveryAge:0.067\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Diagnosis:9ccs7:Viral infect:0.035\n", " Diagnosis:9ccs257:Ot aftercare:0.035\n", " Number of Visits:0.028\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs59:Anemia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs198:Ot infl skin:0.062\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.071\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs16:Liver/ibd ca | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.447\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", "\n", "Vital : 0.945321571002\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : 0.00895940584829\n", "MatDeliveryAge : 0.00892237750444\n", "Diagnosis : 0.0296204418278\n", "Lab : 0.00263127059721\n", "Newborn Diagnosis : 0.00454493322078\n", "Time to run analysis 0:13:37.245989\n", "Total Time elapsed 13:47:23.703250\n", "-----------------------------------------------------\n", "\n", "girls no_min no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.897, R^2 test: -1.981\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.466\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.532, R^2 test: -0.266\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.115, R^2 test: 0.034\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.115\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.046\n", "AUC Test: 0.605, Explained Variance Score Test: 0.032\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.885, R^2 test: -1.120\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.687, R^2 test: -0.222\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.556, R^2 test: -0.062\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.040, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.670, Explained Variance Score Train: 0.040\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.520, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.878, R^2 test: -1.518\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.707, R^2 test: -0.549\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.539, R^2 test: -0.317\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.054, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.683, Explained Variance Score Train: 0.054\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.622, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.883, R^2 test: -2.576\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.702, R^2 test: -1.231\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.583, R^2 test: -0.680\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.112, R^2 test: -0.105\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.685, Explained Variance Score Train: 0.112\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.584, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.832, R^2 test: -2.240\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.655, R^2 test: -0.725\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.519, R^2 test: -0.445\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.028, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.651, Explained Variance Score Train: 0.028\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.611, Explained Variance Score Test: 0.012\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.927, R^2 test: -3.778\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.744, R^2 test: -1.225\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.582, R^2 test: -0.569\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.627, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.561, Explained Variance Score Test: 0.000\n", "\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.920, R^2 test: -3.154\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.738, R^2 test: -0.930\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.566, R^2 test: -0.454\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.094, R^2 test: -0.077\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.687, Explained Variance Score Train: 0.094\n", "AUC Validation: 0.537, Explained Variance Score Validation: -0.039\n", "AUC Test: 0.543, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.192\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.711, R^2 test: -0.477\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.584, R^2 test: -0.212\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.492, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.545, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.934, R^2 test: -3.243\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.750, R^2 test: -1.269\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.588, R^2 test: -0.739\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.063, R^2 test: -0.134\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.683, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.369, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.507, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.919, R^2 test: -1.208\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.714, R^2 test: -0.459\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.567, R^2 test: -0.207\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.105, R^2 test: 0.028\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.704, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.043\n", "AUC Test: 0.614, Explained Variance Score Test: 0.050\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.881, R^2 test: -3.289\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.643, R^2 test: -0.961\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.491, R^2 test: -0.597\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.075\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.675, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.601, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.552, Explained Variance Score Test: 0.008\n", "\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.869, R^2 test: -1.650\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.632, R^2 test: -0.692\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.497, R^2 test: -0.435\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.085, R^2 test: -0.058\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.085\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.555, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.805, R^2 test: -1.558\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.594, R^2 test: -0.264\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.480, R^2 test: -0.138\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.682, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.428, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.591, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.875, R^2 test: -2.607\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.701, R^2 test: -0.663\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.584, R^2 test: -0.438\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.036, R^2 test: -0.024\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.643, Explained Variance Score Train: 0.036\n", "AUC Validation: 0.530, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.605, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.923, R^2 test: -0.951\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.760, R^2 test: -0.411\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.607, R^2 test: -0.279\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.145, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.145\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.580, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.846, R^2 test: -0.690\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.644, R^2 test: -0.116\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.500, R^2 test: -0.109\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.068, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.068\n", "AUC Validation: 0.442, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.504, Explained Variance Score Test: -0.003\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.747, R^2 test: -0.863\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.545, R^2 test: -0.163\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.426, R^2 test: -0.110\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.867, R^2 test: -3.638\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.601, R^2 test: -0.778\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.454, R^2 test: -0.408\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.665, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.512, Explained Variance Score Test: -0.002\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.856, R^2 test: -2.354\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.604, R^2 test: -0.478\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.475, R^2 test: -0.166\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.016, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.653, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.557, Explained Variance Score Test: 0.003\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.891, R^2 test: -2.810\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.698, R^2 test: -1.014\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.517, R^2 test: -0.617\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.087, R^2 test: -0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.693, Explained Variance Score Train: 0.087\n", "AUC Validation: 0.490, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.573, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.874, R^2 test: -1.391\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.479\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.491, R^2 test: -0.362\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.102\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.693, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.562, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.864, R^2 test: -1.687\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.685, R^2 test: -0.460\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.588, R^2 test: -0.218\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.064, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.064\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.599, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.756, R^2 test: -1.355\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.560, R^2 test: -0.294\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.431, R^2 test: -0.101\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.043, R^2 test: 0.030\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.710, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.587, Explained Variance Score Test: 0.018\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.883, R^2 test: -0.711\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.719, R^2 test: -0.330\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.586, R^2 test: -0.207\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.058, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.584, Explained Variance Score Test: 0.017\n", "\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.900, R^2 test: -2.797\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.595\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.590, R^2 test: -0.334\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.110, R^2 test: -0.055\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.697, Explained Variance Score Train: 0.110\n", "AUC Validation: 0.398, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.602, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.890, R^2 test: -4.250\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.676, R^2 test: -0.918\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.529, R^2 test: -0.440\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.076, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.688, Explained Variance Score Train: 0.076\n", "AUC Validation: 0.570, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.555, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.814, R^2 test: -1.672\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.636, R^2 test: -0.578\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.466, R^2 test: -0.299\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.052, R^2 test: 0.045\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.554, Explained Variance Score Train: 0.052\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.599, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.875, R^2 test: -5.421\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.688, R^2 test: -1.492\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.861\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.131, R^2 test: -0.064\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.131\n", "AUC Validation: 0.631, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.607, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.907, R^2 test: -6.413\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.715, R^2 test: -1.631\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.634\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.042, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.042\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.494, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.887, R^2 test: -5.004\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.686, R^2 test: -1.132\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.537\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.684, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.485, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.898, R^2 test: -3.276\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.741, R^2 test: -1.365\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.602, R^2 test: -0.656\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.019, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.582, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.504, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.440, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.877, R^2 test: -4.189\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.715, R^2 test: -1.624\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.590, R^2 test: -0.686\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.021, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.588, Explained Variance Score Train: 0.021\n", "AUC Validation: 0.486, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.587, Explained Variance Score Test: 0.006\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.883, R^2 test: -0.506\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.685, R^2 test: -0.108\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.520, R^2 test: 0.025\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.030, R^2 test: 0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.490, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.782, R^2 test: -0.980\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.593, R^2 test: -0.234\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.448, R^2 test: -0.050\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.051, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.713, Explained Variance Score Train: 0.051\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.563, Explained Variance Score Test: 0.018\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.908, R^2 test: -1.399\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.683, R^2 test: -0.266\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.558, R^2 test: -0.085\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.023, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.637, Explained Variance Score Train: 0.023\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.560, Explained Variance Score Test: 0.009\n", "\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.909, R^2 test: -0.583\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.665, R^2 test: -0.060\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.513, R^2 test: 0.013\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.038, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.668, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.529, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.911, R^2 test: -1.991\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.665, R^2 test: -0.336\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.484, R^2 test: -0.043\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.009, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.620, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.517, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.459, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.916, R^2 test: -2.300\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.697, R^2 test: -0.657\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.561, R^2 test: -0.321\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.001, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.533, Explained Variance Score Train: 0.001\n", "AUC Validation: 0.442, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.510, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.865, R^2 test: -0.947\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.603, R^2 test: -0.427\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.446, R^2 test: -0.273\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.005, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.614, Explained Variance Score Train: 0.005\n", "AUC Validation: 0.426, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.535, Explained Variance Score Test: 0.002\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.936, R^2 test: -3.275\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.724, R^2 test: -0.913\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.594, R^2 test: -0.538\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.083, R^2 test: -0.095\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.561, Explained Variance Score Test: 0.018\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.897, R^2 test: -2.993\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.700, R^2 test: -0.943\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.534, R^2 test: -0.429\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.068, R^2 test: 0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.703, Explained Variance Score Train: 0.068\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.608, Explained Variance Score Test: 0.033\n", "\n", "\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.897, R^2 test: -1.001\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.676, R^2 test: -0.192\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.512, R^2 test: -0.077\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.076, R^2 test: 0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.705, Explained Variance Score Train: 0.076\n", "AUC Validation: 0.563, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.629, Explained Variance Score Test: 0.024\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.910, R^2 test: -2.754\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.698, R^2 test: -1.195\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.563, R^2 test: -0.711\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.674, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.543, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.463, Explained Variance Score Test: -0.011\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.903, R^2 test: -4.759\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.717, R^2 test: -1.194\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.585, R^2 test: -0.784\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.053, R^2 test: -0.036\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.581, Explained Variance Score Test: 0.015\n", "\n", "\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.875, R^2 test: -2.956\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.680, R^2 test: -0.649\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.535, R^2 test: -0.321\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.105, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.709, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.596, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.866, R^2 test: -3.737\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.642, R^2 test: -0.982\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.501, R^2 test: -0.387\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.049, R^2 test: -0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.509, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.881, R^2 test: -2.881\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.856\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.470, R^2 test: -0.221\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.066, R^2 test: 0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.672, Explained Variance Score Train: 0.066\n", "AUC Validation: 0.574, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.607, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.873, R^2 test: -1.382\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.545\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.539, R^2 test: -0.306\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.053, R^2 test: -0.029\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.537, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.430, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.548, Explained Variance Score Test: 0.005\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.902, R^2 test: -3.298\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.692, R^2 test: -0.789\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.578, R^2 test: -0.515\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.068, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.703, Explained Variance Score Train: 0.068\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.642, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.890, R^2 test: -1.135\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.704, R^2 test: -0.484\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.531, R^2 test: -0.210\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.618, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.536, Explained Variance Score Test: 0.007\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.867, R^2 test: -1.942\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.650, R^2 test: -0.407\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.511, R^2 test: -0.118\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.653, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.478, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.532, Explained Variance Score Test: 0.003\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.898, R^2 test: -5.320\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.698, R^2 test: -1.777\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.521, R^2 test: -0.780\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.084, R^2 test: -0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.640, Explained Variance Score Train: 0.084\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.550, Explained Variance Score Test: -0.021\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.879, R^2 test: -1.391\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.681, R^2 test: -0.520\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.528, R^2 test: -0.235\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.033, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.704, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.578, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.540, Explained Variance Score Test: 0.015\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.863, R^2 test: -0.782\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.277\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.557, R^2 test: -0.135\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.033, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.638, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.557, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.903, R^2 test: -1.779\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.709, R^2 test: -0.381\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.549, R^2 test: -0.151\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.066, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.745, Explained Variance Score Train: 0.066\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.604, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.872, R^2 test: -1.777\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.652, R^2 test: -0.510\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.520, R^2 test: -0.258\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.090, R^2 test: -0.043\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.727, Explained Variance Score Train: 0.090\n", "AUC Validation: 0.479, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.586, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.801, R^2 test: -0.971\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.574, R^2 test: -0.297\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.435, R^2 test: -0.169\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.814, R^2 test: -1.745\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.602, R^2 test: -0.362\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.413, R^2 test: -0.185\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.032, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.561, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.873, R^2 test: -5.695\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.679, R^2 test: -2.027\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.561, R^2 test: -1.067\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.101, R^2 test: -0.107\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.101\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.597, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.906, R^2 test: -0.653\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.654, R^2 test: -0.135\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.501, R^2 test: -0.072\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.075, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.075\n", "AUC Validation: 0.551, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.616, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.860, R^2 test: -1.810\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.703, R^2 test: -0.479\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.553, R^2 test: -0.207\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.016, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.694, Explained Variance Score Train: 0.016\n", "AUC Validation: 0.471, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.535, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.889, R^2 test: -2.133\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.606, R^2 test: -0.203\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.460, R^2 test: -0.059\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.330, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.474, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.888, R^2 test: -1.925\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.674, R^2 test: -0.782\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.498, R^2 test: -0.346\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.490, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.587, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.902, R^2 test: -2.264\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.724, R^2 test: -0.972\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.582, R^2 test: -0.669\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.093, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.093\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.627, Explained Variance Score Test: 0.049\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.918, R^2 test: -3.407\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.705, R^2 test: -0.778\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.570, R^2 test: -0.503\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.031, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.519, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.596, Explained Variance Score Test: 0.022\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.824, R^2 test: -2.361\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.555, R^2 test: -0.301\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.419, R^2 test: -0.063\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.073, R^2 test: 0.059\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.073\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.634, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.854, R^2 test: -3.691\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.616, R^2 test: -0.684\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.473, R^2 test: -0.339\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.030, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.536, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.527, Explained Variance Score Test: 0.009\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.878, R^2 test: -2.196\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.630, R^2 test: -0.547\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.488, R^2 test: -0.189\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.661, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.549, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.920, R^2 test: -2.926\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.994\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.562, R^2 test: -0.484\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.050\n", "AUC Validation: 0.464, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.582, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.891, R^2 test: -0.302\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.698, R^2 test: -0.010\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.551, R^2 test: 0.010\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.005, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.667, Explained Variance Score Train: 0.005\n", "AUC Validation: 0.459, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.519, Explained Variance Score Test: 0.001\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.886, R^2 test: -2.949\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.709, R^2 test: -0.761\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.608, R^2 test: -0.456\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.096, R^2 test: -0.122\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.096\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.536, Explained Variance Score Test: -0.003\n", "\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.887, R^2 test: -2.722\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.648, R^2 test: -0.808\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.505, R^2 test: -0.523\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.506, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.509, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.891, R^2 test: -3.968\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.616, R^2 test: -0.831\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.487, R^2 test: -0.380\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.054, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.678, Explained Variance Score Train: 0.054\n", "AUC Validation: 0.416, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.591, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.882, R^2 test: -3.334\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.703, R^2 test: -1.354\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.574, R^2 test: -0.773\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.073, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.707, Explained Variance Score Train: 0.073\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.617, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.835, R^2 test: -3.323\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.611, R^2 test: -0.897\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.452, R^2 test: -0.367\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.599, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.479, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.841, R^2 test: -1.322\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.586, R^2 test: -0.286\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.441, R^2 test: -0.047\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.033, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.498, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.491, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.465, Explained Variance Score Test: -0.005\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.891, R^2 test: -1.280\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.665, R^2 test: -0.281\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.527, R^2 test: -0.243\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.018, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.630, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.537, Explained Variance Score Test: 0.009\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.872, R^2 test: -3.588\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.628, R^2 test: -0.742\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.476, R^2 test: -0.388\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.033, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.609, Explained Variance Score Train: 0.033\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.524, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.919, R^2 test: -2.766\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.690, R^2 test: -0.938\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.536, R^2 test: -0.420\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.040, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.040\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.575, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.902, R^2 test: -5.486\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.731, R^2 test: -1.838\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.595, R^2 test: -0.886\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.065, R^2 test: -0.072\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.065\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.576, Explained Variance Score Test: 0.026\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.886, R^2 test: -1.499\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.700, R^2 test: -0.479\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.536, R^2 test: -0.254\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.623, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.370, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.498, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.885, R^2 test: -1.510\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.655, R^2 test: -0.236\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.481, R^2 test: -0.019\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.555, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.538, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.904, R^2 test: -9.137\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.734, R^2 test: -2.446\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.600, R^2 test: -1.286\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.108, R^2 test: -0.448\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.713, Explained Variance Score Train: 0.108\n", "AUC Validation: 0.189, Explained Variance Score Validation: -0.133\n", "AUC Test: 0.508, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.895, R^2 test: -3.145\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.647, R^2 test: -0.539\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.505, R^2 test: -0.296\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.051, R^2 test: -0.034\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.676, Explained Variance Score Train: 0.051\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.612, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.883, R^2 test: -1.803\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.646, R^2 test: -0.734\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.510, R^2 test: -0.381\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.026, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.581, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.357, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.504, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.895, R^2 test: -3.868\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.697, R^2 test: -0.828\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.548, R^2 test: -0.456\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.116, R^2 test: -0.048\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.687, Explained Variance Score Train: 0.116\n", "AUC Validation: 0.409, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.593, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.908, R^2 test: -1.224\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.695, R^2 test: -0.344\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.542, R^2 test: -0.216\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.644, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.586, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.538, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.928, R^2 test: -1.506\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.674, R^2 test: -0.490\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.530, R^2 test: -0.334\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.650, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.591, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.631, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.909, R^2 test: -2.075\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.733, R^2 test: -0.803\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.587, R^2 test: -0.510\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.516, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.906, R^2 test: -4.030\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.670, R^2 test: -0.889\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.524, R^2 test: -0.508\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.027, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.638, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.538, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.929, R^2 test: -0.865\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.710, R^2 test: -0.402\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.542, R^2 test: -0.285\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.047, R^2 test: -0.033\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.047\n", "AUC Validation: 0.509, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.552, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.881, R^2 test: -1.267\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.672, R^2 test: -0.437\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.539, R^2 test: -0.308\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.009, R^2 test: -0.093\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.584, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.547, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.495, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.916, R^2 test: -2.296\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.705, R^2 test: -0.944\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.555, R^2 test: -0.569\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.594, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.842, R^2 test: -0.814\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.606, R^2 test: -0.370\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.448, R^2 test: -0.272\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.030\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.500, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.930, R^2 test: -2.613\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.729, R^2 test: -0.982\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.570, R^2 test: -0.641\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.064\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.619, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.560, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.863, R^2 test: -2.872\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.693, R^2 test: -1.101\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.534, R^2 test: -0.620\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.058, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.674, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.430, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.606, Explained Variance Score Test: 0.040\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.906, R^2 test: -2.505\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.712, R^2 test: -0.792\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.597, R^2 test: -0.530\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.080, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.686, Explained Variance Score Train: 0.080\n", "AUC Validation: 0.468, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.537, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.857, R^2 test: -2.101\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.627, R^2 test: -0.513\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.488, R^2 test: -0.286\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.742, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.573, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.886, R^2 test: -2.372\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.663, R^2 test: -0.545\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.513, R^2 test: -0.168\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.084, R^2 test: 0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.084\n", "AUC Validation: 0.531, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.608, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.890, R^2 test: -3.622\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.665, R^2 test: -0.583\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.491, R^2 test: -0.115\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.034, R^2 test: 0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.561, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.596, Explained Variance Score Test: 0.013\n", "\n", "total Variables 1918 and total subjects: 1698\n", "->AUC validation: 0.531 95% CI: [0.514 , 0.548]\n", "->AUC test: 0.557 95% CI: [0.548 , 0.565]\n", "->R^2 validation: -0.002 95% CI: [-0.007 , 0.003]\n", "->R^2 test: 0.013 95% CI: [0.010 , 0.016]\n", "->Explained Variance validation: -0.023 95% CI: [-0.034 , -0.012]\n", "->Explained Variance test: 0.006 95% CI: [0.003 , 0.010]\n", "Test set metrics:\n", "@threshold:0.910, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:-0.090, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "\n", " Vital: HC-latest | coef 0.028 95% CI: [0.019 , 0.038] | OR_adj 1.029 [1.019 1.039] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", "* Vital: HC-avg10to13 | coef 0.013 95% CI: [0.006 , 0.021] | OR_adj 1.013 [1.006 1.021] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", "\n", "* Vital: Ht Percentile-latest | coef 0.011 95% CI: [0.005 , 0.018] | OR_adj 1.011 [1.005 1.018] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", "* Vital: HC-avg5to7 | coef 0.011 95% CI: [0.003 , 0.019] | OR_adj 1.011 [1.003 1.020] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", " MatDeliveryAge | coef 0.009 95% CI: [0.005 , 0.014] | OR_adj 1.010 [1.005 1.014] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.009 95% CI: [0.003 , 0.016] | OR_adj 1.009 [1.003 1.016] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.007 95% CI: [0.003 , 0.012] | OR_adj 1.007 [1.003 1.012] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Vital: Temp-latest | coef 0.007 95% CI: [0.003 , 0.011] | OR_adj 1.007 [1.003 1.011] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", "* Vital: Ht-avg13to16 | coef 0.006 95% CI: [-0.000 , 0.011] | OR_adj 1.006 [1.000 1.011] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs87:Retinal dx:-0.066\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", "\n", " Vital: Ht-avg10to13 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.062\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", "\n", "* Number of Visits | coef -0.003 95% CI: [-0.005 , -0.001] | OR_adj 0.997 [0.995 0.999] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.003 95% CI: [-0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:294495 LEAD, BLOOD - LMC:0.063\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", " Vital: Ht-gain5to10 | coef -0.003 95% CI: [-0.006 , 0.000] | OR_adj 0.997 [0.995 1.000] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: HC-gain1to5 | coef -0.002 95% CI: [-0.005 , 0.000] | OR_adj 0.998 [0.995 1.000] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", "* Vital: HC-avg13to16 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.075\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.068\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs59:Anemia:-0.055\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.055\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.055\n", " Diagnosis:9ccs49:DiabMel no c:0.055\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Vital: HR-latest | coef -0.002 95% CI: [-0.004 , -0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", "* Vital: Ht-gain7to13 | coef -0.002 95% CI: [-0.005 , 0.001] | OR_adj 0.998 [0.995 1.001] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", " Vital: Ht-gain3to7 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: Temp-avg0to1 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: Ht-avg1to3 | coef 0.002 95% CI: [-0.002 , 0.005] | OR_adj 1.002 [0.998 1.005] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", " Vital: HC-gain3to7 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", "\n", " Vital: Ht-gain13to19 | coef -0.002 95% CI: [-0.004 , 0.001] | OR_adj 0.998 [0.996 1.001] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.047\n", "\n", " Vital: Ht-gain10to16 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", "* Vital: HC-avg16to19 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:10ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.074\n", " Diagnosis:9ccs75:Hx mental dx:-0.073\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs236:Opn wnd extr:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", "\n", "* Vital: Ht-avg16to19 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs205:Back problem:-0.060\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", " Vital: Ht-avg0to1 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", " Vital: Temp-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.051\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Vital: Ht-gain0to3 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: HC-avg3to5 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.058\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.057\n", "\n", " Vital: HC-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: Ht-gain1to5 | coef 0.001 95% CI: [-0.002 , 0.003] | OR_adj 1.001 [0.998 1.003] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: HC-gain0to3 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", " Vital: HC-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht-gain16to24 | coef 0.001 95% CI: [-0.003 , 0.004] | OR_adj 1.001 [0.997 1.004] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs233:Intracrn inj:0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs230:Fx leg:-0.064\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.050\n", " Diagnosis:9ccs70:Schizo/rl dx:0.049\n", "\n", " Vital: Ht-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", "* Vital: RR-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Lab:306025 PPD:0.075\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", "\n", " Vital: HC-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.068\n", "\n", " Vital: Ht Percentile-gain13to19 | coef -0.000 95% CI: [-0.002 , 0.001] | OR_adj 1.000 [0.998 1.001] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", "\n", " Vital: HC-gain7to13 | coef 0.000 95% CI: [-0.002 , 0.003] | OR_adj 1.000 [0.998 1.003] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs231:Oth fracture:0.054\n", " Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs232:Sprain:-0.052\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Diagnosis:9ccs52:Nutrit defic:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.050\n", " Diagnosis:9ccs228:Fx skull fac:0.050\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Vital: HC-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", " Vital: HC-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs171:Menstrual dx:0.065\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Vital: Ht-avg5to7 | coef -0.000 95% CI: [-0.002 , 0.002] | OR_adj 1.000 [0.998 1.002] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs210:SLE:-0.079\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", "Vital : 0.0987616937005\n", "MatDeliveryAge : 0.00946888689608\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.0198471338329\n", "Number of Visits : -0.00329727474461\n", "Time to run analysis 0:00:50.717467\n", "Total Time elapsed 13:48:14.422900\n", "-----------------------------------------------------\n", "\n", "girls no_min no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: -0.048\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: -0.023\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.585, R^2 test: -0.002\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: 0.001\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.568, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.284\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.258\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.196\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.518, R^2 test: -0.181\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.399, Explained Variance Score Validation: -0.160\n", "AUC Test: 0.597, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.050\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.034\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.602, R^2 test: 0.034\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.521, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.139\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.142\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.128\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.575, R^2 test: 0.116\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.575\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.588, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.035\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.736, R^2 test: 0.031\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: -0.018\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.428, R^2 test: -0.047\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.539, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.041\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.043\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.008\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.574, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.575, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.247\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.105\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: -0.029\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.578, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.082\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.741, R^2 test: -0.001\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.026\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.490, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.596, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.042\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.075\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.099\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: 0.105\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.504, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.289\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.687, R^2 test: -0.056\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.487, R^2 test: -0.021\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.406, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.534, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: 0.020\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.005\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: 0.010\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.524, R^2 test: 0.018\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.569, Explained Variance Score Test: -0.021\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.217\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: -0.183\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: -0.181\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.181\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.313, Explained Variance Score Validation: -0.171\n", "AUC Test: 0.554, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.054\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.109\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: -0.001\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.641, Explained Variance Score Test: 0.082\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.040\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.018\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.032\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.043\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.569, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.217\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.166\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: -0.047\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.582, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: 0.054\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: 0.094\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: 0.105\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.586\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.608, Explained Variance Score Test: 0.027\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.417\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.202\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.556, R^2 test: -0.116\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: -0.105\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.591, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.100\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.084\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.559, R^2 test: -0.006\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.567, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: -0.138\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.071\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: -0.008\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.467, R^2 test: -0.009\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.596, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.826, R^2 test: -0.184\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.698, R^2 test: -0.076\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.490, R^2 test: -0.035\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.416, R^2 test: -0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.540, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -1.239\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.729, R^2 test: -0.410\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: -0.126\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: -0.094\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.092\n", "AUC Test: 0.580, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: 0.057\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.041\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: 0.018\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: 0.030\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.614, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.092\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: -0.071\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.555, R^2 test: -0.005\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.460, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.576, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.061\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.064\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.560, R^2 test: -0.003\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.599, Explained Variance Score Test: 0.075\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.080\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: -0.098\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: -0.113\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.532, R^2 test: -0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.493, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.597, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.814, R^2 test: 0.025\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.663, R^2 test: 0.029\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.459, R^2 test: 0.023\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.386, R^2 test: 0.047\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.570, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.826, R^2 test: -0.041\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.709, R^2 test: -0.028\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.526, R^2 test: 0.002\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: 0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.591, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.000\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: 0.021\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.595, R^2 test: 0.026\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: 0.043\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.595\n", "AUC Validation: 0.540, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.631, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.097\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.107\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: -0.093\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.467, R^2 test: -0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.467\n", "AUC Validation: 0.503, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.526, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.837, R^2 test: -0.650\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: -0.300\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.546, R^2 test: -0.202\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.460, R^2 test: -0.154\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.368, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.590, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.094\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.101\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.581, R^2 test: -0.067\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.587, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.029\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: 0.078\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: 0.086\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.585, Explained Variance Score Test: 0.058\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.074\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: -0.068\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: -0.047\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.547, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: 0.049\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.070\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.082\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: 0.096\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.632\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.560, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.039\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.037\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: -0.032\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.537, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.520, Explained Variance Score Test: 0.010\n", "\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.018\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.723, R^2 test: -0.012\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.549, R^2 test: 0.008\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.556, Explained Variance Score Test: -0.015\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.161\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: -0.088\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: -0.071\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.535, R^2 test: -0.064\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.539, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.105\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: -0.127\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.613, R^2 test: -0.071\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: -0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.538, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.584, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.193\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: -0.173\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.595, R^2 test: -0.086\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: -0.051\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.504\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.575, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.116\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: 0.026\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.559, R^2 test: 0.107\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.608, Explained Variance Score Test: 0.061\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.075\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: -0.054\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: -0.032\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.586, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.599, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.573, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.023\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.040\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: -0.027\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.601, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.555, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.238\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.233\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.604, R^2 test: -0.181\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: -0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.583, Explained Variance Score Validation: -0.075\n", "AUC Test: 0.594, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.083\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.087\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: -0.026\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: -0.013\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.566, Explained Variance Score Test: 0.063\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.119\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.065\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.017\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: -0.011\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.476, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.567, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.141\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.103\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: 0.030\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.596, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.001\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: -0.039\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: -0.052\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.558, R^2 test: -0.052\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.598, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: 0.032\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: 0.006\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.541, R^2 test: -0.021\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: -0.013\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.522, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.589, Explained Variance Score Test: 0.043\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.032\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: -0.016\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: 0.017\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: 0.056\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.558, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.633\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.463\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.530, R^2 test: -0.093\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: -0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.580, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: 0.049\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: 0.089\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: 0.122\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: 0.129\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.598\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.584, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.363\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: -0.414\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: -0.192\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: -0.158\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.738, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.509, Explained Variance Score Test: -0.053\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.013\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: -0.020\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.625, R^2 test: -0.013\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.524, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.999, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.546, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.613, Explained Variance Score Test: 0.050\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.089\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.119\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: 0.133\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.521, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.601, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.072\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.154\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.589, R^2 test: -0.043\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.505\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.519, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.818, R^2 test: 0.003\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.684, R^2 test: -0.043\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.460, R^2 test: -0.010\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.389, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.601, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: -0.077\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.717, R^2 test: -0.039\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: -0.065\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.076\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.562, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.334\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: -0.230\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: -0.149\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: -0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.922, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.470, Explained Variance Score Validation: -0.133\n", "AUC Test: 0.554, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.260\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: -0.107\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: -0.017\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.501, R^2 test: -0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.635, Explained Variance Score Test: 0.074\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.423\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.802, R^2 test: -0.354\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: -0.167\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: -0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.525\n", "AUC Validation: 0.385, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.606, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.147\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.098\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.600, R^2 test: -0.071\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.515, R^2 test: -0.061\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.600\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.598, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.185\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.108\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: -0.031\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.071\n", "AUC Test: 0.587, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: -0.063\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: -0.052\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.611, R^2 test: -0.063\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: -0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.580, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.022\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: 0.024\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.578, R^2 test: 0.011\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: 0.020\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.494, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.604, Explained Variance Score Test: 0.021\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.071\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.041\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: -0.004\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.600, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.035\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.003\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.038\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.536, R^2 test: 0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.536\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.550, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.044\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.025\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: -0.001\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: 0.005\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.577, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.127\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: -0.136\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: -0.112\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.574, R^2 test: -0.103\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.997, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.451, Explained Variance Score Validation: -0.132\n", "AUC Test: 0.613, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.201\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: -0.128\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: -0.071\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.060\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.519, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.374\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: -0.135\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.013\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: 0.000\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.135\n", "AUC Test: 0.546, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.056\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.797, R^2 test: -0.048\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: -0.037\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.518, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.518\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.581, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.167\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: -0.084\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.573, R^2 test: -0.022\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.547, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.832, R^2 test: -0.050\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.705, R^2 test: -0.130\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.507, R^2 test: -0.030\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: -0.028\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.520, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.577, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.143\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.737, R^2 test: -0.230\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.538, R^2 test: -0.187\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: -0.184\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.598, Explained Variance Score Validation: -0.135\n", "AUC Test: 0.568, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.081\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.717, R^2 test: -0.086\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.515, R^2 test: -0.025\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.606, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.567, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.035\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.742, R^2 test: -0.099\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.519, R^2 test: -0.070\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.439, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.568, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.054\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: 0.026\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: -0.010\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: -0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.624, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.097\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.063\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.623, R^2 test: -0.020\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.523, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.507, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.035\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: -0.019\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: 0.008\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.567\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.594, Explained Variance Score Test: 0.054\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.103\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: -0.139\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: -0.080\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.487, R^2 test: -0.087\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.122\n", "AUC Test: 0.617, Explained Variance Score Test: 0.055\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.133\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.096\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.087\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.542, R^2 test: 0.090\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.568, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: 0.027\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.043\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.044\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.519, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.568, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: 0.015\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: 0.014\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.027\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.532, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.515, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.592, Explained Variance Score Test: 0.056\n", "\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.821, R^2 test: -0.264\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.706, R^2 test: -0.207\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.488, R^2 test: -0.104\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.591, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.530, Explained Variance Score Test: -0.017\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.836, R^2 test: -0.165\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: -0.194\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.545, R^2 test: -0.129\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: -0.104\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.531, Explained Variance Score Validation: -0.175\n", "AUC Test: 0.602, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.026\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.011\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.589, R^2 test: -0.011\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.542, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.057\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.073\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.578, R^2 test: -0.063\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.437, Explained Variance Score Validation: -0.059\n", "AUC Test: 0.602, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.106\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.073\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: -0.022\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.583, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.124\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.117\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.048\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.553, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.553\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.577, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.267\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.277\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: -0.182\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.499, R^2 test: -0.119\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.630, Explained Variance Score Validation: -0.094\n", "AUC Test: 0.586, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.057\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.051\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.615, R^2 test: 0.004\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.548, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.041\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: -0.042\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.651, R^2 test: -0.021\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: 0.005\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 1.000, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.550, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.314\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.103\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.599, R^2 test: -0.104\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: -0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.081\n", "AUC Test: 0.570, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.045\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: -0.053\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: -0.068\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.462, R^2 test: -0.065\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.420, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.564, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.835, R^2 test: -0.204\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: -0.073\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.021\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.477, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.607, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.029\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: -0.023\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.016\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: -0.013\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.653, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.559, Explained Variance Score Test: 0.026\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.429\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.711, R^2 test: -0.115\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.514, R^2 test: -0.026\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.432, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.493, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.571, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.020\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: -0.008\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: -0.002\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.559, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.575, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.035\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.723, R^2 test: -0.033\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: -0.007\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.445, R^2 test: 0.020\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.688, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.588, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: 0.036\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: -0.117\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: -0.016\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.577\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.601, Explained Variance Score Test: 0.053\n", "\n", "total Variables 1918 and total subjects: 1698\n", "->AUC validation: 0.579 95% CI: [0.562 , 0.597]\n", "->AUC test: 0.575 95% CI: [0.570 , 0.581]\n", "->R^2 validation: -0.013 95% CI: [-0.026 , -0.001]\n", "->R^2 test: 0.023 95% CI: [0.018 , 0.027]\n", "->Explained Variance validation: -0.031 95% CI: [-0.045 , -0.016]\n", "->Explained Variance test: 0.018 95% CI: [0.013 , 0.023]\n", "Test set metrics:\n", "@threshold:1.588, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.588, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.541, sens:0.000, spec:0.989, ppv:0.000, acc:0.829, f1:0.000, mcc:-0.015, total+:3, total-:336\n", "@threshold:0.519, sens:0.018, spec:0.986, ppv:0.200, acc:0.829, f1:0.033, mcc:0.003, total+:5, total-:334\n", "@threshold:0.384, sens:0.036, spec:0.968, ppv:0.182, acc:0.817, f1:0.061, mcc:0.001, total+:11, total-:328\n", "@threshold:0.383, sens:0.036, spec:0.965, ppv:0.167, acc:0.814, f1:0.060, mcc:0.000, total+:12, total-:327\n", "@threshold:0.340, sens:0.055, spec:0.944, ppv:0.158, acc:0.799, f1:0.081, mcc:-0.000, total+:19, total-:320\n", "@threshold:0.334, sens:0.055, spec:0.940, ppv:0.150, acc:0.796, f1:0.080, mcc:-0.001, total+:20, total-:319\n", "@threshold:0.295, sens:0.073, spec:0.933, ppv:0.174, acc:0.794, f1:0.103, mcc:0.001, total+:23, total-:316\n", "@threshold:0.286, sens:0.073, spec:0.930, ppv:0.167, acc:0.791, f1:0.101, mcc:0.000, total+:24, total-:315\n", "@threshold:0.234, sens:0.091, spec:0.880, ppv:0.128, acc:0.752, f1:0.106, mcc:-0.001, total+:39, total-:300\n", "@threshold:0.233, sens:0.091, spec:0.877, ppv:0.125, acc:0.749, f1:0.105, mcc:-0.001, total+:40, total-:299\n", "@threshold:0.227, sens:0.109, spec:0.870, ppv:0.140, acc:0.746, f1:0.122, mcc:-0.001, total+:43, total-:296\n", "@threshold:0.224, sens:0.109, spec:0.866, ppv:0.136, acc:0.743, f1:0.121, mcc:-0.001, total+:44, total-:295\n", "@threshold:0.218, sens:0.127, spec:0.863, ppv:0.152, acc:0.743, f1:0.139, mcc:-0.000, total+:46, total-:293\n", "@threshold:0.218, sens:0.127, spec:0.859, ppv:0.149, acc:0.740, f1:0.137, mcc:-0.000, total+:47, total-:292\n", "@threshold:0.217, sens:0.145, spec:0.859, ppv:0.167, acc:0.743, f1:0.155, mcc:0.000, total+:48, total-:291\n", "@threshold:0.209, sens:0.145, spec:0.856, ppv:0.163, acc:0.740, f1:0.154, mcc:0.000, total+:49, total-:290\n", "@threshold:0.199, sens:0.164, spec:0.852, ppv:0.176, acc:0.740, f1:0.170, mcc:0.000, total+:51, total-:288\n", "@threshold:0.198, sens:0.164, spec:0.849, ppv:0.173, acc:0.737, f1:0.168, mcc:0.000, total+:52, total-:287\n", "@threshold:0.193, sens:0.182, spec:0.842, ppv:0.182, acc:0.735, f1:0.182, mcc:0.001, total+:55, total-:284\n", "@threshold:0.190, sens:0.182, spec:0.838, ppv:0.179, acc:0.732, f1:0.180, mcc:0.001, total+:56, total-:283\n", "@threshold:0.177, sens:0.200, spec:0.835, ppv:0.190, acc:0.732, f1:0.195, mcc:0.001, total+:58, total-:281\n", "@threshold:0.173, sens:0.200, spec:0.831, ppv:0.186, acc:0.729, f1:0.193, mcc:0.001, total+:59, total-:280\n", "@threshold:0.171, sens:0.218, spec:0.831, ppv:0.200, acc:0.732, f1:0.209, mcc:0.001, total+:60, total-:279\n", "@threshold:0.160, sens:0.236, spec:0.827, ppv:0.210, acc:0.732, f1:0.222, mcc:0.001, total+:62, total-:277\n", "@threshold:0.153, sens:0.255, spec:0.810, ppv:0.206, acc:0.720, f1:0.228, mcc:0.001, total+:68, total-:271\n", "@threshold:0.148, sens:0.255, spec:0.806, ppv:0.203, acc:0.717, f1:0.226, mcc:0.001, total+:69, total-:270\n", "@threshold:0.114, sens:0.273, spec:0.771, ppv:0.188, acc:0.690, f1:0.222, mcc:0.001, total+:80, total-:259\n", "@threshold:0.111, sens:0.273, spec:0.768, ppv:0.185, acc:0.687, f1:0.221, mcc:0.001, total+:81, total-:258\n", "@threshold:0.104, sens:0.291, spec:0.757, ppv:0.188, acc:0.681, f1:0.229, mcc:0.001, total+:85, total-:254\n", "@threshold:0.101, sens:0.291, spec:0.754, ppv:0.186, acc:0.678, f1:0.227, mcc:0.001, total+:86, total-:253\n", "@threshold:0.098, sens:0.309, spec:0.754, ppv:0.195, acc:0.681, f1:0.239, mcc:0.001, total+:87, total-:252\n", "@threshold:0.098, sens:0.309, spec:0.750, ppv:0.193, acc:0.678, f1:0.238, mcc:0.001, total+:88, total-:251\n", "@threshold:0.087, sens:0.327, spec:0.739, ppv:0.196, acc:0.673, f1:0.245, mcc:0.001, total+:92, total-:247\n", "@threshold:0.083, sens:0.345, spec:0.736, ppv:0.202, acc:0.673, f1:0.255, mcc:0.001, total+:94, total-:245\n", "@threshold:0.081, sens:0.364, spec:0.729, ppv:0.206, acc:0.670, f1:0.263, mcc:0.001, total+:97, total-:242\n", "@threshold:0.079, sens:0.364, spec:0.725, ppv:0.204, acc:0.667, f1:0.261, mcc:0.001, total+:98, total-:241\n", "@threshold:0.033, sens:0.382, spec:0.658, ppv:0.178, acc:0.614, f1:0.243, mcc:0.000, total+:118, total-:221\n", "@threshold:0.030, sens:0.382, spec:0.655, ppv:0.176, acc:0.611, f1:0.241, mcc:0.000, total+:119, total-:220\n", "@threshold:-0.004, sens:0.400, spec:0.623, ppv:0.171, acc:0.587, f1:0.239, mcc:0.000, total+:129, total-:210\n", "@threshold:-0.012, sens:0.418, spec:0.620, ppv:0.176, acc:0.587, f1:0.247, mcc:0.000, total+:131, total-:208\n", "@threshold:-0.012, sens:0.436, spec:0.620, ppv:0.182, acc:0.590, f1:0.257, mcc:0.001, total+:132, total-:207\n", "@threshold:-0.013, sens:0.436, spec:0.616, ppv:0.180, acc:0.587, f1:0.255, mcc:0.001, total+:133, total-:206\n", "@threshold:-0.024, sens:0.455, spec:0.602, ppv:0.181, acc:0.578, f1:0.259, mcc:0.001, total+:138, total-:201\n", "@threshold:-0.025, sens:0.473, spec:0.599, ppv:0.186, acc:0.578, f1:0.267, mcc:0.001, total+:140, total-:199\n", "@threshold:-0.054, sens:0.491, spec:0.563, ppv:0.179, acc:0.552, f1:0.262, mcc:0.000, total+:151, total-:188\n", "@threshold:-0.054, sens:0.491, spec:0.560, ppv:0.178, acc:0.549, f1:0.261, mcc:0.000, total+:152, total-:187\n", "@threshold:-0.073, sens:0.509, spec:0.535, ppv:0.175, acc:0.531, f1:0.260, mcc:0.000, total+:160, total-:179\n", "@threshold:-0.078, sens:0.527, spec:0.532, ppv:0.179, acc:0.531, f1:0.267, mcc:0.000, total+:162, total-:177\n", "@threshold:-0.101, sens:0.545, spec:0.482, ppv:0.169, acc:0.493, f1:0.259, mcc:0.000, total+:177, total-:162\n", "@threshold:-0.103, sens:0.545, spec:0.479, ppv:0.169, acc:0.490, f1:0.258, mcc:0.000, total+:178, total-:161\n", "@threshold:-0.104, sens:0.564, spec:0.475, ppv:0.172, acc:0.490, f1:0.264, mcc:0.000, total+:180, total-:159\n", "@threshold:-0.106, sens:0.582, spec:0.472, ppv:0.176, acc:0.490, f1:0.270, mcc:0.000, total+:182, total-:157\n", "@threshold:-0.117, sens:0.600, spec:0.465, ppv:0.178, acc:0.487, f1:0.275, mcc:0.001, total+:185, total-:154\n", "@threshold:-0.117, sens:0.600, spec:0.461, ppv:0.177, acc:0.484, f1:0.274, mcc:0.000, total+:186, total-:153\n", "@threshold:-0.120, sens:0.618, spec:0.461, ppv:0.182, acc:0.487, f1:0.281, mcc:0.001, total+:187, total-:152\n", "@threshold:-0.122, sens:0.618, spec:0.458, ppv:0.181, acc:0.484, f1:0.280, mcc:0.001, total+:188, total-:151\n", "@threshold:-0.123, sens:0.636, spec:0.454, ppv:0.184, acc:0.484, f1:0.286, mcc:0.001, total+:190, total-:149\n", "@threshold:-0.126, sens:0.636, spec:0.451, ppv:0.183, acc:0.481, f1:0.285, mcc:0.001, total+:191, total-:148\n", "@threshold:-0.132, sens:0.655, spec:0.437, ppv:0.184, acc:0.472, f1:0.287, mcc:0.001, total+:196, total-:143\n", "@threshold:-0.134, sens:0.655, spec:0.433, ppv:0.183, acc:0.469, f1:0.286, mcc:0.001, total+:197, total-:142\n", "@threshold:-0.168, sens:0.673, spec:0.394, ppv:0.177, acc:0.440, f1:0.280, mcc:0.001, total+:209, total-:130\n", "@threshold:-0.169, sens:0.673, spec:0.391, ppv:0.176, acc:0.437, f1:0.279, mcc:0.000, total+:210, total-:129\n", "@threshold:-0.187, sens:0.691, spec:0.363, ppv:0.174, acc:0.416, f1:0.277, mcc:0.000, total+:219, total-:120\n", "@threshold:-0.188, sens:0.691, spec:0.359, ppv:0.173, acc:0.413, f1:0.276, mcc:0.000, total+:220, total-:119\n", "@threshold:-0.192, sens:0.709, spec:0.359, ppv:0.176, acc:0.416, f1:0.283, mcc:0.001, total+:221, total-:118\n", "@threshold:-0.193, sens:0.709, spec:0.356, ppv:0.176, acc:0.413, f1:0.282, mcc:0.000, total+:222, total-:117\n", "@threshold:-0.200, sens:0.727, spec:0.356, ppv:0.179, acc:0.416, f1:0.288, mcc:0.001, total+:223, total-:116\n", "@threshold:-0.200, sens:0.727, spec:0.352, ppv:0.179, acc:0.413, f1:0.287, mcc:0.001, total+:224, total-:115\n", "@threshold:-0.200, sens:0.745, spec:0.352, ppv:0.182, acc:0.416, f1:0.293, mcc:0.001, total+:225, total-:114\n", "@threshold:-0.200, sens:0.745, spec:0.349, ppv:0.181, acc:0.413, f1:0.292, mcc:0.001, total+:226, total-:113\n", "@threshold:-0.227, sens:0.764, spec:0.310, ppv:0.176, acc:0.383, f1:0.287, mcc:0.001, total+:238, total-:101\n", "@threshold:-0.229, sens:0.764, spec:0.306, ppv:0.176, acc:0.381, f1:0.286, mcc:0.001, total+:239, total-:100\n", "@threshold:-0.233, sens:0.782, spec:0.303, ppv:0.178, acc:0.381, f1:0.291, mcc:0.001, total+:241, total-:98\n", "@threshold:-0.234, sens:0.782, spec:0.299, ppv:0.178, acc:0.378, f1:0.290, mcc:0.001, total+:242, total-:97\n", "@threshold:-0.243, sens:0.800, spec:0.289, ppv:0.179, acc:0.372, f1:0.292, mcc:0.001, total+:246, total-:93\n", "@threshold:-0.247, sens:0.800, spec:0.285, ppv:0.178, acc:0.369, f1:0.291, mcc:0.001, total+:247, total-:92\n", "@threshold:-0.251, sens:0.818, spec:0.278, ppv:0.180, acc:0.366, f1:0.295, mcc:0.001, total+:250, total-:89\n", "@threshold:-0.252, sens:0.818, spec:0.275, ppv:0.179, acc:0.363, f1:0.294, mcc:0.001, total+:251, total-:88\n", "@threshold:-0.264, sens:0.836, spec:0.264, ppv:0.180, acc:0.357, f1:0.297, mcc:0.001, total+:255, total-:84\n", "@threshold:-0.265, sens:0.836, spec:0.261, ppv:0.180, acc:0.354, f1:0.296, mcc:0.001, total+:256, total-:83\n", "@threshold:-0.276, sens:0.855, spec:0.222, ppv:0.175, acc:0.324, f1:0.291, mcc:0.001, total+:268, total-:71\n", "@threshold:-0.277, sens:0.855, spec:0.218, ppv:0.175, acc:0.322, f1:0.290, mcc:0.001, total+:269, total-:70\n", "@threshold:-0.287, sens:0.873, spec:0.208, ppv:0.176, acc:0.316, f1:0.293, mcc:0.001, total+:273, total-:66\n", "@threshold:-0.287, sens:0.873, spec:0.204, ppv:0.175, acc:0.313, f1:0.292, mcc:0.001, total+:274, total-:65\n", "@threshold:-0.294, sens:0.891, spec:0.197, ppv:0.177, acc:0.310, f1:0.295, mcc:0.001, total+:277, total-:62\n", "@threshold:-0.295, sens:0.891, spec:0.194, ppv:0.176, acc:0.307, f1:0.294, mcc:0.001, total+:278, total-:61\n", "@threshold:-0.296, sens:0.909, spec:0.194, ppv:0.179, acc:0.310, f1:0.299, mcc:0.001, total+:279, total-:60\n", "@threshold:-0.296, sens:0.909, spec:0.190, ppv:0.179, acc:0.307, f1:0.299, mcc:0.001, total+:280, total-:59\n", "@threshold:-0.352, sens:0.927, spec:0.116, ppv:0.169, acc:0.248, f1:0.286, mcc:0.001, total+:302, total-:37\n", "@threshold:-0.354, sens:0.927, spec:0.113, ppv:0.168, acc:0.245, f1:0.285, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.382, sens:0.945, spec:0.088, ppv:0.167, acc:0.227, f1:0.284, mcc:0.001, total+:311, total-:28\n", "@threshold:-0.384, sens:0.945, spec:0.085, ppv:0.167, acc:0.224, f1:0.283, mcc:0.001, total+:312, total-:27\n", "@threshold:-0.429, sens:0.964, spec:0.063, ppv:0.166, acc:0.209, f1:0.283, mcc:0.001, total+:319, total-:20\n", "@threshold:-0.430, sens:0.964, spec:0.060, ppv:0.166, acc:0.206, f1:0.283, mcc:0.001, total+:320, total-:19\n", "@threshold:-0.516, sens:0.982, spec:0.011, ppv:0.161, acc:0.168, f1:0.277, mcc:-0.001, total+:335, total-:4\n", "@threshold:-0.523, sens:0.982, spec:0.007, ppv:0.161, acc:0.165, f1:0.276, mcc:-0.002, total+:336, total-:3\n", "@threshold:-0.600, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " MatDeliveryAge | coef 0.026 95% CI: [0.023 , 0.029] | OR_adj 1.026 [1.023 1.029] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", " Vital: Ht-gain16to24 | coef 0.025 95% CI: [0.021 , 0.030] | OR_adj 1.026 [1.021 1.031] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs233:Intracrn inj:0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", "\n", " Vital: HC-latest | coef 0.024 95% CI: [0.020 , 0.028] | OR_adj 1.024 [1.020 1.028] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", "* Vital: Ht-gain7to13 | coef 0.021 95% CI: [0.017 , 0.026] | OR_adj 1.022 [1.017 1.026] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", "* Vital: HC-avg16to19 | coef 0.020 95% CI: [0.016 , 0.025] | OR_adj 1.021 [1.016 1.025] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:10ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.074\n", " Diagnosis:9ccs75:Hx mental dx:-0.073\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs236:Opn wnd extr:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", "\n", " Vital: Temp-avg19to24 | coef 0.020 95% CI: [0.016 , 0.023] | OR_adj 1.020 [1.016 1.023] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs254:Rehab:0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", "* Vital: HC-avg7to10 | coef 0.018 95% CI: [0.015 , 0.021] | OR_adj 1.018 [1.015 1.021] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.050\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.043\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", "* Vital: HC-avg5to7 | coef 0.017 95% CI: [0.013 , 0.021] | OR_adj 1.017 [1.014 1.021] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", " Vital: HC-avg3to5 | coef 0.017 95% CI: [0.013 , 0.020] | OR_adj 1.017 [1.013 1.020] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.058\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.057\n", "\n", "* Vital: HC-avg10to13 | coef 0.016 95% CI: [0.014 , 0.019] | OR_adj 1.017 [1.014 1.019] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", "\n", "* Number of Visits | coef 0.016 95% CI: [0.015 , 0.018] | OR_adj 1.016 [1.015 1.018] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: HC-avg13to16 | coef 0.015 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.019] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.075\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.068\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs59:Anemia:-0.055\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.055\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.055\n", " Diagnosis:9ccs49:DiabMel no c:0.055\n", "\n", " Vital: Ht-gain10to16 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", " Vital: Ht-gain13to19 | coef 0.014 95% CI: [0.012 , 0.017] | OR_adj 1.014 [1.012 1.017] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.047\n", "\n", " Vital: Temp-avg3to5 | coef 0.014 95% CI: [0.012 , 0.017] | OR_adj 1.014 [1.012 1.017] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs229:Fx arm:-0.067\n", " Diagnosis:9ccs246:FUO:0.064\n", " Diagnosis:9ccs118:Phlebitis:0.063\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs254:Rehab:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", "\n", " Vital: Temp-avg1to3 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs118:Phlebitis:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", " Vital: HC-gain1to5 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", " Vital: HC-avg1to3 | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.068\n", "\n", " Vital: Temp-latest | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", " Vital: Temp-avg7to10 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Temp-avg5to7 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Temp-avg0to1 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Ht-gain0to3 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: Temp-avg10to13 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.070\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Vital: HC-gain3to7 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", "\n", " Vital: HC-gain0to3 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", " Vital: Temp-avg16to19 | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.009 1.015] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", " Vital: Ht-gain3to7 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", "\n", " Vital: HC-gain10to16 | coef 0.012 95% CI: [0.009 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Vital: Ht-latest | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: HC-gain7to13 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs231:Oth fracture:0.054\n", " Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs232:Sprain:-0.052\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Diagnosis:9ccs52:Nutrit defic:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.050\n", " Diagnosis:9ccs228:Fx skull fac:0.050\n", "\n", " Vital: Ht-gain1to5 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: Temp-avg13to16 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.052\n", " Diagnosis:9ccs4:Mycoses:0.046\n", "\n", " Vital: Ht-avg10to13 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.013] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Vital: Ht-gain5to10 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: Ht-avg1to3 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", " Vital: HC-gain16to24 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", "* Vital: Ht Percentile-latest | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", " Vital: Ht-avg7to10 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs73:Preadult dx:0.072\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.070\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", "\n", " Vital: HR-latest | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", " Vital: HC-gain13to19 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", "* Vital: Ht-avg16to19 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs205:Back problem:-0.060\n", "\n", " Vital: HC-avg0to1 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", "* Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs87:Retinal dx:-0.066\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", "\n", " Vital: Ht-avg0to1 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht-avg5to7 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs210:SLE:-0.079\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Vital: HC-gain5to10 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", "* Vital: HC-avg19to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.057\n", "\n", "* Vital: HC-gain0to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", "\n", " Vital: Ht-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", "\n", " Vital: Ht-avg19to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: HR-avg7to10 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs229:Fx arm:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs230:Fx leg:-0.064\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.050\n", " Diagnosis:9ccs70:Schizo/rl dx:0.049\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Vital: HR-avg13to16 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs106:Dysrhythmia:-0.075\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs190:Fetal distrs:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.092\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.005 95% CI: [0.003 , 0.007] | OR_adj 1.005 [1.003 1.007] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs118:Phlebitis:-0.059\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs70:Schizo/rl dx:0.067\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Diagnosis:9ccs118:Phlebitis:-0.062\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Vital: HR-avg16to19 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs118:Phlebitis:-0.061\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs252:Fatigue:0.053\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:294495 LEAD, BLOOD - LMC:0.063\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", " Diagnosis:9ccs171:Menstrual dx:0.064\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.061\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs199:Ulcer skin:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.051\n", "\n", "* Vital: RR-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Vital: HR-avg19to24 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs245:Syncope:0.069\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:0.057\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.062\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Lab:306025 PPD:0.075\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs132:Lung externl:0.075\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs171:Menstrual dx:0.065\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.003 95% CI: [0.001 , 0.004] | OR_adj 1.003 [1.001 1.004] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.095\n", " Diagnosis:9ccs87:Retinal dx:0.095\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs252:Fatigue:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.062\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.083\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:-0.059\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.053\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs245:Syncope:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.050\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: HR-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Diagnosis:9ccs254:Rehab:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs232:Sprain:-0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.001 95% CI: [0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: HR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.133\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Lab:294147 FREE T4 - LMC:0.072\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.051\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs105:Conduction:0.050\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs188:Pelvic obstr:0.089\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", "\n", " Vital: RR-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.089\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.049\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.051\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs75:Hx mental dx:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", "\n", " Vital: HR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs245:Syncope:0.075\n", " Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs231:Oth fracture:-0.068\n", " Diagnosis:9ccs190:Fetal distrs:-0.064\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.053\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Diagnosis:9ccs256:Exam/eval:0.041\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.077\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs145:Int obstruct:0.071\n", " Diagnosis:9ccs225:Joint injury:0.071\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.071\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.085\n", " Diagnosis:9ccs106:Dysrhythmia:0.084\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.077\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs231:Oth fracture:-0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs229:Fx arm:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.041\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.089\n", " Lab:294495 LEAD, BLOOD - LMC:-0.087\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.071\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.073\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.070\n", " Diagnosis:9ccs0:No DX:0.066\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Diagnosis:9ccs120:Hemmorhoids:-0.131\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.055\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Newborn Diagnosis:9ccs59:Anemia:0.083\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs245:Syncope:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs73:Preadult dx:0.085\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.085\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.081\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", " Number of Visits:0.098\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.091\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.072\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs228:Fx skull fac:0.084\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Diagnosis:9ccs245:Syncope:0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.056\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.095\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs212:Ot bone dx:0.141\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.101\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.059\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Diagnosis:9ccs246:FUO:0.138\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.047\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.172\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.099\n", " Diagnosis:9ccs229:Fx arm:0.094\n", " Diagnosis:9ccs7:Viral infect:0.092\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:294147 FREE T4 - LMC:0.083\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Lab:294495 LEAD, BLOOD - LMC:-0.077\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Lab:294147 FREE T4 - LMC:0.084\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:-0.092\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.103\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.046\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Diagnosis:9ccs106:Dysrhythmia:0.136\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:10ccs238:Complic proc:-0.361\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.077\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.058\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Lab:306025 PPD:-0.135\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.118\n", " Diagnosis:9ccs231:Oth fracture:-0.090\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.093\n", " Diagnosis:10ccs238:Complic proc:0.093\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.267\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", " Diagnosis:9ccs204:Ot joint dx:0.101\n", " Diagnosis:9ccs242:Poisn ot med:0.101\n", " Diagnosis:9ccs251:Abdomnl pain:0.074\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs239:Superfic inj:0.045\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs229:Fx arm:0.064\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.096\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Diagnosis:9ccs87:Retinal dx:0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:9ccs246:FUO:0.194\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Diagnosis:9ccs106:Dysrhythmia:0.112\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.076\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Diagnosis:9ccs231:Oth fracture:0.096\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Newborn Diagnosis:9ccs259:Unclassified:0.049\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.031\n", " Diagnosis:9ccs200:Oth skin dx:-0.030\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.075\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Lab:294495 LEAD, BLOOD - LMC:0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Diagnosis:9ccs75:Hx mental dx:0.146\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.069\n", " Diagnosis:9ccs4:Mycoses:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.065\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.064\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.141\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.067\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs52:Nutrit defic:0.084\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.128\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.124\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", " Diagnosis:9ccs140:Gastritis:0.083\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.068\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Lab:294147 FREE T4 - LMC:0.086\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.066\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.033\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.033\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs59:Anemia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs198:Ot infl skin:0.062\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.091\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.091\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs44:Neoplsm unsp:0.141\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.069\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs52:Nutrit defic:-0.101\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.049\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs251:Abdomnl pain:0.194\n", " Diagnosis:9ccs247:Lymph enlarg:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.053\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.087\n", " Diagnosis:9ccs140:Gastritis:-0.077\n", " Lab:292495 LEAD LEVEL - Sunrise:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.070\n", " Diagnosis:9ccs222:Perint jaund:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.064\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.040\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs213:Cardiac anom:0.060\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.039\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.039\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.038\n", " Diagnosis:9ccs122:Pneumonia:0.033\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Diagnosis:9ccs2603:E Codes: Fall:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.090\n", " Diagnosis:9ccs239:Superfic inj:0.085\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Diagnosis:9ccs127:COPD:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs124:Tonsillitis:0.128\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.065\n", " Diagnosis:9ccs239:Superfic inj:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:0.060\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.041\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.031\n", " Number of Visits:0.017\n", " Diagnosis:9ccs7:Viral infect:0.010\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs128:Asthma:0.071\n", " MatDeliveryAge:0.067\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.046\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.036\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Number of Visits:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.050\n", " Diagnosis:9ccs92:Otitis media:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Number of Visits:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs155:Other GI dx:-0.020\n", " Diagnosis:9ccs90:Eye infectn:-0.019\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.047\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.041\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.152\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.152\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.098\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.090\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.086\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Diagnosis:9ccs136:Teeth dx:0.119\n", " Diagnosis:9ccs94:Other ear dx:0.116\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Number of Visits:0.024\n", " Diagnosis:9ccs135:Intest infct:0.022\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.056\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.036\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.023\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs222:Perint jaund:0.102\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.051\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs222:Perint jaund:-0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.040\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.049\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.076\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs159:UTI:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Diagnosis:9ccs213:Cardiac anom:-0.098\n", " Diagnosis:9ccs113:Late eff CVD:0.079\n", " Diagnosis:9ccs159:UTI:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.055\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.097\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.046\n", "\n", " Diagnosis:10ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.041\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", "\n", "MatDeliveryAge : 0.0256281862104\n", "Vital : 0.739744895096\n", "Number of Visits : 0.0160775562825\n", "Census : 0.156755401646\n", "Diagnosis : 0.0442331973384\n", "Newborn Diagnosis : 0.0167465632607\n", "Lab : 0.000814200166243\n", "Time to run analysis 0:21:50.541033\n", "Total Time elapsed 14:10:04.964779\n", "-----------------------------------------------------\n", "\n", "girls no_min no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.007\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: -0.038\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.024\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.565, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: -0.010\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: -0.105\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.550, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: -0.160\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.288\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: -0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.145\n", "AUC Test: 0.534, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.034\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.026\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.740\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.557, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.597, R^2 test: -0.137\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: -0.235\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.212\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.592\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.146\n", "AUC Test: 0.570, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.074\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: -0.091\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.587, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: -0.042\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: -0.073\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.113\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.066\n", "AUC Test: 0.597, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.080\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: -0.086\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.127\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.574, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.615, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.059\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.040\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.012\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.589, Explained Variance Score Validation: -0.104\n", "AUC Test: 0.536, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: -0.051\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: -0.098\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.059\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.445, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.039\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.031\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: -0.078\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.525, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.648, R^2 test: -0.014\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.030\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.913, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.609, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.518, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.524, R^2 test: -0.035\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.025\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: -0.073\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.513, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.019\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: -0.050\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: -0.053\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.048\n", "AUC Test: 0.594, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.561, R^2 test: -0.119\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.112\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: -0.098\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.538, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.018\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.012\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.566, Explained Variance Score Test: -0.009\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.575, R^2 test: -0.148\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: -0.160\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.875, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.530, Explained Variance Score Test: -0.001\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: -0.117\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: -0.149\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.908, Explained Variance Score Train: 0.590\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.096\n", "AUC Test: 0.561, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.136\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.185\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: -0.112\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.620, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.528, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.054\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: -0.039\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: -0.078\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.623, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.556, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.593, R^2 test: -0.222\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.134\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.119\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.721\n", "AUC Validation: 0.513, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.502, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: -0.179\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.621, R^2 test: -0.148\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.230\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.613, Explained Variance Score Validation: -0.089\n", "AUC Test: 0.582, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.092\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.118\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.063\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.576, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.035\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: -0.083\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: -0.103\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.491, Explained Variance Score Validation: -0.093\n", "AUC Test: 0.588, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.626, R^2 test: -0.064\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: -0.118\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.073\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.589\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.540, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.097\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.073\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.067\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.510, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: -0.014\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: -0.011\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.600, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.046\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.059\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: -0.043\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.550, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.103\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.095\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.094\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.093\n", "AUC Test: 0.595, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: -0.092\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.075\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: -0.119\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.438, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.521, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.036\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.030\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.047\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.530, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.503, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: -0.026\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: -0.033\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.470, Explained Variance Score Validation: -0.158\n", "AUC Test: 0.564, Explained Variance Score Test: 0.004\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.500, R^2 test: -0.042\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: -0.115\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.543, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.630, R^2 test: -0.008\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.021\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.578, Explained Variance Score Test: 0.006\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: -0.023\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: -0.030\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: -0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.531, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.037\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: -0.047\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.492, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.133\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.094\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.100\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.555, Explained Variance Score Validation: -0.058\n", "AUC Test: 0.542, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.633, R^2 test: -0.084\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: -0.122\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.631, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.531, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.018\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.008\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: -0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.506, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.569, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.117\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.126\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.103\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.501, Explained Variance Score Test: -0.034\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.656, R^2 test: -0.031\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: -0.056\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: -0.051\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.563, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.525, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.116\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.115\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.104\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.509, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.549, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.039\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: -0.096\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: -0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.916, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.430, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.594, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.000\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.036\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.015\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.548, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: -0.006\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: -0.008\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: -0.049\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.046\n", "AUC Test: 0.581, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: -0.019\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.003\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.617, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.110\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.071\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.761\n", "AUC Validation: 0.427, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.545, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.047\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.008\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.012\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.601, Explained Variance Score Test: 0.033\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: -0.083\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: -0.111\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: -0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.093\n", "AUC Test: 0.566, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: -0.068\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.458, R^2 test: -0.035\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.582, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.901, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.573, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.608, R^2 test: -0.073\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: -0.094\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: -0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.091\n", "AUC Test: 0.555, Explained Variance Score Test: 0.020\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.057\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.069\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.581, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.249\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.224\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: -0.245\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.440, Explained Variance Score Validation: -0.175\n", "AUC Test: 0.546, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.624, R^2 test: 0.095\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: 0.070\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.036\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.611, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.115\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.159\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: -0.179\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.996, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.605, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.525, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.591, R^2 test: 0.069\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: 0.056\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.079\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.585, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.058\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.036\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: -0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.743\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.056\n", "AUC Test: 0.624, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: 0.004\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.635, R^2 test: -0.004\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.043\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.557, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.572, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.051\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.043\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.483, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.490, Explained Variance Score Test: -0.071\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.114\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: -0.063\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: -0.105\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.543, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.562, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.596, R^2 test: -0.016\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: -0.054\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: -0.086\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.826\n", "AUC Validation: 0.464, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.585, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.064\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: -0.070\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.107\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.427, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.618, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: 0.001\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.010\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.580, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.118\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: -0.125\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: -0.121\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.607, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.549, Explained Variance Score Test: 0.016\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: -0.009\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.036\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.520, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.111\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.075\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.574, Explained Variance Score Test: -0.017\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: -0.062\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: -0.066\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: -0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.604, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.519, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: -0.076\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: -0.056\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: -0.033\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.515, Explained Variance Score Test: -0.017\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: 0.017\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.057\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.079\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.525, Explained Variance Score Test: -0.045\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.037\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.006\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.010\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.697\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.586, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.060\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.058\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: -0.095\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.543, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.071\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.083\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.106\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.721\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.446, Explained Variance Score Test: -0.075\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: -0.008\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.021\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.000\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.500, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: 0.033\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.026\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.061\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.606, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.045\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.006\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: -0.010\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.589, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: -0.012\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: -0.003\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.006\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.531, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.516, Explained Variance Score Test: -0.059\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: -0.115\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: -0.090\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.127\n", "AUC Test: 0.522, Explained Variance Score Test: -0.022\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.546, R^2 test: -0.038\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.615, R^2 test: -0.060\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.626, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.915, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.072\n", "AUC Test: 0.520, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.650, R^2 test: 0.055\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.057\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.051\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.563, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: -0.047\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: -0.093\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: -0.065\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.904\n", "AUC Validation: 0.385, Explained Variance Score Validation: -0.114\n", "AUC Test: 0.523, Explained Variance Score Test: -0.040\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.048\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.072\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.533, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: -0.010\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: -0.006\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.537, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.008\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.029\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.004\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.796\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.545, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.010\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.002\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.497, Explained Variance Score Test: -0.037\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.608, R^2 test: 0.084\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.080\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.057\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.578, Explained Variance Score Test: 0.028\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.488, R^2 test: -0.025\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: -0.062\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.076\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.511, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.547, R^2 test: -0.088\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.650, R^2 test: -0.102\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.515, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: -0.051\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: -0.052\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.076\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.397, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.556, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.167\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.183\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: -0.178\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.075\n", "AUC Test: 0.586, Explained Variance Score Test: -0.002\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.046\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: -0.087\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: -0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.763\n", "AUC Validation: 0.451, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.550, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.056\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.063\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: -0.045\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.366, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.492, Explained Variance Score Test: -0.056\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.017\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.046\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.018\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.539, Explained Variance Score Test: -0.020\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: 0.036\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.008\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.018\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.612, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: 0.034\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.032\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.062\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.578, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: -0.005\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.023\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: -0.032\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.570, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.061\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: -0.078\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.531, Explained Variance Score Test: 0.015\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.064\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.076\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.073\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.563, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.090\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.151\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: -0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.526, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.629, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.014\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.037\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.592, Explained Variance Score Validation: -0.067\n", "AUC Test: 0.596, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.111\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.140\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.137\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.094\n", "AUC Test: 0.612, Explained Variance Score Test: 0.048\n", "\n", "total Variables 1918 and total subjects: 1698\n", "->AUC validation: 0.573 95% CI: [0.555 , 0.591]\n", "->AUC test: 0.553 95% CI: [0.545 , 0.560]\n", "->R^2 validation: -0.019 95% CI: [-0.032 , -0.007]\n", "->R^2 test: -0.002 95% CI: [-0.007 , 0.003]\n", "->Explained Variance validation: -0.043 95% CI: [-0.057 , -0.029]\n", "->Explained Variance test: -0.029 95% CI: [-0.036 , -0.023]\n", "Test set metrics:\n", "@threshold:2.076, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.076, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.882, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:0.565, sens:0.018, spec:0.979, ppv:0.143, acc:0.823, f1:0.032, mcc:-0.001, total+:7, total-:332\n", "@threshold:0.513, sens:0.036, spec:0.975, ppv:0.222, acc:0.823, f1:0.062, mcc:0.004, total+:9, total-:330\n", "@threshold:0.503, sens:0.055, spec:0.968, ppv:0.250, acc:0.820, f1:0.090, mcc:0.006, total+:12, total-:327\n", "@threshold:0.494, sens:0.055, spec:0.965, ppv:0.231, acc:0.817, f1:0.088, mcc:0.004, total+:13, total-:326\n", "@threshold:0.453, sens:0.073, spec:0.961, ppv:0.267, acc:0.817, f1:0.114, mcc:0.006, total+:15, total-:324\n", "@threshold:0.437, sens:0.091, spec:0.958, ppv:0.294, acc:0.817, f1:0.139, mcc:0.008, total+:17, total-:322\n", "@threshold:0.433, sens:0.109, spec:0.958, ppv:0.333, acc:0.820, f1:0.164, mcc:0.010, total+:18, total-:321\n", "@threshold:0.422, sens:0.109, spec:0.954, ppv:0.316, acc:0.817, f1:0.162, mcc:0.009, total+:19, total-:320\n", "@threshold:0.415, sens:0.127, spec:0.951, ppv:0.333, acc:0.817, f1:0.184, mcc:0.009, total+:21, total-:318\n", "@threshold:0.393, sens:0.127, spec:0.947, ppv:0.318, acc:0.814, f1:0.182, mcc:0.008, total+:22, total-:317\n", "@threshold:0.374, sens:0.145, spec:0.940, ppv:0.320, acc:0.811, f1:0.200, mcc:0.008, total+:25, total-:314\n", "@threshold:0.374, sens:0.145, spec:0.937, ppv:0.308, acc:0.808, f1:0.198, mcc:0.007, total+:26, total-:313\n", "@threshold:0.357, sens:0.164, spec:0.923, ppv:0.290, acc:0.799, f1:0.209, mcc:0.006, total+:31, total-:308\n", "@threshold:0.340, sens:0.164, spec:0.919, ppv:0.281, acc:0.796, f1:0.207, mcc:0.005, total+:32, total-:307\n", "@threshold:0.330, sens:0.182, spec:0.915, ppv:0.294, acc:0.796, f1:0.225, mcc:0.006, total+:34, total-:305\n", "@threshold:0.312, sens:0.182, spec:0.912, ppv:0.286, acc:0.794, f1:0.222, mcc:0.005, total+:35, total-:304\n", "@threshold:0.309, sens:0.200, spec:0.912, ppv:0.306, acc:0.796, f1:0.242, mcc:0.006, total+:36, total-:303\n", "@threshold:0.307, sens:0.200, spec:0.908, ppv:0.297, acc:0.794, f1:0.239, mcc:0.006, total+:37, total-:302\n", "@threshold:0.299, sens:0.218, spec:0.905, ppv:0.308, acc:0.794, f1:0.255, mcc:0.006, total+:39, total-:300\n", "@threshold:0.293, sens:0.218, spec:0.901, ppv:0.300, acc:0.791, f1:0.253, mcc:0.006, total+:40, total-:299\n", "@threshold:0.246, sens:0.236, spec:0.873, ppv:0.265, acc:0.770, f1:0.250, mcc:0.004, total+:49, total-:290\n", "@threshold:0.237, sens:0.255, spec:0.870, ppv:0.275, acc:0.770, f1:0.264, mcc:0.004, total+:51, total-:288\n", "@threshold:0.205, sens:0.273, spec:0.863, ppv:0.278, acc:0.767, f1:0.275, mcc:0.004, total+:54, total-:285\n", "@threshold:0.200, sens:0.273, spec:0.859, ppv:0.273, acc:0.764, f1:0.273, mcc:0.004, total+:55, total-:284\n", "@threshold:0.183, sens:0.291, spec:0.849, ppv:0.271, acc:0.758, f1:0.281, mcc:0.004, total+:59, total-:280\n", "@threshold:0.175, sens:0.291, spec:0.845, ppv:0.267, acc:0.755, f1:0.278, mcc:0.004, total+:60, total-:279\n", "@threshold:0.123, sens:0.309, spec:0.806, ppv:0.236, acc:0.726, f1:0.268, mcc:0.002, total+:72, total-:267\n", "@threshold:0.117, sens:0.327, spec:0.803, ppv:0.243, acc:0.726, f1:0.279, mcc:0.002, total+:74, total-:265\n", "@threshold:0.112, sens:0.345, spec:0.803, ppv:0.253, acc:0.729, f1:0.292, mcc:0.003, total+:75, total-:264\n", "@threshold:0.099, sens:0.382, spec:0.799, ppv:0.269, acc:0.732, f1:0.316, mcc:0.003, total+:78, total-:261\n", "@threshold:0.064, sens:0.400, spec:0.764, ppv:0.247, acc:0.705, f1:0.306, mcc:0.003, total+:89, total-:250\n", "@threshold:0.062, sens:0.400, spec:0.761, ppv:0.244, acc:0.702, f1:0.303, mcc:0.002, total+:90, total-:249\n", "@threshold:0.059, sens:0.418, spec:0.754, ppv:0.247, acc:0.699, f1:0.311, mcc:0.003, total+:93, total-:246\n", "@threshold:0.057, sens:0.418, spec:0.750, ppv:0.245, acc:0.696, f1:0.309, mcc:0.002, total+:94, total-:245\n", "@threshold:0.056, sens:0.436, spec:0.750, ppv:0.253, acc:0.699, f1:0.320, mcc:0.003, total+:95, total-:244\n", "@threshold:0.055, sens:0.436, spec:0.746, ppv:0.250, acc:0.696, f1:0.318, mcc:0.003, total+:96, total-:243\n", "@threshold:0.009, sens:0.455, spec:0.704, ppv:0.229, acc:0.664, f1:0.305, mcc:0.002, total+:109, total-:230\n", "@threshold:0.008, sens:0.455, spec:0.701, ppv:0.227, acc:0.661, f1:0.303, mcc:0.002, total+:110, total-:229\n", "@threshold:-0.029, sens:0.473, spec:0.662, ppv:0.213, acc:0.631, f1:0.294, mcc:0.001, total+:122, total-:217\n", "@threshold:-0.035, sens:0.473, spec:0.658, ppv:0.211, acc:0.628, f1:0.292, mcc:0.001, total+:123, total-:216\n", "@threshold:-0.042, sens:0.491, spec:0.651, ppv:0.214, acc:0.625, f1:0.298, mcc:0.001, total+:126, total-:213\n", "@threshold:-0.043, sens:0.491, spec:0.648, ppv:0.213, acc:0.622, f1:0.297, mcc:0.001, total+:127, total-:212\n", "@threshold:-0.074, sens:0.509, spec:0.623, ppv:0.207, acc:0.605, f1:0.295, mcc:0.001, total+:135, total-:204\n", "@threshold:-0.079, sens:0.509, spec:0.620, ppv:0.206, acc:0.602, f1:0.293, mcc:0.001, total+:136, total-:203\n", "@threshold:-0.093, sens:0.527, spec:0.602, ppv:0.204, acc:0.590, f1:0.294, mcc:0.001, total+:142, total-:197\n", "@threshold:-0.093, sens:0.527, spec:0.599, ppv:0.203, acc:0.587, f1:0.293, mcc:0.001, total+:143, total-:196\n", "@threshold:-0.104, sens:0.545, spec:0.588, ppv:0.204, acc:0.581, f1:0.297, mcc:0.001, total+:147, total-:192\n", "@threshold:-0.105, sens:0.545, spec:0.585, ppv:0.203, acc:0.578, f1:0.296, mcc:0.001, total+:148, total-:191\n", "@threshold:-0.116, sens:0.564, spec:0.556, ppv:0.197, acc:0.558, f1:0.292, mcc:0.001, total+:157, total-:182\n", "@threshold:-0.117, sens:0.564, spec:0.553, ppv:0.196, acc:0.555, f1:0.291, mcc:0.001, total+:158, total-:181\n", "@threshold:-0.126, sens:0.582, spec:0.549, ppv:0.200, acc:0.555, f1:0.298, mcc:0.001, total+:160, total-:179\n", "@threshold:-0.129, sens:0.600, spec:0.546, ppv:0.204, acc:0.555, f1:0.304, mcc:0.001, total+:162, total-:177\n", "@threshold:-0.139, sens:0.618, spec:0.539, ppv:0.206, acc:0.552, f1:0.309, mcc:0.001, total+:165, total-:174\n", "@threshold:-0.139, sens:0.618, spec:0.535, ppv:0.205, acc:0.549, f1:0.308, mcc:0.001, total+:166, total-:173\n", "@threshold:-0.175, sens:0.636, spec:0.479, ppv:0.191, acc:0.504, f1:0.294, mcc:0.001, total+:183, total-:156\n", "@threshold:-0.178, sens:0.636, spec:0.475, ppv:0.190, acc:0.501, f1:0.293, mcc:0.001, total+:184, total-:155\n", "@threshold:-0.193, sens:0.655, spec:0.461, ppv:0.190, acc:0.493, f1:0.295, mcc:0.001, total+:189, total-:150\n", "@threshold:-0.198, sens:0.673, spec:0.458, ppv:0.194, acc:0.493, f1:0.301, mcc:0.001, total+:191, total-:148\n", "@threshold:-0.200, sens:0.691, spec:0.458, ppv:0.198, acc:0.496, f1:0.308, mcc:0.001, total+:192, total-:147\n", "@threshold:-0.201, sens:0.691, spec:0.454, ppv:0.197, acc:0.493, f1:0.306, mcc:0.001, total+:193, total-:146\n", "@threshold:-0.215, sens:0.709, spec:0.433, ppv:0.195, acc:0.478, f1:0.306, mcc:0.001, total+:200, total-:139\n", "@threshold:-0.216, sens:0.709, spec:0.430, ppv:0.194, acc:0.475, f1:0.305, mcc:0.001, total+:201, total-:138\n", "@threshold:-0.243, sens:0.727, spec:0.394, ppv:0.189, acc:0.448, f1:0.300, mcc:0.001, total+:212, total-:127\n", "@threshold:-0.244, sens:0.727, spec:0.391, ppv:0.188, acc:0.445, f1:0.299, mcc:0.001, total+:213, total-:126\n", "@threshold:-0.256, sens:0.745, spec:0.380, ppv:0.189, acc:0.440, f1:0.301, mcc:0.001, total+:217, total-:122\n", "@threshold:-0.265, sens:0.745, spec:0.377, ppv:0.188, acc:0.437, f1:0.300, mcc:0.001, total+:218, total-:121\n", "@threshold:-0.270, sens:0.764, spec:0.377, ppv:0.192, acc:0.440, f1:0.307, mcc:0.001, total+:219, total-:120\n", "@threshold:-0.272, sens:0.764, spec:0.373, ppv:0.191, acc:0.437, f1:0.305, mcc:0.001, total+:220, total-:119\n", "@threshold:-0.377, sens:0.782, spec:0.232, ppv:0.165, acc:0.322, f1:0.272, mcc:0.000, total+:261, total-:78\n", "@threshold:-0.378, sens:0.782, spec:0.229, ppv:0.164, acc:0.319, f1:0.271, mcc:0.000, total+:262, total-:77\n", "@threshold:-0.410, sens:0.800, spec:0.197, ppv:0.162, acc:0.295, f1:0.269, mcc:-0.000, total+:272, total-:67\n", "@threshold:-0.412, sens:0.800, spec:0.194, ppv:0.161, acc:0.292, f1:0.268, mcc:-0.000, total+:273, total-:66\n", "@threshold:-0.448, sens:0.818, spec:0.162, ppv:0.159, acc:0.268, f1:0.266, mcc:-0.000, total+:283, total-:56\n", "@threshold:-0.449, sens:0.818, spec:0.158, ppv:0.158, acc:0.265, f1:0.265, mcc:-0.000, total+:284, total-:55\n", "@threshold:-0.451, sens:0.836, spec:0.158, ppv:0.161, acc:0.268, f1:0.271, mcc:-0.000, total+:285, total-:54\n", "@threshold:-0.451, sens:0.836, spec:0.155, ppv:0.161, acc:0.265, f1:0.270, mcc:-0.000, total+:286, total-:53\n", "@threshold:-0.478, sens:0.855, spec:0.137, ppv:0.161, acc:0.254, f1:0.271, mcc:-0.000, total+:292, total-:47\n", "@threshold:-0.481, sens:0.855, spec:0.134, ppv:0.160, acc:0.251, f1:0.270, mcc:-0.000, total+:293, total-:46\n", "@threshold:-0.494, sens:0.873, spec:0.123, ppv:0.162, acc:0.245, f1:0.273, mcc:-0.000, total+:297, total-:42\n", "@threshold:-0.506, sens:0.873, spec:0.120, ppv:0.161, acc:0.242, f1:0.272, mcc:-0.000, total+:298, total-:41\n", "@threshold:-0.546, sens:0.891, spec:0.088, ppv:0.159, acc:0.218, f1:0.270, mcc:-0.000, total+:308, total-:31\n", "@threshold:-0.548, sens:0.891, spec:0.085, ppv:0.159, acc:0.215, f1:0.269, mcc:-0.000, total+:309, total-:30\n", "@threshold:-0.562, sens:0.909, spec:0.081, ppv:0.161, acc:0.215, f1:0.273, mcc:-0.000, total+:311, total-:28\n", "@threshold:-0.607, sens:0.927, spec:0.077, ppv:0.163, acc:0.215, f1:0.277, mcc:0.000, total+:313, total-:26\n", "@threshold:-0.637, sens:0.945, spec:0.063, ppv:0.164, acc:0.206, f1:0.279, mcc:0.000, total+:318, total-:21\n", "@threshold:-0.646, sens:0.945, spec:0.060, ppv:0.163, acc:0.204, f1:0.278, mcc:0.000, total+:319, total-:20\n", "@threshold:-0.659, sens:0.964, spec:0.049, ppv:0.164, acc:0.198, f1:0.280, mcc:0.000, total+:323, total-:16\n", "@threshold:-0.663, sens:0.964, spec:0.046, ppv:0.164, acc:0.195, f1:0.280, mcc:0.000, total+:324, total-:15\n", "@threshold:-0.833, sens:0.982, spec:0.004, ppv:0.160, acc:0.162, f1:0.276, mcc:-0.006, total+:337, total-:2\n", "@threshold:-0.847, sens:0.982, spec:0.000, ppv:0.160, acc:0.159, f1:0.275, mcc:0.000, total+:338, total-:1\n", "\n", " Vital: Temp-avg10to13 | coef 0.018 95% CI: [0.015 , 0.020] | OR_adj 1.018 [1.015 1.021] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.070\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.014 1.019] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.074\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", "\n", " Vital: Temp-avg5to7 | coef 0.016 95% CI: [0.014 , 0.017] | OR_adj 1.016 [1.014 1.018] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Temp-avg0to1 | coef 0.014 95% CI: [0.013 , 0.016] | OR_adj 1.015 [1.013 1.016] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs118:Phlebitis:0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs120:Hemmorhoids:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", "\n", " Vital: Temp-avg19to24 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Lab:294495 LEAD, BLOOD - LMC:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs254:Rehab:0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", "\n", " Vital: Temp-avg3to5 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs229:Fx arm:-0.067\n", " Diagnosis:9ccs246:FUO:0.064\n", " Diagnosis:9ccs118:Phlebitis:0.063\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs254:Rehab:0.060\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", "\n", " Vital: Temp-avg1to3 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Newborn Diagnosis:9ccs191:Amnios dx:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs118:Phlebitis:0.061\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", "\n", "* Number of Visits | coef 0.013 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.016] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " MatDeliveryAge | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Diagnosis:9ccs87:Retinal dx:0.071\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs254:Rehab:0.059\n", "\n", " Vital: HR-latest | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs70:Schizo/rl dx:0.083\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Diagnosis:9ccs221:Resp distres:0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs106:Dysrhythmia:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", "\n", " Vital: Temp-avg13to16 | coef 0.013 95% CI: [0.012 , 0.014] | OR_adj 1.013 [1.012 1.014] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.052\n", " Diagnosis:9ccs4:Mycoses:0.046\n", "\n", " Vital: Temp-latest | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:0.090\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.065\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs254:Rehab:0.051\n", "\n", " Vital: Ht-gain16to24 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.063\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs233:Intracrn inj:0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", "\n", " Vital: Ht-gain3to7 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs236:Opn wnd extr:-0.083\n", " Diagnosis:9ccs246:FUO:0.081\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", "\n", " Vital: HC-latest | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", " Vital: Temp-avg7to10 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Ht-gain0to3 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs16:Liver/ibd ca:0.082\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", "\n", " Vital: HC-gain0to3 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs49:DiabMel no c:-0.070\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.065\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs16:Liver/ibd ca:0.060\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.059\n", " Diagnosis:9ccs159:UTI:0.055\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.054\n", "\n", "* Vital: Ht Percentile-latest | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", "\n", " Vital: Ht-gain13to19 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:-0.056\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs221:Resp distres:0.052\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.047\n", "\n", " Vital: HC-gain3to7 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs246:FUO:0.070\n", " Diagnosis:9ccs236:Opn wnd extr:-0.069\n", " Diagnosis:9ccs196:Nml preg/del:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", "\n", "* Vital: Ht-gain7to13 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:-0.066\n", " Diagnosis:9ccs5:HIV infectn:-0.063\n", " Diagnosis:9ccs52:Nutrit defic:-0.062\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.059\n", " Diagnosis:9ccs228:Fx skull fac:0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs16:Liver/ibd ca:0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", "\n", " Vital: Ht-gain1to5 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs225:Joint injury:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.066\n", " Diagnosis:9ccs7:Viral infect:0.065\n", "\n", " Vital: Ht-gain5to10 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs236:Opn wnd extr:0.072\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Newborn Diagnosis:9ccs143:Abdom hernia:-0.062\n", " Diagnosis:9ccs2619:e codes: other specified- nec:-0.060\n", " Diagnosis:9ccs228:Fx skull fac:-0.060\n", " Diagnosis:9ccs142:Appendicitis:0.058\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: HC-gain1to5 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs196:Nml preg/del:-0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", "\n", " Vital: Temp-avg16to19 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", " Vital: HC-gain16to24 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", "\n", " Vital: HC-gain7to13 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs231:Oth fracture:0.054\n", " Diagnosis:9ccs5:HIV infectn:-0.053\n", " Diagnosis:9ccs232:Sprain:-0.052\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Diagnosis:9ccs52:Nutrit defic:-0.052\n", " Diagnosis:9ccs221:Resp distres:-0.052\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.050\n", " Diagnosis:9ccs228:Fx skull fac:0.050\n", "\n", " Vital: HC-gain5to10 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Diagnosis:9ccs236:Opn wnd extr:0.064\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs231:Oth fracture:-0.055\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", "\n", " Vital: HC-avg1to3 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Diagnosis:9ccs75:Hx mental dx:0.093\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.068\n", "\n", " Vital: HC-gain10to16 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs190:Fetal distrs:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs5:HIV infectn:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs52:Nutrit defic:0.053\n", "\n", " Vital: Ht-gain10to16 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs52:Nutrit defic:0.063\n", " Diagnosis:9ccs232:Sprain:0.061\n", " Diagnosis:9ccs5:HIV infectn:0.061\n", " Diagnosis:9ccs221:Resp distres:-0.057\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.052\n", " Diagnosis:9ccs245:Syncope:0.049\n", "\n", "* Vital: HC-avg7to10 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.050\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.043\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Vital: Ht-avg3to5 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Diagnosis:9ccs87:Retinal dx:-0.116\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", "\n", " Vital: Ht-avg10to13 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs87:Retinal dx:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Diagnosis:9ccs73:Preadult dx:0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.058\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:0.080\n", " Diagnosis:9ccs245:Syncope:-0.076\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.068\n", " Diagnosis:10ccs238:Complic proc:0.068\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", "\n", " Vital: Ht-avg0to1 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht-avg7to10 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs87:Retinal dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs73:Preadult dx:0.072\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.070\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs55:Fluid/elc dx:0.094\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.085\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.084\n", " Lab:294495 LEAD, BLOOD - LMC:0.084\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", "\n", " Vital: Ht-avg1to3 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Diagnosis:9ccs87:Retinal dx:-0.138\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.071\n", "\n", " Vital: HC-gain13to19 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs171:Menstrual dx:-0.058\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs228:Fx skull fac:0.047\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.047\n", "\n", "* Vital: HC-avg10to13 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:-0.099\n", " Diagnosis:9ccs132:Lung externl:-0.075\n", " Diagnosis:9ccs87:Retinal dx:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs49:DiabMel no c:0.061\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.058\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", "\n", " Vital: Ht-latest | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.062\n", " Newborn Diagnosis:9ccs59:Anemia:-0.062\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", "\n", "* Vital: HC-avg13to16 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.075\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.068\n", " Diagnosis:9ccs73:Preadult dx:0.061\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Newborn Diagnosis:9ccs59:Anemia:-0.055\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.055\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.055\n", " Diagnosis:9ccs49:DiabMel no c:0.055\n", "\n", "* Vital: HC-avg5to7 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", " Vital: HC-avg0to1 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", "* Vital: Ht-avg16to19 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.062\n", " Diagnosis:9ccs205:Back problem:-0.060\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.085\n", " Diagnosis:9ccs171:Menstrual dx:-0.082\n", " Diagnosis:9ccs49:DiabMel no c:0.071\n", " Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs143:Abdom hernia:-0.089\n", " Diagnosis:9ccs145:Int obstruct:0.070\n", " Diagnosis:9ccs171:Menstrual dx:0.064\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.061\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs199:Ulcer skin:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.051\n", "\n", " Vital: HC-avg3to5 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.096\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.058\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.057\n", "\n", " Vital: HR-avg7to10 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.125\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.089\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs231:Oth fracture:0.083\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs229:Fx arm:0.080\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", "\n", "* Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs87:Retinal dx:-0.066\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", "\n", " Vital: Ht-avg5to7 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Diagnosis:9ccs87:Retinal dx:-0.106\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs210:SLE:-0.079\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.072\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", "\n", "* Vital: HC-avg16to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:10ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.074\n", " Diagnosis:9ccs75:Hx mental dx:-0.073\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs230:Fx leg:-0.062\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs236:Opn wnd extr:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.010] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.099\n", " Diagnosis:9ccs145:Int obstruct:-0.089\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Lab:306025 PPD:0.075\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:294495 LEAD, BLOOD - LMC:0.062\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs195:Ot compl bir:-0.087\n", " Diagnosis:9ccs252:Fatigue:-0.075\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.067\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.064\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs171:Menstrual dx:0.065\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", "\n", " Vital: HR-avg19to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:0.140\n", " Diagnosis:9ccs132:Lung externl:-0.090\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs245:Syncope:0.069\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:-0.063\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:0.057\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", "\n", " Vital: Ht-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.091\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.069\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:294495 LEAD, BLOOD - LMC:0.063\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Diagnosis:9ccs230:Fx leg:-0.073\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs118:Phlebitis:-0.061\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs252:Fatigue:0.053\n", "\n", " Vital: HR-avg10to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.123\n", " Diagnosis:9ccs252:Fatigue:0.091\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.067\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs105:Conduction:-0.057\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.057\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.007 95% CI: [0.006 , 0.007] | OR_adj 1.007 [1.006 1.007] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs230:Fx leg:-0.064\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Newborn Diagnosis:9ccs220:Birth asphyx:-0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.050\n", " Diagnosis:9ccs70:Schizo/rl dx:0.049\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Diagnosis:9ccs44:Neoplsm unsp:0.104\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs252:Fatigue:0.065\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.062\n", "\n", " Vital: HR-avg16to19 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs230:Fx leg:-0.059\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.117\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:-0.083\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs231:Oth fracture:-0.059\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.053\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs245:Syncope:-0.051\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.050\n", "\n", "* Vital: RR-latest | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs73:Preadult dx:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.065\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs118:Phlebitis:-0.059\n", "\n", " Vital: Ht-gain0to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:0.092\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.075\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:294495 LEAD, BLOOD - LMC:0.070\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", "\n", " Vital: HR-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:0.129\n", " Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs105:Conduction:-0.106\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs106:Dysrhythmia:-0.075\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs190:Fetal distrs:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs70:Schizo/rl dx:0.067\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs230:Fx leg:-0.063\n", " Diagnosis:9ccs118:Phlebitis:-0.062\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: HR-avg5to7 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:-0.133\n", " Diagnosis:9ccs246:FUO:-0.104\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Lab:294147 FREE T4 - LMC:0.072\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: HC-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.105\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.057\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Vital: HC-gain0to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Newborn Diagnosis:9ccs5:HIV infectn:-0.106\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs70:Schizo/rl dx:-0.065\n", " Diagnosis:9ccs49:DiabMel no c:0.063\n", " Diagnosis:9ccs87:Retinal dx:-0.061\n", " Newborn Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Vital: HR-avg1to3 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Vital: HR-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:0.222\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Diagnosis:9ccs254:Rehab:0.075\n", " Diagnosis:9ccs106:Dysrhythmia:0.071\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:0.142\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.064\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Vital: HR-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.134\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs245:Syncope:0.075\n", " Diagnosis:9ccs188:Pelvic obstr:0.075\n", " Diagnosis:9ccs231:Oth fracture:-0.068\n", " Diagnosis:9ccs190:Fetal distrs:-0.064\n", " Diagnosis:9ccs229:Fx arm:-0.052\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Diagnosis:9ccs252:Fatigue:0.052\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Vital: RR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs106:Dysrhythmia:0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.091\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs232:Sprain:-0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", "* Vital: RR-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Diagnosis:9ccs246:FUO:-0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs231:Oth fracture:0.092\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Newborn Diagnosis:9ccs133:Oth low resp:-0.085\n", " Diagnosis:9ccs106:Dysrhythmia:0.084\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.077\n", "\n", " Vital: RR-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs221:Resp distres:0.106\n", " Newborn Diagnosis:9ccs136:Teeth dx:0.089\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Diagnosis:9ccs16:Liver/ibd ca:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", "\n", " Vital: RR-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs231:Oth fracture:-0.060\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Newborn Diagnosis:9ccs59:Anemia:-0.058\n", " Diagnosis:9ccs229:Fx arm:-0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.041\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs132:Lung externl:-0.096\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.049\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.048\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Vital: RR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs73:Preadult dx:-0.220\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.097\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.089\n", " Lab:294495 LEAD, BLOOD - LMC:-0.087\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.071\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:0.092\n", " Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.051\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs105:Conduction:0.050\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs246:FUO:0.110\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.110\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.057\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.051\n", "\n", " Vital: RR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:0.114\n", " Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.073\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.070\n", " Diagnosis:9ccs0:No DX:0.066\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.210\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Lab:294495 LEAD, BLOOD - LMC:-0.100\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.056\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs75:Hx mental dx:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.095\n", " Diagnosis:9ccs87:Retinal dx:0.095\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Newborn Diagnosis:9ccs59:Anemia:0.083\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs229:Fx arm:0.079\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs132:Lung externl:0.075\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs233:Intracrn inj:0.103\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.103\n", " Diagnosis:9ccs73:Preadult dx:0.103\n", " Newborn Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs120:Hemmorhoids:0.103\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.103\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs188:Pelvic obstr:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.072\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs145:Int obstruct:0.071\n", " Diagnosis:9ccs225:Joint injury:0.071\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.071\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.099\n", " Diagnosis:9ccs229:Fx arm:0.094\n", " Diagnosis:9ccs7:Viral infect:0.092\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.119\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs228:Fx skull fac:0.084\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs254:Rehab:0.091\n", " Lab:294147 FREE T4 - LMC:0.084\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs233:Intracrn inj:0.081\n", " Diagnosis:9ccs120:Hemmorhoids:0.081\n", " Diagnosis:9ccs199:Ulcer skin:0.081\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs72:Anxiety dx:0.085\n", " Diagnosis:9ccs73:Preadult dx:0.085\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.085\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.077\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs118:Phlebitis:0.111\n", " Diagnosis:9ccs73:Preadult dx:0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Diagnosis:9ccs145:Int obstruct:0.106\n", " Diagnosis:9ccs70:Schizo/rl dx:0.106\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.106\n", " Diagnosis:9ccs118:Phlebitis:0.106\n", " Number of Visits:0.098\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:0.091\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.106\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.046\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.116\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.134\n", " Diagnosis:9ccs105:Conduction:0.134\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.134\n", " Diagnosis:9ccs106:Dysrhythmia:0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs229:Fx arm:0.064\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs142:Appendicitis:0.137\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.100\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs245:Syncope:0.094\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.130\n", " Newborn Diagnosis:9ccs59:Anemia:0.130\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.095\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Newborn Diagnosis:9ccs134:Ot uppr resp:0.103\n", " Newborn Diagnosis:9ccs133:Oth low resp:0.103\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Diagnosis:9ccs87:Retinal dx:-0.131\n", " Diagnosis:9ccs120:Hemmorhoids:-0.131\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:-0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs214:GI cong anom:-0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs129:Asp pneumon:0.131\n", " Diagnosis:9ccs87:Retinal dx:0.131\n", " Newborn Diagnosis:9ccs59:Anemia:0.131\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.131\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.096\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.181\n", " Newborn Diagnosis:9ccs197:Skin infectn:0.181\n", " Diagnosis:9ccs252:Fatigue:0.181\n", " Diagnosis:9ccs52:Nutrit defic:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", "\n", " Vital: HC Percentile-latest | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Diagnosis:10ccs238:Complic proc:0.147\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.147\n", " Diagnosis:9ccs16:Liver/ibd ca:0.133\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.094\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.163\n", " Newborn Diagnosis:9ccs59:Anemia:-0.163\n", " Diagnosis:9ccs132:Lung externl:-0.163\n", " Lab:306025 PPD:-0.135\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.118\n", " Diagnosis:9ccs231:Oth fracture:-0.090\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:10ccs238:Complic proc:0.276\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.276\n", " Diagnosis:9ccs246:FUO:0.194\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.172\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs196:Nml preg/del:0.120\n", " Diagnosis:9ccs231:Oth fracture:0.096\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Newborn Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs252:Fatigue:0.163\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Diagnosis:9ccs106:Dysrhythmia:0.112\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs44:Neoplsm unsp:0.076\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs70:Schizo/rl dx:0.152\n", " Diagnosis:9ccs87:Retinal dx:0.152\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs73:Preadult dx:0.141\n", " Diagnosis:9ccs118:Phlebitis:0.141\n", " Diagnosis:9ccs87:Retinal dx:0.141\n", " Diagnosis:9ccs142:Appendicitis:0.141\n", " Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs254:Rehab:0.199\n", " Diagnosis:9ccs246:FUO:0.138\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs229:Fx arm:0.148\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs188:Pelvic obstr:0.089\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs2620:E Codes: Unspecified:0.228\n", " Diagnosis:9ccs231:Oth fracture:0.129\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs210:SLE:0.172\n", " Diagnosis:9ccs233:Intracrn inj:0.172\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.124\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Lab:294147 FREE T4 - LMC:0.086\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.066\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.142\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Diagnosis:9ccs105:Conduction:0.178\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise:0.128\n", " Diagnosis:9ccs106:Dysrhythmia:0.124\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Lab:294495 LEAD, BLOOD - LMC:-0.092\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", "\n", " Diagnosis:9ccs171:Menstrual dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs171:Menstrual dx:1.000\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.054\n", " Diagnosis:9ccs217:Ot cong anom:0.050\n", " Diagnosis:9ccs92:Otitis media:-0.030\n", " Diagnosis:9ccs7:Viral infect:-0.029\n", " Number of Visits:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.021\n", " Diagnosis:9ccs155:Other GI dx:-0.020\n", " Diagnosis:9ccs90:Eye infectn:-0.019\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.260\n", " Diagnosis:9ccs87:Retinal dx:0.227\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.184\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs245:Syncope:0.341\n", " Diagnosis:9ccs233:Intracrn inj:0.241\n", " Newborn Diagnosis:9ccs59:Anemia:0.241\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.241\n", " Diagnosis:9ccs118:Phlebitis:0.241\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.172\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.178\n", " Diagnosis:9ccs228:Fx skull fac:0.178\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Lab:296169 RETICULOCYTE COUNT- LMC:0.128\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.124\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs233:Intracrn inj:-0.079\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Diagnosis:9ccs233:Intracrn inj:0.408\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.287\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.266\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.266\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Diagnosis:9ccs106:Dysrhythmia:0.136\n", " Newborn Diagnosis:9ccs220:Birth asphyx:0.136\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs118:Phlebitis:0.222\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.203\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.075\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.361\n", " Diagnosis:10ccs238:Complic proc:-0.361\n", " Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.077\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.178\n", " Diagnosis:9ccs44:Neoplsm unsp:0.175\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs52:Nutrit defic:0.084\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs245:Syncope:0.202\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs44:Neoplsm unsp:0.141\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Diagnosis:9ccs73:Preadult dx:0.257\n", " Diagnosis:9ccs75:Hx mental dx:0.146\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Lab:292208 CBC/DIFF/PLT - Sunrise:-0.103\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs134:Ot uppr resp:0.623\n", " Diagnosis:9ccs233:Intracrn inj:-0.303\n", " Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.064\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.169\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs210:SLE:0.288\n", " Diagnosis:9ccs254:Rehab:0.288\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.151\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.131\n", " Diagnosis:10ccs238:Complic proc:0.131\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.107\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs105:Conduction:-0.268\n", " Diagnosis:9ccs106:Dysrhythmia:-0.190\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Lab:294495 LEAD, BLOOD - LMC:0.077\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.067\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs49:DiabMel no c:0.353\n", " Diagnosis:9ccs190:Fetal distrs:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs2619:e codes: other specified- nec:0.249\n", " Diagnosis:9ccs228:Fx skull fac:0.249\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable:0.174\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Newborn Diagnosis:9ccs191:Amnios dx:0.141\n", " Diagnosis:9ccs52:Nutrit defic:0.141\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs238:Complic proc:-0.058\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.190\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.135\n", " Diagnosis:9ccs87:Retinal dx:0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs231:Oth fracture:0.255\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.228\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:294147 FREE T4 - LMC:0.083\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Lab:294495 LEAD, BLOOD - LMC:-0.077\n", "\n", " Lab:306025 PPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:306025 PPD:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.272\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs134:Ot uppr resp:0.075\n", " Diagnosis:9ccs59:Anemia:0.073\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.064\n", " Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Diagnosis:9ccs198:Ot infl skin:0.062\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs118:Phlebitis:0.266\n", " Newborn Diagnosis:9ccs55:Fluid/elc dx:0.266\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Diagnosis:9ccs120:Hemmorhoids:0.315\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Diagnosis:9ccs145:Int obstruct:0.288\n", " Diagnosis:9ccs199:Ulcer skin:0.288\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.091\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.091\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.226\n", " Diagnosis:9ccs87:Retinal dx:-0.187\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.160\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.093\n", " Diagnosis:10ccs238:Complic proc:0.093\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs214:GI cong anom:0.234\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Newborn Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs216:Nerv cong an:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.315\n", " Diagnosis:9ccs2:Septicemia:0.287\n", " Diagnosis:9ccs216:Nerv cong an:0.248\n", " Diagnosis:9ccs127:COPD:0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs159:UTI:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", " Diagnosis:9ccs75:Hx mental dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs75:Hx mental dx:1.000\n", " Diagnosis:9ccs123:Influenza:0.146\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.053\n", " Diagnosis:9ccs128:Asthma:0.047\n", " Diagnosis:9ccs256:Exam/eval:0.041\n", " Diagnosis:9ccs136:Teeth dx:0.041\n", " Diagnosis:9ccs91:Other eye dx:0.038\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Lab:306025 PPD:0.272\n", " Diagnosis:9ccs190:Fetal distrs:0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs252:Fatigue:0.301\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:-0.391\n", " Diagnosis:10ccs238:Complic proc:-0.391\n", " Diagnosis:9ccs16:Liver/ibd ca:0.236\n", " Diagnosis:9ccs87:Retinal dx:0.213\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.167\n", " Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs230:Fx leg:0.447\n", " Diagnosis:9ccs210:SLE:0.447\n", " Diagnosis:9ccs52:Nutrit defic:0.222\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs5:HIV infectn:0.353\n", " Diagnosis:9ccs118:Phlebitis:0.353\n", " Diagnosis:9ccs16:Liver/ibd ca:0.353\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.248\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", "\n", " Diagnosis:9ccs44:Neoplsm unsp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs44:Neoplsm unsp:1.000\n", " Diagnosis:9ccs8:Oth infectns:0.175\n", " Diagnosis:9ccs205:Back problem:0.141\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs47:Ot bnign neo:0.076\n", " Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs224:Ot perint dx:0.058\n", " Diagnosis:9ccs257:Ot aftercare:0.056\n", " Number of Visits:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.053\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs142:Appendicitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs142:Appendicitis:1.000\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.137\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.680\n", " Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:10ccs238:Complic proc:-0.239\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.239\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.040\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Diagnosis:9ccs245:Syncope:0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.821\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.425\n", " Diagnosis:10ccs238:Complic proc:0.425\n", " Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:0.283\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.200\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Newborn Diagnosis:9ccs143:Abdom hernia:0.353\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.069\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Diagnosis:9ccs232:Sprain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs232:Sprain:1.000\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.066\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.065\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.050\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.042\n", "\n", " Diagnosis:9ccs246:FUO | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs246:FUO:1.000\n", " Diagnosis:9ccs251:Abdomnl pain:0.194\n", " Diagnosis:9ccs247:Lymph enlarg:0.138\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.075\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs259:Unclassified:0.060\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.053\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.056\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.055\n", "\n", " Lab:294495 LEAD, BLOOD - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294495 LEAD, BLOOD - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.100\n", " Diagnosis:9ccs243:Poisn nonmed:-0.092\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.087\n", " Diagnosis:9ccs140:Gastritis:-0.077\n", " Lab:292495 LEAD LEVEL - Sunrise:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.070\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.070\n", " Diagnosis:9ccs222:Perint jaund:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.064\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:10ccs238:Complic proc:0.377\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:294147 FREE T4 - LMC:0.126\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", "\n", " Diagnosis:9ccs245:Syncope | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs245:Syncope:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.341\n", " Newborn Diagnosis:9ccs253:Allergy:0.222\n", " Diagnosis:9ccs205:Back problem:0.202\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.089\n", " Diagnosis:9ccs113:Late eff CVD:0.071\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.053\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs16:Liver/ibd ca:0.447\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.315\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", "\n", " Diagnosis:9ccs129:Asp pneumon | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs129:Asp pneumon:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.050\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs52:Nutrit defic:-0.101\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.049\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Diagnosis:9ccs229:Fx arm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs229:Fx arm:1.000\n", " Diagnosis:9ccs236:Opn wnd extr:0.407\n", " Diagnosis:9ccs231:Oth fracture:0.332\n", " Diagnosis:9ccs244:Other injury:0.148\n", " Diagnosis:9ccs256:Exam/eval:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs137:Mouth dx:0.064\n", " Diagnosis:9ccs127:COPD:0.058\n", " MatDeliveryAge:-0.043\n", " Diagnosis:9ccs94:Other ear dx:0.039\n", "\n", " Diagnosis:9ccs52:Nutrit defic | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs52:Nutrit defic:1.000\n", " Diagnosis:9ccs210:SLE:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.222\n", " Diagnosis:9ccs209:Ot acq defor:0.178\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs212:Ot bone dx:0.141\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.101\n", " Diagnosis:9ccs8:Oth infectns:0.084\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs138:Esophgeal dx:0.059\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Lab:294147 FREE T4 - LMC:-0.353\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:-0.167\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Diagnosis:9ccs199:Ulcer skin | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs199:Ulcer skin:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs4:Mycoses:0.071\n", "\n", " Lab:294147 FREE T4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294147 FREE T4 - LMC:1.000\n", " Lab:294205 TSH REFLEX TO FT4 - LMC:0.502\n", " Diagnosis:9ccs48:Thyroid dsor:-0.353\n", " Diagnosis:9ccs204:Ot joint dx:0.126\n", " Diagnosis:9ccs242:Poisn ot med:0.126\n", " Diagnosis:9ccs55:Fluid/elc dx:0.086\n", " Diagnosis:9ccs259:Unclassified:0.084\n", " Diagnosis:9ccs140:Gastritis:0.083\n", " Diagnosis:9ccs59:Anemia:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.068\n", "\n", " Diagnosis:9ccs190:Fetal distrs | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs190:Fetal distrs:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.248\n", " Diagnosis:9ccs61:Sickle cell:0.234\n", " Diagnosis:9ccs91:Other eye dx:0.052\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs151:Oth liver dx:0.046\n", " Diagnosis:9ccs222:Perint jaund:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.036\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.023\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs87:Retinal dx:0.447\n", " Newborn Diagnosis:9ccs59:Anemia:0.447\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:0.447\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.317\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.351\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.351\n", " Diagnosis:9ccs87:Retinal dx:-0.202\n", " Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", "\n", " Lab:294205 TSH REFLEX TO FT4 - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294205 TSH REFLEX TO FT4 - LMC:1.000\n", " Lab:294147 FREE T4 - LMC:0.502\n", " Diagnosis:9ccs140:Gastritis:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:-0.167\n", " Diagnosis:9ccs94:Other ear dx:0.076\n", " Diagnosis:9ccs91:Other eye dx:0.075\n", " Diagnosis:9ccs217:Ot cong anom:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.069\n", " Diagnosis:9ccs4:Mycoses:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.065\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs87:Retinal dx:-0.681\n", " Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Lab:296169 RETICULOCYTE COUNT- LMC | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:296169 RETICULOCYTE COUNT- LMC:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:-0.707\n", " Newborn Diagnosis:9ccs59:Anemia:-0.707\n", " Diagnosis:9ccs238:Complic proc:-0.317\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.218\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.210\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.172\n", " Diagnosis:9ccs234:Crush injury:0.142\n", " Diagnosis:9ccs258:Other screen:0.128\n", " Diagnosis:9ccs89:Blindness:0.124\n", "\n", " Diagnosis:9ccs236:Opn wnd extr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs236:Opn wnd extr:1.000\n", " Diagnosis:9ccs229:Fx arm:0.407\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.035\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.035\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.033\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.033\n", "\n", " Diagnosis:9ccs132:Lung externl | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs132:Lung externl:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " MatDeliveryAge:-0.044\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.041\n", "\n", " Vital: BP-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs247:Lymph enlarg:-0.142\n", " Diagnosis:9ccs224:Ot perint dx:0.095\n", " Diagnosis:9ccs250:Nausea/vomit:0.077\n", " Diagnosis:9ccs256:Exam/eval:-0.065\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.045\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:-0.310\n", " Newborn Diagnosis:9ccs216:Nerv cong an:-0.219\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", "\n", " Vital: BP-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:0.707\n", " Diagnosis:9ccs214:GI cong anom:0.205\n", " Diagnosis:9ccs209:Ot acq defor:-0.130\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.100\n", " Diagnosis:9ccs213:Cardiac anom:-0.098\n", " Diagnosis:9ccs113:Late eff CVD:0.079\n", " Diagnosis:9ccs159:UTI:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", "\n", " Newborn Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs155:Other GI dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", " Diagnosis:9ccs200:Oth skin dx:-0.015\n", "\n", " Newborn Diagnosis:9ccs220:Birth asphyx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs220:Birth asphyx:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs239:Superfic inj:0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.047\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.041\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs2604:E Codes: Fire/burn:0.310\n", " Diagnosis:10ccs238:Complic proc:0.310\n", " Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", "\n", " Lab:294199 BILIRUBIN SCAN - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:294199 BILIRUBIN SCAN - LMC:1.000\n", " Diagnosis:9ccs127:COPD:0.092\n", " Diagnosis:9ccs239:Superfic inj:0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.045\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs92:Otitis media:0.039\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.031\n", " Number of Visits:0.017\n", " Diagnosis:9ccs7:Viral infect:0.010\n", "\n", " Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Newborn Diagnosis:9ccs176:Contraceptiv:0.707\n", " Diagnosis:9ccs222:Perint jaund:0.102\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.051\n", " Diagnosis:9ccs58:Ot nutrit dx:0.048\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Diagnosis:9ccs230:Fx leg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs230:Fx leg:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", " Diagnosis:9ccs257:Ot aftercare:-0.021\n", " Diagnosis:9ccs7:Viral infect:-0.021\n", "\n", " Diagnosis:9ccs231:Oth fracture | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs231:Oth fracture:1.000\n", " Diagnosis:9ccs229:Fx arm:0.332\n", " Diagnosis:9ccs223:Birth trauma:0.255\n", " Diagnosis:10ccs58:Ot nutrit dx:0.129\n", " Diagnosis:9ccs2603:E Codes: Fall:0.096\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.090\n", " Diagnosis:9ccs239:Superfic inj:0.085\n", " Diagnosis:9ccs244:Other injury:0.070\n", " Diagnosis:9ccs127:COPD:0.058\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Diagnosis:9ccs72:Anxiety dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs72:Anxiety dx:1.000\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.044\n", " Number of Visits:0.043\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", "\n", " Vital: BP-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.197\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.076\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.076\n", " Diagnosis:9ccs59:Anemia:-0.063\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Diagnosis:9ccs222:Perint jaund:0.057\n", " Diagnosis:9ccs135:Intest infct:0.041\n", " Diagnosis:9ccs90:Eye infectn:0.040\n", " Diagnosis:9ccs155:Other GI dx:-0.039\n", "\n", " Lab:323700 CULTURE THROAT W SENS - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Lab:323700 CULTURE THROAT W SENS - Sunrise:1.000\n", " Diagnosis:9ccs124:Tonsillitis:0.128\n", " Diagnosis:9ccs122:Pneumonia:-0.066\n", " Diagnosis:9ccs134:Ot uppr resp:-0.065\n", " Diagnosis:9ccs239:Superfic inj:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:0.060\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs133:Oth low resp:0.055\n", " Diagnosis:9ccs125:Bronchitis:-0.041\n", " Diagnosis:9ccs135:Intest infct:0.041\n", "\n", " Newborn Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.234\n", " Diagnosis:9ccs161:Ot dx kidney:0.169\n", " Diagnosis:9ccs258:Other screen:0.124\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.094\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.090\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.089\n", " Diagnosis:9ccs127:COPD:0.075\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:10ccs238:Complic proc:-0.293\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:-0.293\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", "\n", " Diagnosis:9ccs2619:e codes: other specified- nec | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Diagnosis:9ccs70:Schizo/rl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs70:Schizo/rl dx:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.152\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.028\n", " Diagnosis:9ccs253:Allergy:-0.024\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs196:Nml preg/del:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.120\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.072\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.072\n", " Diagnosis:9ccs197:Skin infectn:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.045\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.045\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.043\n", " Diagnosis:9ccs198:Ot infl skin:0.041\n", "\n", " Diagnosis:9ccs120:Hemmorhoids | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs120:Hemmorhoids:1.000\n", " Diagnosis:9ccs3:Oth bact inf:0.315\n", " Diagnosis:9ccs154:Gastroent:0.203\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.131\n", " Number of Visits:0.110\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", "\n", " Diagnosis:9ccs2620:E Codes: Unspecified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2620:E Codes: Unspecified:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.228\n", " Diagnosis:9ccs2603:E Codes: Fall:0.172\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Diagnosis:9ccs145:Int obstruct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs145:Int obstruct:1.000\n", " Diagnosis:9ccs214:GI cong anom:0.288\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Diagnosis:9ccs94:Other ear dx:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.040\n", "\n", " Vital: BP-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:-0.251\n", " Diagnosis:9ccs63:Wht blood dx:-0.251\n", " Diagnosis:9ccs217:Ot cong anom:-0.061\n", " Diagnosis:9ccs239:Superfic inj:0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs222:Perint jaund:-0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.040\n", "\n", " Newborn Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs191:Amnios dx:1.000\n", " Diagnosis:9ccs51:Ot endo dsor:0.141\n", " Diagnosis:9ccs213:Cardiac anom:0.060\n", " Diagnosis:9ccs253:Allergy:0.049\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.039\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.039\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.038\n", " Diagnosis:9ccs122:Pneumonia:0.033\n", "\n", " Diagnosis:9ccs228:Fx skull fac | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2619:e codes: other specified- nec:1.000\n", " Diagnosis:9ccs228:Fx skull fac:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.249\n", " Diagnosis:9ccs258:Other screen:0.178\n", " Diagnosis:9ccs256:Exam/eval:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs133:Oth low resp:0.069\n", " Number of Visits:0.053\n", "\n", " Newborn Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 4 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs136:Teeth dx:1.000\n", " Diagnosis:9ccs255:Social admin:-0.102\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.074\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.062\n", " Newborn Diagnosis:9ccs259:Unclassified:0.049\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.044\n", " Diagnosis:9ccs128:Asthma:0.038\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.031\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.031\n", " Diagnosis:9ccs200:Oth skin dx:-0.030\n", "\n", " Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs49:DiabMel no c:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.353\n", " Diagnosis:9ccs0:No DX:0.106\n", " Diagnosis:9ccs159:UTI:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.059\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.046\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", "\n", " Vital: HC Percentile-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:0.267\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:0.267\n", " Diagnosis:9ccs138:Esophgeal dx:-0.109\n", " Diagnosis:9ccs204:Ot joint dx:0.101\n", " Diagnosis:9ccs242:Poisn ot med:0.101\n", " Diagnosis:9ccs251:Abdomnl pain:0.074\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.049\n", " Diagnosis:9ccs59:Anemia:-0.048\n", " Diagnosis:9ccs239:Superfic inj:0.045\n", "\n", " Vital: BP-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:0.205\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs128:Asthma:0.071\n", " MatDeliveryAge:0.067\n", " Diagnosis:9ccs197:Skin infectn:0.057\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.046\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.038\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.036\n", "\n", " Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Diagnosis:9ccs105:Conduction:0.707\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.190\n", " Diagnosis:9ccs219:Low birth wt:0.136\n", " Diagnosis:9ccs124:Tonsillitis:0.124\n", " Diagnosis:9ccs47:Ot bnign neo:0.112\n", " Diagnosis:9ccs213:Cardiac anom:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs122:Pneumonia:0.057\n", "\n", " Diagnosis:9ccs252:Fatigue | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs252:Fatigue:1.000\n", " Diagnosis:9ccs208:Acq foot def:0.301\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.163\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs217:Ot cong anom:0.079\n", " Diagnosis:9ccs96:Hrt valve dx:0.077\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs92:Otitis media:0.028\n", "\n", " Diagnosis:9ccs210:SLE | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs210:SLE:1.000\n", " Diagnosis:9ccs52:Nutrit defic:0.500\n", " Diagnosis:9ccs62:Coag/hemr dx:0.447\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.046\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.044\n", "\n", " Diagnosis:9ccs254:Rehab | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs254:Rehab:1.000\n", " Diagnosis:9ccs212:Ot bone dx:0.288\n", " Diagnosis:9ccs247:Lymph enlarg:0.199\n", " Diagnosis:9ccs259:Unclassified:0.091\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Number of Visits:0.060\n", " MatDeliveryAge:0.059\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", "\n", " Newborn Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs176:Contraceptiv:1.000\n", " Diagnosis:9ccs188:Pelvic obstr:0.707\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs136:Teeth dx:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.049\n", "\n", " Diagnosis:9ccs2618:E Codes: Other specified and classifiable | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 2 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2618:E Codes: Other specified and classifiable:1.000\n", " Diagnosis:9ccs147:Anal/rectal:0.174\n", " Diagnosis:9ccs136:Teeth dx:0.119\n", " Diagnosis:9ccs94:Other ear dx:0.116\n", " Diagnosis:9ccs244:Other injury:0.089\n", " Diagnosis:9ccs125:Bronchitis:0.062\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Diagnosis:9ccs7:Viral infect:0.040\n", " Number of Visits:0.024\n", " Diagnosis:9ccs135:Intest infct:0.022\n", "\n", " Newborn Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs197:Skin infectn:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.181\n", " Diagnosis:9ccs58:Ot nutrit dx:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.067\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " MatDeliveryAge:-0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs253:Allergy:0.025\n", " Diagnosis:9ccs92:Otitis media:-0.021\n", "\n", " Newborn Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs5:HIV infectn:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.071\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.053\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.053\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.036\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.036\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.036\n", "\n", " Diagnosis:9ccs225:Joint injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs225:Joint injury:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.097\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.077\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.073\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs4:Mycoses:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.046\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.046\n", "\n", " Newborn Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs133:Oth low resp:1.000\n", " Diagnosis:9ccs159:UTI:0.103\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.095\n", " Diagnosis:9ccs135:Intest infct:0.044\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.040\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.038\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.033\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.033\n", "\n", " Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs221:Resp distres:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.152\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.152\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.099\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.098\n", " Diagnosis:9ccs128:Asthma:0.095\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.090\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.090\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.086\n", "\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", " Diagnosis:9ccs233:Intracrn inj | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs233:Intracrn inj:1.000\n", " Diagnosis:9ccs2:Septicemia:0.408\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs89:Blindness:0.172\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.104\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs91:Other eye dx:0.081\n", " Diagnosis:9ccs74:Ot mentl cnd:0.079\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.047\n", "\n", " Lab:292208 CBC/DIFF/PLT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 3 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Lab:292208 CBC/DIFF/PLT - Sunrise:1.000\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.103\n", " Diagnosis:9ccs113:Late eff CVD:0.091\n", " Diagnosis:9ccs122:Pneumonia:0.076\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.071\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Diagnosis:9ccs213:Cardiac anom:-0.056\n", " Diagnosis:9ccs224:Ot perint dx:-0.055\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", "\n", " Diagnosis:9ccs16:Liver/ibd ca | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs16:Liver/ibd ca:1.000\n", " Newborn Diagnosis:9ccs216:Nerv cong an:0.707\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.447\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.057\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.046\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.046\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", "\n", " Diagnosis:9ccs118:Phlebitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs118:Phlebitis:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.353\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.266\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Diagnosis:9ccs211:Ot conn tiss:0.222\n", " Diagnosis:9ccs143:Abdom hernia:0.141\n", " Diagnosis:9ccs127:COPD:0.111\n", " Diagnosis:9ccs113:Late eff CVD:0.106\n", " Diagnosis:9ccs122:Pneumonia:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", "\n", " Diagnosis:9ccs2604:E Codes: Fire/burn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs238:Complic proc:1.000\n", " Diagnosis:9ccs2604:E Codes: Fire/burn:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.377\n", " Diagnosis:9ccs242:Poisn ot med:0.377\n", " Diagnosis:9ccs251:Abdomnl pain:0.276\n", " Diagnosis:9ccs167:Breast dx:0.266\n", " Diagnosis:9ccs59:Anemia:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.073\n", " Diagnosis:9ccs222:Perint jaund:0.072\n", " Diagnosis:9ccs135:Intest infct:0.044\n", "\n", " Newborn Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs59:Anemia:1.000\n", " Newborn Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Lab:296169 RETICULOCYTE COUNT- LMC:-0.707\n", " Diagnosis:9ccs238:Complic proc:0.447\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.241\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.163\n", " Diagnosis:9ccs138:Esophgeal dx:0.131\n", " Diagnosis:9ccs224:Ot perint dx:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.103\n", " Diagnosis:9ccs159:UTI:0.103\n", "\n", "Vital : 0.776331070317\n", "Number of Visits : 0.013469856907\n", "MatDeliveryAge : 0.0131791212327\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.135438540011\n", "Lab : 0.00438620109882\n", "Diagnosis : 0.0497535327657\n", "Newborn Diagnosis : 0.00744167766849\n", "Time to run analysis 0:10:28.370944\n", "Total Time elapsed 14:20:33.336034\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_19_24 lasso regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.217, R^2 test: 0.307\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.217, R^2 test: 0.305\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.303\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.717, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.763, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.257\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.256\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.255\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.713, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.763, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.233, R^2 test: 0.318\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.233, R^2 test: 0.317\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.233, R^2 test: 0.316\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.221, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.224, R^2 test: 0.324\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.224, R^2 test: 0.324\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.323\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "\n", "\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.378, R^2 test: 0.253\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.378, R^2 test: 0.254\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.377, R^2 test: 0.255\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.363, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.814, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.195, R^2 test: 0.095\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.195, R^2 test: 0.096\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.098\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.180, R^2 test: 0.112\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.705, Explained Variance Score Train: 0.195\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.145\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.146\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.146\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.744, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.763, Explained Variance Score Test: 0.296\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.170, R^2 test: 0.249\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.170, R^2 test: 0.247\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.170, R^2 test: 0.244\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.154, R^2 test: 0.191\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.729, Explained Variance Score Train: 0.170\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.763, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.193, R^2 test: 0.280\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.193, R^2 test: 0.279\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.193, R^2 test: 0.278\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.193\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.763, Explained Variance Score Test: 0.289\n", "\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.324\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.323\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.323\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.296\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.763, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.092\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.094\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.096\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.118\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.784, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.763, Explained Variance Score Test: 0.299\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.163, R^2 test: 0.142\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.163, R^2 test: 0.142\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.163, R^2 test: 0.142\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.148, R^2 test: 0.130\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.765, Explained Variance Score Train: 0.163\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.763, Explained Variance Score Test: 0.283\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.318\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.319\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.321\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.328\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.775, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.227, R^2 test: 0.210\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.227, R^2 test: 0.209\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.227, R^2 test: 0.209\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.215, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.280\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.279\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.278\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.773, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.331, R^2 test: 0.226\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.331, R^2 test: 0.226\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.330, R^2 test: 0.227\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.763, Explained Variance Score Test: 0.292\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.182, R^2 test: 0.192\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.182, R^2 test: 0.191\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.182, R^2 test: 0.190\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.182\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.763, Explained Variance Score Test: 0.287\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.272, R^2 test: 0.411\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.272, R^2 test: 0.410\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.272, R^2 test: 0.408\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.259, R^2 test: 0.364\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.779, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.417\n", "AUC Test: 0.763, Explained Variance Score Test: 0.296\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.176, R^2 test: 0.344\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.176, R^2 test: 0.343\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.176, R^2 test: 0.341\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.155, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.685, Explained Variance Score Train: 0.176\n", "AUC Validation: 0.956, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.763, Explained Variance Score Test: 0.280\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.255\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.221, R^2 test: 0.256\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.221, R^2 test: 0.257\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.208, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.720, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.001\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.258, R^2 test: 0.004\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.006\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.045\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.763, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.178, R^2 test: 0.284\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.178, R^2 test: 0.283\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.178, R^2 test: 0.281\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.165, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.685, Explained Variance Score Train: 0.178\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.763, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.137\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.137\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.136\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.763, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.267\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.267\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.268\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.763, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.186, R^2 test: 0.348\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.186, R^2 test: 0.346\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.186, R^2 test: 0.343\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.171, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.739, Explained Variance Score Train: 0.186\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.277, R^2 test: 0.277\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.277, R^2 test: 0.276\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.277, R^2 test: 0.276\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.275, R^2 test: 0.216\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.275, R^2 test: 0.215\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.275, R^2 test: 0.214\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.253\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.252\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.251\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.176, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.729, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.763, Explained Variance Score Test: 0.274\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.265, R^2 test: 0.292\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.265, R^2 test: 0.291\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.264, R^2 test: 0.291\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.268, R^2 test: 0.307\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.268, R^2 test: 0.307\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.268, R^2 test: 0.306\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.760, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.155, R^2 test: 0.212\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.155, R^2 test: 0.212\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.155, R^2 test: 0.211\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.147, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.673, Explained Variance Score Train: 0.155\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.248, R^2 test: 0.140\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.248, R^2 test: 0.139\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.248, R^2 test: 0.138\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.233, R^2 test: 0.116\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.721, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.248, R^2 test: 0.335\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.248, R^2 test: 0.335\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.247, R^2 test: 0.334\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.223, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.761, Explained Variance Score Train: 0.248\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.289\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.288\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.286\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.218, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.762, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.132, R^2 test: 0.285\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.132, R^2 test: 0.284\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.132, R^2 test: 0.283\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.119, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.639, Explained Variance Score Train: 0.132\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.763, Explained Variance Score Test: 0.275\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.284, R^2 test: 0.195\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.197\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.199\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.763, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.763, Explained Variance Score Test: 0.296\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.227, R^2 test: 0.262\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.227, R^2 test: 0.263\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.227, R^2 test: 0.264\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.211, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.268\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.269\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.235, R^2 test: 0.270\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.748, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.763, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.314, R^2 test: 0.223\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.314, R^2 test: 0.224\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.314, R^2 test: 0.224\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.303, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.757, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.763, Explained Variance Score Test: 0.298\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.251\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.250\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.249\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.751, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.763, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.124\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.125\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.126\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.122\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.763, Explained Variance Score Test: 0.279\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.247, R^2 test: 0.198\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.247, R^2 test: 0.197\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.247, R^2 test: 0.196\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.165\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.767, Explained Variance Score Train: 0.247\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.763, Explained Variance Score Test: 0.280\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.179\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.178\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.177\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.244, R^2 test: 0.235\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.244, R^2 test: 0.234\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.243, R^2 test: 0.233\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.230, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.762, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.228, R^2 test: 0.025\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.228, R^2 test: 0.026\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.228, R^2 test: 0.028\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.210, R^2 test: 0.050\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.763, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.158, R^2 test: 0.296\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.158, R^2 test: 0.294\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.158, R^2 test: 0.292\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.143, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.677, Explained Variance Score Train: 0.158\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.763, Explained Variance Score Test: 0.276\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.265, R^2 test: 0.332\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.265, R^2 test: 0.332\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.331\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.305\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.699, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.763, Explained Variance Score Test: 0.291\n", "\n", "\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.269\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.270\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.270\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.747, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.075\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.076\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.078\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.149, R^2 test: 0.082\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.676, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.763, Explained Variance Score Test: 0.266\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.108\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.109\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.111\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.145, R^2 test: 0.120\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.657, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.763, Explained Variance Score Test: 0.287\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.186\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.186\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.187\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.745, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.584, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.763, Explained Variance Score Test: 0.280\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.218, R^2 test: 0.143\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.218, R^2 test: 0.143\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.218, R^2 test: 0.142\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.218\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.763, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.236, R^2 test: 0.242\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.236, R^2 test: 0.242\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.242\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.764, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.763, Explained Variance Score Test: 0.292\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.204, R^2 test: 0.173\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.204, R^2 test: 0.174\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.204, R^2 test: 0.174\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.189, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.204\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.763, Explained Variance Score Test: 0.286\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.202, R^2 test: 0.202\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.202, R^2 test: 0.202\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.202, R^2 test: 0.202\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.688, Explained Variance Score Train: 0.202\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.763, Explained Variance Score Test: 0.272\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.330\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.329\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.329\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.728, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.270, R^2 test: 0.236\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.270, R^2 test: 0.237\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.239\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.254, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.169, R^2 test: 0.332\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.169, R^2 test: 0.331\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.169, R^2 test: 0.330\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.156, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.692, Explained Variance Score Train: 0.169\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.763, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.212\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.365, R^2 test: 0.212\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.365, R^2 test: 0.213\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.809, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.157, R^2 test: 0.193\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.157, R^2 test: 0.192\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.157, R^2 test: 0.191\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.137, R^2 test: 0.154\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.682, Explained Variance Score Train: 0.157\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.763, Explained Variance Score Test: 0.264\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.277, R^2 test: 0.244\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.277, R^2 test: 0.246\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.277, R^2 test: 0.248\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.813, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.763, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.286, R^2 test: 0.148\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.286, R^2 test: 0.147\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.286, R^2 test: 0.146\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.113\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.819, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.763, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.225, R^2 test: 0.271\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.225, R^2 test: 0.270\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.268\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.779, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.763, Explained Variance Score Test: 0.264\n", "\n", "\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.260\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.260\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.259\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.186, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.710, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.763, Explained Variance Score Test: 0.289\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.056\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.058\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.060\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.083\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.729, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.763, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.151, R^2 test: 0.306\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.151, R^2 test: 0.305\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.151, R^2 test: 0.303\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.139, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.664, Explained Variance Score Train: 0.151\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.763, Explained Variance Score Test: 0.289\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.237, R^2 test: 0.154\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.237, R^2 test: 0.153\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.153\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.763, Explained Variance Score Test: 0.260\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.243, R^2 test: 0.229\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.243, R^2 test: 0.229\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.228\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.763, Explained Variance Score Test: 0.283\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.169, R^2 test: 0.196\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.169, R^2 test: 0.197\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.169, R^2 test: 0.197\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.157, R^2 test: 0.190\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.695, Explained Variance Score Train: 0.169\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.243, R^2 test: 0.313\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.243, R^2 test: 0.312\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.243, R^2 test: 0.311\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.763, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.162, R^2 test: 0.347\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.162, R^2 test: 0.345\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.162, R^2 test: 0.343\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.153, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.162\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.763, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.167, R^2 test: 0.269\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.167, R^2 test: 0.269\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.167, R^2 test: 0.268\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.159, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.167\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.215\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.216\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.217\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.704, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.171, R^2 test: 0.390\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.171, R^2 test: 0.389\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.171, R^2 test: 0.389\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.161, R^2 test: 0.360\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.171\n", "AUC Validation: 0.857, Explained Variance Score Validation: 0.400\n", "AUC Test: 0.763, Explained Variance Score Test: 0.294\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.179, R^2 test: 0.351\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.179, R^2 test: 0.351\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.179, R^2 test: 0.351\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.705, Explained Variance Score Train: 0.179\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.763, Explained Variance Score Test: 0.301\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.329, R^2 test: 0.132\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.329, R^2 test: 0.133\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.329, R^2 test: 0.134\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.203\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.203\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.203\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.763, Explained Variance Score Test: 0.292\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.284, R^2 test: 0.145\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.284, R^2 test: 0.145\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.284, R^2 test: 0.145\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.138\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.318\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.318\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.318\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.769, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.763, Explained Variance Score Test: 0.295\n", "\n", "\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.355, R^2 test: 0.138\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.139\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.355, R^2 test: 0.139\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.142\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.796, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.035\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.365, R^2 test: 0.037\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.365, R^2 test: 0.039\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.072\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.859, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.245, R^2 test: 0.240\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.239\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.239\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.226, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.763, Explained Variance Score Test: 0.277\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.263\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.261\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.259\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.791, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.763, Explained Variance Score Test: 0.266\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.352, R^2 test: 0.130\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.351, R^2 test: 0.131\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.351, R^2 test: 0.132\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.813, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.763, Explained Variance Score Test: 0.301\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.342, R^2 test: 0.167\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.342, R^2 test: 0.169\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.342, R^2 test: 0.171\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.791, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.352, R^2 test: 0.125\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.351, R^2 test: 0.124\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.351, R^2 test: 0.124\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.332, R^2 test: 0.110\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.819, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.763, Explained Variance Score Test: 0.291\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.206, R^2 test: 0.111\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.206, R^2 test: 0.110\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.206, R^2 test: 0.109\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.082\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.735, Explained Variance Score Train: 0.206\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.763, Explained Variance Score Test: 0.275\n", "\n", "\n", "\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.180, R^2 test: 0.167\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.180, R^2 test: 0.167\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.180, R^2 test: 0.166\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.165, R^2 test: 0.149\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.676, Explained Variance Score Train: 0.180\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.763, Explained Variance Score Test: 0.281\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.339, R^2 test: 0.268\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.339, R^2 test: 0.268\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.339, R^2 test: 0.268\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.257\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.830, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.763, Explained Variance Score Test: 0.299\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.301, R^2 test: 0.388\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.301, R^2 test: 0.389\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.301, R^2 test: 0.389\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.287, R^2 test: 0.377\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.800, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.763, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.213, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.212, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.199, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.763, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.260\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.261\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.261\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.228, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.791, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.177, R^2 test: 0.240\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.177, R^2 test: 0.240\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.239\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.158, R^2 test: 0.205\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.776, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.763, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.184, R^2 test: -0.067\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.184, R^2 test: -0.064\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.184, R^2 test: -0.061\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.169, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.698, Explained Variance Score Train: 0.184\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.763, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.105, R^2 test: 0.219\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.105, R^2 test: 0.218\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.105, R^2 test: 0.217\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.090, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.763, Explained Variance Score Test: 0.280\n", "\n", "\n", "\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.215, R^2 test: 0.227\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.215, R^2 test: 0.228\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.215, R^2 test: 0.228\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.763, Explained Variance Score Test: 0.293\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.197, R^2 test: 0.114\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.116\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.197, R^2 test: 0.118\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.186, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.756, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.763, Explained Variance Score Test: 0.297\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.127, R^2 test: 0.184\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.127, R^2 test: 0.183\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.127, R^2 test: 0.181\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.113, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.658, Explained Variance Score Train: 0.127\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.763, Explained Variance Score Test: 0.259\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.343, R^2 test: 0.127\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.343, R^2 test: 0.129\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.343, R^2 test: 0.131\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.783, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.763, Explained Variance Score Test: 0.300\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.214, R^2 test: 0.222\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.213, R^2 test: 0.222\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.213, R^2 test: 0.221\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.761, Explained Variance Score Train: 0.214\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.763, Explained Variance Score Test: 0.299\n", "\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.740 95% CI: [0.727 , 0.753]\n", "->AUC test: 0.763 95% CI: [0.763 , 0.763]\n", "->R^2 validation: 0.234 95% CI: [0.218 , 0.251]\n", "->R^2 test: 0.287 95% CI: [0.285 , 0.289]\n", "->Explained Variance validation: 0.223 95% CI: [0.206 , 0.240]\n", "->Explained Variance test: 0.283 95% CI: [0.281 , 0.286]\n", "Test set metrics:\n", "@threshold:1.639, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.440, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.437, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:1.355, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:1.116, sens:0.091, spec:0.989, ppv:0.625, acc:0.844, f1:0.159, mcc:0.071, total+:8, total-:331\n", "@threshold:1.015, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:0.945, sens:0.127, spec:0.982, ppv:0.583, acc:0.844, f1:0.209, mcc:0.048, total+:12, total-:327\n", "@threshold:0.907, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:0.880, sens:0.145, spec:0.979, ppv:0.571, acc:0.844, f1:0.232, mcc:0.042, total+:14, total-:325\n", "@threshold:0.877, sens:0.164, spec:0.979, ppv:0.600, acc:0.847, f1:0.257, mcc:0.046, total+:15, total-:324\n", "@threshold:0.831, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:0.823, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:0.810, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.746, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.702, sens:0.273, spec:0.965, ppv:0.600, acc:0.853, f1:0.375, mcc:0.037, total+:25, total-:314\n", "@threshold:0.699, sens:0.291, spec:0.965, ppv:0.615, acc:0.855, f1:0.395, mcc:0.039, total+:26, total-:313\n", "@threshold:0.585, sens:0.309, spec:0.961, ppv:0.607, acc:0.855, f1:0.410, mcc:0.036, total+:28, total-:311\n", "@threshold:0.584, sens:0.327, spec:0.961, ppv:0.621, acc:0.858, f1:0.429, mcc:0.038, total+:29, total-:310\n", "@threshold:0.572, sens:0.327, spec:0.958, ppv:0.600, acc:0.855, f1:0.424, mcc:0.034, total+:30, total-:309\n", "@threshold:0.535, sens:0.345, spec:0.947, ppv:0.559, acc:0.850, f1:0.427, mcc:0.026, total+:34, total-:305\n", "@threshold:0.503, sens:0.382, spec:0.944, ppv:0.568, acc:0.853, f1:0.457, mcc:0.026, total+:37, total-:302\n", "@threshold:0.500, sens:0.400, spec:0.944, ppv:0.579, acc:0.855, f1:0.473, mcc:0.027, total+:38, total-:301\n", "@threshold:0.472, sens:0.400, spec:0.940, ppv:0.564, acc:0.853, f1:0.468, mcc:0.025, total+:39, total-:300\n", "@threshold:0.460, sens:0.418, spec:0.937, ppv:0.561, acc:0.853, f1:0.479, mcc:0.024, total+:41, total-:298\n", "@threshold:0.457, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.436, sens:0.436, spec:0.923, ppv:0.522, acc:0.844, f1:0.475, mcc:0.019, total+:46, total-:293\n", "@threshold:0.428, sens:0.436, spec:0.919, ppv:0.511, acc:0.841, f1:0.471, mcc:0.018, total+:47, total-:292\n", "@threshold:0.371, sens:0.455, spec:0.894, ppv:0.455, acc:0.823, f1:0.455, mcc:0.013, total+:55, total-:284\n", "@threshold:0.362, sens:0.455, spec:0.891, ppv:0.446, acc:0.820, f1:0.450, mcc:0.012, total+:56, total-:283\n", "@threshold:0.351, sens:0.473, spec:0.880, ppv:0.433, acc:0.814, f1:0.452, mcc:0.011, total+:60, total-:279\n", "@threshold:0.338, sens:0.473, spec:0.877, ppv:0.426, acc:0.811, f1:0.448, mcc:0.011, total+:61, total-:278\n", "@threshold:0.303, sens:0.491, spec:0.845, ppv:0.380, acc:0.788, f1:0.429, mcc:0.008, total+:71, total-:268\n", "@threshold:0.301, sens:0.491, spec:0.842, ppv:0.375, acc:0.785, f1:0.425, mcc:0.008, total+:72, total-:267\n", "@threshold:0.294, sens:0.491, spec:0.835, ppv:0.365, acc:0.779, f1:0.419, mcc:0.007, total+:74, total-:265\n", "@threshold:0.290, sens:0.509, spec:0.835, ppv:0.373, acc:0.782, f1:0.431, mcc:0.008, total+:75, total-:264\n", "@threshold:0.290, sens:0.509, spec:0.831, ppv:0.368, acc:0.779, f1:0.427, mcc:0.007, total+:76, total-:263\n", "@threshold:0.285, sens:0.527, spec:0.827, ppv:0.372, acc:0.779, f1:0.436, mcc:0.007, total+:78, total-:261\n", "@threshold:0.270, sens:0.527, spec:0.824, ppv:0.367, acc:0.776, f1:0.433, mcc:0.007, total+:79, total-:260\n", "@threshold:0.265, sens:0.545, spec:0.820, ppv:0.370, acc:0.776, f1:0.441, mcc:0.007, total+:81, total-:258\n", "@threshold:0.264, sens:0.545, spec:0.817, ppv:0.366, acc:0.773, f1:0.438, mcc:0.007, total+:82, total-:257\n", "@threshold:0.254, sens:0.564, spec:0.817, ppv:0.373, acc:0.776, f1:0.449, mcc:0.007, total+:83, total-:256\n", "@threshold:0.247, sens:0.564, spec:0.813, ppv:0.369, acc:0.773, f1:0.446, mcc:0.007, total+:84, total-:255\n", "@threshold:0.232, sens:0.582, spec:0.810, ppv:0.372, acc:0.773, f1:0.454, mcc:0.007, total+:86, total-:253\n", "@threshold:0.231, sens:0.582, spec:0.806, ppv:0.368, acc:0.770, f1:0.451, mcc:0.007, total+:87, total-:252\n", "@threshold:0.216, sens:0.582, spec:0.796, ppv:0.356, acc:0.761, f1:0.441, mcc:0.006, total+:90, total-:249\n", "@threshold:0.193, sens:0.582, spec:0.792, ppv:0.352, acc:0.758, f1:0.438, mcc:0.006, total+:91, total-:248\n", "@threshold:0.175, sens:0.582, spec:0.785, ppv:0.344, acc:0.752, f1:0.432, mcc:0.006, total+:93, total-:246\n", "@threshold:0.174, sens:0.582, spec:0.782, ppv:0.340, acc:0.749, f1:0.430, mcc:0.006, total+:94, total-:245\n", "@threshold:0.151, sens:0.600, spec:0.771, ppv:0.337, acc:0.743, f1:0.431, mcc:0.006, total+:98, total-:241\n", "@threshold:0.148, sens:0.600, spec:0.768, ppv:0.333, acc:0.740, f1:0.429, mcc:0.005, total+:99, total-:240\n", "@threshold:0.132, sens:0.600, spec:0.757, ppv:0.324, acc:0.732, f1:0.420, mcc:0.005, total+:102, total-:237\n", "@threshold:0.128, sens:0.600, spec:0.754, ppv:0.320, acc:0.729, f1:0.418, mcc:0.005, total+:103, total-:236\n", "@threshold:0.097, sens:0.618, spec:0.725, ppv:0.304, acc:0.708, f1:0.407, mcc:0.004, total+:112, total-:227\n", "@threshold:0.095, sens:0.618, spec:0.722, ppv:0.301, acc:0.705, f1:0.405, mcc:0.004, total+:113, total-:226\n", "@threshold:0.078, sens:0.618, spec:0.704, ppv:0.288, acc:0.690, f1:0.393, mcc:0.004, total+:118, total-:221\n", "@threshold:0.072, sens:0.636, spec:0.701, ppv:0.292, acc:0.690, f1:0.400, mcc:0.004, total+:120, total-:219\n", "@threshold:0.008, sens:0.655, spec:0.658, ppv:0.271, acc:0.658, f1:0.383, mcc:0.003, total+:133, total-:206\n", "@threshold:0.006, sens:0.655, spec:0.655, ppv:0.269, acc:0.655, f1:0.381, mcc:0.003, total+:134, total-:205\n", "@threshold:-0.036, sens:0.873, spec:0.405, ppv:0.221, acc:0.481, f1:0.353, mcc:0.002, total+:217, total-:122\n", "@threshold:-0.039, sens:0.873, spec:0.401, ppv:0.220, acc:0.478, f1:0.352, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.048, sens:0.891, spec:0.401, ppv:0.224, acc:0.481, f1:0.358, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.048, sens:0.891, spec:0.394, ppv:0.222, acc:0.475, f1:0.355, mcc:0.002, total+:221, total-:118\n", "@threshold:-0.051, sens:0.909, spec:0.391, ppv:0.224, acc:0.475, f1:0.360, mcc:0.002, total+:223, total-:116\n", "@threshold:-0.056, sens:0.909, spec:0.387, ppv:0.223, acc:0.472, f1:0.358, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.079, sens:0.927, spec:0.370, ppv:0.222, acc:0.460, f1:0.358, mcc:0.002, total+:230, total-:109\n", "@threshold:-0.082, sens:0.927, spec:0.366, ppv:0.221, acc:0.457, f1:0.357, mcc:0.002, total+:231, total-:108\n", "@threshold:-0.093, sens:0.945, spec:0.359, ppv:0.222, acc:0.454, f1:0.360, mcc:0.002, total+:234, total-:105\n", "@threshold:-0.110, sens:0.945, spec:0.356, ppv:0.221, acc:0.451, f1:0.359, mcc:0.002, total+:235, total-:104\n", "@threshold:-0.124, sens:0.945, spec:0.338, ppv:0.217, acc:0.437, f1:0.353, mcc:0.002, total+:240, total-:99\n", "@threshold:-0.127, sens:0.945, spec:0.335, ppv:0.216, acc:0.434, f1:0.351, mcc:0.002, total+:241, total-:98\n", "@threshold:-0.180, sens:0.964, spec:0.310, ppv:0.213, acc:0.416, f1:0.349, mcc:0.002, total+:249, total-:90\n", "@threshold:-0.184, sens:0.964, spec:0.306, ppv:0.212, acc:0.413, f1:0.348, mcc:0.002, total+:250, total-:89\n", "@threshold:-0.205, sens:0.964, spec:0.285, ppv:0.207, acc:0.395, f1:0.341, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.220, sens:0.964, spec:0.282, ppv:0.206, acc:0.392, f1:0.340, mcc:0.002, total+:257, total-:82\n", "@threshold:-0.243, sens:0.982, spec:0.271, ppv:0.207, acc:0.386, f1:0.342, mcc:0.002, total+:261, total-:78\n", "@threshold:-0.254, sens:0.982, spec:0.268, ppv:0.206, acc:0.383, f1:0.341, mcc:0.002, total+:262, total-:77\n", "@threshold:-0.323, sens:1.000, spec:0.218, ppv:0.199, acc:0.345, f1:0.331, mcc:0.002, total+:277, total-:62\n", "@threshold:-0.326, sens:1.000, spec:0.215, ppv:0.198, acc:0.342, f1:0.330, mcc:0.002, total+:278, total-:61\n", "@threshold:-0.336, sens:1.000, spec:0.208, ppv:0.196, acc:0.336, f1:0.328, mcc:0.002, total+:280, total-:59\n", "@threshold:-0.342, sens:1.000, spec:0.204, ppv:0.196, acc:0.333, f1:0.327, mcc:0.002, total+:281, total-:58\n", "@threshold:-0.471, sens:1.000, spec:0.155, ppv:0.186, acc:0.292, f1:0.314, mcc:0.002, total+:295, total-:44\n", "@threshold:-0.478, sens:1.000, spec:0.151, ppv:0.186, acc:0.289, f1:0.313, mcc:0.002, total+:296, total-:43\n", "@threshold:-1.327, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.521 95% CI: [0.510 , 0.532] | OR_adj 1.684 [1.666 1.703] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Correlated most with:\n", "\n", "Vital : 0.521310699339\n", "Time to run analysis 0:00:35.395098\n", "Total Time elapsed 14:21:08.732283\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_19_24 randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.567, R^2 test: 0.069\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: 0.135\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.176\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.716, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.612, R^2 test: 0.244\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.489, R^2 test: 0.262\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.281\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.353, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.759, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.604, R^2 test: -0.103\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: 0.116\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.326, R^2 test: 0.240\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.303, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.757, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.641, R^2 test: 0.042\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.185\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.370, R^2 test: 0.267\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.333, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.747, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.636, R^2 test: -0.086\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.514, R^2 test: 0.088\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.377, R^2 test: 0.197\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.348, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.771, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.757, R^2 test: 0.000\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.649, R^2 test: 0.152\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: 0.237\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.885, Explained Variance Score Train: 0.525\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.761, Explained Variance Score Test: 0.248\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: -0.028\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.463, R^2 test: 0.127\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.293, R^2 test: 0.217\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.262, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.753, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.637, R^2 test: 0.068\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.473, R^2 test: 0.156\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.314, R^2 test: 0.261\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.278, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.734, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.574, R^2 test: 0.258\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.439, R^2 test: 0.377\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.346, R^2 test: 0.441\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.323, R^2 test: 0.446\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.448\n", "AUC Test: 0.739, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: 0.191\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.589, R^2 test: 0.214\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.468, R^2 test: 0.195\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.436, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.757, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.556, R^2 test: 0.303\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.456, R^2 test: 0.304\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.328\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.322\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.753, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.598, R^2 test: -0.068\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: -0.004\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.337, R^2 test: 0.062\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.316, R^2 test: 0.091\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.870, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.745, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.711, R^2 test: -0.220\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.568, R^2 test: -0.027\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.106\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.752, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.605, R^2 test: 0.264\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.447, R^2 test: 0.271\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.314, R^2 test: 0.285\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.288, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.747, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.655, R^2 test: -0.116\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.437, R^2 test: 0.017\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.266, R^2 test: 0.096\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.240, R^2 test: 0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.729, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.737, Explained Variance Score Test: 0.191\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.502, R^2 test: -0.026\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.386, R^2 test: 0.128\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.257, R^2 test: 0.239\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.229, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.748, Explained Variance Score Test: 0.212\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.550, R^2 test: 0.038\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.380, R^2 test: 0.094\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.271, R^2 test: 0.139\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.243, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.755, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.760, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: -0.044\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.501, R^2 test: 0.052\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.355, R^2 test: 0.086\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.329, R^2 test: 0.096\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.760, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.666, R^2 test: 0.084\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.483, R^2 test: 0.099\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: 0.173\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.282, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.740, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.729, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.665, R^2 test: -0.187\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.503, R^2 test: 0.024\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.336, R^2 test: 0.195\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.314, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.757, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.721, R^2 test: -0.115\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.562, R^2 test: -0.060\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: 0.029\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.388, R^2 test: 0.047\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.731, Explained Variance Score Test: 0.227\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.647, R^2 test: 0.052\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.464, R^2 test: 0.112\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.299, R^2 test: 0.167\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.271, R^2 test: 0.177\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.763, Explained Variance Score Test: 0.231\n", "\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.647, R^2 test: -0.186\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: -0.149\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.321, R^2 test: -0.070\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.291, R^2 test: -0.040\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.762, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.719, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.698, R^2 test: 0.141\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.525, R^2 test: 0.210\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.248\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.723, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.670, R^2 test: -0.736\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.422, R^2 test: -0.111\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.205, R^2 test: 0.188\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.164, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.730, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.705, Explained Variance Score Test: 0.161\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.554, R^2 test: -0.080\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.395, R^2 test: 0.036\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.282, R^2 test: 0.078\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.249, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.780, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.726, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.497, R^2 test: 0.011\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.392, R^2 test: 0.123\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.288, R^2 test: 0.115\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.252, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.745, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.717, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.612, R^2 test: -0.255\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.507, R^2 test: 0.029\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.354, R^2 test: 0.171\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.725, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.645, R^2 test: 0.037\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.074\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.418, R^2 test: 0.131\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.731, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.667, R^2 test: -0.013\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.523, R^2 test: 0.091\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.092\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.345, R^2 test: 0.091\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.792, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.731, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.526, R^2 test: 0.087\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.406, R^2 test: 0.186\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.304, R^2 test: 0.215\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.283, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.714, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.565, R^2 test: -0.313\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.408, R^2 test: -0.101\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.272, R^2 test: 0.061\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.245, R^2 test: 0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.727, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.749, Explained Variance Score Test: 0.198\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.642, R^2 test: -0.089\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.528, R^2 test: 0.081\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.430, R^2 test: 0.203\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.736, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.574, R^2 test: 0.012\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.450, R^2 test: 0.191\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.353, R^2 test: 0.263\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.326, R^2 test: 0.250\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.765, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.547, R^2 test: -0.350\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.418, R^2 test: 0.011\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.262, R^2 test: 0.133\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.236, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.748, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.718, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.683, R^2 test: -0.192\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.019\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.328, R^2 test: 0.273\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.288, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.747, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.862, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.770, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.734, R^2 test: -0.330\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.002\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.371, R^2 test: 0.074\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: 0.087\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.757, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.629, R^2 test: -0.212\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.502, R^2 test: -0.069\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.051\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.249, R^2 test: 0.143\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.690, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.740, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.660, R^2 test: 0.075\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.165\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.222\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.746, Explained Variance Score Test: 0.237\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.501, R^2 test: 0.061\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.395, R^2 test: 0.175\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.254, R^2 test: 0.101\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.238, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.758, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.723, Explained Variance Score Test: 0.201\n", "\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: 0.063\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.166\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.325, R^2 test: 0.204\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.300, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.707, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.735, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.774, R^2 test: -0.070\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.590, R^2 test: -0.008\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.453, R^2 test: 0.096\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.399, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.835, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.726, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: 0.181\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.478, R^2 test: 0.195\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.194\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.340, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.744, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.664, R^2 test: -0.105\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: 0.055\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.089\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.143\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.728, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.688, R^2 test: 0.269\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.522, R^2 test: 0.320\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.349, R^2 test: 0.295\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.750, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.743, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.716, R^2 test: -0.368\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.543, R^2 test: -0.151\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.424, R^2 test: -0.147\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.391, R^2 test: -0.097\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.605, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.738, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.705, R^2 test: -0.328\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.144\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.327\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.273, R^2 test: 0.330\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.773, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.750, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.558, R^2 test: -0.177\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.423, R^2 test: 0.078\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.292, R^2 test: 0.142\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.269, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.736, Explained Variance Score Test: 0.188\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: -0.068\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.574, R^2 test: 0.000\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.445, R^2 test: 0.082\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.397, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.748, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.578, R^2 test: -0.310\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.479, R^2 test: -0.055\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.346, R^2 test: 0.124\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.839, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.743, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: -0.209\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: -0.062\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: 0.037\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.740, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.537, R^2 test: 0.173\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.390, R^2 test: 0.179\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.297, R^2 test: 0.152\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.271, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.766, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.734, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.630, R^2 test: -0.064\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.459, R^2 test: 0.037\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.336, R^2 test: 0.074\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.318, R^2 test: 0.075\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.764, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: 0.056\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.471, R^2 test: 0.151\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.318, R^2 test: 0.210\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.284, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.766, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.769, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: -0.513\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.608, R^2 test: -0.259\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.462, R^2 test: -0.156\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.132\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.128\n", "AUC Test: 0.716, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.592, R^2 test: -0.070\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.434, R^2 test: -0.048\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.300, R^2 test: 0.132\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.275, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.739, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.628, R^2 test: -0.096\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.470, R^2 test: 0.021\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.338, R^2 test: 0.099\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.292, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.727, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.563, R^2 test: 0.077\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.459, R^2 test: 0.131\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.338, R^2 test: 0.123\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.124\n", "AUC Test: 0.754, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.048\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.591, R^2 test: 0.151\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.464, R^2 test: 0.192\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.435, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.840, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.723, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.718, R^2 test: -0.210\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.535, R^2 test: -0.056\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: 0.064\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.347, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.739, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.688, R^2 test: -0.244\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: -0.144\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.437, R^2 test: -0.053\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.399, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.831, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.721, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.733, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.662, R^2 test: -0.414\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: -0.095\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.334, R^2 test: 0.044\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.303, R^2 test: 0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.759, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.725, R^2 test: -0.245\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: -0.114\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.316, R^2 test: 0.001\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.285, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.712, Explained Variance Score Test: 0.205\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.543, R^2 test: -0.095\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.424, R^2 test: -0.056\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.249, R^2 test: 0.078\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.208, R^2 test: 0.103\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.754, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.710, Explained Variance Score Test: 0.199\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.598, R^2 test: 0.048\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.457, R^2 test: 0.105\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: 0.200\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.296, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.781, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.763, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.609, R^2 test: -0.530\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: -0.172\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.328, R^2 test: 0.090\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.297, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.768, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.788, R^2 test: -0.695\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: -0.143\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.301, R^2 test: 0.092\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.266, R^2 test: 0.132\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.724, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.608, R^2 test: 0.120\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.459, R^2 test: 0.164\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.196\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.278, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.752, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.673, R^2 test: 0.023\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.509, R^2 test: 0.100\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.143\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.724, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.538, R^2 test: -0.109\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.433, R^2 test: -0.053\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.313, R^2 test: -0.058\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.276, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.768, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.603, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.756, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: -0.066\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.507, R^2 test: 0.044\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.116\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.778, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.748, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.576, R^2 test: 0.195\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.457, R^2 test: 0.300\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.327, R^2 test: 0.336\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.298, R^2 test: 0.343\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.731, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.730, R^2 test: -0.766\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.566, R^2 test: -0.371\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: -0.230\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.377, R^2 test: -0.209\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.680, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.752, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.544, R^2 test: 0.006\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.427, R^2 test: 0.119\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.323, R^2 test: 0.279\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.292, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.292\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.711, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.620, R^2 test: 0.205\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: 0.230\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.323, R^2 test: 0.248\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.297, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.746, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: 0.013\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.532, R^2 test: 0.112\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.132\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.715, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.617, R^2 test: -0.026\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.460, R^2 test: 0.047\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.043\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: 0.080\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.760, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.732, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.731, R^2 test: -0.155\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: -0.081\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.007\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.744, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.657, R^2 test: 0.136\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: 0.203\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.286\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.795, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.734, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.477, R^2 test: -0.103\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.362, R^2 test: 0.064\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.239, R^2 test: 0.117\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.223, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.768, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.705, Explained Variance Score Test: 0.153\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.024\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.139\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.395, R^2 test: 0.219\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.760, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.629, R^2 test: -0.756\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.509, R^2 test: -0.430\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.392, R^2 test: -0.183\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.366, R^2 test: -0.084\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.662, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.759, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.732, R^2 test: -0.477\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: -0.180\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.389, R^2 test: 0.013\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.716, Explained Variance Score Test: 0.157\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.686, R^2 test: -0.034\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.046\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: 0.083\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.381, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.754, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.731, R^2 test: 0.051\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.181\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.435, R^2 test: 0.238\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.410, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.781, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.748, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.616, R^2 test: 0.092\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.462, R^2 test: 0.259\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.300\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.306, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.761, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.643, R^2 test: 0.001\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.100\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.146\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.732, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.633, R^2 test: -0.180\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: 0.106\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.202\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.254, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.723, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.646, R^2 test: -0.183\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.491, R^2 test: -0.022\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.356, R^2 test: 0.064\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: 0.052\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.744, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: 0.121\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.557, R^2 test: 0.142\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.441, R^2 test: 0.144\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.405, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.749, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: 0.118\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.175\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.434, R^2 test: 0.184\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.409, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.898, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.719, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.727, R^2 test: -0.156\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.571, R^2 test: -0.029\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.399, R^2 test: 0.069\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.366, R^2 test: 0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.730, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.604, R^2 test: -0.097\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.433, R^2 test: 0.131\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.274, R^2 test: 0.172\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.242, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.776, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.737, Explained Variance Score Test: 0.183\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.646, R^2 test: -0.578\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: -0.414\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: -0.269\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.383, R^2 test: -0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.790, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.590, Explained Variance Score Validation: -0.228\n", "AUC Test: 0.736, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.545, R^2 test: -0.325\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.377, R^2 test: 0.045\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.217, R^2 test: 0.180\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.185, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.710, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.715, Explained Variance Score Test: 0.186\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: -0.627\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.500, R^2 test: -0.396\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.356, R^2 test: -0.382\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: -0.278\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.127\n", "AUC Test: 0.703, Explained Variance Score Test: 0.194\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.700, R^2 test: 0.113\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.139\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: 0.175\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.379, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.743, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.630, R^2 test: 0.028\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: 0.196\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.365, R^2 test: 0.233\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.778, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.737, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.801, R^2 test: -0.268\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.655, R^2 test: -0.172\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.517, R^2 test: -0.056\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.489\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.729, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.643, R^2 test: 0.230\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.479, R^2 test: 0.302\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.307, R^2 test: 0.291\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.275, R^2 test: 0.313\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.726, Explained Variance Score Test: 0.225\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.728 95% CI: [0.714 , 0.742]\n", "->AUC test: 0.739 95% CI: [0.736 , 0.742]\n", "->R^2 validation: 0.164 95% CI: [0.142 , 0.186]\n", "->R^2 test: 0.227 95% CI: [0.221 , 0.233]\n", "->Explained Variance validation: 0.149 95% CI: [0.125 , 0.172]\n", "->Explained Variance test: 0.222 95% CI: [0.216 , 0.228]\n", "Test set metrics:\n", "@threshold:2.383, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.383, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.383, sens:0.236, spec:0.972, ppv:0.619, acc:0.853, f1:0.342, mcc:0.043, total+:21, total-:318\n", "@threshold:1.337, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:1.202, sens:0.273, spec:0.965, ppv:0.600, acc:0.853, f1:0.375, mcc:0.037, total+:25, total-:314\n", "@threshold:1.190, sens:0.291, spec:0.965, ppv:0.615, acc:0.855, f1:0.395, mcc:0.039, total+:26, total-:313\n", "@threshold:0.482, sens:0.309, spec:0.961, ppv:0.607, acc:0.855, f1:0.410, mcc:0.036, total+:28, total-:311\n", "@threshold:0.482, sens:0.327, spec:0.961, ppv:0.621, acc:0.858, f1:0.429, mcc:0.038, total+:29, total-:310\n", "@threshold:0.482, sens:0.327, spec:0.958, ppv:0.600, acc:0.855, f1:0.424, mcc:0.034, total+:30, total-:309\n", "@threshold:0.480, sens:0.345, spec:0.958, ppv:0.613, acc:0.858, f1:0.442, mcc:0.035, total+:31, total-:308\n", "@threshold:0.464, sens:0.382, spec:0.944, ppv:0.568, acc:0.853, f1:0.457, mcc:0.026, total+:37, total-:302\n", "@threshold:0.464, sens:0.400, spec:0.940, ppv:0.564, acc:0.853, f1:0.468, mcc:0.025, total+:39, total-:300\n", "@threshold:0.445, sens:0.418, spec:0.940, ppv:0.575, acc:0.855, f1:0.484, mcc:0.026, total+:40, total-:299\n", "@threshold:0.444, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.444, sens:0.436, spec:0.933, ppv:0.558, acc:0.853, f1:0.490, mcc:0.024, total+:43, total-:296\n", "@threshold:0.426, sens:0.436, spec:0.923, ppv:0.522, acc:0.844, f1:0.475, mcc:0.019, total+:46, total-:293\n", "@threshold:0.419, sens:0.436, spec:0.919, ppv:0.511, acc:0.841, f1:0.471, mcc:0.018, total+:47, total-:292\n", "@threshold:0.370, sens:0.455, spec:0.908, ppv:0.490, acc:0.835, f1:0.472, mcc:0.016, total+:51, total-:288\n", "@threshold:0.366, sens:0.455, spec:0.905, ppv:0.481, acc:0.832, f1:0.467, mcc:0.015, total+:52, total-:287\n", "@threshold:0.354, sens:0.455, spec:0.898, ppv:0.463, acc:0.826, f1:0.459, mcc:0.014, total+:54, total-:285\n", "@threshold:0.354, sens:0.455, spec:0.894, ppv:0.455, acc:0.823, f1:0.455, mcc:0.013, total+:55, total-:284\n", "@threshold:0.353, sens:0.473, spec:0.894, ppv:0.464, acc:0.826, f1:0.468, mcc:0.014, total+:56, total-:283\n", "@threshold:0.350, sens:0.473, spec:0.884, ppv:0.441, acc:0.817, f1:0.456, mcc:0.012, total+:59, total-:280\n", "@threshold:0.344, sens:0.473, spec:0.877, ppv:0.426, acc:0.811, f1:0.448, mcc:0.011, total+:61, total-:278\n", "@threshold:0.319, sens:0.473, spec:0.873, ppv:0.419, acc:0.808, f1:0.444, mcc:0.010, total+:62, total-:277\n", "@threshold:0.319, sens:0.473, spec:0.859, ppv:0.394, acc:0.796, f1:0.430, mcc:0.009, total+:66, total-:273\n", "@threshold:0.319, sens:0.473, spec:0.852, ppv:0.382, acc:0.791, f1:0.423, mcc:0.008, total+:68, total-:271\n", "@threshold:0.318, sens:0.473, spec:0.849, ppv:0.377, acc:0.788, f1:0.419, mcc:0.008, total+:69, total-:270\n", "@threshold:0.312, sens:0.473, spec:0.838, ppv:0.361, acc:0.779, f1:0.409, mcc:0.007, total+:72, total-:267\n", "@threshold:0.311, sens:0.473, spec:0.835, ppv:0.356, acc:0.776, f1:0.406, mcc:0.007, total+:73, total-:266\n", "@threshold:0.309, sens:0.491, spec:0.835, ppv:0.365, acc:0.779, f1:0.419, mcc:0.007, total+:74, total-:265\n", "@threshold:0.294, sens:0.509, spec:0.824, ppv:0.359, acc:0.773, f1:0.421, mcc:0.007, total+:78, total-:261\n", "@threshold:0.278, sens:0.509, spec:0.820, ppv:0.354, acc:0.770, f1:0.418, mcc:0.007, total+:79, total-:260\n", "@threshold:0.275, sens:0.527, spec:0.820, ppv:0.362, acc:0.773, f1:0.430, mcc:0.007, total+:80, total-:259\n", "@threshold:0.274, sens:0.527, spec:0.810, ppv:0.349, acc:0.764, f1:0.420, mcc:0.006, total+:83, total-:256\n", "@threshold:0.270, sens:0.545, spec:0.806, ppv:0.353, acc:0.764, f1:0.429, mcc:0.006, total+:85, total-:254\n", "@threshold:0.270, sens:0.545, spec:0.803, ppv:0.349, acc:0.761, f1:0.426, mcc:0.006, total+:86, total-:253\n", "@threshold:0.269, sens:0.564, spec:0.799, ppv:0.352, acc:0.761, f1:0.434, mcc:0.006, total+:88, total-:251\n", "@threshold:0.267, sens:0.564, spec:0.796, ppv:0.348, acc:0.758, f1:0.431, mcc:0.006, total+:89, total-:250\n", "@threshold:0.262, sens:0.582, spec:0.796, ppv:0.356, acc:0.761, f1:0.441, mcc:0.006, total+:90, total-:249\n", "@threshold:0.207, sens:0.582, spec:0.792, ppv:0.352, acc:0.758, f1:0.438, mcc:0.006, total+:91, total-:248\n", "@threshold:0.206, sens:0.600, spec:0.782, ppv:0.347, acc:0.752, f1:0.440, mcc:0.006, total+:95, total-:244\n", "@threshold:0.190, sens:0.618, spec:0.761, ppv:0.333, acc:0.737, f1:0.433, mcc:0.005, total+:102, total-:237\n", "@threshold:0.189, sens:0.618, spec:0.757, ppv:0.330, acc:0.735, f1:0.430, mcc:0.005, total+:103, total-:236\n", "@threshold:0.188, sens:0.618, spec:0.746, ppv:0.321, acc:0.726, f1:0.422, mcc:0.005, total+:106, total-:233\n", "@threshold:0.168, sens:0.618, spec:0.743, ppv:0.318, acc:0.723, f1:0.420, mcc:0.005, total+:107, total-:232\n", "@threshold:-0.040, sens:0.618, spec:0.732, ppv:0.309, acc:0.714, f1:0.412, mcc:0.004, total+:110, total-:229\n", "@threshold:-0.141, sens:0.836, spec:0.504, ppv:0.246, acc:0.558, f1:0.380, mcc:0.003, total+:187, total-:152\n", "@threshold:-0.143, sens:0.836, spec:0.496, ppv:0.243, acc:0.552, f1:0.377, mcc:0.003, total+:189, total-:150\n", "@threshold:-0.143, sens:0.836, spec:0.493, ppv:0.242, acc:0.549, f1:0.376, mcc:0.002, total+:190, total-:149\n", "@threshold:-0.169, sens:0.836, spec:0.482, ppv:0.238, acc:0.540, f1:0.371, mcc:0.002, total+:193, total-:146\n", "@threshold:-0.173, sens:0.836, spec:0.472, ppv:0.235, acc:0.531, f1:0.367, mcc:0.002, total+:196, total-:143\n", "@threshold:-0.175, sens:0.836, spec:0.465, ppv:0.232, acc:0.525, f1:0.364, mcc:0.002, total+:198, total-:141\n", "@threshold:-0.184, sens:0.836, spec:0.461, ppv:0.231, acc:0.522, f1:0.362, mcc:0.002, total+:199, total-:140\n", "@threshold:-0.185, sens:0.836, spec:0.454, ppv:0.229, acc:0.516, f1:0.359, mcc:0.002, total+:201, total-:138\n", "@threshold:-0.187, sens:0.855, spec:0.451, ppv:0.232, acc:0.516, f1:0.364, mcc:0.002, total+:203, total-:136\n", "@threshold:-0.187, sens:0.873, spec:0.451, ppv:0.235, acc:0.519, f1:0.371, mcc:0.002, total+:204, total-:135\n", "@threshold:-0.188, sens:0.873, spec:0.444, ppv:0.233, acc:0.513, f1:0.368, mcc:0.002, total+:206, total-:133\n", "@threshold:-0.196, sens:0.873, spec:0.440, ppv:0.232, acc:0.510, f1:0.366, mcc:0.002, total+:207, total-:132\n", "@threshold:-0.256, sens:0.873, spec:0.430, ppv:0.229, acc:0.501, f1:0.362, mcc:0.002, total+:210, total-:129\n", "@threshold:-0.257, sens:0.873, spec:0.426, ppv:0.227, acc:0.499, f1:0.361, mcc:0.002, total+:211, total-:128\n", "@threshold:-0.286, sens:0.891, spec:0.415, ppv:0.228, acc:0.493, f1:0.363, mcc:0.002, total+:215, total-:124\n", "@threshold:-0.286, sens:0.891, spec:0.412, ppv:0.227, acc:0.490, f1:0.362, mcc:0.002, total+:216, total-:123\n", "@threshold:-0.291, sens:0.909, spec:0.408, ppv:0.229, acc:0.490, f1:0.366, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.292, sens:0.909, spec:0.405, ppv:0.228, acc:0.487, f1:0.365, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.306, sens:0.927, spec:0.373, ppv:0.223, acc:0.463, f1:0.359, mcc:0.002, total+:229, total-:110\n", "@threshold:-0.306, sens:0.927, spec:0.366, ppv:0.221, acc:0.457, f1:0.357, mcc:0.002, total+:231, total-:108\n", "@threshold:-0.307, sens:0.945, spec:0.366, ppv:0.224, acc:0.460, f1:0.362, mcc:0.002, total+:232, total-:107\n", "@threshold:-0.309, sens:0.964, spec:0.356, ppv:0.225, acc:0.454, f1:0.364, mcc:0.002, total+:236, total-:103\n", "@threshold:-0.311, sens:0.964, spec:0.345, ppv:0.222, acc:0.445, f1:0.361, mcc:0.002, total+:239, total-:100\n", "@threshold:-0.311, sens:0.964, spec:0.338, ppv:0.220, acc:0.440, f1:0.358, mcc:0.002, total+:241, total-:98\n", "@threshold:-0.311, sens:0.982, spec:0.338, ppv:0.223, acc:0.442, f1:0.364, mcc:0.002, total+:242, total-:97\n", "@threshold:-0.312, sens:0.982, spec:0.335, ppv:0.222, acc:0.440, f1:0.362, mcc:0.002, total+:243, total-:96\n", "@threshold:-0.314, sens:0.982, spec:0.320, ppv:0.219, acc:0.428, f1:0.358, mcc:0.002, total+:247, total-:92\n", "@threshold:-0.340, sens:0.982, spec:0.317, ppv:0.218, acc:0.425, f1:0.356, mcc:0.002, total+:248, total-:91\n", "@threshold:-0.384, sens:0.982, spec:0.306, ppv:0.215, acc:0.416, f1:0.353, mcc:0.002, total+:251, total-:88\n", "@threshold:-0.386, sens:0.982, spec:0.303, ppv:0.214, acc:0.413, f1:0.352, mcc:0.002, total+:252, total-:87\n", "@threshold:-0.388, sens:0.982, spec:0.292, ppv:0.212, acc:0.404, f1:0.348, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.388, sens:0.982, spec:0.289, ppv:0.211, acc:0.401, f1:0.347, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.399, sens:0.982, spec:0.278, ppv:0.208, acc:0.392, f1:0.344, mcc:0.002, total+:259, total-:80\n", "@threshold:-0.401, sens:0.982, spec:0.268, ppv:0.206, acc:0.383, f1:0.341, mcc:0.002, total+:262, total-:77\n", "@threshold:-0.408, sens:0.982, spec:0.261, ppv:0.205, acc:0.378, f1:0.339, mcc:0.002, total+:264, total-:75\n", "@threshold:-0.422, sens:0.982, spec:0.243, ppv:0.201, acc:0.363, f1:0.333, mcc:0.002, total+:269, total-:70\n", "@threshold:-0.422, sens:0.982, spec:0.239, ppv:0.200, acc:0.360, f1:0.332, mcc:0.002, total+:270, total-:69\n", "@threshold:-0.431, sens:0.982, spec:0.215, ppv:0.195, acc:0.339, f1:0.325, mcc:0.002, total+:277, total-:62\n", "@threshold:-0.433, sens:0.982, spec:0.211, ppv:0.194, acc:0.336, f1:0.324, mcc:0.002, total+:278, total-:61\n", "@threshold:-0.525, sens:1.000, spec:0.194, ppv:0.194, acc:0.324, f1:0.324, mcc:0.002, total+:284, total-:55\n", "@threshold:-0.540, sens:1.000, spec:0.190, ppv:0.193, acc:0.322, f1:0.324, mcc:0.002, total+:285, total-:54\n", "@threshold:-0.547, sens:1.000, spec:0.183, ppv:0.192, acc:0.316, f1:0.322, mcc:0.002, total+:287, total-:52\n", "@threshold:-0.553, sens:1.000, spec:0.180, ppv:0.191, acc:0.313, f1:0.321, mcc:0.002, total+:288, total-:51\n", "@threshold:-0.554, sens:1.000, spec:0.173, ppv:0.190, acc:0.307, f1:0.319, mcc:0.002, total+:290, total-:49\n", "@threshold:-0.554, sens:1.000, spec:0.162, ppv:0.188, acc:0.298, f1:0.316, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.558, sens:1.000, spec:0.155, ppv:0.186, acc:0.292, f1:0.314, mcc:0.002, total+:295, total-:44\n", "@threshold:-0.587, sens:1.000, spec:0.141, ppv:0.184, acc:0.280, f1:0.311, mcc:0.002, total+:299, total-:40\n", "@threshold:-0.589, sens:1.000, spec:0.137, ppv:0.183, acc:0.277, f1:0.310, mcc:0.002, total+:300, total-:39\n", "@threshold:-0.681, sens:1.000, spec:0.116, ppv:0.180, acc:0.260, f1:0.305, mcc:0.002, total+:306, total-:33\n", "@threshold:-0.685, sens:1.000, spec:0.106, ppv:0.178, acc:0.251, f1:0.302, mcc:0.002, total+:309, total-:30\n", "@threshold:-0.719, sens:1.000, spec:0.088, ppv:0.175, acc:0.236, f1:0.298, mcc:0.002, total+:314, total-:25\n", "@threshold:-0.738, sens:1.000, spec:0.085, ppv:0.175, acc:0.233, f1:0.297, mcc:0.002, total+:315, total-:24\n", "@threshold:-0.786, sens:1.000, spec:0.074, ppv:0.173, acc:0.224, f1:0.295, mcc:0.002, total+:318, total-:21\n", "@threshold:-0.788, sens:1.000, spec:0.070, ppv:0.172, acc:0.221, f1:0.294, mcc:0.002, total+:319, total-:20\n", "@threshold:-0.815, sens:1.000, spec:0.063, ppv:0.171, acc:0.215, f1:0.293, mcc:0.002, total+:321, total-:18\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:13.610452\n", "Total Time elapsed 14:27:22.343287\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_19_24 gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: -0.189\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: -0.189\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: -0.189\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.744, Explained Variance Score Validation: -0.162\n", "AUC Test: 0.744, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.280, R^2 test: 0.262\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.280, R^2 test: 0.262\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.280, R^2 test: 0.262\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.850, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.607, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.756, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.139\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.139\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.194, R^2 test: 0.139\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.751, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.733, Explained Variance Score Test: 0.137\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.074\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.074\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.859, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.729, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.152\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.152\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.744, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.216\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.216\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.216\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.799, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.704, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.118\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.118\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.702, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.106\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.095\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.755, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.093\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.093\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.820, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.734, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: -0.036\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: -0.036\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.612, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.719, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.095\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.095\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.748, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.353, R^2 test: 0.199\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.198\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.382, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.800, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.758, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.191\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.191\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.757, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.747, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: -0.013\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.488, R^2 test: -0.014\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.488, R^2 test: -0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.502\n", "AUC Validation: 0.689, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.722, Explained Variance Score Test: 0.090\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.222, R^2 test: 0.097\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.222, R^2 test: 0.097\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.222, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.840, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.682, Explained Variance Score Test: 0.152\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.224\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.223\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.223\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.750, Explained Variance Score Test: 0.218\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: -0.052\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: -0.052\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: -0.052\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.704, Explained Variance Score Test: 0.144\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.233, R^2 test: 0.102\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.233, R^2 test: 0.102\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.233, R^2 test: 0.102\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.726, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.022\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.019\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.723, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.112\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.112\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.184, R^2 test: 0.112\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.728, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.715, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.151\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.151\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.748, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.638, Explained Variance Score Test: 0.056\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.469, R^2 test: 0.184\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.183\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.183\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.738, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.264\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.264\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.264\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.728, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.300, R^2 test: 0.174\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.300, R^2 test: 0.174\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.300, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.724, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.336, R^2 test: 0.168\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.168\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.337, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.857, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.736, Explained Variance Score Test: 0.171\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.268\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.265\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.265\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.772, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.753, Explained Variance Score Test: 0.184\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.141\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.141\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.883, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.735, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.306, R^2 test: 0.181\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.168\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.736, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.748, Explained Variance Score Test: 0.149\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.300\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.300\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.669, Explained Variance Score Test: 0.099\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.360\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.359\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.428, R^2 test: 0.353\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.739, Explained Variance Score Test: 0.258\n", "\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.148\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.148\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.730, Explained Variance Score Test: 0.205\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.447, R^2 test: 0.015\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.447, R^2 test: 0.014\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.447, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.737, Explained Variance Score Test: 0.193\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.276\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.276\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.303, R^2 test: 0.276\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.753, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.693, Explained Variance Score Test: 0.083\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: -0.008\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: -0.008\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: -0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.725, Explained Variance Score Test: 0.168\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.465, R^2 test: 0.117\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.465, R^2 test: 0.117\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.465, R^2 test: 0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.742, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.237, R^2 test: 0.109\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.237, R^2 test: 0.109\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.237, R^2 test: 0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.709, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.196\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.196\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.366, R^2 test: 0.196\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.726, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.469, R^2 test: 0.135\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.469, R^2 test: 0.135\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.469, R^2 test: 0.135\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.489\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.137\n", "AUC Test: 0.694, Explained Variance Score Test: 0.112\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.229\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.229\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.217\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.725, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.311, R^2 test: 0.153\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.313, R^2 test: 0.153\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.153\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.735, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: -0.095\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: -0.095\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: -0.095\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.820, Explained Variance Score Train: 0.473\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.762, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.091\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.091\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.704, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: -0.029\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: -0.029\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: -0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.715, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: 0.206\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.206\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.841, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.729, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.295, R^2 test: 0.104\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.103\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.300, R^2 test: 0.103\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.710, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.208\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.208\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.208\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.763, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.727, Explained Variance Score Test: 0.142\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.078\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.078\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.869, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.731, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.295, R^2 test: 0.038\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.033\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.299, R^2 test: 0.033\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.728, Explained Variance Score Test: 0.141\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.345\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.494, R^2 test: 0.350\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.503, R^2 test: 0.357\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.882, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.751, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.076\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.076\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.076\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.726, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.095\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.095\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.762, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.744, Explained Variance Score Test: 0.192\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.369\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.369\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.228, R^2 test: 0.369\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.757, Explained Variance Score Train: 0.247\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.738, Explained Variance Score Test: 0.123\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.401\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.400\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.400\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.711, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.754, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: 0.246\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: 0.246\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: 0.246\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.761, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.750, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.098\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.098\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.098\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.512, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.699, Explained Variance Score Test: 0.131\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.009\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.009\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.009\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.746, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.215\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.215\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.215\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.708, Explained Variance Score Test: 0.104\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.162\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.162\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.162\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.695, Explained Variance Score Test: 0.112\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.248\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.248\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.334, R^2 test: 0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.728, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.092\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.092\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.271, R^2 test: 0.092\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.691, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.188\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.188\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.727, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.081\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.081\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.829, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.671, Explained Variance Score Test: 0.127\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.273\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.273\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.264, R^2 test: 0.273\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.754, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.135\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.135\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.135\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.725, Explained Variance Score Test: 0.133\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.480, R^2 test: -0.054\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.055\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.055\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.725, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.209, R^2 test: 0.180\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.209, R^2 test: 0.180\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.209, R^2 test: 0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.713, Explained Variance Score Train: 0.254\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.741, Explained Variance Score Test: 0.171\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.224\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.224\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.224\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.742, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.153\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.153\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.310, R^2 test: 0.153\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.752, Explained Variance Score Test: 0.250\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.124\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.124\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.124\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.715, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: -0.113\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: -0.113\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: -0.113\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.744, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.669, Explained Variance Score Test: 0.161\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.079\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.079\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.079\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.818, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.709, Explained Variance Score Test: 0.151\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: -0.249\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: -0.249\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: -0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.773, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.712, Explained Variance Score Validation: -0.238\n", "AUC Test: 0.715, Explained Variance Score Test: 0.150\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: 0.014\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.014\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.317, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.758, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.684, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.574, R^2 test: 0.053\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.574, R^2 test: 0.053\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.574, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.595\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.740, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.088\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.088\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.737, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.722, Explained Variance Score Test: 0.136\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: -0.078\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: -0.078\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.214, R^2 test: -0.078\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.770, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.721, Explained Variance Score Test: 0.118\n", "\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: -0.014\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: -0.014\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.850, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.627, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.699, Explained Variance Score Test: 0.080\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.158\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.158\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.727, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.735, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.122\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.122\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.761, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.112\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.112\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.755, Explained Variance Score Test: 0.211\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.164\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.164\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.164\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.745, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.225\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.225\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.225\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.725, Explained Variance Score Test: 0.101\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.081\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.081\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: -0.081\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.862, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.804, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.754, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.068\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.068\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.744, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.261\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.261\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.261\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.569, Explained Variance Score Validation: -0.261\n", "AUC Test: 0.743, Explained Variance Score Test: 0.244\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.106\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.561, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.744, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.474\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.475\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.474\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.882, Explained Variance Score Validation: 0.476\n", "AUC Test: 0.703, Explained Variance Score Test: 0.076\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: -0.030\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: -0.030\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: -0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.758, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.154, R^2 test: 0.276\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.154, R^2 test: 0.276\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.154, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.728, Explained Variance Score Train: 0.195\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.714, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.428, R^2 test: 0.058\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.428, R^2 test: 0.055\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.428, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.749, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.167\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.167\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.760, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.161\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.103\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.491, R^2 test: 0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.723, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.176\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.176\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.766, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.727, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.417, R^2 test: -0.022\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.440, R^2 test: -0.025\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.446, R^2 test: -0.025\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.716, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.251, R^2 test: 0.163\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.163\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.699, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.739, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.125\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.125\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.125\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.688, Explained Variance Score Test: 0.115\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.210, R^2 test: 0.220\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.210, R^2 test: 0.220\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.210, R^2 test: 0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.737, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.718, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.187, R^2 test: 0.258\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.187, R^2 test: 0.258\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.187, R^2 test: 0.258\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.753, Explained Variance Score Train: 0.219\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.728, Explained Variance Score Test: 0.145\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: -0.037\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: -0.037\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.257, R^2 test: -0.037\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.672, Explained Variance Score Test: 0.099\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: -0.030\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: -0.030\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.309, R^2 test: -0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.735, Explained Variance Score Test: 0.217\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.714 95% CI: [0.700 , 0.729]\n", "->AUC test: 0.726 95% CI: [0.721 , 0.731]\n", "->R^2 validation: 0.156 95% CI: [0.131 , 0.180]\n", "->R^2 test: 0.181 95% CI: [0.171 , 0.191]\n", "->Explained Variance validation: 0.121 95% CI: [0.096 , 0.146]\n", "->Explained Variance test: 0.142 95% CI: [0.132 , 0.152]\n", "Test set metrics:\n", "@threshold:3.627, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.627, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.961, sens:0.127, spec:0.982, ppv:0.583, acc:0.844, f1:0.209, mcc:0.048, total+:12, total-:327\n", "@threshold:0.553, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:0.403, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:0.358, sens:0.236, spec:0.972, ppv:0.619, acc:0.853, f1:0.342, mcc:0.043, total+:21, total-:318\n", "@threshold:0.223, sens:0.255, spec:0.968, ppv:0.609, acc:0.853, f1:0.359, mcc:0.040, total+:23, total-:316\n", "@threshold:0.218, sens:0.309, spec:0.912, ppv:0.405, acc:0.814, f1:0.351, mcc:0.011, total+:42, total-:297\n", "@threshold:0.218, sens:0.327, spec:0.908, ppv:0.409, acc:0.814, f1:0.364, mcc:0.011, total+:44, total-:295\n", "@threshold:0.132, sens:0.382, spec:0.894, ppv:0.412, acc:0.811, f1:0.396, mcc:0.011, total+:51, total-:288\n", "@threshold:0.088, sens:0.400, spec:0.894, ppv:0.423, acc:0.814, f1:0.411, mcc:0.011, total+:52, total-:287\n", "@threshold:0.082, sens:0.455, spec:0.880, ppv:0.424, acc:0.811, f1:0.439, mcc:0.011, total+:59, total-:280\n", "@threshold:0.066, sens:0.473, spec:0.877, ppv:0.426, acc:0.811, f1:0.448, mcc:0.011, total+:61, total-:278\n", "@threshold:0.024, sens:0.473, spec:0.873, ppv:0.419, acc:0.808, f1:0.444, mcc:0.010, total+:62, total-:277\n", "@threshold:-0.013, sens:0.509, spec:0.870, ppv:0.431, acc:0.811, f1:0.467, mcc:0.011, total+:65, total-:274\n", "@threshold:-0.027, sens:0.527, spec:0.842, ppv:0.392, acc:0.791, f1:0.450, mcc:0.008, total+:74, total-:265\n", "@threshold:-0.028, sens:0.527, spec:0.835, ppv:0.382, acc:0.785, f1:0.443, mcc:0.008, total+:76, total-:263\n", "@threshold:-0.068, sens:0.600, spec:0.775, ppv:0.340, acc:0.746, f1:0.434, mcc:0.006, total+:97, total-:242\n", "@threshold:-0.121, sens:0.655, spec:0.718, ppv:0.310, acc:0.708, f1:0.421, mcc:0.004, total+:116, total-:223\n", "@threshold:-0.123, sens:0.655, spec:0.711, ppv:0.305, acc:0.702, f1:0.416, mcc:0.004, total+:118, total-:221\n", "@threshold:-0.143, sens:0.655, spec:0.694, ppv:0.293, acc:0.687, f1:0.404, mcc:0.004, total+:123, total-:216\n", "@threshold:-0.145, sens:0.655, spec:0.683, ppv:0.286, acc:0.678, f1:0.398, mcc:0.004, total+:126, total-:213\n", "@threshold:-0.166, sens:0.655, spec:0.662, ppv:0.273, acc:0.661, f1:0.385, mcc:0.003, total+:132, total-:207\n", "@threshold:-0.228, sens:0.655, spec:0.658, ppv:0.271, acc:0.658, f1:0.383, mcc:0.003, total+:133, total-:206\n", "@threshold:-0.242, sens:0.655, spec:0.644, ppv:0.263, acc:0.646, f1:0.375, mcc:0.003, total+:137, total-:202\n", "@threshold:-0.272, sens:0.891, spec:0.356, ppv:0.211, acc:0.442, f1:0.341, mcc:0.002, total+:232, total-:107\n", "@threshold:-0.298, sens:0.891, spec:0.345, ppv:0.209, acc:0.434, f1:0.338, mcc:0.002, total+:235, total-:104\n", "@threshold:-0.354, sens:0.945, spec:0.299, ppv:0.207, acc:0.404, f1:0.340, mcc:0.002, total+:251, total-:88\n", "@threshold:-0.376, sens:0.964, spec:0.292, ppv:0.209, acc:0.401, f1:0.343, mcc:0.002, total+:254, total-:85\n", "@threshold:-0.380, sens:0.964, spec:0.285, ppv:0.207, acc:0.395, f1:0.341, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.381, sens:0.982, spec:0.257, ppv:0.204, acc:0.375, f1:0.338, mcc:0.002, total+:265, total-:74\n", "@threshold:-0.405, sens:0.982, spec:0.232, ppv:0.199, acc:0.354, f1:0.330, mcc:0.002, total+:272, total-:67\n", "@threshold:-0.412, sens:0.982, spec:0.215, ppv:0.195, acc:0.339, f1:0.325, mcc:0.002, total+:277, total-:62\n", "@threshold:-0.439, sens:1.000, spec:0.211, ppv:0.197, acc:0.339, f1:0.329, mcc:0.002, total+:279, total-:60\n", "@threshold:-0.492, sens:1.000, spec:0.194, ppv:0.194, acc:0.324, f1:0.324, mcc:0.002, total+:284, total-:55\n", "@threshold:-0.564, sens:1.000, spec:0.180, ppv:0.191, acc:0.313, f1:0.321, mcc:0.002, total+:288, total-:51\n", "@threshold:-0.609, sens:1.000, spec:0.169, ppv:0.189, acc:0.304, f1:0.318, mcc:0.002, total+:291, total-:48\n", "@threshold:-0.611, sens:1.000, spec:0.162, ppv:0.188, acc:0.298, f1:0.316, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.671, sens:1.000, spec:0.151, ppv:0.186, acc:0.289, f1:0.313, mcc:0.002, total+:296, total-:43\n", "@threshold:-0.714, sens:1.000, spec:0.120, ppv:0.180, acc:0.263, f1:0.306, mcc:0.002, total+:305, total-:34\n", "@threshold:-0.729, sens:1.000, spec:0.116, ppv:0.180, acc:0.260, f1:0.305, mcc:0.002, total+:306, total-:33\n", "@threshold:-0.835, sens:1.000, spec:0.095, ppv:0.176, acc:0.242, f1:0.300, mcc:0.002, total+:312, total-:27\n", "@threshold:-0.852, sens:1.000, spec:0.088, ppv:0.175, acc:0.236, f1:0.298, mcc:0.002, total+:314, total-:25\n", "@threshold:-0.852, sens:1.000, spec:0.077, ppv:0.174, acc:0.227, f1:0.296, mcc:0.002, total+:317, total-:22\n", "@threshold:-1.017, sens:1.000, spec:0.039, ppv:0.168, acc:0.195, f1:0.287, mcc:0.001, total+:328, total-:11\n", "@threshold:-1.244, sens:1.000, spec:0.028, ppv:0.166, acc:0.186, f1:0.285, mcc:0.001, total+:331, total-:8\n", "@threshold:-1.410, sens:1.000, spec:0.021, ppv:0.165, acc:0.180, f1:0.284, mcc:0.001, total+:333, total-:6\n", "@threshold:-1.438, sens:1.000, spec:0.011, ppv:0.164, acc:0.171, f1:0.281, mcc:0.001, total+:336, total-:3\n", "@threshold:-1.657, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:01:59.646361\n", "Total Time elapsed 14:29:21.990023\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_latest lasso regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.329, R^2 test: 0.176\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.329, R^2 test: 0.177\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.329, R^2 test: 0.180\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.367\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.368\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.278, R^2 test: 0.369\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.369\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.783, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.895, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.262\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.261\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.260\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.191, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.774, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.208\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.208\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.207\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.187\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.773, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.231, R^2 test: 0.173\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.231, R^2 test: 0.175\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.231, R^2 test: 0.176\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.737, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.368, R^2 test: 0.089\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.368, R^2 test: 0.091\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.368, R^2 test: 0.094\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.183\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.184\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.184\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.325, R^2 test: 0.205\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.325, R^2 test: 0.206\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.325, R^2 test: 0.206\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.812, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.272, R^2 test: 0.256\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.272, R^2 test: 0.255\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.272, R^2 test: 0.254\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.745, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.278, R^2 test: 0.325\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.278, R^2 test: 0.326\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.278, R^2 test: 0.326\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.753, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.270, R^2 test: 0.128\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.270, R^2 test: 0.128\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.270, R^2 test: 0.129\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.137\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.261\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.262\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.262\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.245, R^2 test: 0.317\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.317\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.245, R^2 test: 0.315\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.233, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.773, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.320\n", "AUC Test: 0.783, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.324\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.323\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.321\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.230, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.769, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.932, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.262\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.261\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.261\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.213, R^2 test: 0.265\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.213, R^2 test: 0.266\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.213, R^2 test: 0.266\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.761, Explained Variance Score Train: 0.213\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.201, R^2 test: 0.256\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.201, R^2 test: 0.254\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.201, R^2 test: 0.252\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.181, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.201\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.783, Explained Variance Score Test: 0.242\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.302, R^2 test: 0.365\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.302, R^2 test: 0.364\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.302, R^2 test: 0.363\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.334\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.720, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.385\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.312\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.314\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.316\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.315, R^2 test: 0.176\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.315, R^2 test: 0.177\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.315, R^2 test: 0.177\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.363, R^2 test: 0.284\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.363, R^2 test: 0.284\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.284\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.851, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.364, R^2 test: 0.388\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.364, R^2 test: 0.387\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.364, R^2 test: 0.386\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.357\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.224\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.223\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.262, R^2 test: 0.223\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.763, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.355, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.355, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.355, R^2 test: 0.242\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.797, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.241\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.210, R^2 test: 0.242\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.210, R^2 test: 0.243\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.710, Explained Variance Score Train: 0.210\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.228, R^2 test: 0.309\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.228, R^2 test: 0.308\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.228, R^2 test: 0.306\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.701, Explained Variance Score Train: 0.228\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.141\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.143\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.144\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.161\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.712, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.164\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.165\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.167\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.243, R^2 test: 0.124\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.243, R^2 test: 0.126\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.243, R^2 test: 0.129\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.684, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.336, R^2 test: 0.235\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.336, R^2 test: 0.237\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.336, R^2 test: 0.238\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.227, R^2 test: 0.264\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.227, R^2 test: 0.263\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.227, R^2 test: 0.262\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.215, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.783, Explained Variance Score Test: 0.248\n", "\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.273\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.272\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.271\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.756, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.318, R^2 test: 0.297\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.318, R^2 test: 0.297\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.318, R^2 test: 0.297\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.354\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.354\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.355\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.241, R^2 test: 0.351\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.706, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.217, R^2 test: 0.285\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.217, R^2 test: 0.283\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.281\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.667, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.783, Explained Variance Score Test: 0.249\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.147\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.149\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.151\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.749, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.271\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.270\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.268\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.291, R^2 test: 0.106\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.291, R^2 test: 0.109\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.291, R^2 test: 0.112\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.153\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.271\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.270\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.268\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.195, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.747, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.169\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.169\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.170\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.254, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.796, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.230, R^2 test: 0.302\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.230, R^2 test: 0.301\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.230, R^2 test: 0.299\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.735, Explained Variance Score Train: 0.230\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.293, R^2 test: 0.300\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.293, R^2 test: 0.301\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.293, R^2 test: 0.303\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.730, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.423\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.422\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.420\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.181, R^2 test: 0.371\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.756, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.432\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.364, R^2 test: 0.242\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.364, R^2 test: 0.243\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.244\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.807, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.172\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.171\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.170\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.179, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.707, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.783, Explained Variance Score Test: 0.236\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.224, R^2 test: 0.253\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.224, R^2 test: 0.253\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.252\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.299, R^2 test: 0.250\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.299, R^2 test: 0.252\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.298, R^2 test: 0.255\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.180, R^2 test: 0.306\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.180, R^2 test: 0.304\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.180, R^2 test: 0.302\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.166, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.632, Explained Variance Score Train: 0.180\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.783, Explained Variance Score Test: 0.248\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.102\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.104\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.237, R^2 test: 0.108\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.145\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.781, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.269, R^2 test: 0.376\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.269, R^2 test: 0.374\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.269, R^2 test: 0.372\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.322\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.802, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.381\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.354, R^2 test: 0.313\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.354, R^2 test: 0.313\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.354, R^2 test: 0.314\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.840, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.298, R^2 test: 0.198\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.298, R^2 test: 0.199\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.298, R^2 test: 0.200\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.205\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.756, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.291\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.290\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.289\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.801, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.232, R^2 test: 0.315\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.232, R^2 test: 0.315\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.232, R^2 test: 0.314\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.776, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.271, R^2 test: 0.238\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.271, R^2 test: 0.239\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.271, R^2 test: 0.239\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.740, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.279, R^2 test: 0.196\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.195\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.194\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.169\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.768, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.307, R^2 test: 0.234\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.307, R^2 test: 0.233\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.307, R^2 test: 0.231\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.269, R^2 test: 0.285\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.269, R^2 test: 0.287\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.268, R^2 test: 0.288\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.730, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.245\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.244\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.243\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.746, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.783, Explained Variance Score Test: 0.251\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.224, R^2 test: 0.277\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.224, R^2 test: 0.276\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.224, R^2 test: 0.275\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.748, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.092\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.093\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.220, R^2 test: 0.094\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.104\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.760, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.348, R^2 test: 0.177\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.348, R^2 test: 0.179\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.348, R^2 test: 0.180\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.788, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.278, R^2 test: 0.271\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.278, R^2 test: 0.270\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.278, R^2 test: 0.269\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.266, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.837, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.278\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.278\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.277\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.184, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.723, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.783, Explained Variance Score Test: 0.252\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.376, R^2 test: 0.129\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.376, R^2 test: 0.130\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.376, R^2 test: 0.131\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.365, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.227, R^2 test: 0.226\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.227, R^2 test: 0.226\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.227, R^2 test: 0.226\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.227\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.310, R^2 test: 0.162\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.310, R^2 test: 0.162\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.310, R^2 test: 0.162\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.746, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.148\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.150\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.152\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.276, R^2 test: 0.408\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.276, R^2 test: 0.409\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.276, R^2 test: 0.410\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.405\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.406\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.291, R^2 test: 0.327\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.291, R^2 test: 0.326\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.291, R^2 test: 0.325\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.769, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.318, R^2 test: 0.043\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.318, R^2 test: 0.046\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.318, R^2 test: 0.050\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.103\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.783, Explained Variance Score Test: 0.253\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.381\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.380\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.379\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.199, R^2 test: 0.340\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.756, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.326, R^2 test: 0.228\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.326, R^2 test: 0.228\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.326, R^2 test: 0.229\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.233, R^2 test: 0.140\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.233, R^2 test: 0.141\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.233, R^2 test: 0.142\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.217, R^2 test: 0.151\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.783, Explained Variance Score Test: 0.250\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.319\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.318\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.316\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.765, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.783, Explained Variance Score Test: 0.250\n", "\n", "\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.293\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.295\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.296\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.783, Explained Variance Score Test: 0.251\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.221, R^2 test: 0.310\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.221, R^2 test: 0.309\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.221, R^2 test: 0.308\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.221\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.262, R^2 test: 0.284\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.262, R^2 test: 0.283\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.262, R^2 test: 0.282\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.279\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.279\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.279\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.781, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.242, R^2 test: 0.332\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.332\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.242, R^2 test: 0.333\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.232, R^2 test: 0.328\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.717, Explained Variance Score Train: 0.242\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.306, R^2 test: 0.221\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.306, R^2 test: 0.221\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.306, R^2 test: 0.222\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.319, R^2 test: 0.341\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.319, R^2 test: 0.341\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.319, R^2 test: 0.341\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.322, R^2 test: 0.268\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.269\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.322, R^2 test: 0.270\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.290, R^2 test: 0.314\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.290, R^2 test: 0.313\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.290, R^2 test: 0.311\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.746, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.244, R^2 test: 0.186\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.244, R^2 test: 0.187\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.244, R^2 test: 0.187\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.773, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.146, R^2 test: 0.200\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.146, R^2 test: 0.199\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.146, R^2 test: 0.198\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.129, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.588, Explained Variance Score Train: 0.146\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.783, Explained Variance Score Test: 0.234\n", "\n", "\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.285, R^2 test: 0.193\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.285, R^2 test: 0.194\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.284, R^2 test: 0.194\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.789, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.232, R^2 test: 0.291\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.232, R^2 test: 0.290\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.232, R^2 test: 0.289\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.215, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.295, R^2 test: 0.409\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.295, R^2 test: 0.409\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.409\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.396\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.741, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.319\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.318\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.318\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.304\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.793, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.273, R^2 test: 0.252\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.252\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.251\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.782, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.311\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.310\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.309\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.796, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.229\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.229\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.228\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.681, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.253\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.279, R^2 test: 0.254\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.255\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.833, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.342, R^2 test: 0.136\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.342, R^2 test: 0.138\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.342, R^2 test: 0.140\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.202\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.201\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.200\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.197, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.755, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.783, Explained Variance Score Test: 0.241\n", "\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.203\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.204\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.205\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.783, Explained Variance Score Test: 0.255\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.275\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.274\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.274\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.693, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.366, R^2 test: 0.120\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.366, R^2 test: 0.122\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.125\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.764, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.783, Explained Variance Score Test: 0.242\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.304, R^2 test: 0.327\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.304, R^2 test: 0.326\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.304, R^2 test: 0.324\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.731, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.751 95% CI: [0.740 , 0.762]\n", "->AUC test: 0.783 95% CI: [0.783 , 0.783]\n", "->R^2 validation: 0.262 95% CI: [0.248 , 0.276]\n", "->R^2 test: 0.253 95% CI: [0.252 , 0.254]\n", "->Explained Variance validation: 0.253 95% CI: [0.239 , 0.267]\n", "->Explained Variance test: 0.246 95% CI: [0.244 , 0.248]\n", "Test set metrics:\n", "@threshold:2.655, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.655, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.534, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:1.473, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.447, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:1.365, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:1.171, sens:0.145, spec:0.989, ppv:0.727, acc:0.853, f1:0.242, mcc:0.102, total+:11, total-:328\n", "@threshold:1.047, sens:0.164, spec:0.986, ppv:0.692, acc:0.853, f1:0.265, mcc:0.078, total+:13, total-:326\n", "@threshold:1.014, sens:0.182, spec:0.982, ppv:0.667, acc:0.853, f1:0.286, mcc:0.064, total+:15, total-:324\n", "@threshold:0.978, sens:0.200, spec:0.979, ppv:0.647, acc:0.853, f1:0.306, mcc:0.055, total+:17, total-:322\n", "@threshold:0.888, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:0.886, sens:0.218, spec:0.975, ppv:0.632, acc:0.853, f1:0.324, mcc:0.048, total+:19, total-:320\n", "@threshold:0.871, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.754, sens:0.236, spec:0.958, ppv:0.520, acc:0.841, f1:0.325, mcc:0.025, total+:25, total-:314\n", "@threshold:0.751, sens:0.236, spec:0.954, ppv:0.500, acc:0.838, f1:0.321, mcc:0.022, total+:26, total-:313\n", "@threshold:0.739, sens:0.255, spec:0.954, ppv:0.519, acc:0.841, f1:0.341, mcc:0.024, total+:27, total-:312\n", "@threshold:0.689, sens:0.255, spec:0.951, ppv:0.500, acc:0.838, f1:0.337, mcc:0.022, total+:28, total-:311\n", "@threshold:0.679, sens:0.273, spec:0.944, ppv:0.484, acc:0.835, f1:0.349, mcc:0.019, total+:31, total-:308\n", "@threshold:0.621, sens:0.291, spec:0.933, ppv:0.457, acc:0.829, f1:0.356, mcc:0.016, total+:35, total-:304\n", "@threshold:0.620, sens:0.291, spec:0.930, ppv:0.444, acc:0.826, f1:0.352, mcc:0.015, total+:36, total-:303\n", "@threshold:0.619, sens:0.309, spec:0.930, ppv:0.459, acc:0.829, f1:0.370, mcc:0.016, total+:37, total-:302\n", "@threshold:0.605, sens:0.327, spec:0.923, ppv:0.450, acc:0.826, f1:0.379, mcc:0.014, total+:40, total-:299\n", "@threshold:0.598, sens:0.327, spec:0.919, ppv:0.439, acc:0.823, f1:0.375, mcc:0.013, total+:41, total-:298\n", "@threshold:0.587, sens:0.345, spec:0.919, ppv:0.452, acc:0.826, f1:0.392, mcc:0.014, total+:42, total-:297\n", "@threshold:0.579, sens:0.364, spec:0.915, ppv:0.455, acc:0.826, f1:0.404, mcc:0.014, total+:44, total-:295\n", "@threshold:0.576, sens:0.382, spec:0.915, ppv:0.467, acc:0.829, f1:0.420, mcc:0.015, total+:45, total-:294\n", "@threshold:0.561, sens:0.382, spec:0.908, ppv:0.447, acc:0.823, f1:0.412, mcc:0.013, total+:47, total-:292\n", "@threshold:0.519, sens:0.400, spec:0.905, ppv:0.449, acc:0.823, f1:0.423, mcc:0.013, total+:49, total-:290\n", "@threshold:0.517, sens:0.400, spec:0.901, ppv:0.440, acc:0.820, 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spec:0.116, ppv:0.180, acc:0.260, f1:0.305, mcc:0.002, total+:306, total-:33\n", "@threshold:-0.760, sens:1.000, spec:0.106, ppv:0.178, acc:0.251, f1:0.302, mcc:0.002, total+:309, total-:30\n", "@threshold:-0.765, sens:1.000, spec:0.099, ppv:0.177, acc:0.245, f1:0.301, mcc:0.002, total+:311, total-:28\n", "@threshold:-0.774, sens:1.000, spec:0.095, ppv:0.176, acc:0.242, f1:0.300, mcc:0.002, total+:312, total-:27\n", "@threshold:-1.120, sens:1.000, spec:0.035, ppv:0.167, acc:0.192, f1:0.286, mcc:0.001, total+:329, total-:10\n", "@threshold:-1.161, sens:1.000, spec:0.032, ppv:0.167, acc:0.189, f1:0.286, mcc:0.001, total+:330, total-:9\n", "@threshold:-2.461, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.493 95% CI: [0.485 , 0.502] | OR_adj 1.638 [1.624 1.651] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "\n", "Vital : 0.493344872409\n", "Time to run analysis 0:00:34.393966\n", "Total Time elapsed 14:29:56.384832\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_latest randomforest regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.660, R^2 test: 0.018\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: 0.032\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: 0.086\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: 0.108\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.776, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.792, R^2 test: -0.110\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.609, R^2 test: -0.032\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.079\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.859, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.772, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.683, R^2 test: -0.267\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.543, R^2 test: -0.115\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: -0.013\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.327, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.765, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.769, R^2 test: -0.604\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: -0.168\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: -0.063\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.328, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.817, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.719, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.767, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.804, R^2 test: -0.908\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.587, R^2 test: -0.888\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.394, R^2 test: -0.360\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: -0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.188\n", "AUC Test: 0.747, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.797, R^2 test: -0.350\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.619, R^2 test: -0.037\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.375, R^2 test: 0.094\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.098\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.800, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.758, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: 0.187\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.237\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.294\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.326\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.742, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: -0.212\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: -0.015\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.328, R^2 test: 0.086\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.288, R^2 test: 0.101\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.609, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.729, Explained Variance Score Test: 0.155\n", "\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: -0.077\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: 0.097\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.414, R^2 test: 0.117\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.385, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.785, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.772, R^2 test: 0.281\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.595, R^2 test: 0.238\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.449, R^2 test: 0.240\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.405, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.758, Explained Variance Score Test: 0.210\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.662, R^2 test: 0.048\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.177\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: 0.198\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.422, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.867, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.786, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: -0.082\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.587, R^2 test: 0.089\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: 0.286\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.405, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.777, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.196\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: -0.139\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: 0.064\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.274, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.807, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.641, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.802, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: 0.301\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.579, R^2 test: 0.261\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.451, R^2 test: 0.213\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.871, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.771, Explained Variance Score Test: 0.191\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.773, R^2 test: 0.041\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.527, R^2 test: 0.182\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.371, R^2 test: 0.174\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.344, R^2 test: 0.131\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.873, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.553, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.778, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.753, R^2 test: 0.071\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: 0.165\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.420, R^2 test: 0.199\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.379, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.776, Explained Variance Score Test: 0.251\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: 0.006\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.569, R^2 test: 0.103\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.454, R^2 test: 0.174\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.421, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.772, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.693, R^2 test: 0.307\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.502, R^2 test: 0.291\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.280\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.328, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.762, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: 0.105\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.582, R^2 test: 0.163\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.396, R^2 test: 0.156\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.358, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.746, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.743, R^2 test: -0.170\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: -0.103\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.428, R^2 test: 0.045\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: 0.076\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.760, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.756, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: 0.059\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.141\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.194\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.348, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.743, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.767, R^2 test: 0.053\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.618, R^2 test: 0.123\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.193\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.358, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.738, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: 0.066\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.486, R^2 test: 0.254\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.326, R^2 test: 0.294\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.295, R^2 test: 0.300\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.807, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.914, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.798, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.712, R^2 test: -0.039\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.568, R^2 test: 0.198\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.451, R^2 test: 0.287\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.859, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.773, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.746, R^2 test: -0.220\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.601, R^2 test: -0.149\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.460, R^2 test: -0.081\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.431, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.857, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.778, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.757, R^2 test: -0.196\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.585, R^2 test: 0.182\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.446, R^2 test: 0.309\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.392, R^2 test: 0.304\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.776, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.686, R^2 test: 0.032\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.515, R^2 test: 0.140\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.207\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.256, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.722, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.742, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.750, R^2 test: 0.112\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.580, R^2 test: 0.145\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.419, R^2 test: 0.220\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.372, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.771, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.760, R^2 test: 0.068\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.641, R^2 test: 0.179\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: 0.281\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.795, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.647, R^2 test: 0.033\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.120\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.405, R^2 test: 0.146\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.882, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.750, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.711, R^2 test: -0.149\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.544, R^2 test: 0.059\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.179\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.181\n", "AUC Test: 0.777, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.192\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.546, R^2 test: -0.118\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.445, R^2 test: -0.016\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.407, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.770, Explained Variance Score Test: 0.232\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.812, R^2 test: -0.077\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.583, R^2 test: 0.070\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.393, R^2 test: 0.191\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.364, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.759, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.763, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.746, R^2 test: 0.144\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.137\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.464, R^2 test: 0.177\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.165\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.774, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: -0.492\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.528, R^2 test: -0.519\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.380, R^2 test: -0.224\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.342, R^2 test: -0.122\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.849, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.777, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.677, R^2 test: 0.093\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.543, R^2 test: 0.202\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.302\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.771, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.693, R^2 test: 0.321\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.326\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.345\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.737, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.721, R^2 test: -0.126\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: -0.041\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.372, R^2 test: -0.061\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.325, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.794, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.759, R^2 test: -0.310\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.633, R^2 test: -0.176\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.529, R^2 test: -0.015\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.513, R^2 test: -0.004\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.764, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.751, R^2 test: -0.014\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.612, R^2 test: 0.121\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.474, R^2 test: 0.299\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: 0.323\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.747, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.791, R^2 test: -0.081\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.580, R^2 test: -0.011\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.427, R^2 test: 0.041\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.053\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.802, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.812, R^2 test: 0.017\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.639, R^2 test: 0.162\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.457, R^2 test: 0.268\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.414, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.779, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.686, R^2 test: 0.039\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: 0.140\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.211\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.323, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.743, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: 0.187\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.294\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.455, R^2 test: 0.360\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: 0.380\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.931, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.762, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.738, R^2 test: 0.011\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.110\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.134\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.811, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.746, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.754, R^2 test: -0.174\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.538, R^2 test: 0.269\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: 0.322\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.413, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.779, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: 0.037\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.634, R^2 test: 0.158\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.470, R^2 test: 0.324\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.774, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: -0.424\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.510, R^2 test: -0.038\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: 0.061\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.277, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.783, Explained Variance Score Test: 0.220\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.777, R^2 test: 0.023\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.618, R^2 test: 0.175\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: 0.257\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.407, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.763, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.709, R^2 test: 0.133\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.589, R^2 test: 0.190\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.471, R^2 test: 0.274\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.829, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.765, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: -0.109\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.514, R^2 test: 0.018\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.393, R^2 test: 0.147\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.363, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.849, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.748, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.785, R^2 test: -0.902\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.641, R^2 test: -0.520\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.482, R^2 test: -0.186\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.394, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.826, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.771, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.516, R^2 test: -0.079\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.400, R^2 test: 0.047\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.250, R^2 test: 0.200\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.223, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.775, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.760, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.809, R^2 test: -0.062\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.639, R^2 test: 0.124\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.500, R^2 test: 0.156\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.766, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.695, R^2 test: -0.156\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: -0.115\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.363, R^2 test: -0.063\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.329, R^2 test: -0.076\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.802, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.786, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.730, R^2 test: -0.133\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.598, R^2 test: -0.053\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.465, R^2 test: 0.016\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.885, Explained Variance Score Train: 0.465\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.797, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: 0.132\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.231\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.394, R^2 test: 0.231\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.368, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.799, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.708, R^2 test: -0.269\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.561, R^2 test: -0.123\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: -0.035\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.419, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.859, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.652, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.767, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.797, R^2 test: -0.434\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.641, R^2 test: -0.086\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.502, R^2 test: 0.209\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.465, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.863, Explained Variance Score Train: 0.465\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.789, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.734, R^2 test: 0.089\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.173\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.354\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.345, R^2 test: 0.348\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.753, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.790, R^2 test: 0.044\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.588, R^2 test: 0.161\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.266\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.803, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.647, R^2 test: -0.082\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.489, R^2 test: -0.002\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.080\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.314, R^2 test: 0.095\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.760, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.699, R^2 test: -0.142\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: 0.014\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.104\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.769, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.817, R^2 test: -0.145\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.613, R^2 test: -0.009\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.437, R^2 test: 0.173\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.780, Explained Variance Score Test: 0.217\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.750, R^2 test: 0.192\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.581, R^2 test: 0.186\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: 0.250\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.396, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.770, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.789, R^2 test: 0.211\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.667, R^2 test: 0.271\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.492, R^2 test: 0.386\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.455, R^2 test: 0.379\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.770, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.746, R^2 test: 0.222\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.521, R^2 test: 0.344\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.363, R^2 test: 0.354\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.338\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.779, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.765, R^2 test: 0.109\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.607, R^2 test: 0.143\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.478, R^2 test: 0.119\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.878, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.762, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.789, R^2 test: -0.210\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.639, R^2 test: -0.040\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.504, R^2 test: -0.028\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.458, R^2 test: 0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.781, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: -0.010\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.497, R^2 test: 0.168\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.365, R^2 test: 0.250\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.771, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.783, R^2 test: 0.135\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: 0.216\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.405, R^2 test: 0.248\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.855, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.775, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: 0.058\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.525, R^2 test: 0.205\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.297\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.361, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.771, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: 0.098\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.592, R^2 test: 0.120\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.445, R^2 test: 0.193\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.410, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.764, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.787, R^2 test: -0.113\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.591, R^2 test: -0.049\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.412, R^2 test: 0.064\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.146\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.836, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.788, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.730, R^2 test: -0.296\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: -0.330\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: -0.170\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: -0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.740, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.768, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.813, R^2 test: -0.139\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.618, R^2 test: 0.030\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.420, R^2 test: 0.161\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.730, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: 0.138\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.590, R^2 test: 0.207\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.438, R^2 test: 0.206\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.403, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.888, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.759, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.142\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.706, R^2 test: 0.260\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: 0.376\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.460, R^2 test: 0.351\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.872, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.357\n", "AUC Test: 0.762, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.783, R^2 test: -0.060\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.530, R^2 test: 0.002\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.398, R^2 test: 0.162\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.323, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.786, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: 0.142\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.605, R^2 test: 0.330\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.410, R^2 test: 0.461\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.364, R^2 test: 0.468\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.794, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.471\n", "AUC Test: 0.782, Explained Variance Score Test: 0.253\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: 0.075\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.573, R^2 test: 0.105\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.426, R^2 test: 0.108\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.094\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.766, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.727, R^2 test: -0.120\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.028\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.105\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.377, R^2 test: 0.146\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.839, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.773, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: -0.264\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: -0.090\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: -0.005\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.408, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.408\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.808, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.745, R^2 test: 0.079\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.233\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.432, R^2 test: 0.259\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.406, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.784, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: 0.213\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.570, R^2 test: 0.266\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.431, R^2 test: 0.273\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.383, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.863, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.761, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: -0.006\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.579, R^2 test: 0.184\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.385, R^2 test: 0.228\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.760, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.686, R^2 test: 0.151\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.570, R^2 test: 0.211\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.416, R^2 test: 0.225\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.381, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.859, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.766, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.793, R^2 test: 0.212\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.621, R^2 test: 0.269\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.446, R^2 test: 0.252\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.773, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.721, R^2 test: -0.112\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.581, R^2 test: 0.079\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.426, R^2 test: 0.211\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.388, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.774, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.617, R^2 test: 0.133\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.187\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.415, R^2 test: 0.209\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.878, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.781, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.815, R^2 test: 0.194\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.602, R^2 test: 0.259\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.463, R^2 test: 0.282\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.436, R^2 test: 0.316\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.867, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.760, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: 0.318\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.545, R^2 test: 0.333\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.431, R^2 test: 0.330\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.395, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.907, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.775, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.707, R^2 test: 0.048\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.138\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.386, R^2 test: 0.235\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.342, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.780, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.817, R^2 test: -0.807\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.631, R^2 test: -0.322\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: -0.086\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.457, R^2 test: -0.032\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.893, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.579, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.746, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: 0.131\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.609, R^2 test: 0.195\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.266\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.400, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.776, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.670, R^2 test: 0.086\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.157\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.355, R^2 test: 0.221\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.746, Explained Variance Score Test: 0.196\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.666, R^2 test: 0.023\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: 0.115\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: 0.151\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.172\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.824, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.748, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.804, R^2 test: -0.346\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.622, R^2 test: -0.167\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.485, R^2 test: -0.070\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.856, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.689, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.757, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.713, R^2 test: -0.020\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.157\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.390, R^2 test: 0.291\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.351, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.835, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.765, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.788, R^2 test: 0.268\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.624, R^2 test: 0.412\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.439, R^2 test: 0.463\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.395, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.873, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.769, Explained Variance Score Test: 0.159\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.742 95% CI: [0.728 , 0.757]\n", "->AUC test: 0.769 95% CI: [0.766 , 0.772]\n", "->R^2 validation: 0.194 95% CI: [0.170 , 0.218]\n", "->R^2 test: 0.231 95% CI: [0.226 , 0.236]\n", "->Explained Variance validation: 0.183 95% CI: [0.158 , 0.208]\n", "->Explained Variance test: 0.226 95% CI: [0.221 , 0.231]\n", "Test set metrics:\n", "@threshold:2.528, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.528, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.526, sens:0.145, spec:0.989, ppv:0.727, acc:0.853, f1:0.242, mcc:0.102, total+:11, total-:328\n", "@threshold:1.218, sens:0.164, spec:0.986, ppv:0.692, acc:0.853, f1:0.265, mcc:0.078, total+:13, total-:326\n", "@threshold:1.211, sens:0.182, spec:0.982, ppv:0.667, acc:0.853, f1:0.286, mcc:0.064, total+:15, total-:324\n", "@threshold:1.136, sens:0.200, spec:0.979, ppv:0.647, acc:0.853, f1:0.306, mcc:0.055, total+:17, total-:322\n", "@threshold:1.006, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.999, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.999, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.998, sens:0.255, spec:0.965, ppv:0.583, acc:0.850, f1:0.354, mcc:0.034, total+:24, total-:315\n", "@threshold:0.976, sens:0.273, spec:0.958, ppv:0.556, acc:0.847, f1:0.366, mcc:0.029, total+:27, total-:312\n", "@threshold:0.962, sens:0.291, spec:0.954, ppv:0.552, acc:0.847, f1:0.381, mcc:0.027, total+:29, total-:310\n", "@threshold:0.952, sens:0.291, spec:0.951, ppv:0.533, acc:0.844, f1:0.376, mcc:0.025, total+:30, total-:309\n", "@threshold:0.947, sens:0.309, spec:0.947, ppv:0.531, acc:0.844, f1:0.391, mcc:0.024, total+:32, total-:307\n", "@threshold:0.844, sens:0.345, spec:0.944, ppv:0.543, acc:0.847, f1:0.422, mcc:0.024, total+:35, total-:304\n", "@threshold:0.810, sens:0.345, spec:0.940, ppv:0.528, acc:0.844, f1:0.418, mcc:0.022, total+:36, total-:303\n", "@threshold:0.801, sens:0.382, spec:0.937, ppv:0.538, acc:0.847, f1:0.447, mcc:0.022, total+:39, total-:300\n", "@threshold:0.735, sens:0.400, spec:0.937, ppv:0.550, acc:0.850, f1:0.463, mcc:0.023, total+:40, total-:299\n", "@threshold:0.735, sens:0.400, spec:0.933, ppv:0.537, acc:0.847, f1:0.458, mcc:0.022, total+:41, total-:298\n", "@threshold:0.728, sens:0.418, spec:0.930, ppv:0.535, acc:0.847, f1:0.469, mcc:0.021, total+:43, total-:296\n", "@threshold:0.727, sens:0.418, spec:0.926, ppv:0.523, acc:0.844, f1:0.465, mcc:0.020, total+:44, total-:295\n", "@threshold:0.727, sens:0.436, spec:0.919, ppv:0.511, acc:0.841, f1:0.471, mcc:0.018, total+:47, total-:292\n", "@threshold:0.727, sens:0.455, spec:0.919, ppv:0.521, acc:0.844, f1:0.485, mcc:0.019, total+:48, total-:291\n", "@threshold:0.727, sens:0.455, spec:0.915, ppv:0.510, acc:0.841, f1:0.481, mcc:0.018, total+:49, total-:290\n", "@threshold:0.709, sens:0.473, spec:0.908, ppv:0.500, acc:0.838, f1:0.486, mcc:0.017, total+:52, total-:287\n", "@threshold:0.675, sens:0.473, spec:0.905, ppv:0.491, acc:0.835, f1:0.481, mcc:0.016, total+:53, total-:286\n", "@threshold:0.590, sens:0.491, spec:0.894, ppv:0.474, acc:0.829, f1:0.482, mcc:0.014, total+:57, total-:282\n", "@threshold:0.575, sens:0.491, spec:0.891, ppv:0.466, acc:0.826, f1:0.478, mcc:0.013, total+:58, total-:281\n", "@threshold:0.555, sens:0.509, spec:0.884, ppv:0.459, acc:0.823, f1:0.483, mcc:0.013, total+:61, total-:278\n", "@threshold:0.554, sens:0.509, spec:0.880, ppv:0.452, acc:0.820, f1:0.479, mcc:0.012, total+:62, total-:277\n", "@threshold:0.547, sens:0.509, spec:0.873, ppv:0.438, acc:0.814, f1:0.471, mcc:0.011, total+:64, total-:275\n", "@threshold:0.545, sens:0.527, spec:0.873, ppv:0.446, acc:0.817, f1:0.483, mcc:0.012, total+:65, total-:274\n", "@threshold:0.536, sens:0.527, spec:0.863, ppv:0.426, acc:0.808, f1:0.472, mcc:0.010, total+:68, total-:271\n", "@threshold:0.422, sens:0.527, spec:0.838, ppv:0.387, acc:0.788, f1:0.446, mcc:0.008, total+:75, total-:264\n", "@threshold:0.422, sens:0.545, spec:0.831, ppv:0.385, acc:0.785, f1:0.451, mcc:0.008, total+:78, total-:261\n", "@threshold:0.418, sens:0.564, spec:0.827, ppv:0.388, acc:0.785, f1:0.459, mcc:0.008, total+:80, total-:259\n", "@threshold:0.412, sens:0.564, spec:0.817, ppv:0.373, acc:0.776, f1:0.449, mcc:0.007, total+:83, total-:256\n", "@threshold:0.395, sens:0.564, spec:0.813, ppv:0.369, acc:0.773, f1:0.446, mcc:0.007, total+:84, total-:255\n", "@threshold:0.374, sens:0.582, spec:0.796, ppv:0.356, acc:0.761, f1:0.441, mcc:0.006, total+:90, total-:249\n", "@threshold:0.358, sens:0.582, spec:0.789, ppv:0.348, acc:0.755, f1:0.435, mcc:0.006, total+:92, total-:247\n", "@threshold:0.349, sens:0.582, spec:0.771, ppv:0.330, acc:0.740, f1:0.421, mcc:0.005, total+:97, total-:242\n", "@threshold:0.245, sens:0.582, spec:0.768, ppv:0.327, acc:0.737, f1:0.418, mcc:0.005, total+:98, total-:241\n", "@threshold:0.239, sens:0.582, spec:0.761, ppv:0.320, acc:0.732, f1:0.413, mcc:0.005, total+:100, total-:239\n", "@threshold:0.203, sens:0.600, spec:0.761, ppv:0.327, acc:0.735, f1:0.423, mcc:0.005, total+:101, total-:238\n", "@threshold:0.184, sens:0.618, spec:0.754, ppv:0.327, acc:0.732, f1:0.428, mcc:0.005, total+:104, total-:235\n", "@threshold:0.184, sens:0.618, spec:0.750, ppv:0.324, acc:0.729, f1:0.425, mcc:0.005, total+:105, total-:234\n", "@threshold:0.175, sens:0.618, spec:0.743, ppv:0.318, acc:0.723, f1:0.420, mcc:0.005, total+:107, total-:232\n", "@threshold:0.175, sens:0.636, spec:0.739, ppv:0.321, acc:0.723, f1:0.427, mcc:0.005, total+:109, total-:230\n", "@threshold:0.173, sens:0.655, spec:0.739, ppv:0.327, acc:0.726, f1:0.436, mcc:0.005, total+:110, total-:229\n", "@threshold:0.172, sens:0.655, spec:0.736, ppv:0.324, acc:0.723, f1:0.434, mcc:0.005, total+:111, total-:228\n", "@threshold:0.171, sens:0.691, spec:0.732, ppv:0.333, acc:0.726, f1:0.450, mcc:0.005, total+:114, total-:225\n", "@threshold:0.171, sens:0.691, spec:0.722, ppv:0.325, acc:0.717, f1:0.442, mcc:0.005, total+:117, total-:222\n", "@threshold:0.171, sens:0.709, spec:0.718, ppv:0.328, acc:0.717, f1:0.448, mcc:0.005, total+:119, total-:220\n", "@threshold:0.171, sens:0.709, spec:0.711, ppv:0.322, acc:0.711, f1:0.443, mcc:0.005, total+:121, total-:218\n", "@threshold:0.170, sens:0.709, spec:0.708, ppv:0.320, acc:0.708, f1:0.441, mcc:0.005, total+:122, total-:217\n", "@threshold:0.169, sens:0.727, spec:0.676, ppv:0.303, acc:0.684, f1:0.428, mcc:0.004, total+:132, total-:207\n", "@threshold:0.128, sens:0.727, spec:0.665, ppv:0.296, acc:0.676, f1:0.421, mcc:0.004, total+:135, total-:204\n", "@threshold:0.090, sens:0.727, spec:0.658, ppv:0.292, acc:0.670, f1:0.417, mcc:0.004, total+:137, total-:202\n", "@threshold:0.068, sens:0.727, spec:0.634, ppv:0.278, acc:0.649, f1:0.402, mcc:0.003, total+:144, total-:195\n", "@threshold:0.057, sens:0.727, spec:0.613, ppv:0.267, acc:0.631, f1:0.390, mcc:0.003, total+:150, total-:189\n", "@threshold:0.053, sens:0.727, spec:0.606, ppv:0.263, acc:0.625, f1:0.386, mcc:0.003, total+:152, total-:187\n", "@threshold:0.050, sens:0.727, spec:0.595, ppv:0.258, acc:0.617, f1:0.381, mcc:0.003, total+:155, total-:184\n", "@threshold:-0.037, sens:0.727, spec:0.588, ppv:0.255, acc:0.611, f1:0.377, mcc:0.003, total+:157, total-:182\n", "@threshold:-0.038, sens:0.745, spec:0.585, ppv:0.258, acc:0.611, f1:0.383, mcc:0.003, total+:159, total-:180\n", "@threshold:-0.091, sens:0.745, spec:0.577, ppv:0.255, acc:0.605, f1:0.380, mcc:0.003, total+:161, total-:178\n", "@threshold:-0.138, sens:0.764, spec:0.577, ppv:0.259, acc:0.608, f1:0.387, mcc:0.003, total+:162, total-:177\n", "@threshold:-0.142, sens:0.764, spec:0.574, ppv:0.258, acc:0.605, f1:0.385, mcc:0.003, total+:163, total-:176\n", "@threshold:-0.160, sens:0.782, spec:0.570, ppv:0.261, acc:0.605, f1:0.391, mcc:0.003, total+:165, total-:174\n", "@threshold:-0.160, sens:0.782, spec:0.567, ppv:0.259, acc:0.602, f1:0.389, mcc:0.003, total+:166, total-:173\n", "@threshold:-0.172, sens:0.800, spec:0.567, ppv:0.263, acc:0.605, f1:0.396, mcc:0.003, total+:167, total-:172\n", "@threshold:-0.176, sens:0.800, spec:0.560, ppv:0.260, acc:0.599, f1:0.393, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.183, sens:0.800, spec:0.556, ppv:0.259, acc:0.596, f1:0.391, mcc:0.003, total+:170, total-:169\n", "@threshold:-0.192, sens:0.800, spec:0.546, ppv:0.254, acc:0.587, f1:0.386, mcc:0.003, total+:173, total-:166\n", "@threshold:-0.195, sens:0.800, spec:0.539, ppv:0.251, acc:0.581, f1:0.383, mcc:0.003, total+:175, total-:164\n", "@threshold:-0.195, sens:0.800, spec:0.535, ppv:0.250, acc:0.578, f1:0.381, mcc:0.003, total+:176, total-:163\n", "@threshold:-0.199, sens:0.800, spec:0.528, ppv:0.247, acc:0.572, f1:0.378, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.213, sens:0.818, spec:0.528, ppv:0.251, acc:0.575, f1:0.385, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.216, sens:0.818, spec:0.525, ppv:0.250, acc:0.572, f1:0.383, mcc:0.003, total+:180, total-:159\n", "@threshold:-0.219, sens:0.818, spec:0.514, ppv:0.246, acc:0.563, f1:0.378, mcc:0.003, total+:183, total-:156\n", "@threshold:-0.220, sens:0.818, spec:0.507, ppv:0.243, acc:0.558, f1:0.375, mcc:0.002, total+:185, total-:154\n", "@threshold:-0.221, sens:0.818, spec:0.504, ppv:0.242, acc:0.555, f1:0.373, mcc:0.002, total+:186, total-:153\n", "@threshold:-0.223, sens:0.818, spec:0.496, ppv:0.239, acc:0.549, f1:0.370, mcc:0.002, total+:188, total-:151\n", "@threshold:-0.232, sens:0.891, spec:0.451, ppv:0.239, acc:0.522, f1:0.377, mcc:0.003, total+:205, total-:134\n", "@threshold:-0.261, sens:0.891, spec:0.447, ppv:0.238, acc:0.519, f1:0.375, mcc:0.002, total+:206, total-:133\n", "@threshold:-0.261, sens:0.891, spec:0.423, ppv:0.230, acc:0.499, f1:0.366, mcc:0.002, total+:213, total-:126\n", "@threshold:-0.289, sens:0.891, spec:0.419, ppv:0.229, acc:0.496, f1:0.364, mcc:0.002, total+:214, total-:125\n", "@threshold:-0.294, sens:0.891, spec:0.412, ppv:0.227, acc:0.490, f1:0.362, mcc:0.002, total+:216, total-:123\n", "@threshold:-0.300, sens:0.891, spec:0.408, ppv:0.226, acc:0.487, f1:0.360, mcc:0.002, total+:217, total-:122\n", "@threshold:-0.305, sens:0.891, spec:0.401, ppv:0.224, acc:0.481, f1:0.358, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.308, sens:0.891, spec:0.398, ppv:0.223, acc:0.478, f1:0.356, mcc:0.002, total+:220, total-:119\n", "@threshold:-0.320, sens:0.891, spec:0.391, ppv:0.221, acc:0.472, f1:0.354, mcc:0.002, total+:222, total-:117\n", "@threshold:-0.325, sens:0.909, spec:0.373, ppv:0.219, acc:0.460, f1:0.353, mcc:0.002, total+:228, total-:111\n", "@threshold:-0.329, sens:0.909, spec:0.370, ppv:0.218, acc:0.457, f1:0.352, mcc:0.002, total+:229, total-:110\n", "@threshold:-0.331, sens:0.927, spec:0.352, ppv:0.217, acc:0.445, f1:0.352, mcc:0.002, total+:235, total-:104\n", "@threshold:-0.341, sens:0.927, spec:0.349, ppv:0.216, acc:0.442, f1:0.351, mcc:0.002, total+:236, total-:103\n", "@threshold:-0.344, sens:0.945, spec:0.324, ppv:0.213, acc:0.425, f1:0.348, mcc:0.002, total+:244, total-:95\n", "@threshold:-0.349, sens:0.945, spec:0.320, ppv:0.212, acc:0.422, f1:0.347, mcc:0.002, total+:245, total-:94\n", "@threshold:-0.358, sens:0.945, spec:0.310, ppv:0.210, acc:0.413, f1:0.343, mcc:0.002, total+:248, total-:91\n", "@threshold:-0.366, sens:0.945, spec:0.306, ppv:0.209, acc:0.410, f1:0.342, mcc:0.002, total+:249, total-:90\n", "@threshold:-0.371, sens:0.945, spec:0.285, ppv:0.204, acc:0.392, f1:0.335, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.372, sens:0.945, spec:0.282, ppv:0.203, acc:0.389, f1:0.334, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.375, sens:0.945, spec:0.257, ppv:0.198, acc:0.369, f1:0.327, mcc:0.002, total+:263, total-:76\n", "@threshold:-0.417, sens:0.945, spec:0.246, ppv:0.195, acc:0.360, f1:0.324, mcc:0.002, total+:266, total-:73\n", "@threshold:-0.427, sens:0.945, spec:0.243, ppv:0.195, acc:0.357, f1:0.323, mcc:0.002, total+:267, total-:72\n", "@threshold:-0.428, sens:0.945, spec:0.236, ppv:0.193, acc:0.351, f1:0.321, mcc:0.002, total+:269, total-:70\n", "@threshold:-0.429, sens:0.945, spec:0.225, ppv:0.191, acc:0.342, f1:0.318, mcc:0.002, total+:272, total-:67\n", "@threshold:-0.430, sens:0.945, spec:0.201, ppv:0.186, acc:0.322, f1:0.311, mcc:0.001, total+:279, total-:60\n", "@threshold:-0.431, sens:0.945, spec:0.194, ppv:0.185, acc:0.316, f1:0.310, mcc:0.001, total+:281, total-:58\n", "@threshold:-0.433, sens:0.945, spec:0.176, ppv:0.182, acc:0.301, f1:0.305, mcc:0.001, total+:286, total-:53\n", "@threshold:-0.434, sens:0.945, spec:0.173, ppv:0.181, acc:0.298, f1:0.304, mcc:0.001, total+:287, total-:52\n", "@threshold:-0.441, sens:0.964, spec:0.173, ppv:0.184, acc:0.301, f1:0.309, mcc:0.001, total+:288, total-:51\n", "@threshold:-0.460, sens:0.982, spec:0.165, ppv:0.186, acc:0.298, f1:0.312, mcc:0.002, total+:291, total-:48\n", "@threshold:-0.527, sens:0.982, spec:0.158, ppv:0.184, acc:0.292, f1:0.310, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.532, sens:0.982, spec:0.155, ppv:0.184, acc:0.289, f1:0.309, mcc:0.002, total+:294, total-:45\n", "@threshold:-0.540, sens:0.982, spec:0.148, ppv:0.182, acc:0.283, f1:0.308, mcc:0.002, total+:296, total-:43\n", "@threshold:-0.541, sens:0.982, spec:0.144, ppv:0.182, acc:0.280, f1:0.307, mcc:0.002, total+:297, total-:42\n", "@threshold:-0.559, sens:1.000, spec:0.137, ppv:0.183, acc:0.277, f1:0.310, mcc:0.002, total+:300, total-:39\n", "@threshold:-0.566, sens:1.000, spec:0.134, ppv:0.183, acc:0.274, f1:0.309, mcc:0.002, total+:301, total-:38\n", "@threshold:-0.575, sens:1.000, spec:0.116, ppv:0.180, acc:0.260, f1:0.305, mcc:0.002, total+:306, total-:33\n", "@threshold:-0.580, sens:1.000, spec:0.102, ppv:0.177, acc:0.248, f1:0.301, mcc:0.002, total+:310, total-:29\n", "@threshold:-0.581, sens:1.000, spec:0.099, ppv:0.177, acc:0.245, f1:0.301, mcc:0.002, total+:311, total-:28\n", "@threshold:-0.581, sens:1.000, spec:0.077, ppv:0.174, acc:0.227, f1:0.296, mcc:0.002, total+:317, total-:22\n", "@threshold:-0.624, sens:1.000, spec:0.067, ppv:0.172, acc:0.218, f1:0.293, mcc:0.002, total+:320, total-:19\n", "@threshold:-0.637, sens:1.000, spec:0.063, ppv:0.171, acc:0.215, f1:0.293, mcc:0.002, total+:321, total-:18\n", "@threshold:-0.739, sens:1.000, spec:0.056, ppv:0.170, acc:0.209, f1:0.291, mcc:0.002, total+:323, total-:16\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:06.463680\n", "Total Time elapsed 14:36:02.849181\n", "-----------------------------------------------------\n", "\n", "girls no_min wfl_latest gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.249\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.249\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.760, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.186\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.186\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.864, Explained Variance Score Train: 0.504\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.763, Explained Variance Score Test: 0.286\n", "\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: 0.117\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: 0.117\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: 0.117\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.909, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.722, Explained Variance Score Test: 0.028\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.074\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.074\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.470, R^2 test: 0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.770, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.439, R^2 test: 0.250\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.439, R^2 test: 0.250\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.439, R^2 test: 0.250\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.469\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.773, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.500, R^2 test: -0.141\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.500, R^2 test: -0.141\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.501, R^2 test: -0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.909, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.746, Explained Variance Score Validation: -0.139\n", "AUC Test: 0.748, Explained Variance Score Test: 0.158\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.427, R^2 test: 0.261\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.256\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: 0.256\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.749, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: -0.022\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: -0.032\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: -0.032\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.858, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.059\n", "AUC Test: 0.714, Explained Variance Score Test: 0.091\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.090\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.090\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.090\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.749, Explained Variance Score Test: 0.063\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.469, R^2 test: 0.057\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.053\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.471, R^2 test: 0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.768, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.421, R^2 test: 0.200\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.200\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.797, Explained Variance Score Test: 0.198\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.031\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.031\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.031\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.648, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.752, Explained Variance Score Test: 0.075\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.112\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.456, R^2 test: 0.002\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.456, R^2 test: -0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.773, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.650, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: -0.089\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: -0.089\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: -0.089\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.739, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.721, Explained Variance Score Test: 0.099\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: -0.014\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.083\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.114\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.073\n", "AUC Test: 0.744, Explained Variance Score Test: 0.163\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.006\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.006\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.283, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.800, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.727, Explained Variance Score Test: 0.217\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.159\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: 0.127\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: 0.127\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.850, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.690, Explained Variance Score Test: 0.192\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.233\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.232\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.232\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.859, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.737, Explained Variance Score Test: 0.183\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.183, R^2 test: 0.229\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.183, R^2 test: 0.229\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.183, R^2 test: 0.229\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.705, Explained Variance Score Train: 0.215\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.721, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.236\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.236\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.236\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.837, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.620, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.759, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.408\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.408\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.408\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.840, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.408\n", "AUC Test: 0.733, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.236\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.236\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: 0.236\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.859, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.722, Explained Variance Score Test: 0.116\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.123\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.124\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.320, R^2 test: 0.124\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.742, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.752, Explained Variance Score Test: 0.157\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.066\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.066\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.709, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.013\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.013\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.013\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.799, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.763, Explained Variance Score Test: 0.140\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.013\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.013\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.013\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.722, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.742, Explained Variance Score Test: 0.174\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: -0.058\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: -0.062\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: -0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.839, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.613, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.751, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.019\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.008\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.424, R^2 test: 0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.782, Explained Variance Score Test: 0.172\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.007\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.007\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.448, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.867, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.759, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.176\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.176\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.799, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.698, Explained Variance Score Test: 0.213\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.201\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.201\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.201\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.842, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.775, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.166\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.170\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.308, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.727, Explained Variance Score Test: 0.202\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.382, R^2 test: 0.111\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.382, R^2 test: 0.111\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.382, R^2 test: 0.111\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.719, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: -0.075\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: -0.075\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: -0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.731, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.766, Explained Variance Score Test: 0.250\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.509, R^2 test: -0.053\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.509, R^2 test: -0.053\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.509, R^2 test: -0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.733, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: -0.051\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.480, R^2 test: -0.053\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: -0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.852, Explained Variance Score Train: 0.505\n", "AUC Validation: 0.670, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.755, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.177\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.177\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.177\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.759, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.149\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.149\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.149\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.739, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.143\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.143\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.143\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.540, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.690, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.155\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.155\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.155\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.874, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.700, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.440, R^2 test: 0.141\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.440, R^2 test: 0.141\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.440, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.739, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: 0.028\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: 0.028\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: 0.028\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.858, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.043\n", "AUC Test: 0.758, Explained Variance Score Test: 0.181\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.493, R^2 test: 0.209\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.210\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.209\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.871, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.789, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.166\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.166\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.241, R^2 test: 0.166\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.768, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.285, R^2 test: 0.220\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.281, R^2 test: 0.220\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.221\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.766, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.759, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: -0.053\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: -0.057\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: -0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.842, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.719, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.232\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.232\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.721, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.710, Explained Variance Score Test: 0.200\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: -0.321\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: -0.321\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: -0.321\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.911, Explained Variance Score Train: 0.572\n", "AUC Validation: 0.734, Explained Variance Score Validation: -0.228\n", "AUC Test: 0.760, Explained Variance Score Test: 0.144\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.053\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.053\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.758, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.035\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.035\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.035\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.663, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.720, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: 0.323\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.323\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.325\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.741, Explained Variance Score Test: 0.248\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.207\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.207\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.270, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.738, Explained Variance Score Test: 0.118\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.343\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.343\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.343\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.737, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.041\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.041\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: 0.041\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.765, Explained Variance Score Test: 0.198\n", "\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: 0.187\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: 0.187\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: 0.187\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.763, Explained Variance Score Test: 0.202\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.199\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.199\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.199\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.750, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.080\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.080\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.546\n", "AUC Validation: 0.719, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.715, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.167\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.167\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: 0.167\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.783, Explained Variance Score Test: 0.180\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.124\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: 0.113\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.389, R^2 test: -0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.752, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: 0.109\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: 0.109\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: 0.109\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.763, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.777, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: 0.118\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.118\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.750, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.088\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.088\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.683, Explained Variance Score Test: 0.163\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.477, R^2 test: -0.221\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.477, R^2 test: -0.221\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.477, R^2 test: -0.221\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.858, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.173\n", "AUC Test: 0.702, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: -0.040\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: -0.040\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: -0.040\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.575\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.751, Explained Variance Score Test: 0.164\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.420, R^2 test: 0.256\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.260\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.260\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.753, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.532, R^2 test: 0.120\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.088\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.878, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.781, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.109\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.109\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.879, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.626, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.760, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.234\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.234\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.373, R^2 test: 0.234\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.740, Explained Variance Score Test: 0.163\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: 0.204\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.187\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.529, R^2 test: 0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.663, Explained Variance Score Test: 0.105\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: 0.051\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: 0.051\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.413, R^2 test: 0.051\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.120\n", "AUC Test: 0.760, Explained Variance Score Test: 0.176\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.056\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.056\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.056\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.838, Explained Variance Score Train: 0.408\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.769, Explained Variance Score Test: 0.207\n", "\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: 0.217\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.196\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.362, R^2 test: 0.196\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.778, Explained Variance Score Test: 0.242\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.107\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.106\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.101\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.769, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.140\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.140\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.769, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.765, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.193\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.193\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.193\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.773, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.070\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.070\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.774, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: -1.014\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: -1.014\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.361, R^2 test: -1.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.751, Explained Variance Score Validation: -0.981\n", "AUC Test: 0.736, Explained Variance Score Test: -0.048\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.148\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.148\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.318, R^2 test: 0.148\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.730, Explained Variance Score Test: 0.111\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.184\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.184\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.853, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.737, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.129\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.129\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.129\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.899, Explained Variance Score Train: 0.516\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.730, Explained Variance Score Test: 0.051\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.177\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.177\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.177\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.778, Explained Variance Score Test: 0.166\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.273, R^2 test: 0.000\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.273, R^2 test: 0.000\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.273, R^2 test: 0.000\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.646, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.390\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.390\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.390\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.728, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.090\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.090\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.434, R^2 test: 0.090\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.835, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.707, Explained Variance Score Test: 0.054\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.188\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.188\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.314, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.799, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.710, Explained Variance Score Test: 0.196\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.506, R^2 test: 0.128\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.495, R^2 test: 0.113\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.489, R^2 test: 0.105\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.903, Explained Variance Score Train: 0.526\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.774, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.088\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.088\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.357, R^2 test: 0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.758, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.751, Explained Variance Score Test: 0.204\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.266\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.266\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.266\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.865, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.727, Explained Variance Score Test: 0.141\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.400, R^2 test: 0.069\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.067\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.726, Explained Variance Score Test: 0.185\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: 0.027\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: 0.027\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: 0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.765, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.731, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.463, R^2 test: -0.045\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: -0.069\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.494, R^2 test: -0.059\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.569, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.628, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: -0.211\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: -0.211\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: -0.211\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.633, Explained Variance Score Validation: -0.197\n", "AUC Test: 0.754, Explained Variance Score Test: -0.061\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.014\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.014\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.253, R^2 test: 0.014\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.736, Explained Variance Score Test: 0.129\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: -0.389\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: -0.389\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: -0.389\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.780, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.560, Explained Variance Score Validation: -0.255\n", "AUC Test: 0.722, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.189\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.416, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.751, Explained Variance Score Test: 0.131\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: -0.213\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: -0.361\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: -0.367\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.732, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.196\n", "AUC Test: 0.712, Explained Variance Score Test: 0.095\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.252, R^2 test: 0.006\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.252, R^2 test: 0.006\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.252, R^2 test: 0.006\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.609, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.749, Explained Variance Score Test: 0.148\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.019\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.019\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.461, R^2 test: -0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.786, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.770, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.002\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.002\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: -0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.745, Explained Variance Score Test: 0.157\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.095\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.095\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.095\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.100\n", "AUC Test: 0.766, Explained Variance Score Test: 0.244\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.707 95% CI: [0.693 , 0.721]\n", "->AUC test: 0.741 95% CI: [0.735 , 0.747]\n", "->R^2 validation: 0.112 95% CI: [0.078 , 0.146]\n", "->R^2 test: 0.168 95% CI: [0.153 , 0.183]\n", "->Explained Variance validation: 0.080 95% CI: [0.046 , 0.115]\n", "->Explained Variance test: 0.128 95% CI: [0.111 , 0.144]\n", "Test set metrics:\n", "@threshold:4.206, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:3.206, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.534, sens:0.073, spec:0.989, ppv:0.571, acc:0.841, f1:0.129, mcc:0.059, total+:7, total-:332\n", "@threshold:0.532, sens:0.109, spec:0.982, ppv:0.545, acc:0.841, f1:0.182, mcc:0.042, total+:11, total-:328\n", "@threshold:0.501, sens:0.109, spec:0.958, ppv:0.333, acc:0.820, f1:0.164, mcc:0.010, total+:18, total-:321\n", "@threshold:0.495, sens:0.200, spec:0.915, ppv:0.314, acc:0.799, f1:0.244, mcc:0.007, total+:35, total-:304\n", "@threshold:0.486, sens:0.255, spec:0.905, ppv:0.341, acc:0.799, f1:0.292, mcc:0.008, total+:41, total-:298\n", "@threshold:0.463, sens:0.345, spec:0.877, ppv:0.352, acc:0.791, f1:0.349, mcc:0.007, total+:54, total-:285\n", "@threshold:0.458, sens:0.345, spec:0.859, ppv:0.322, acc:0.776, f1:0.333, mcc:0.006, total+:59, total-:280\n", "@threshold:0.347, sens:0.364, spec:0.859, ppv:0.333, acc:0.779, f1:0.348, mcc:0.006, total+:60, total-:279\n", "@threshold:0.271, sens:0.400, spec:0.838, ppv:0.324, acc:0.767, f1:0.358, mcc:0.006, total+:68, total-:271\n", "@threshold:0.254, sens:0.527, spec:0.757, ppv:0.296, acc:0.720, f1:0.379, mcc:0.004, total+:98, total-:241\n", "@threshold:0.215, sens:0.527, spec:0.746, ppv:0.287, acc:0.711, f1:0.372, mcc:0.004, total+:101, total-:238\n", "@threshold:0.195, sens:0.618, spec:0.743, ppv:0.318, acc:0.723, f1:0.420, mcc:0.005, total+:107, total-:232\n", "@threshold:0.182, sens:0.636, spec:0.743, ppv:0.324, acc:0.726, f1:0.429, mcc:0.005, total+:108, total-:231\n", "@threshold:0.181, sens:0.636, spec:0.739, ppv:0.321, acc:0.723, f1:0.427, mcc:0.005, total+:109, total-:230\n", "@threshold:0.152, sens:0.636, spec:0.722, ppv:0.307, acc:0.708, f1:0.414, mcc:0.004, total+:114, total-:225\n", "@threshold:0.091, sens:0.691, spec:0.662, ppv:0.284, acc:0.667, f1:0.402, mcc:0.004, total+:134, total-:205\n", "@threshold:-0.051, sens:0.691, spec:0.655, ppv:0.279, acc:0.661, f1:0.398, mcc:0.003, total+:136, total-:203\n", "@threshold:-0.167, sens:0.709, spec:0.651, ppv:0.283, acc:0.661, f1:0.404, mcc:0.004, total+:138, total-:201\n", "@threshold:-0.174, sens:0.727, spec:0.651, ppv:0.288, acc:0.664, f1:0.412, mcc:0.004, total+:139, total-:200\n", "@threshold:-0.183, sens:0.745, spec:0.644, ppv:0.289, acc:0.661, f1:0.416, mcc:0.004, total+:142, total-:197\n", "@threshold:-0.202, sens:0.764, spec:0.627, ppv:0.284, acc:0.649, f1:0.414, mcc:0.004, total+:148, total-:191\n", "@threshold:-0.222, sens:0.764, spec:0.606, ppv:0.273, acc:0.631, f1:0.402, mcc:0.003, total+:154, total-:185\n", "@threshold:-0.230, sens:0.782, spec:0.588, ppv:0.269, acc:0.619, f1:0.400, mcc:0.003, total+:160, total-:179\n", "@threshold:-0.294, sens:0.782, spec:0.549, ppv:0.251, acc:0.587, f1:0.381, mcc:0.003, total+:171, total-:168\n", "@threshold:-0.309, sens:0.782, spec:0.532, ppv:0.244, acc:0.572, f1:0.372, mcc:0.002, total+:176, total-:163\n", "@threshold:-0.324, sens:0.800, spec:0.514, ppv:0.242, acc:0.560, f1:0.371, mcc:0.002, total+:182, total-:157\n", "@threshold:-0.331, sens:0.818, spec:0.504, ppv:0.242, acc:0.555, f1:0.373, mcc:0.002, total+:186, total-:153\n", "@threshold:-0.354, sens:0.818, spec:0.493, ppv:0.238, acc:0.546, f1:0.369, mcc:0.002, total+:189, total-:150\n", "@threshold:-0.356, sens:0.818, spec:0.489, ppv:0.237, acc:0.543, f1:0.367, mcc:0.002, total+:190, total-:149\n", "@threshold:-0.358, sens:0.836, spec:0.489, ppv:0.241, acc:0.546, f1:0.374, mcc:0.002, total+:191, total-:148\n", "@threshold:-0.393, sens:0.855, spec:0.472, ppv:0.239, acc:0.534, f1:0.373, mcc:0.002, total+:197, total-:142\n", "@threshold:-0.394, sens:0.855, spec:0.465, ppv:0.236, acc:0.528, f1:0.370, mcc:0.002, total+:199, total-:140\n", "@threshold:-0.402, sens:0.855, spec:0.440, ppv:0.228, acc:0.507, f1:0.360, mcc:0.002, total+:206, total-:133\n", "@threshold:-0.406, sens:0.855, spec:0.419, ppv:0.222, acc:0.490, f1:0.352, mcc:0.002, total+:212, total-:127\n", "@threshold:-0.406, sens:0.855, spec:0.384, ppv:0.212, acc:0.460, f1:0.339, mcc:0.002, total+:222, total-:117\n", "@threshold:-0.425, sens:0.855, spec:0.352, ppv:0.203, acc:0.434, f1:0.329, mcc:0.002, total+:231, total-:108\n", "@threshold:-0.435, sens:0.855, spec:0.345, ppv:0.202, acc:0.428, f1:0.326, mcc:0.002, total+:233, total-:106\n", "@threshold:-0.438, sens:0.855, spec:0.327, ppv:0.197, acc:0.413, f1:0.321, mcc:0.001, total+:238, total-:101\n", "@threshold:-0.519, sens:0.873, spec:0.306, ppv:0.196, acc:0.398, f1:0.320, mcc:0.001, total+:245, total-:94\n", "@threshold:-0.534, sens:0.873, spec:0.303, ppv:0.195, acc:0.395, f1:0.319, mcc:0.001, total+:246, total-:93\n", "@threshold:-0.541, sens:0.945, spec:0.257, ppv:0.198, acc:0.369, f1:0.327, mcc:0.002, total+:263, total-:76\n", "@threshold:-0.546, sens:0.945, spec:0.197, ppv:0.186, acc:0.319, f1:0.310, mcc:0.001, total+:280, total-:59\n", "@threshold:-0.552, sens:0.964, spec:0.190, ppv:0.187, acc:0.316, f1:0.314, mcc:0.002, total+:283, total-:56\n", "@threshold:-0.584, sens:0.982, spec:0.176, ppv:0.188, acc:0.307, f1:0.315, mcc:0.002, total+:288, total-:51\n", "@threshold:-0.588, sens:0.982, spec:0.144, ppv:0.182, acc:0.280, f1:0.307, mcc:0.002, total+:297, total-:42\n", "@threshold:-0.654, sens:0.982, spec:0.137, ppv:0.181, acc:0.274, f1:0.305, mcc:0.002, total+:299, total-:40\n", "@threshold:-0.659, sens:1.000, spec:0.060, ppv:0.171, acc:0.212, f1:0.292, mcc:0.002, total+:322, total-:17\n", "@threshold:-1.203, sens:1.000, spec:0.056, ppv:0.170, acc:0.209, f1:0.291, mcc:0.002, total+:323, total-:16\n", "@threshold:-1.223, sens:1.000, spec:0.049, ppv:0.169, acc:0.204, f1:0.289, mcc:0.002, total+:325, total-:14\n", "@threshold:-1.373, sens:1.000, spec:0.025, ppv:0.166, acc:0.183, f1:0.284, mcc:0.001, total+:332, total-:7\n", "@threshold:-2.246, sens:1.000, spec:0.011, ppv:0.164, acc:0.171, f1:0.281, mcc:0.001, total+:336, total-:3\n", "@threshold:-2.776, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:01:56.206822\n", "Total Time elapsed 14:37:59.056637\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_19_24 lasso regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.295, R^2 test: 0.263\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.295, R^2 test: 0.263\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.295, R^2 test: 0.262\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.753, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.772, Explained Variance Score Test: 0.319\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.225, R^2 test: 0.219\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.225, R^2 test: 0.218\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.225, R^2 test: 0.217\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.210, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.693, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.881, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.772, Explained Variance Score Test: 0.301\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.299, R^2 test: 0.288\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.299, R^2 test: 0.288\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.299, R^2 test: 0.287\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.764, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.772, Explained Variance Score Test: 0.325\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.342\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.340\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.338\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.741, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.772, Explained Variance Score Test: 0.311\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.283, R^2 test: 0.030\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.031\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.032\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.043\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.786, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.772, Explained Variance Score Test: 0.326\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.241, R^2 test: 0.260\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.241, R^2 test: 0.259\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.241, R^2 test: 0.258\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.225, R^2 test: 0.228\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.241\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.772, Explained Variance Score Test: 0.313\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.306\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.203, R^2 test: 0.305\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.203, R^2 test: 0.303\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.187, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.701, Explained Variance Score Train: 0.203\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.772, Explained Variance Score Test: 0.302\n", "\n", "\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.236, R^2 test: 0.187\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.236, R^2 test: 0.186\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.186\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.667, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.772, Explained Variance Score Test: 0.309\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.302, R^2 test: 0.428\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.302, R^2 test: 0.427\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.302, R^2 test: 0.425\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.387\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.813, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.430\n", "AUC Test: 0.772, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.308, R^2 test: 0.220\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.308, R^2 test: 0.221\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.308, R^2 test: 0.222\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.296, R^2 test: 0.237\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.785, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.322, R^2 test: 0.341\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.322, R^2 test: 0.341\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.322, R^2 test: 0.341\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.753, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.459, R^2 test: 0.242\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.459, R^2 test: 0.244\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.458, R^2 test: 0.247\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.451, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.211, R^2 test: 0.145\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.211, R^2 test: 0.146\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.211, R^2 test: 0.148\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.183, R^2 test: 0.149\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.705, Explained Variance Score Train: 0.211\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.772, Explained Variance Score Test: 0.314\n", "\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.212, R^2 test: 0.279\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.212, R^2 test: 0.277\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.212, R^2 test: 0.274\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.197, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.767, Explained Variance Score Train: 0.212\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.772, Explained Variance Score Test: 0.288\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.335, R^2 test: 0.439\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.335, R^2 test: 0.438\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.335, R^2 test: 0.436\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.392\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.789, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.439\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.315\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.190, R^2 test: 0.315\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.315\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.181, R^2 test: 0.300\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.772, Explained Variance Score Test: 0.325\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.285, R^2 test: 0.234\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.285, R^2 test: 0.234\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.285, R^2 test: 0.233\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.271, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.757, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.061\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.062\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.064\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.085\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.772, Explained Variance Score Test: 0.326\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.266\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.264\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.192, R^2 test: 0.263\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.174, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.748, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.772, Explained Variance Score Test: 0.317\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.412, R^2 test: 0.176\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.412, R^2 test: 0.177\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.411, R^2 test: 0.178\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.814, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.301, R^2 test: 0.022\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.301, R^2 test: 0.026\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.301, R^2 test: 0.031\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.284, R^2 test: 0.096\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.790, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.772, Explained Variance Score Test: 0.329\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.208, R^2 test: 0.345\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.208, R^2 test: 0.344\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.342\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.196, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.689, Explained Variance Score Train: 0.208\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.301, R^2 test: 0.200\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.301, R^2 test: 0.202\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.301, R^2 test: 0.205\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.751, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.136\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.137\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.137\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.132\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.821, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.772, Explained Variance Score Test: 0.325\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.171, R^2 test: 0.414\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.171, R^2 test: 0.412\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.171, R^2 test: 0.409\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.153, R^2 test: 0.336\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.764, Explained Variance Score Train: 0.171\n", "AUC Validation: 0.888, Explained Variance Score Validation: 0.418\n", "AUC Test: 0.772, Explained Variance Score Test: 0.302\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.164, R^2 test: 0.332\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.164, R^2 test: 0.330\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.164, R^2 test: 0.328\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.153, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.164\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.772, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.393, R^2 test: 0.112\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.392, R^2 test: 0.115\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.392, R^2 test: 0.118\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.308, R^2 test: 0.328\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.308, R^2 test: 0.326\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.308, R^2 test: 0.324\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.772, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.427, R^2 test: 0.141\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.427, R^2 test: 0.143\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.427, R^2 test: 0.145\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.419, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.382, R^2 test: 0.017\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.382, R^2 test: 0.021\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.382, R^2 test: 0.024\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.370, R^2 test: 0.080\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.751, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.268, R^2 test: 0.172\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.268, R^2 test: 0.172\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.268, R^2 test: 0.172\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.780, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.772, Explained Variance Score Test: 0.323\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.321, R^2 test: 0.186\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.321, R^2 test: 0.186\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.320, R^2 test: 0.186\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.179\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.770, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.772, Explained Variance Score Test: 0.327\n", "\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.334, R^2 test: 0.276\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.334, R^2 test: 0.276\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.334, R^2 test: 0.276\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.753, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.391, R^2 test: 0.346\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.391, R^2 test: 0.347\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.391, R^2 test: 0.349\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.358\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.141, R^2 test: 0.192\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.141, R^2 test: 0.191\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.141, R^2 test: 0.188\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.127, R^2 test: 0.142\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.695, Explained Variance Score Train: 0.141\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.772, Explained Variance Score Test: 0.260\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.339, R^2 test: 0.181\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.339, R^2 test: 0.185\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.339, R^2 test: 0.190\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.788, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.237, R^2 test: 0.376\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.237, R^2 test: 0.374\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.372\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.318\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.785, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.378\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "\n", "\n", "\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.169, R^2 test: 0.257\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.169, R^2 test: 0.255\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.169, R^2 test: 0.252\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.148, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.746, Explained Variance Score Train: 0.169\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.772, Explained Variance Score Test: 0.285\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.274, R^2 test: 0.281\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.281\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.281\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.675, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.772, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.304\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.304\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.187, R^2 test: 0.303\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.164, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.793, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.272, R^2 test: -0.043\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.272, R^2 test: -0.039\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.272, R^2 test: -0.034\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.258, R^2 test: 0.037\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.749, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.759, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.438\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.371, R^2 test: 0.437\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.371, R^2 test: 0.436\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.411\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.813, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.443\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.183\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.184\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.186\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.235, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.786, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.772, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.192, R^2 test: 0.184\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.184\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.183\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.161\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.192\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.772, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.158, R^2 test: 0.340\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.158, R^2 test: 0.337\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.158, R^2 test: 0.333\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.139, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.158\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.772, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.320, R^2 test: 0.273\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.320, R^2 test: 0.273\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.320, R^2 test: 0.274\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.823, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.422\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.420\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.418\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.425\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.287, R^2 test: 0.361\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.287, R^2 test: 0.361\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.287, R^2 test: 0.360\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.336\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.724, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.217, R^2 test: 0.321\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.217, R^2 test: 0.320\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.319\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.203, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.733, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.233, R^2 test: 0.275\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.233, R^2 test: 0.274\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.233, R^2 test: 0.273\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.221, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.734, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.772, Explained Variance Score Test: 0.314\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.140, R^2 test: 0.243\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.140, R^2 test: 0.242\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.140, R^2 test: 0.239\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.121, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.664, Explained Variance Score Train: 0.140\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.772, Explained Variance Score Test: 0.300\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.321, R^2 test: 0.111\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.320, R^2 test: 0.112\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.320, R^2 test: 0.114\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.129\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.283\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.282\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.280\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.743, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.772, Explained Variance Score Test: 0.324\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.246, R^2 test: 0.203\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.246, R^2 test: 0.202\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.246, R^2 test: 0.201\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.728, Explained Variance Score Train: 0.246\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.772, Explained Variance Score Test: 0.313\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.187, R^2 test: 0.370\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.187, R^2 test: 0.368\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.186, R^2 test: 0.365\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.170, R^2 test: 0.300\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.717, Explained Variance Score Train: 0.187\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.772, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.364, R^2 test: 0.241\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.364, R^2 test: 0.243\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.363, R^2 test: 0.245\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.310, R^2 test: 0.289\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.310, R^2 test: 0.290\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.310, R^2 test: 0.292\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.742, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.306, R^2 test: 0.259\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.306, R^2 test: 0.260\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.306, R^2 test: 0.261\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.753, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.186, R^2 test: 0.342\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.186, R^2 test: 0.341\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.185, R^2 test: 0.339\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.173, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.690, Explained Variance Score Train: 0.186\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.772, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.326, R^2 test: 0.266\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.326, R^2 test: 0.267\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.326, R^2 test: 0.268\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.751, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.178, R^2 test: 0.252\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.178, R^2 test: 0.251\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.250\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.153, R^2 test: 0.194\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.698, Explained Variance Score Train: 0.178\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.772, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.194, R^2 test: 0.097\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.097\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.194, R^2 test: 0.098\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.180, R^2 test: 0.101\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.750, Explained Variance Score Train: 0.194\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.772, Explained Variance Score Test: 0.314\n", "\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.123, R^2 test: 0.077\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.123, R^2 test: 0.077\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.123, R^2 test: 0.078\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.108, R^2 test: 0.070\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.736, Explained Variance Score Train: 0.123\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.772, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.348, R^2 test: 0.032\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.348, R^2 test: 0.035\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.348, R^2 test: 0.040\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.101\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.824, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.288, R^2 test: 0.226\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.288, R^2 test: 0.227\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.288, R^2 test: 0.228\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.786, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.772, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.268, R^2 test: 0.271\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.268, R^2 test: 0.270\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.268, R^2 test: 0.270\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.739, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.772, Explained Variance Score Test: 0.330\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.386, R^2 test: 0.311\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.386, R^2 test: 0.312\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.385, R^2 test: 0.314\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.324\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.250, R^2 test: 0.381\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.250, R^2 test: 0.381\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.250, R^2 test: 0.381\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.239, R^2 test: 0.361\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.709, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.304, R^2 test: 0.292\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.304, R^2 test: 0.293\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.304, R^2 test: 0.294\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.277, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.784, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.277, R^2 test: 0.291\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.277, R^2 test: 0.291\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.277, R^2 test: 0.291\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.772, Explained Variance Score Test: 0.331\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.393, R^2 test: 0.062\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.393, R^2 test: 0.063\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.393, R^2 test: 0.064\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.082\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.291\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.290\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.289\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.812, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.772, Explained Variance Score Test: 0.315\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.252, R^2 test: 0.159\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.252, R^2 test: 0.159\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.252, R^2 test: 0.159\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.150\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.695, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.772, Explained Variance Score Test: 0.303\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.339, R^2 test: 0.336\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.339, R^2 test: 0.335\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.339, R^2 test: 0.335\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.320\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.732, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.288, R^2 test: 0.249\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.288, R^2 test: 0.248\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.287, R^2 test: 0.247\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.719, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.772, Explained Variance Score Test: 0.325\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.198, R^2 test: 0.279\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.198, R^2 test: 0.278\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.198, R^2 test: 0.278\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.680, Explained Variance Score Train: 0.198\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.772, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.192\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.192\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.191\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.772, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.226, R^2 test: 0.324\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.226, R^2 test: 0.324\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.226, R^2 test: 0.325\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.318\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.286\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.284\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.282\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.708, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.772, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.226\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.227\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.282, R^2 test: 0.227\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.776, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.772, Explained Variance Score Test: 0.322\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.279\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.279\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.279\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.758, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.772, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.191, R^2 test: 0.205\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.191, R^2 test: 0.206\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.191, R^2 test: 0.207\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.171, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.191\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.772, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.366, R^2 test: 0.256\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.366, R^2 test: 0.256\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.255\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.821, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.199\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.199\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.200\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.772, Explained Variance Score Test: 0.328\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.307, R^2 test: 0.375\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.307, R^2 test: 0.375\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.307, R^2 test: 0.374\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.785, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.090, R^2 test: 0.288\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.090, R^2 test: 0.285\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.090, R^2 test: 0.281\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.076, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.625, Explained Variance Score Train: 0.090\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.772, Explained Variance Score Test: 0.272\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.314\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.223, R^2 test: 0.313\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.223, R^2 test: 0.312\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.712, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.384, R^2 test: 0.319\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.384, R^2 test: 0.318\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.384, R^2 test: 0.317\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.370, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.783, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.772, Explained Variance Score Test: 0.329\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.458, R^2 test: -0.046\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.458, R^2 test: -0.044\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.458, R^2 test: -0.042\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.450, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.534, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.772, Explained Variance Score Test: 0.334\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.283, R^2 test: 0.326\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.326\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.325\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.710, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.772, Explained Variance Score Test: 0.330\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.130, R^2 test: 0.389\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.129, R^2 test: 0.385\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.129, R^2 test: 0.379\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.113, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.673, Explained Variance Score Train: 0.130\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.393\n", "AUC Test: 0.772, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.290\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.290\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.289\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.741, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.772, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.197, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.106\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.197, R^2 test: 0.107\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.184, R^2 test: 0.109\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.686, Explained Variance Score Train: 0.197\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.772, Explained Variance Score Test: 0.293\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.202, R^2 test: 0.234\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.202, R^2 test: 0.233\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.202, R^2 test: 0.231\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.188, R^2 test: 0.198\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.728, Explained Variance Score Train: 0.202\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.772, Explained Variance Score Test: 0.310\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.351, R^2 test: 0.293\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.351, R^2 test: 0.295\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.350, R^2 test: 0.297\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.320\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.772, Explained Variance Score Test: 0.332\n", "\n", "\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.199, R^2 test: 0.291\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.199, R^2 test: 0.292\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.293\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.182, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.785, Explained Variance Score Train: 0.199\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.772, Explained Variance Score Test: 0.305\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.152, R^2 test: 0.292\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.152, R^2 test: 0.290\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.152, R^2 test: 0.288\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.142, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.720, Explained Variance Score Train: 0.152\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.772, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.332, R^2 test: 0.280\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.332, R^2 test: 0.281\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.332, R^2 test: 0.282\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.786, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.772, Explained Variance Score Test: 0.333\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.236, R^2 test: 0.293\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.236, R^2 test: 0.292\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.236, R^2 test: 0.290\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.772, Explained Variance Score Test: 0.316\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.223\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.223\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.222\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.288, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.822, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.772, Explained Variance Score Test: 0.324\n", "\n", "\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.756 95% CI: [0.743 , 0.770]\n", "->AUC test: 0.772 95% CI: [0.772 , 0.772]\n", "->R^2 validation: 0.260 95% CI: [0.241 , 0.279]\n", "->R^2 test: 0.320 95% CI: [0.317 , 0.323]\n", "->Explained Variance validation: 0.252 95% CI: [0.232 , 0.271]\n", "->Explained Variance test: 0.317 95% CI: [0.314 , 0.321]\n", "Test set metrics:\n", "@threshold:2.678, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.652, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:2.297, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:2.160, sens:0.055, spec:0.993, ppv:0.600, acc:0.841, f1:0.100, mcc:0.079, total+:5, total-:334\n", "@threshold:2.048, sens:0.073, spec:0.993, ppv:0.667, acc:0.844, f1:0.131, mcc:0.100, total+:6, total-:333\n", "@threshold:1.660, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:1.524, sens:0.127, spec:0.986, ppv:0.636, acc:0.847, f1:0.212, mcc:0.064, total+:11, total-:328\n", "@threshold:1.488, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:1.405, sens:0.164, spec:0.982, ppv:0.643, acc:0.850, f1:0.261, mcc:0.059, total+:14, total-:325\n", "@threshold:1.334, sens:0.182, spec:0.979, ppv:0.625, acc:0.850, f1:0.282, mcc:0.051, total+:16, total-:323\n", "@threshold:1.289, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:1.191, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:1.189, sens:0.236, spec:0.972, ppv:0.619, acc:0.853, f1:0.342, mcc:0.043, total+:21, total-:318\n", "@threshold:1.041, sens:0.291, spec:0.968, ppv:0.640, acc:0.858, f1:0.400, mcc:0.044, total+:25, total-:314\n", "@threshold:1.027, sens:0.309, spec:0.968, ppv:0.654, acc:0.861, f1:0.420, mcc:0.046, total+:26, total-:313\n", "@threshold:0.982, sens:0.327, spec:0.965, ppv:0.643, acc:0.861, f1:0.434, mcc:0.042, total+:28, total-:311\n", "@threshold:0.974, sens:0.345, spec:0.965, ppv:0.655, acc:0.864, f1:0.452, mcc:0.044, total+:29, total-:310\n", "@threshold:0.969, sens:0.345, spec:0.961, ppv:0.633, acc:0.861, f1:0.447, mcc:0.039, total+:30, total-:309\n", "@threshold:0.797, sens:0.364, spec:0.951, ppv:0.588, acc:0.855, f1:0.449, mcc:0.030, total+:34, total-:305\n", "@threshold:0.791, sens:0.364, spec:0.947, ppv:0.571, acc:0.853, f1:0.444, mcc:0.027, total+:35, total-:304\n", "@threshold:0.785, sens:0.382, spec:0.944, ppv:0.568, acc:0.853, f1:0.457, mcc:0.026, total+:37, total-:302\n", "@threshold:0.779, sens:0.382, spec:0.940, ppv:0.553, acc:0.850, f1:0.452, mcc:0.024, total+:38, total-:301\n", "@threshold:0.718, sens:0.400, spec:0.937, ppv:0.550, acc:0.850, f1:0.463, mcc:0.023, total+:40, total-:299\n", "@threshold:0.712, sens:0.400, spec:0.933, ppv:0.537, acc:0.847, f1:0.458, mcc:0.022, total+:41, total-:298\n", "@threshold:0.700, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.689, sens:0.418, spec:0.930, ppv:0.535, acc:0.847, f1:0.469, mcc:0.021, total+:43, total-:296\n", "@threshold:0.681, sens:0.436, spec:0.930, ppv:0.545, acc:0.850, f1:0.485, mcc:0.022, total+:44, total-:295\n", "@threshold:0.658, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.633, sens:0.436, spec:0.919, ppv:0.511, acc:0.841, f1:0.471, mcc:0.018, total+:47, total-:292\n", "@threshold:0.595, sens:0.455, spec:0.905, ppv:0.481, acc:0.832, f1:0.467, mcc:0.015, total+:52, total-:287\n", "@threshold:0.571, sens:0.455, spec:0.901, ppv:0.472, acc:0.829, f1:0.463, mcc:0.014, total+:53, total-:286\n", "@threshold:0.517, sens:0.473, spec:0.887, ppv:0.448, acc:0.820, f1:0.460, mcc:0.012, 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ppv:0.196, acc:0.336, f1:0.328, mcc:0.002, total+:280, total-:59\n", "@threshold:-0.505, sens:1.000, spec:0.194, ppv:0.194, acc:0.324, f1:0.324, mcc:0.002, total+:284, total-:55\n", "@threshold:-0.520, sens:1.000, spec:0.183, ppv:0.192, acc:0.316, f1:0.322, mcc:0.002, total+:287, total-:52\n", "@threshold:-0.847, sens:1.000, spec:0.081, ppv:0.174, acc:0.230, f1:0.296, mcc:0.002, total+:316, total-:23\n", "@threshold:-0.847, sens:1.000, spec:0.077, ppv:0.174, acc:0.227, f1:0.296, mcc:0.002, total+:317, total-:22\n", "@threshold:-0.918, sens:1.000, spec:0.063, ppv:0.171, acc:0.215, f1:0.293, mcc:0.002, total+:321, total-:18\n", "@threshold:-0.920, sens:1.000, spec:0.060, ppv:0.171, acc:0.212, f1:0.292, mcc:0.002, total+:322, total-:17\n", "@threshold:-1.503, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-avg19to24 | coef 0.563 95% CI: [0.546 , 0.579] | OR_adj 1.755 [1.726 1.785] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "\n", "Vital : 0.562534627243\n", "Time to run analysis 0:00:34.327343\n", "Total Time elapsed 14:38:33.384579\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_19_24 randomforest regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.727, R^2 test: 0.123\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.414, R^2 test: 0.360\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.312, R^2 test: 0.389\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.286, R^2 test: 0.372\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.777, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.741, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.516, R^2 test: 0.123\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.371, R^2 test: 0.178\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.269, R^2 test: 0.198\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.251, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.770, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.757, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.771, R^2 test: 0.002\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.623, R^2 test: 0.028\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.462, R^2 test: 0.098\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.409, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.847, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.759, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.603, R^2 test: -0.092\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: 0.068\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.315, R^2 test: 0.217\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.282, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.761, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.758, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.767, R^2 test: 0.227\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.528, R^2 test: 0.297\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.340\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.345\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.876, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.735, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: 0.165\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.446, R^2 test: 0.262\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.336, R^2 test: 0.319\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.343\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.763, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.778, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.131\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.238\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: 0.226\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.410, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.752, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: -0.503\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: -0.357\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.429, R^2 test: -0.159\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: -0.164\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.699, Explained Variance Score Validation: -0.146\n", "AUC Test: 0.750, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.576, R^2 test: 0.131\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.416, R^2 test: 0.212\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.272, R^2 test: 0.290\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.248, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.745, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.739, R^2 test: -0.188\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.583, R^2 test: 0.015\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.469, R^2 test: 0.148\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.419, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.744, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.516, R^2 test: 0.157\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.407, R^2 test: 0.149\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.318, R^2 test: 0.193\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.291, R^2 test: 0.201\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.757, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.750, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.710, R^2 test: 0.053\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.531, R^2 test: 0.151\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.359, R^2 test: 0.249\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.714, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.870, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.757, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.709, R^2 test: 0.147\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.319\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: 0.391\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.353, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.781, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.746, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.697, R^2 test: -0.139\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: 0.058\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.409, R^2 test: 0.231\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.250\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.782, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.764, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.640, R^2 test: -0.176\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: 0.012\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.403, R^2 test: 0.104\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.810, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.784, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.705, R^2 test: -0.001\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.082\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.436, R^2 test: 0.149\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.767, Explained Variance Score Test: 0.283\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.746, R^2 test: 0.213\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.600, R^2 test: 0.296\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.479, R^2 test: 0.369\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: 0.360\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.738, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: -0.034\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.575, R^2 test: -0.066\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.443, R^2 test: -0.124\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.416, R^2 test: -0.139\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.678, Explained Variance Score Validation: -0.124\n", "AUC Test: 0.750, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.631, R^2 test: 0.194\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.444, R^2 test: 0.276\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.291, R^2 test: 0.305\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.239, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.756, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.744, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.635, R^2 test: 0.158\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: 0.185\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.437, R^2 test: 0.219\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.419, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.759, Explained Variance Score Test: 0.293\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.568, R^2 test: -0.046\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.417, R^2 test: 0.053\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.331, R^2 test: 0.137\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.743, Explained Variance Score Test: 0.299\n", "\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: 0.013\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.138\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.228\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.328, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.769, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.712, R^2 test: -0.689\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.525, R^2 test: -0.250\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: -0.005\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.043\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.798, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.673, R^2 test: 0.136\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.473, R^2 test: 0.266\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.325\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.279, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.769, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.770, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.641, R^2 test: -0.035\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.505, R^2 test: 0.055\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.319, R^2 test: 0.242\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.270, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.797, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.752, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.692, R^2 test: 0.198\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.572, R^2 test: 0.204\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.417, R^2 test: 0.257\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.741, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.574, R^2 test: -0.230\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.408, R^2 test: -0.102\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.008\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.273, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.774, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.734, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.615, R^2 test: 0.156\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.454, R^2 test: 0.185\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.346, R^2 test: 0.224\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.829, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.762, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: 0.130\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.410, R^2 test: 0.226\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.295, R^2 test: 0.262\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.263, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.758, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.761, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: -0.207\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.569, R^2 test: -0.041\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.429, R^2 test: 0.075\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.396, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.740, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.746, R^2 test: 0.141\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.605, R^2 test: 0.154\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.445, R^2 test: 0.180\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.416, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.878, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.744, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.660, R^2 test: -0.010\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.427, R^2 test: 0.209\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.293, R^2 test: 0.259\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.257, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.765, Explained Variance Score Test: 0.296\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: -0.062\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: -0.005\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: -0.001\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.327, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.327\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.745, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.544, R^2 test: 0.169\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.398, R^2 test: 0.213\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.271, R^2 test: 0.260\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.231, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.753, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.748, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.627, R^2 test: 0.133\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.408, R^2 test: 0.296\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: 0.376\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.244, R^2 test: 0.369\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.753, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.660, R^2 test: 0.090\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.490, R^2 test: 0.114\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.358, R^2 test: 0.165\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.337, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.768, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.620, R^2 test: 0.297\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.447, R^2 test: 0.213\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.325, R^2 test: 0.381\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.283, R^2 test: 0.399\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.400\n", "AUC Test: 0.745, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.645, R^2 test: -0.036\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.508, R^2 test: 0.111\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.337, R^2 test: 0.163\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.765, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.680, R^2 test: 0.143\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.514, R^2 test: 0.165\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.368, R^2 test: 0.202\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.314, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.840, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.765, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.738, R^2 test: -0.107\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.559, R^2 test: 0.020\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.375, R^2 test: 0.148\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.321, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.782, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.816, R^2 test: -0.022\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.622, R^2 test: 0.087\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.089\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.368, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.774, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.651, R^2 test: 0.310\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: 0.367\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.411, R^2 test: 0.347\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.374, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.729, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.494, R^2 test: -0.141\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.359, R^2 test: -0.060\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: 0.015\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.259, R^2 test: 0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.516, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.732, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.557, R^2 test: -0.049\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: 0.026\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.375, R^2 test: 0.057\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: 0.090\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.771, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: -0.116\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.470, R^2 test: -0.021\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.344, R^2 test: 0.093\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.083\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.750, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.711, R^2 test: 0.095\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.490, R^2 test: 0.099\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.320, R^2 test: 0.108\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.285, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.736, Explained Variance Score Test: 0.157\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.630, R^2 test: -0.017\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.420, R^2 test: -0.080\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.334, R^2 test: 0.022\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.808, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.798, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.625, R^2 test: 0.042\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.514, R^2 test: 0.071\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.414, R^2 test: 0.107\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.371, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.760, Explained Variance Score Test: 0.273\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.668, R^2 test: 0.227\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.552, R^2 test: 0.290\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: 0.261\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.421, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.760, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.688, R^2 test: 0.247\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.548, R^2 test: 0.331\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.342\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.831, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.741, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.586, R^2 test: 0.066\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.442, R^2 test: 0.167\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.333, R^2 test: 0.222\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.308, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.714, Explained Variance Score Test: 0.144\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.699, R^2 test: 0.011\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.513, R^2 test: 0.181\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.334\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.296, R^2 test: 0.348\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.835, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.348\n", "AUC Test: 0.757, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.567, R^2 test: 0.143\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.359, R^2 test: 0.113\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.255, R^2 test: 0.168\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.218, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.772, Explained Variance Score Train: 0.218\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.752, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.602, R^2 test: 0.052\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.453, R^2 test: 0.108\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.314, R^2 test: 0.130\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.278, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.746, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.768, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.621, R^2 test: 0.203\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.469, R^2 test: 0.221\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.341, R^2 test: 0.243\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.760, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.544, R^2 test: -0.052\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.393, R^2 test: 0.075\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.235, R^2 test: 0.110\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.195, R^2 test: 0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.742, Explained Variance Score Train: 0.195\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.762, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.712, R^2 test: 0.068\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: 0.206\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.309, R^2 test: 0.293\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.273, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.767, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.750, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.643, R^2 test: 0.250\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.458, R^2 test: 0.280\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.305, R^2 test: 0.331\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.274, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.758, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.908, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.764, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.623, R^2 test: -0.067\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.478, R^2 test: 0.016\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.345, R^2 test: 0.127\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.141\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.760, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.691, R^2 test: -0.441\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.585, R^2 test: -0.232\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.457, R^2 test: -0.032\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.865, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.062\n", "AUC Test: 0.756, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.762, R^2 test: -0.066\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.587, R^2 test: 0.058\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.451, R^2 test: 0.098\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.386, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.769, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.617, R^2 test: 0.072\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: 0.112\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.362, R^2 test: 0.155\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.741, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.736, R^2 test: 0.221\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.221\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.367, R^2 test: 0.274\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.338, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.873, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.747, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.609, R^2 test: 0.124\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.381, R^2 test: 0.168\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.270, R^2 test: 0.151\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.238, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.775, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.775, Explained Variance Score Test: 0.287\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.675, R^2 test: 0.010\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.540, R^2 test: 0.110\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.419, R^2 test: 0.232\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.754, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.714, R^2 test: 0.116\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.605, R^2 test: 0.117\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.501, R^2 test: 0.049\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: 0.060\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.839, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.758, Explained Variance Score Test: 0.225\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.615, R^2 test: -0.623\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.447, R^2 test: -0.324\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.293, R^2 test: -0.044\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.261, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.513, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.777, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.712, R^2 test: -0.262\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.578, R^2 test: -0.082\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.425, R^2 test: 0.004\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.395, R^2 test: 0.000\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.729, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.680, R^2 test: 0.375\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: 0.404\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.440, R^2 test: 0.417\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.394, R^2 test: 0.419\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.744, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.722, R^2 test: -0.107\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.542, R^2 test: -0.017\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.075\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.344, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.814, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.778, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.679, R^2 test: -0.089\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.573, R^2 test: -0.090\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.454, R^2 test: -0.055\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.403, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.695, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.765, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.633, R^2 test: 0.059\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.428, R^2 test: 0.146\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.277, R^2 test: 0.191\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.240, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.709, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.749, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.648, R^2 test: 0.001\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.476, R^2 test: 0.132\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.328, R^2 test: 0.274\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.298, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.773, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.561, R^2 test: 0.232\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.414, R^2 test: 0.245\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.284, R^2 test: 0.245\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.255, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.896, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.732, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.648, R^2 test: -0.066\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: 0.060\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.387, R^2 test: 0.155\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.357, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.763, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.790, R^2 test: -0.098\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.577, R^2 test: 0.120\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.435, R^2 test: 0.229\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.396, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.757, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.022\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.038\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.396, R^2 test: 0.055\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.369, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.762, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.758, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.514, R^2 test: 0.105\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.408, R^2 test: 0.155\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.316, R^2 test: 0.233\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.296, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.773, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.589, R^2 test: 0.038\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.438, R^2 test: 0.114\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.162\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.271, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.751, Explained Variance Score Train: 0.271\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.736, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.653, R^2 test: 0.257\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.476, R^2 test: 0.282\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.332, R^2 test: 0.265\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.299, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.768, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.732, Explained Variance Score Test: 0.238\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.652, R^2 test: 0.113\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.167\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.199\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.310, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.723, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.760, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.688, R^2 test: -0.149\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: 0.195\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.344, R^2 test: 0.235\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.789, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.703, R^2 test: 0.080\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.559, R^2 test: 0.176\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.422, R^2 test: 0.240\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.802, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.776, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.602, R^2 test: -0.199\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.444, R^2 test: -0.008\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.324, R^2 test: 0.089\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.301, R^2 test: 0.131\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.773, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: 0.231\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.612, R^2 test: 0.239\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.457, R^2 test: 0.224\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.826, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.775, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.562, R^2 test: 0.113\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.443, R^2 test: 0.106\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.334, R^2 test: 0.142\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.302, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.795, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.764, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.535, R^2 test: -0.331\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.414, R^2 test: -0.287\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.321, R^2 test: -0.121\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.303, R^2 test: -0.086\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.601, Explained Variance Score Validation: -0.118\n", "AUC Test: 0.734, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: 0.099\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.628, R^2 test: 0.173\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.481, R^2 test: 0.300\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.426, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.756, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.657, R^2 test: -0.240\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.093\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.067\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.344, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.751, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.583, R^2 test: 0.143\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.394, R^2 test: 0.188\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.288, R^2 test: 0.208\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.262, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.288\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.796, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.659, R^2 test: 0.208\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: 0.258\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.333, R^2 test: 0.289\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.313, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.812, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.762, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.621, R^2 test: 0.154\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.482, R^2 test: 0.151\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.365, R^2 test: 0.180\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.778, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.760, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.644, R^2 test: 0.080\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.513, R^2 test: 0.121\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.390, R^2 test: 0.131\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.367, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.753, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.703, R^2 test: 0.253\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.583, R^2 test: 0.278\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.470, R^2 test: 0.303\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.444, R^2 test: 0.298\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.769, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.661, R^2 test: 0.111\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.160\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.441, R^2 test: 0.241\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.869, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.764, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.599, R^2 test: 0.032\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.451, R^2 test: 0.110\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.311, R^2 test: 0.174\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.279, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.763, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.714, Explained Variance Score Test: 0.151\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.650, R^2 test: -0.043\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.495, R^2 test: 0.093\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.363, R^2 test: 0.171\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: 0.166\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.749, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.787, R^2 test: 0.122\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.572, R^2 test: 0.089\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.423, R^2 test: 0.205\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.386, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.773, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.789, R^2 test: 0.195\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.603, R^2 test: 0.278\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.432, R^2 test: 0.311\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.387, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.860, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.749, Explained Variance Score Test: 0.266\n", "\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.662, R^2 test: -0.633\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.385\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.402, R^2 test: -0.169\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.354, R^2 test: -0.068\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.778, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.718, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.742, Explained Variance Score Test: 0.265\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.733 95% CI: [0.720 , 0.747]\n", "->AUC test: 0.756 95% CI: [0.753 , 0.760]\n", "->R^2 validation: 0.202 95% CI: [0.179 , 0.224]\n", "->R^2 test: 0.264 95% CI: [0.258 , 0.270]\n", "->Explained Variance validation: 0.191 95% CI: [0.168 , 0.214]\n", "->Explained Variance test: 0.261 95% CI: [0.254 , 0.267]\n", "Test set metrics:\n", "@threshold:0.985, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.984, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:0.984, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:0.982, sens:0.036, spec:0.989, ppv:0.400, acc:0.835, f1:0.067, mcc:0.029, total+:5, total-:334\n", "@threshold:0.980, sens:0.036, spec:0.986, ppv:0.333, acc:0.832, f1:0.066, mcc:0.017, total+:6, total-:333\n", "@threshold:0.977, sens:0.036, spec:0.979, ppv:0.250, acc:0.826, f1:0.063, mcc:0.007, total+:8, total-:331\n", "@threshold:0.977, sens:0.055, spec:0.979, ppv:0.333, acc:0.829, f1:0.094, mcc:0.014, total+:9, total-:330\n", "@threshold:0.974, sens:0.073, spec:0.972, ppv:0.333, acc:0.826, f1:0.119, mcc:0.012, total+:12, total-:327\n", "@threshold:0.967, sens:0.091, spec:0.968, ppv:0.357, acc:0.826, f1:0.145, mcc:0.013, total+:14, total-:325\n", "@threshold:0.821, sens:0.091, spec:0.944, ppv:0.238, acc:0.805, f1:0.132, mcc:0.004, total+:21, total-:318\n", "@threshold:0.811, sens:0.091, spec:0.940, ppv:0.227, acc:0.802, f1:0.130, mcc:0.003, total+:22, total-:317\n", "@threshold:0.810, sens:0.109, spec:0.940, ppv:0.261, acc:0.805, f1:0.154, mcc:0.005, total+:23, total-:316\n", "@threshold:0.797, sens:0.145, spec:0.937, ppv:0.308, acc:0.808, f1:0.198, mcc:0.007, total+:26, total-:313\n", "@threshold:0.793, sens:0.164, spec:0.933, ppv:0.321, acc:0.808, f1:0.217, mcc:0.008, total+:28, total-:311\n", "@threshold:0.791, sens:0.164, spec:0.930, ppv:0.310, acc:0.805, f1:0.214, mcc:0.007, total+:29, total-:310\n", "@threshold:0.779, sens:0.164, spec:0.923, ppv:0.290, acc:0.799, f1:0.209, mcc:0.006, total+:31, total-:308\n", "@threshold:0.767, sens:0.455, spec:0.891, ppv:0.446, acc:0.820, f1:0.450, mcc:0.012, total+:56, total-:283\n", "@threshold:0.371, sens:0.473, spec:0.884, ppv:0.441, acc:0.817, f1:0.456, mcc:0.012, total+:59, total-:280\n", "@threshold:0.369, sens:0.473, spec:0.880, ppv:0.433, acc:0.814, f1:0.452, mcc:0.011, total+:60, total-:279\n", "@threshold:0.298, sens:0.673, spec:0.658, ppv:0.276, acc:0.661, f1:0.392, mcc:0.003, total+:134, total-:205\n", "@threshold:0.130, sens:0.691, spec:0.641, ppv:0.271, acc:0.649, f1:0.390, mcc:0.003, total+:140, total-:199\n", "@threshold:0.128, sens:0.691, spec:0.623, ppv:0.262, acc:0.634, f1:0.380, mcc:0.003, total+:145, total-:194\n", "@threshold:0.111, sens:0.691, spec:0.613, ppv:0.257, acc:0.625, f1:0.374, mcc:0.003, total+:148, total-:191\n", "@threshold:0.052, sens:0.691, spec:0.609, ppv:0.255, acc:0.622, f1:0.373, mcc:0.003, total+:149, total-:190\n", "@threshold:0.046, sens:0.709, spec:0.602, ppv:0.257, acc:0.619, f1:0.377, mcc:0.003, total+:152, total-:187\n", "@threshold:0.043, sens:0.709, spec:0.599, ppv:0.255, 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"@threshold:-0.366, sens:0.964, spec:0.158, ppv:0.182, acc:0.289, f1:0.305, mcc:0.001, total+:292, total-:47\n", "@threshold:-0.369, sens:0.982, spec:0.158, ppv:0.184, acc:0.292, f1:0.310, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.370, sens:0.982, spec:0.155, ppv:0.184, acc:0.289, f1:0.309, mcc:0.002, total+:294, total-:45\n", "@threshold:-0.574, sens:1.000, spec:0.113, ppv:0.179, acc:0.257, f1:0.304, mcc:0.002, total+:307, total-:32\n", "@threshold:-0.582, sens:1.000, spec:0.109, ppv:0.179, acc:0.254, f1:0.303, mcc:0.002, total+:308, total-:31\n", "@threshold:-0.833, sens:1.000, spec:0.099, ppv:0.177, acc:0.245, f1:0.301, mcc:0.002, total+:311, total-:28\n", "@threshold:-0.909, sens:1.000, spec:0.095, ppv:0.176, acc:0.242, f1:0.300, mcc:0.002, total+:312, total-:27\n", "@threshold:-0.909, sens:1.000, spec:0.088, ppv:0.175, acc:0.236, f1:0.298, mcc:0.002, total+:314, total-:25\n", "@threshold:-0.940, sens:1.000, spec:0.067, ppv:0.172, acc:0.218, f1:0.293, mcc:0.002, total+:320, total-:19\n", "@threshold:-0.940, sens:1.000, spec:0.063, ppv:0.171, acc:0.215, f1:0.293, mcc:0.002, total+:321, total-:18\n", "@threshold:-0.941, sens:1.000, spec:0.049, ppv:0.169, acc:0.204, f1:0.289, mcc:0.002, total+:325, total-:14\n", "@threshold:-0.941, sens:1.000, spec:0.039, ppv:0.168, acc:0.195, f1:0.287, mcc:0.001, total+:328, total-:11\n", "\n", "* Vital: BMI-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:02.546415\n", "Total Time elapsed 14:44:35.931642\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_19_24 gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.220\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.220\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.272, R^2 test: 0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.725, Explained Variance Score Test: 0.140\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.309\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.309\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.296, R^2 test: 0.309\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.684, Explained Variance Score Test: 0.240\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: 0.170\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.144\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.350, R^2 test: 0.157\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.715, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.704, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.094\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.094\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.094\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.768, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.737, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.168\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.168\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.168\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.705, Explained Variance Score Test: 0.166\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.263, R^2 test: 0.012\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.263, R^2 test: 0.012\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.263, R^2 test: 0.012\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.772, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.549, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.732, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: -0.017\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: -0.017\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.279, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.752, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.741, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.094\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.094\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.094\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.800, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.690, Explained Variance Score Test: 0.117\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.252\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.252\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.252\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.776, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.701, Explained Variance Score Test: 0.126\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.105\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.109\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.109\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.766, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.220\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.220\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.220\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.846, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.730, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: 0.121\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: 0.121\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.743, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.022\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.022\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.744, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.492, R^2 test: 0.281\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.492, R^2 test: 0.281\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.492, R^2 test: 0.281\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.860, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.875, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.760, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: 0.072\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: 0.072\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.398, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.762, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.743, Explained Variance Score Test: 0.260\n", "\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.399, R^2 test: 0.286\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.396, R^2 test: 0.286\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.397, R^2 test: 0.286\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.751, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.710, Explained Variance Score Test: 0.123\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.091\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.091\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.425, R^2 test: 0.091\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.749, Explained Variance Score Test: 0.210\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.090\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.090\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.090\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.738, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.752, Explained Variance Score Test: 0.160\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.261\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.261\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.261\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.802, Explained Variance Score Train: 0.535\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.747, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.086\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.086\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.086\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.744, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.056\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.417, R^2 test: 0.053\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.417, R^2 test: 0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.746, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.088\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.088\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.481, R^2 test: -0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.890, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.738, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.001\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.418, R^2 test: -0.003\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.446, R^2 test: -0.011\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.580, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.657, Explained Variance Score Test: 0.091\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.093\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.093\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.108\n", "AUC Test: 0.738, Explained Variance Score Test: 0.173\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.028\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.028\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.028\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.739, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.156\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.124\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.423, R^2 test: 0.123\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.790, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.771, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.137\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.134\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: 0.134\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.703, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.669, Explained Variance Score Test: 0.106\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.205\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.207\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.776, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.771, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.034\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.512, R^2 test: -0.030\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.512, R^2 test: -0.030\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.705, Explained Variance Score Test: 0.156\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.503, R^2 test: 0.205\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: 0.205\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: 0.205\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.830, Explained Variance Score Train: 0.531\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.758, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.293, R^2 test: 0.142\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.184\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.302, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.773, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.756, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.275, R^2 test: 0.081\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.276, R^2 test: 0.081\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.321, R^2 test: 0.083\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.782, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.741, Explained Variance Score Test: 0.242\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.473, R^2 test: 0.157\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.500, R^2 test: 0.142\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.777, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.730, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.255\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.255\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.255\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.779, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.699, Explained Variance Score Test: 0.077\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.058\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.058\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.109\n", "AUC Test: 0.753, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.217\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.217\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.217\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.721, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.121\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.121\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.719, Explained Variance Score Test: 0.187\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.093\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.093\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.363, R^2 test: 0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.744, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: 0.140\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: 0.140\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.245, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.718, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.741, Explained Variance Score Test: 0.199\n", "\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.113\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.113\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.294, R^2 test: 0.113\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.742, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.773, Explained Variance Score Test: 0.241\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.464, R^2 test: 0.176\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.464, R^2 test: 0.176\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.464, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.723, Explained Variance Score Test: 0.146\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.015\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.015\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.451, R^2 test: -0.015\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.848, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.703, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.796, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.053\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.053\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.369, R^2 test: -0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.748, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.714, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.456, R^2 test: 0.374\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.516, R^2 test: 0.381\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.516, R^2 test: 0.380\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.784, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.416\n", "AUC Test: 0.742, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.170, R^2 test: 0.079\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.170, R^2 test: 0.079\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.170, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.760, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.737, Explained Variance Score Test: 0.177\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.180\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.180\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.180\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.806, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.743, Explained Variance Score Test: 0.190\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.142\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.136\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.720, Explained Variance Score Test: 0.124\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.533, R^2 test: 0.056\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: 0.056\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.531, R^2 test: 0.043\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.547\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.761, Explained Variance Score Test: 0.276\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.355\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.355\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.355\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.731, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.230, R^2 test: 0.072\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.230, R^2 test: 0.072\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.230, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.759, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: 0.253\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: 0.253\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: 0.253\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.754, Explained Variance Score Test: 0.263\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: 0.193\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: 0.193\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: 0.193\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.887, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.745, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.182\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.182\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.291, R^2 test: 0.182\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.861, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.753, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: -0.132\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: -0.132\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: -0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.652, Explained Variance Score Validation: -0.114\n", "AUC Test: 0.698, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.332, R^2 test: 0.449\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.332, R^2 test: 0.449\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.332, R^2 test: 0.449\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.491\n", "AUC Test: 0.756, Explained Variance Score Test: 0.210\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.335\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.335\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.412, R^2 test: 0.335\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.369\n", "AUC Test: 0.773, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.506, R^2 test: 0.028\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: 0.022\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: 0.022\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.769, Explained Variance Score Train: 0.529\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.746, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.128\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.128\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.305, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.735, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: -0.007\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: -0.008\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: -0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.877, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.734, Explained Variance Score Test: 0.096\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.313, R^2 test: 0.296\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.313, R^2 test: 0.296\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.313, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.771, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.326, R^2 test: 0.150\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: 0.150\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.327, R^2 test: 0.150\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.922, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.763, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.213\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.213\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.749, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.384, R^2 test: 0.169\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.145\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.145\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.708, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.407, R^2 test: 0.185\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.185\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.408, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.781, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.740, Explained Variance Score Test: 0.266\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.535, R^2 test: 0.077\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.535, R^2 test: 0.077\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.535, R^2 test: 0.077\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.839, Explained Variance Score Train: 0.550\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.090\n", "AUC Test: 0.754, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.257\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.255\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.255\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.771, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.925, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.754, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.248\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.248\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.338, R^2 test: 0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.800, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.773, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.234\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.234\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.234\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.812, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.757, Explained Variance Score Test: 0.253\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.213\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.213\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.213\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.688, Explained Variance Score Test: 0.097\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.040\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.040\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: 0.040\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.833, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.735, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.265\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.265\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.323, R^2 test: 0.265\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.750, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.249, R^2 test: 0.072\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.072\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.254, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.747, Explained Variance Score Train: 0.277\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.624, Explained Variance Score Test: 0.068\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.173, R^2 test: -0.029\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.173, R^2 test: -0.029\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.173, R^2 test: -0.029\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.768, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.723, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: -0.110\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: -0.110\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.462, R^2 test: -0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.832, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.099\n", "AUC Test: 0.748, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.048\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.048\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.048\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.731, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.083\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.083\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.371, R^2 test: 0.083\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.761, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.715, Explained Variance Score Test: 0.194\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.232\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.232\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.325, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.809, Explained Variance Score Train: 0.346\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.725, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.345, R^2 test: 0.139\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.349, R^2 test: 0.139\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.349, R^2 test: 0.139\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.787, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.737, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.422, R^2 test: 0.233\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.431\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.736, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.447, R^2 test: 0.023\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.000\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.739, Explained Variance Score Test: 0.252\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.021\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.021\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.377, R^2 test: 0.021\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.804, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.727, Explained Variance Score Test: 0.162\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.264\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.335, R^2 test: 0.256\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.240\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.807, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.704, Explained Variance Score Test: 0.170\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.103\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.103\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.103\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.737, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.210\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.130\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.130\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.767, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.055\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.055\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.255, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.788, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.734, Explained Variance Score Test: 0.166\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.459, R^2 test: 0.212\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.459, R^2 test: 0.212\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.459, R^2 test: 0.212\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.862, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.737, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.035\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.035\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.049\n", "AUC Test: 0.752, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.251\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.251\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.372, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.771, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.269\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.264\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.379, R^2 test: 0.264\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.831, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.717, Explained Variance Score Test: 0.153\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: -0.092\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: -0.093\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: -0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.777, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.607, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.715, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.458, R^2 test: -0.002\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.458, R^2 test: -0.002\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.458, R^2 test: -0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.792, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.697, Explained Variance Score Test: 0.131\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.224\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.295, R^2 test: 0.199\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.295, R^2 test: 0.198\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.758, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.724, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.063\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.063\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.180, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.779, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.727, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.225\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.225\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.764, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.741, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.243\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.243\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.333, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.738, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.148\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.148\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.190, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.735, Explained Variance Score Train: 0.225\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.738, Explained Variance Score Test: 0.233\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.426, R^2 test: 0.118\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.426, R^2 test: 0.118\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.426, R^2 test: 0.118\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.897, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.717, Explained Variance Score Test: 0.207\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.493, R^2 test: 0.210\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.493, R^2 test: 0.210\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.493, R^2 test: 0.210\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.530\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.748, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.062\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.062\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: 0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.732, Explained Variance Score Test: 0.130\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.180\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.180\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.778, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.767, Explained Variance Score Test: 0.298\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.714 95% CI: [0.700 , 0.728]\n", "->AUC test: 0.735 95% CI: [0.730 , 0.740]\n", "->R^2 validation: 0.173 95% CI: [0.151 , 0.196]\n", "->R^2 test: 0.217 95% CI: [0.205 , 0.229]\n", "->Explained Variance validation: 0.136 95% CI: [0.114 , 0.158]\n", "->Explained Variance test: 0.186 95% CI: [0.173 , 0.200]\n", "Test set metrics:\n", "@threshold:3.180, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.180, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.824, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:1.236, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:1.003, sens:0.127, spec:0.989, ppv:0.700, acc:0.850, f1:0.215, mcc:0.092, total+:10, total-:329\n", "@threshold:0.997, sens:0.164, spec:0.982, ppv:0.643, acc:0.850, f1:0.261, mcc:0.059, total+:14, total-:325\n", "@threshold:0.996, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:0.668, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.496, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.490, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.311, sens:0.255, spec:0.965, ppv:0.583, acc:0.850, f1:0.354, mcc:0.034, total+:24, total-:315\n", "@threshold:0.242, sens:0.255, spec:0.958, ppv:0.538, acc:0.844, f1:0.346, mcc:0.027, total+:26, total-:313\n", "@threshold:0.168, sens:0.273, spec:0.947, ppv:0.500, acc:0.838, f1:0.353, mcc:0.021, total+:30, total-:309\n", "@threshold:0.166, sens:0.291, spec:0.940, ppv:0.485, acc:0.835, f1:0.364, mcc:0.019, total+:33, total-:306\n", "@threshold:0.117, sens:0.327, spec:0.908, ppv:0.409, acc:0.814, f1:0.364, mcc:0.011, total+:44, total-:295\n", "@threshold:0.112, sens:0.345, spec:0.901, ppv:0.404, acc:0.811, f1:0.373, mcc:0.011, total+:47, total-:292\n", "@threshold:0.024, sens:0.364, spec:0.891, ppv:0.392, acc:0.805, f1:0.377, mcc:0.010, total+:51, total-:288\n", "@threshold:0.015, sens:0.382, spec:0.891, ppv:0.404, acc:0.808, f1:0.393, mcc:0.010, total+:52, total-:287\n", "@threshold:-0.019, sens:0.400, spec:0.887, ppv:0.407, acc:0.808, f1:0.404, mcc:0.010, total+:54, total-:285\n", "@threshold:-0.033, sens:0.418, spec:0.870, ppv:0.383, acc:0.796, f1:0.400, mcc:0.009, total+:60, total-:279\n", "@threshold:-0.035, sens:0.436, spec:0.820, ppv:0.320, acc:0.758, f1:0.369, mcc:0.005, total+:75, total-:264\n", "@threshold:-0.093, sens:0.491, spec:0.789, ppv:0.310, acc:0.740, f1:0.380, mcc:0.005, total+:87, total-:252\n", "@threshold:-0.102, sens:0.491, spec:0.782, ppv:0.303, acc:0.735, f1:0.375, mcc:0.004, total+:89, total-:250\n", "@threshold:-0.123, sens:0.527, spec:0.757, ppv:0.296, acc:0.720, f1:0.379, mcc:0.004, total+:98, total-:241\n", "@threshold:-0.125, sens:0.527, spec:0.750, ppv:0.290, acc:0.714, f1:0.374, mcc:0.004, total+:100, total-:239\n", "@threshold:-0.149, sens:0.527, spec:0.704, ppv:0.257, acc:0.676, f1:0.345, mcc:0.003, total+:113, total-:226\n", "@threshold:-0.178, sens:0.527, spec:0.701, ppv:0.254, acc:0.673, f1:0.343, mcc:0.003, total+:114, total-:225\n", "@threshold:-0.194, sens:0.545, spec:0.697, ppv:0.259, acc:0.673, f1:0.351, mcc:0.003, total+:116, total-:223\n", "@threshold:-0.206, sens:0.618, spec:0.690, ppv:0.279, acc:0.678, f1:0.384, mcc:0.003, total+:122, total-:217\n", "@threshold:-0.224, sens:0.636, spec:0.680, ppv:0.278, acc:0.673, f1:0.387, mcc:0.003, total+:126, total-:213\n", "@threshold:-0.237, sens:0.636, spec:0.673, ppv:0.273, acc:0.667, f1:0.383, mcc:0.003, total+:128, total-:211\n", "@threshold:-0.247, sens:0.673, spec:0.665, ppv:0.280, acc:0.667, f1:0.396, mcc:0.003, total+:132, total-:207\n", "@threshold:-0.256, sens:0.673, spec:0.644, ppv:0.268, acc:0.649, f1:0.383, mcc:0.003, total+:138, total-:201\n", "@threshold:-0.262, sens:0.691, spec:0.641, ppv:0.271, acc:0.649, f1:0.390, mcc:0.003, total+:140, total-:199\n", "@threshold:-0.262, sens:0.691, spec:0.627, ppv:0.264, acc:0.637, f1:0.382, mcc:0.003, total+:144, total-:195\n", "@threshold:-0.263, sens:0.727, spec:0.609, ppv:0.265, acc:0.628, f1:0.388, mcc:0.003, total+:151, total-:188\n", "@threshold:-0.265, sens:0.764, spec:0.461, ppv:0.215, acc:0.510, f1:0.336, mcc:0.002, total+:195, total-:144\n", "@threshold:-0.268, sens:0.782, spec:0.401, ppv:0.202, acc:0.463, f1:0.321, mcc:0.001, total+:213, total-:126\n", "@threshold:-0.273, sens:0.982, spec:0.180, ppv:0.188, acc:0.310, f1:0.316, mcc:0.002, total+:287, total-:52\n", "@threshold:-0.316, sens:1.000, spec:0.169, ppv:0.189, acc:0.304, f1:0.318, mcc:0.002, total+:291, total-:48\n", "@threshold:-0.377, sens:1.000, spec:0.162, ppv:0.188, acc:0.298, f1:0.316, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.386, sens:1.000, spec:0.151, ppv:0.186, acc:0.289, f1:0.313, mcc:0.002, total+:296, total-:43\n", "@threshold:-0.450, sens:1.000, spec:0.137, ppv:0.183, acc:0.277, f1:0.310, mcc:0.002, total+:300, total-:39\n", "@threshold:-0.511, sens:1.000, spec:0.134, ppv:0.183, acc:0.274, f1:0.309, mcc:0.002, total+:301, total-:38\n", "@threshold:-0.562, sens:1.000, spec:0.109, ppv:0.179, acc:0.254, f1:0.303, mcc:0.002, total+:308, total-:31\n", "@threshold:-0.664, sens:1.000, spec:0.099, ppv:0.177, acc:0.245, f1:0.301, mcc:0.002, total+:311, total-:28\n", "@threshold:-0.675, sens:1.000, spec:0.085, ppv:0.175, acc:0.233, f1:0.297, mcc:0.002, total+:315, total-:24\n", "@threshold:-0.683, sens:1.000, spec:0.074, ppv:0.173, acc:0.224, f1:0.295, mcc:0.002, total+:318, total-:21\n", "@threshold:-0.717, sens:1.000, spec:0.060, ppv:0.171, acc:0.212, f1:0.292, mcc:0.002, total+:322, total-:17\n", "@threshold:-0.751, sens:1.000, spec:0.053, ppv:0.170, acc:0.206, f1:0.290, mcc:0.002, total+:324, total-:15\n", "@threshold:-0.843, sens:1.000, spec:0.025, ppv:0.166, acc:0.183, f1:0.284, mcc:0.001, total+:332, total-:7\n", "@threshold:-1.798, sens:1.000, spec:0.011, ppv:0.164, acc:0.171, f1:0.281, mcc:0.001, total+:336, total-:3\n", "\n", "* Vital: BMI-avg19to24 | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:01:57.940489\n", "Total Time elapsed 14:46:33.872611\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_latest lasso regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.183, R^2 test: 0.338\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.183, R^2 test: 0.335\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.183, R^2 test: 0.331\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.167, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.691, Explained Variance Score Train: 0.183\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.795, Explained Variance Score Test: 0.284\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.177, R^2 test: 0.155\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.177, R^2 test: 0.154\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.152\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.159, R^2 test: 0.108\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.699, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.795, Explained Variance Score Test: 0.274\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.286, R^2 test: 0.315\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.286, R^2 test: 0.314\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.286, R^2 test: 0.312\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.768, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.268, R^2 test: 0.312\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.268, R^2 test: 0.310\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.268, R^2 test: 0.308\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.242, R^2 test: 0.255\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.809, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.249, R^2 test: 0.450\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.249, R^2 test: 0.449\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.249, R^2 test: 0.448\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.419\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.761, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.458\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.298\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.187, R^2 test: 0.297\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.187, R^2 test: 0.296\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.175, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.726, Explained Variance Score Train: 0.188\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.795, Explained Variance Score Test: 0.286\n", "\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.297, R^2 test: 0.286\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.297, R^2 test: 0.287\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.297, R^2 test: 0.288\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.695, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.323, R^2 test: 0.136\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.323, R^2 test: 0.137\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.323, R^2 test: 0.137\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.743, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.244, R^2 test: 0.231\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.244, R^2 test: 0.232\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.244, R^2 test: 0.234\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.683, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.220, R^2 test: 0.337\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.336\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.220, R^2 test: 0.334\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.766, Explained Variance Score Train: 0.220\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.795, Explained Variance Score Test: 0.288\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.145\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.148\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.151\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.333, R^2 test: 0.185\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.333, R^2 test: 0.186\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.333, R^2 test: 0.186\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.796, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.232, R^2 test: 0.215\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.232, R^2 test: 0.216\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.232, R^2 test: 0.216\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.795, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.261, R^2 test: 0.311\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.261, R^2 test: 0.310\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.261, R^2 test: 0.308\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.762, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.325, R^2 test: 0.188\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.325, R^2 test: 0.191\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.325, R^2 test: 0.194\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.791, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.119, R^2 test: 0.231\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.119, R^2 test: 0.229\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.119, R^2 test: 0.226\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.100, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.717, Explained Variance Score Train: 0.119\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.795, Explained Variance Score Test: 0.257\n", "\n", "\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.313, R^2 test: 0.192\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.313, R^2 test: 0.194\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.313, R^2 test: 0.196\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.788, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.360, R^2 test: 0.095\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.359, R^2 test: 0.097\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.359, R^2 test: 0.099\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.125\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.290, R^2 test: 0.263\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.290, R^2 test: 0.262\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.290, R^2 test: 0.262\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.754, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.795, Explained Variance Score Test: 0.291\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.178\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.179\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.181\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.859, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.795, Explained Variance Score Test: 0.288\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.362, R^2 test: 0.056\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.362, R^2 test: 0.059\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.362, R^2 test: 0.061\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.098\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.770, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.062\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.218\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.220\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.255, R^2 test: 0.222\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.718, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.419\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.417\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.415\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.244, R^2 test: 0.364\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.763, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.429\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.226, R^2 test: 0.215\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.226, R^2 test: 0.216\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.226, R^2 test: 0.216\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.214, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.719, Explained Variance Score Train: 0.226\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.795, Explained Variance Score Test: 0.293\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.194\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.196\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.282, R^2 test: 0.198\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.264, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.686, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.795, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.259, R^2 test: 0.231\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.230\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.230\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.725, Explained Variance Score Train: 0.259\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.795, Explained Variance Score Test: 0.286\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.234, R^2 test: 0.206\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.234, R^2 test: 0.206\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.206\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.218, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.772, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.795, Explained Variance Score Test: 0.291\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.370\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.368\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.366\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.322\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.757, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.353, R^2 test: 0.178\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.353, R^2 test: 0.180\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.353, R^2 test: 0.181\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.825, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.272, R^2 test: 0.440\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.272, R^2 test: 0.438\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.272, R^2 test: 0.436\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.391\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.272\n", "AUC Validation: 0.882, Explained Variance Score Validation: 0.442\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.151\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.152\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.153\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.166\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.811, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.364\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.363\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.362\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.335\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.289, R^2 test: 0.313\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.289, R^2 test: 0.313\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.289, R^2 test: 0.313\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.730, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.332\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.063\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.066\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.280, R^2 test: 0.068\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.106\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.732, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.795, Explained Variance Score Test: 0.293\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.312, R^2 test: 0.061\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.312, R^2 test: 0.065\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.312, R^2 test: 0.069\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.126\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.795, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.402, R^2 test: 0.182\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.402, R^2 test: 0.183\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.402, R^2 test: 0.185\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.189, R^2 test: 0.300\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.189, R^2 test: 0.299\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.189, R^2 test: 0.298\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.172, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.764, Explained Variance Score Train: 0.189\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.795, Explained Variance Score Test: 0.281\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.267, R^2 test: 0.175\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.267, R^2 test: 0.176\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.267, R^2 test: 0.178\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.187\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.764, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.263, R^2 test: 0.324\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.263, R^2 test: 0.323\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.263, R^2 test: 0.322\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.791, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.156, R^2 test: 0.363\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.156, R^2 test: 0.359\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.156, R^2 test: 0.354\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.136, R^2 test: 0.257\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.679, Explained Variance Score Train: 0.156\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.795, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.110\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.112\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.115\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.201, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.710, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.346, R^2 test: 0.037\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.346, R^2 test: 0.043\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.345, R^2 test: 0.051\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.257, R^2 test: 0.161\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.257, R^2 test: 0.161\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.161\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.155\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.757, Explained Variance Score Train: 0.257\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.183, R^2 test: 0.234\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.183, R^2 test: 0.232\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.183, R^2 test: 0.229\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.167, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.673, Explained Variance Score Train: 0.183\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.795, Explained Variance Score Test: 0.274\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.282, R^2 test: 0.268\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.282, R^2 test: 0.268\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.282, R^2 test: 0.268\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.688, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.273, R^2 test: 0.342\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.273, R^2 test: 0.341\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.273, R^2 test: 0.339\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.257, R^2 test: 0.296\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.768, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.355\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.354\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.354\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.219, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.728, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.262, R^2 test: 0.258\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.262, R^2 test: 0.259\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.262, R^2 test: 0.259\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.254, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.760, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.222\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.258, R^2 test: 0.222\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.257, R^2 test: 0.222\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.247, R^2 test: 0.207\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.700, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.345, R^2 test: 0.229\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.345, R^2 test: 0.230\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.344, R^2 test: 0.231\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.236\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.828, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.396, R^2 test: 0.252\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.396, R^2 test: 0.254\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.256\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.319, R^2 test: 0.338\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.319, R^2 test: 0.337\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.319, R^2 test: 0.336\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.300, R^2 test: 0.301\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.736, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.239, R^2 test: 0.294\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.239, R^2 test: 0.292\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.290\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.712, Explained Variance Score Train: 0.239\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.795, Explained Variance Score Test: 0.290\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.319, R^2 test: 0.382\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.319, R^2 test: 0.380\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.319, R^2 test: 0.379\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.341\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.798, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.795, Explained Variance Score Test: 0.293\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.234, R^2 test: 0.222\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.234, R^2 test: 0.222\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.234, R^2 test: 0.222\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.216, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.727, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.233, R^2 test: 0.303\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.233, R^2 test: 0.302\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.233, R^2 test: 0.301\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.223, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.233\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.124\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.258, R^2 test: 0.125\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.258, R^2 test: 0.127\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.767, Explained Variance Score Train: 0.258\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.312, R^2 test: 0.361\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.312, R^2 test: 0.360\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.312, R^2 test: 0.358\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.756, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.268, R^2 test: -0.069\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.268, R^2 test: -0.066\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.268, R^2 test: -0.062\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.256, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.685, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.309, R^2 test: 0.342\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.309, R^2 test: 0.341\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.309, R^2 test: 0.340\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.833, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.240\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.239\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.239\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.229, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.731, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.795, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.326, R^2 test: -0.480\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.326, R^2 test: -0.471\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.326, R^2 test: -0.460\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.317, R^2 test: -0.276\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.767, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.672, Explained Variance Score Validation: -0.449\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.281, R^2 test: 0.286\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.281, R^2 test: 0.285\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.281, R^2 test: 0.284\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.774, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.395, R^2 test: 0.175\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.395, R^2 test: 0.176\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.395, R^2 test: 0.177\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.311, R^2 test: 0.119\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.311, R^2 test: 0.122\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.311, R^2 test: 0.125\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.339, R^2 test: 0.248\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.339, R^2 test: 0.248\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.339, R^2 test: 0.248\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.793, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.383, R^2 test: 0.280\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.383, R^2 test: 0.282\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.383, R^2 test: 0.283\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.373, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.795, Explained Variance Score Test: 0.280\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.353, R^2 test: 0.311\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.353, R^2 test: 0.310\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.353, R^2 test: 0.310\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.342\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.304\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.303\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.303\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.212, R^2 test: 0.282\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.655, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.235, R^2 test: 0.264\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.235, R^2 test: 0.262\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.235, R^2 test: 0.261\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.218, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.767, Explained Variance Score Train: 0.235\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.795, Explained Variance Score Test: 0.290\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.253, R^2 test: 0.254\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.253, R^2 test: 0.254\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.253, R^2 test: 0.253\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.746, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.256, R^2 test: 0.277\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.256, R^2 test: 0.276\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.256, R^2 test: 0.274\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.229\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.765, Explained Variance Score Train: 0.256\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.177, R^2 test: 0.189\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.177, R^2 test: 0.190\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.190\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.162, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.702, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.577, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.795, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.196, R^2 test: 0.408\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.195, R^2 test: 0.406\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.195, R^2 test: 0.403\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.175, R^2 test: 0.324\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.744, Explained Variance Score Train: 0.196\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.795, Explained Variance Score Test: 0.292\n", "\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.216, R^2 test: 0.127\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.216, R^2 test: 0.129\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.216, R^2 test: 0.130\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.715, Explained Variance Score Train: 0.216\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.130\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.260, R^2 test: 0.187\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.259, R^2 test: 0.188\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.259, R^2 test: 0.188\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.246, R^2 test: 0.181\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.782, Explained Variance Score Train: 0.260\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.251, R^2 test: 0.158\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.251, R^2 test: 0.160\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.251, R^2 test: 0.163\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.237, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.763, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.186\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.336, R^2 test: 0.311\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.336, R^2 test: 0.312\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.335, R^2 test: 0.313\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.322, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.843, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.795, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.229, R^2 test: 0.233\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.229, R^2 test: 0.233\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.229, R^2 test: 0.233\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.220, R^2 test: 0.223\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.744, Explained Variance Score Train: 0.229\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.287, R^2 test: 0.265\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.287, R^2 test: 0.265\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.286, R^2 test: 0.265\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.275, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.778, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.266, R^2 test: 0.404\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.266, R^2 test: 0.402\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.266, R^2 test: 0.400\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.248, R^2 test: 0.339\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.703, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.885, Explained Variance Score Validation: 0.408\n", "AUC Test: 0.795, Explained Variance Score Test: 0.285\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.238, R^2 test: 0.280\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.238, R^2 test: 0.280\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.238, R^2 test: 0.279\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.223, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.789, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.306\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.371, R^2 test: 0.307\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.371, R^2 test: 0.308\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.357, R^2 test: 0.285\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.357, R^2 test: 0.285\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.357, R^2 test: 0.285\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.266\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.766, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.240, R^2 test: 0.246\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.240, R^2 test: 0.247\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.240, R^2 test: 0.247\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.716, Explained Variance Score Train: 0.240\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.347, R^2 test: 0.389\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.347, R^2 test: 0.389\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.389\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.383\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "\n", "\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.237, R^2 test: -0.214\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.237, R^2 test: -0.209\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.237, R^2 test: -0.203\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.225, R^2 test: -0.108\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.737, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.181\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.389, R^2 test: 0.182\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.389, R^2 test: 0.184\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.389, R^2 test: 0.187\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.230\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.795, Explained Variance Score Test: 0.275\n", "\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.222, R^2 test: 0.082\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.222, R^2 test: 0.082\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.222, R^2 test: 0.083\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.204, R^2 test: 0.085\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.738, Explained Variance Score Train: 0.222\n", "AUC Validation: 0.589, Explained Variance Score Validation: 0.087\n", "AUC Test: 0.795, Explained Variance Score Test: 0.283\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.280, R^2 test: 0.390\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.280, R^2 test: 0.389\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.279, R^2 test: 0.388\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.353\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.280\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.227\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.365, R^2 test: 0.228\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.365, R^2 test: 0.229\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.238\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.337, R^2 test: 0.365\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.364\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.337, R^2 test: 0.363\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.769, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.314, R^2 test: -0.097\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.314, R^2 test: -0.092\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.313, R^2 test: -0.085\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.795, Explained Variance Score Test: 0.293\n", "\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.283, R^2 test: 0.314\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.283, R^2 test: 0.312\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.283, R^2 test: 0.311\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.270\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.771, Explained Variance Score Train: 0.283\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.795, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.280\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.223, R^2 test: 0.279\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.223, R^2 test: 0.278\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.210, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.741, Explained Variance Score Train: 0.223\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.209, R^2 test: 0.316\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.209, R^2 test: 0.315\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.314\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.188, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.749, Explained Variance Score Train: 0.209\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.231, R^2 test: 0.230\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.231, R^2 test: 0.230\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.230, R^2 test: 0.229\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.213, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.716, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.311, R^2 test: -0.195\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.311, R^2 test: -0.190\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.311, R^2 test: -0.184\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.301, R^2 test: -0.091\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.731, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.795, Explained Variance Score Test: 0.295\n", "\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.312, R^2 test: 0.082\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.312, R^2 test: 0.083\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.312, R^2 test: 0.084\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.100\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.804, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.572, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.795, Explained Variance Score Test: 0.294\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.104, R^2 test: 0.214\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.104, R^2 test: 0.210\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.104, R^2 test: 0.206\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.083, R^2 test: 0.117\n", "best alpha via bootstrap CV: 0.001\n", "AUC Train: 0.675, Explained Variance Score Train: 0.104\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.795, Explained Variance Score Test: 0.238\n", "\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.748 95% CI: [0.733 , 0.763]\n", "->AUC test: 0.795 95% CI: [0.795 , 0.795]\n", "->R^2 validation: 0.247 95% CI: [0.222 , 0.272]\n", "->R^2 test: 0.292 95% CI: [0.290 , 0.293]\n", "->Explained Variance validation: 0.234 95% CI: [0.209 , 0.260]\n", "->Explained Variance test: 0.287 95% CI: [0.285 , 0.290]\n", "Test set metrics:\n", "@threshold:1.976, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.593, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:1.394, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.350, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:1.234, sens:0.073, spec:0.993, ppv:0.667, acc:0.844, f1:0.131, mcc:0.100, total+:6, total-:333\n", "@threshold:1.205, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:1.072, sens:0.145, spec:0.989, ppv:0.727, acc:0.853, f1:0.242, mcc:0.102, total+:11, total-:328\n", "@threshold:1.035, sens:0.164, spec:0.989, ppv:0.750, acc:0.855, f1:0.269, mcc:0.110, total+:12, total-:327\n", "@threshold:1.030, sens:0.164, spec:0.986, ppv:0.692, acc:0.853, f1:0.265, mcc:0.078, total+:13, total-:326\n", "@threshold:0.941, sens:0.182, spec:0.986, ppv:0.714, acc:0.855, f1:0.290, mcc:0.084, total+:14, total-:325\n", "@threshold:0.907, sens:0.182, spec:0.982, ppv:0.667, acc:0.853, f1:0.286, mcc:0.064, total+:15, total-:324\n", "@threshold:0.870, sens:0.200, spec:0.982, ppv:0.688, acc:0.855, f1:0.310, mcc:0.069, total+:16, total-:323\n", "@threshold:0.836, sens:0.200, spec:0.979, ppv:0.647, acc:0.853, f1:0.306, mcc:0.055, total+:17, total-:322\n", "@threshold:0.805, sens:0.218, spec:0.968, ppv:0.571, acc:0.847, f1:0.316, mcc:0.035, total+:21, total-:318\n", "@threshold:0.788, sens:0.218, spec:0.965, ppv:0.545, acc:0.844, f1:0.312, mcc:0.030, total+:22, total-:317\n", "@threshold:0.732, sens:0.236, spec:0.958, ppv:0.520, acc:0.841, f1:0.325, mcc:0.025, total+:25, total-:314\n", "@threshold:0.676, sens:0.236, spec:0.954, ppv:0.500, acc:0.838, f1:0.321, mcc:0.022, total+:26, total-:313\n", "@threshold:0.608, sens:0.255, spec:0.954, ppv:0.519, acc:0.841, f1:0.341, mcc:0.024, total+:27, total-:312\n", "@threshold:0.567, sens:0.273, spec:0.947, ppv:0.500, acc:0.838, f1:0.353, mcc:0.021, total+:30, total-:309\n", "@threshold:0.543, sens:0.291, spec:0.944, ppv:0.500, acc:0.838, f1:0.368, mcc:0.020, total+:32, total-:307\n", "@threshold:0.531, sens:0.309, spec:0.944, ppv:0.515, acc:0.841, f1:0.386, mcc:0.022, total+:33, total-:306\n", "@threshold:0.524, sens:0.309, spec:0.940, ppv:0.500, acc:0.838, f1:0.382, mcc:0.020, total+:34, total-:305\n", "@threshold:0.521, sens:0.327, spec:0.940, ppv:0.514, acc:0.841, f1:0.400, mcc:0.021, total+:35, total-:304\n", "@threshold:0.519, sens:0.327, spec:0.937, ppv:0.500, acc:0.838, f1:0.396, mcc:0.019, total+:36, total-:303\n", "@threshold:0.516, sens:0.345, spec:0.930, ppv:0.487, acc:0.835, f1:0.404, mcc:0.018, total+:39, total-:300\n", "@threshold:0.497, sens:0.364, spec:0.926, ppv:0.488, acc:0.835, f1:0.417, mcc:0.017, total+:41, total-:298\n", "@threshold:0.487, sens:0.382, spec:0.926, ppv:0.500, acc:0.838, f1:0.433, mcc:0.018, total+:42, total-:297\n", "@threshold:0.482, sens:0.400, spec:0.923, ppv:0.500, acc:0.838, f1:0.444, mcc:0.018, total+:44, total-:295\n", "@threshold:0.470, sens:0.418, spec:0.915, ppv:0.489, acc:0.835, f1:0.451, mcc:0.016, total+:47, total-:292\n", "@threshold:0.463, sens:0.436, spec:0.915, ppv:0.500, acc:0.838, f1:0.466, mcc:0.017, total+:48, total-:291\n", "@threshold:0.441, sens:0.473, spec:0.908, ppv:0.500, acc:0.838, f1:0.486, mcc:0.017, total+:52, total-:287\n", "@threshold:0.439, sens:0.473, spec:0.905, ppv:0.491, acc:0.835, f1:0.481, mcc:0.016, total+:53, total-:286\n", "@threshold:0.424, sens:0.491, spec:0.901, ppv:0.491, acc:0.835, f1:0.491, mcc:0.016, total+:55, total-:284\n", "@threshold:0.417, sens:0.509, spec:0.901, ppv:0.500, acc:0.838, f1:0.505, mcc:0.016, total+:56, total-:283\n", "@threshold:0.393, sens:0.509, spec:0.898, ppv:0.491, acc:0.835, f1:0.500, mcc:0.015, total+:57, total-:282\n", "@threshold:0.381, sens:0.509, spec:0.887, ppv:0.467, acc:0.826, f1:0.487, mcc:0.013, total+:60, total-:279\n", "@threshold:0.366, sens:0.509, spec:0.884, ppv:0.459, acc:0.823, f1:0.483, mcc:0.013, total+:61, total-:278\n", "@threshold:0.342, sens:0.509, spec:0.873, ppv:0.438, acc:0.814, f1:0.471, mcc:0.011, total+:64, total-:275\n", "@threshold:0.339, sens:0.527, spec:0.873, ppv:0.446, acc:0.817, f1:0.483, mcc:0.012, total+:65, total-:274\n", "@threshold:0.334, sens:0.527, spec:0.870, ppv:0.439, acc:0.814, f1:0.479, mcc:0.011, total+:66, total-:273\n", "@threshold:0.313, sens:0.545, spec:0.870, ppv:0.448, acc:0.817, f1:0.492, mcc:0.012, total+:67, total-:272\n", "@threshold:0.310, sens:0.564, spec:0.863, ppv:0.443, acc:0.814, f1:0.496, mcc:0.011, total+:70, total-:269\n", "@threshold:0.303, sens:0.564, spec:0.859, ppv:0.437, acc:0.811, f1:0.492, mcc:0.011, total+:71, total-:268\n", "@threshold:0.293, sens:0.582, spec:0.859, ppv:0.444, acc:0.814, f1:0.504, mcc:0.011, total+:72, total-:267\n", "@threshold:0.262, sens:0.600, spec:0.842, ppv:0.423, acc:0.802, f1:0.496, mcc:0.010, total+:78, total-:261\n", "@threshold:0.257, sens:0.600, spec:0.838, ppv:0.418, acc:0.799, f1:0.493, mcc:0.009, total+:79, total-:260\n", "@threshold:0.254, sens:0.618, spec:0.838, ppv:0.425, acc:0.802, f1:0.504, mcc:0.010, total+:80, total-:259\n", "@threshold:0.252, sens:0.618, spec:0.824, ppv:0.405, acc:0.791, f1:0.489, mcc:0.009, total+:84, total-:255\n", "@threshold:0.250, sens:0.618, spec:0.820, ppv:0.400, acc:0.788, f1:0.486, mcc:0.008, total+:85, total-:254\n", "@threshold:0.230, sens:0.636, spec:0.810, ppv:0.393, acc:0.782, f1:0.486, mcc:0.008, total+:89, total-:250\n", "@threshold:0.228, sens:0.636, spec:0.806, ppv:0.389, acc:0.779, f1:0.483, mcc:0.008, total+:90, total-:249\n", "@threshold:0.225, sens:0.636, spec:0.796, ppv:0.376, acc:0.770, f1:0.473, mcc:0.007, total+:93, total-:246\n", "@threshold:0.220, sens:0.655, spec:0.792, ppv:0.379, acc:0.770, f1:0.480, mcc:0.007, total+:95, total-:244\n", "@threshold:0.199, sens:0.655, spec:0.789, ppv:0.375, acc:0.767, f1:0.477, mcc:0.007, total+:96, total-:243\n", "@threshold:0.196, sens:0.655, spec:0.782, ppv:0.367, acc:0.761, f1:0.471, mcc:0.007, total+:98, total-:241\n", "@threshold:0.179, sens:0.673, spec:0.775, ppv:0.366, acc:0.758, f1:0.474, mcc:0.007, total+:101, total-:238\n", "@threshold:0.174, sens:0.673, spec:0.771, ppv:0.363, acc:0.755, f1:0.471, mcc:0.007, total+:102, total-:237\n", "@threshold:0.167, sens:0.673, spec:0.761, ppv:0.352, acc:0.746, f1:0.463, mcc:0.006, total+:105, total-:234\n", "@threshold:0.165, sens:0.691, spec:0.757, ppv:0.355, acc:0.746, f1:0.469, mcc:0.006, total+:107, total-:232\n", "@threshold:0.160, sens:0.691, spec:0.750, ppv:0.349, acc:0.740, f1:0.463, mcc:0.006, total+:109, total-:230\n", "@threshold:0.157, sens:0.691, spec:0.746, ppv:0.345, acc:0.737, f1:0.461, mcc:0.006, total+:110, total-:229\n", "@threshold:0.148, sens:0.709, spec:0.743, ppv:0.348, acc:0.737, f1:0.467, mcc:0.006, total+:112, total-:227\n", "@threshold:0.140, sens:0.709, spec:0.736, ppv:0.342, acc:0.732, f1:0.462, mcc:0.006, total+:114, total-:225\n", "@threshold:0.133, sens:0.727, spec:0.736, ppv:0.348, acc:0.735, f1:0.471, mcc:0.006, total+:115, total-:224\n", "@threshold:0.131, sens:0.727, spec:0.729, ppv:0.342, acc:0.729, f1:0.465, mcc:0.006, total+:117, total-:222\n", "@threshold:0.128, sens:0.745, spec:0.729, ppv:0.347, acc:0.732, f1:0.474, mcc:0.006, total+:118, total-:221\n", "@threshold:0.123, sens:0.745, spec:0.725, ppv:0.345, acc:0.729, f1:0.471, mcc:0.006, total+:119, total-:220\n", "@threshold:0.116, sens:0.745, spec:0.715, ppv:0.336, acc:0.720, f1:0.463, mcc:0.005, total+:122, total-:217\n", "@threshold:0.099, sens:0.745, spec:0.708, ppv:0.331, acc:0.714, f1:0.458, mcc:0.005, total+:124, total-:215\n", "@threshold:0.097, sens:0.745, spec:0.704, ppv:0.328, acc:0.711, f1:0.456, mcc:0.005, total+:125, total-:214\n", "@threshold:0.085, sens:0.745, spec:0.694, ppv:0.320, acc:0.702, f1:0.448, mcc:0.005, total+:128, total-:211\n", "@threshold:0.080, sens:0.745, spec:0.690, ppv:0.318, acc:0.699, f1:0.446, mcc:0.005, total+:129, total-:210\n", "@threshold:0.073, sens:0.745, spec:0.676, ppv:0.308, acc:0.687, f1:0.436, mcc:0.004, total+:133, total-:206\n", "@threshold:0.065, sens:0.745, spec:0.673, ppv:0.306, acc:0.684, f1:0.434, mcc:0.004, total+:134, total-:205\n", "@threshold:0.031, sens:0.764, spec:0.644, ppv:0.294, acc:0.664, f1:0.424, mcc:0.004, total+:143, total-:196\n", "@threshold:0.024, sens:0.764, spec:0.634, ppv:0.288, acc:0.655, f1:0.418, mcc:0.004, total+:146, total-:193\n", "@threshold:0.019, sens:0.764, spec:0.623, ppv:0.282, acc:0.646, f1:0.412, mcc:0.004, total+:149, total-:190\n", "@threshold:0.017, sens:0.764, spec:0.620, ppv:0.280, acc:0.643, f1:0.410, mcc:0.003, total+:150, total-:189\n", "@threshold:0.017, sens:0.782, spec:0.620, ppv:0.285, acc:0.646, f1:0.417, mcc:0.004, total+:151, total-:188\n", "@threshold:0.010, sens:0.818, spec:0.585, ppv:0.276, acc:0.622, f1:0.413, mcc:0.003, total+:163, total-:176\n", "@threshold:-0.000, sens:0.818, spec:0.581, ppv:0.274, acc:0.619, f1:0.411, mcc:0.003, total+:164, total-:175\n", "@threshold:-0.007, sens:0.818, spec:0.567, ppv:0.268, acc:0.608, f1:0.404, mcc:0.003, total+:168, total-:171\n", "@threshold:-0.020, sens:0.836, spec:0.556, ppv:0.267, acc:0.602, f1:0.405, mcc:0.003, total+:172, total-:167\n", "@threshold:-0.024, sens:0.836, spec:0.553, ppv:0.266, acc:0.599, f1:0.404, mcc:0.003, total+:173, total-:166\n", "@threshold:-0.029, sens:0.855, spec:0.546, ppv:0.267, acc:0.596, f1:0.407, mcc:0.003, total+:176, total-:163\n", "@threshold:-0.034, sens:0.855, spec:0.539, ppv:0.264, acc:0.590, f1:0.403, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.039, sens:0.855, spec:0.535, ppv:0.263, acc:0.587, f1:0.402, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.054, sens:0.873, spec:0.518, ppv:0.259, acc:0.575, f1:0.400, mcc:0.003, total+:185, total-:154\n", "@threshold:-0.061, sens:0.873, spec:0.511, ppv:0.257, acc:0.569, f1:0.397, mcc:0.003, total+:187, total-:152\n", "@threshold:-0.073, sens:0.873, spec:0.493, ppv:0.250, acc:0.555, f1:0.389, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.078, sens:0.873, spec:0.489, ppv:0.249, acc:0.552, f1:0.387, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.080, sens:0.891, spec:0.486, ppv:0.251, acc:0.552, f1:0.392, mcc:0.003, total+:195, total-:144\n", "@threshold:-0.092, sens:0.909, spec:0.482, ppv:0.254, acc:0.552, f1:0.397, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.095, sens:0.909, spec:0.479, ppv:0.253, acc:0.549, f1:0.395, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.107, sens:0.909, spec:0.447, ppv:0.242, acc:0.522, f1:0.382, mcc:0.003, total+:207, total-:132\n", "@threshold:-0.114, sens:0.909, spec:0.440, ppv:0.239, acc:0.516, f1:0.379, mcc:0.003, total+:209, total-:130\n", "@threshold:-0.119, sens:0.909, spec:0.437, ppv:0.238, acc:0.513, f1:0.377, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.124, sens:0.909, spec:0.430, ppv:0.236, acc:0.507, f1:0.375, mcc:0.002, total+:212, total-:127\n", "@threshold:-0.134, sens:0.909, spec:0.426, ppv:0.235, acc:0.504, f1:0.373, mcc:0.002, total+:213, total-:126\n", "@threshold:-0.138, sens:0.909, spec:0.419, ppv:0.233, acc:0.499, f1:0.370, mcc:0.002, total+:215, total-:124\n", "@threshold:-0.148, sens:0.909, spec:0.415, ppv:0.231, acc:0.496, f1:0.369, mcc:0.002, total+:216, total-:123\n", "@threshold:-0.153, sens:0.909, spec:0.405, ppv:0.228, acc:0.487, f1:0.365, mcc:0.002, total+:219, total-:120\n", "@threshold:-0.170, sens:0.927, spec:0.391, ppv:0.228, acc:0.478, f1:0.366, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.180, sens:0.927, spec:0.373, ppv:0.223, acc:0.463, f1:0.359, mcc:0.002, total+:229, total-:110\n", "@threshold:-0.184, sens:0.927, spec:0.366, ppv:0.221, acc:0.457, f1:0.357, mcc:0.002, total+:231, total-:108\n", "@threshold:-0.206, sens:0.927, spec:0.363, ppv:0.220, acc:0.454, f1:0.355, mcc:0.002, total+:232, total-:107\n", "@threshold:-0.216, sens:0.945, spec:0.356, ppv:0.221, acc:0.451, f1:0.359, mcc:0.002, total+:235, total-:104\n", "@threshold:-0.235, sens:0.945, spec:0.327, ppv:0.214, acc:0.428, f1:0.349, mcc:0.002, total+:243, total-:96\n", "@threshold:-0.257, sens:0.945, spec:0.317, ppv:0.211, acc:0.419, f1:0.346, mcc:0.002, total+:246, total-:93\n", "@threshold:-0.262, sens:0.945, spec:0.310, ppv:0.210, acc:0.413, f1:0.343, mcc:0.002, total+:248, total-:91\n", "@threshold:-0.264, sens:0.945, spec:0.299, ppv:0.207, acc:0.404, f1:0.340, mcc:0.002, total+:251, total-:88\n", "@threshold:-0.267, sens:0.945, spec:0.296, ppv:0.206, acc:0.401, f1:0.339, mcc:0.002, total+:252, total-:87\n", "@threshold:-0.272, sens:0.945, spec:0.289, ppv:0.205, acc:0.395, f1:0.337, mcc:0.002, total+:254, total-:85\n", "@threshold:-0.274, sens:0.964, spec:0.289, ppv:0.208, acc:0.398, f1:0.342, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.289, sens:0.964, spec:0.278, ppv:0.205, acc:0.389, f1:0.339, mcc:0.002, total+:258, total-:81\n", "@threshold:-0.296, sens:0.964, spec:0.275, ppv:0.205, acc:0.386, f1:0.338, mcc:0.002, total+:259, total-:80\n", "@threshold:-0.301, sens:0.964, spec:0.257, ppv:0.201, acc:0.372, f1:0.332, mcc:0.002, total+:264, total-:75\n", "@threshold:-0.332, sens:0.964, spec:0.236, ppv:0.196, acc:0.354, f1:0.326, mcc:0.002, total+:270, total-:69\n", "@threshold:-0.349, sens:0.964, spec:0.225, ppv:0.194, acc:0.345, f1:0.323, mcc:0.002, total+:273, total-:66\n", "@threshold:-0.352, sens:0.964, spec:0.218, ppv:0.193, acc:0.339, f1:0.321, mcc:0.002, total+:275, total-:64\n", "@threshold:-0.371, sens:0.964, spec:0.204, ppv:0.190, acc:0.327, f1:0.317, mcc:0.002, total+:279, total-:60\n", "@threshold:-0.374, sens:0.964, spec:0.201, ppv:0.189, acc:0.324, f1:0.316, mcc:0.002, total+:280, total-:59\n", "@threshold:-0.429, sens:0.964, spec:0.176, ppv:0.185, acc:0.304, f1:0.310, mcc:0.001, total+:287, total-:52\n", "@threshold:-0.439, sens:0.964, spec:0.173, ppv:0.184, acc:0.301, f1:0.309, mcc:0.001, total+:288, total-:51\n", "@threshold:-0.446, sens:0.982, spec:0.158, ppv:0.184, acc:0.292, f1:0.310, mcc:0.002, total+:293, total-:46\n", "@threshold:-0.451, sens:0.982, spec:0.155, ppv:0.184, acc:0.289, f1:0.309, mcc:0.002, total+:294, total-:45\n", "@threshold:-0.466, sens:0.982, spec:0.141, ppv:0.181, acc:0.277, f1:0.306, mcc:0.002, total+:298, total-:41\n", "@threshold:-0.468, sens:0.982, spec:0.137, ppv:0.181, acc:0.274, f1:0.305, mcc:0.002, total+:299, total-:40\n", "@threshold:-0.473, sens:0.982, spec:0.127, ppv:0.179, acc:0.265, f1:0.303, mcc:0.001, total+:302, total-:37\n", "@threshold:-0.478, sens:0.982, spec:0.120, ppv:0.178, acc:0.260, f1:0.301, mcc:0.001, total+:304, total-:35\n", "@threshold:-0.485, sens:1.000, spec:0.120, ppv:0.180, acc:0.263, f1:0.306, mcc:0.002, total+:305, total-:34\n", "@threshold:-0.488, sens:1.000, spec:0.116, ppv:0.180, acc:0.260, f1:0.305, mcc:0.002, total+:306, total-:33\n", "@threshold:-0.519, sens:1.000, spec:0.109, ppv:0.179, acc:0.254, f1:0.303, mcc:0.002, total+:308, total-:31\n", "@threshold:-0.522, sens:1.000, spec:0.106, ppv:0.178, acc:0.251, f1:0.302, mcc:0.002, total+:309, total-:30\n", "@threshold:-0.585, sens:1.000, spec:0.077, ppv:0.174, acc:0.227, f1:0.296, mcc:0.002, total+:317, total-:22\n", "@threshold:-0.665, sens:1.000, spec:0.060, ppv:0.171, acc:0.212, f1:0.292, mcc:0.002, total+:322, total-:17\n", "@threshold:-0.779, sens:1.000, spec:0.046, ppv:0.169, acc:0.201, f1:0.289, mcc:0.002, total+:326, total-:13\n", "@threshold:-0.851, sens:1.000, spec:0.035, ppv:0.167, acc:0.192, f1:0.286, mcc:0.001, total+:329, total-:10\n", "@threshold:-1.795, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.558 95% CI: [0.546 , 0.570] | OR_adj 1.747 [1.726 1.769] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Vital : 0.557993271192\n", "Time to run analysis 0:00:34.518290\n", "Total Time elapsed 14:47:08.391709\n", "-----------------------------------------------------\n", "\n", "girls no_min bmi_latest randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.743, R^2 test: -0.153\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.575, R^2 test: 0.012\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.462, R^2 test: 0.046\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.405, R^2 test: 0.086\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.744, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.738, R^2 test: -0.001\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.581, R^2 test: 0.071\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.401, R^2 test: 0.129\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.344, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.783, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.803, R^2 test: -0.335\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.657, R^2 test: -0.326\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.476, R^2 test: -0.217\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: -0.218\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.899, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.319\n", "AUC Test: 0.726, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.771, R^2 test: -0.046\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.614, R^2 test: 0.132\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.447, R^2 test: 0.267\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.421, R^2 test: 0.275\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.863, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.737, Explained Variance Score Test: 0.229\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.782, R^2 test: 0.231\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.598, R^2 test: 0.218\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.393, R^2 test: 0.322\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.309\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.777, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.815, R^2 test: -0.055\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.652, R^2 test: 0.012\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.473, R^2 test: 0.071\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.435, R^2 test: 0.096\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.775, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.696, R^2 test: 0.013\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.537, R^2 test: 0.080\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.404, R^2 test: 0.125\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.361, R^2 test: 0.129\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.129\n", "AUC Test: 0.771, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.730, R^2 test: -0.389\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: -0.256\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.308, R^2 test: 0.035\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.237, R^2 test: 0.069\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.764, Explained Variance Score Train: 0.237\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.762, Explained Variance Score Test: 0.217\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.722, R^2 test: 0.109\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.563, R^2 test: 0.195\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.232\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.351, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.755, Explained Variance Score Test: 0.242\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.664, R^2 test: -0.033\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.488, R^2 test: 0.003\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.335, R^2 test: 0.123\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.302, R^2 test: 0.160\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.780, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.771, R^2 test: 0.071\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.612, R^2 test: 0.126\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.485, R^2 test: 0.170\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.842, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.727, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.696, R^2 test: -0.030\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.173\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.390, R^2 test: 0.268\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.837, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.768, Explained Variance Score Test: 0.250\n", "\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.645, R^2 test: 0.068\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.498, R^2 test: 0.201\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.343, R^2 test: 0.253\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.853, Explained Variance Score Train: 0.322\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.727, Explained Variance Score Test: 0.233\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.700, R^2 test: -0.240\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.529, R^2 test: -0.086\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: -0.033\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.345, R^2 test: 0.004\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.801, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.617, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.761, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.756, R^2 test: 0.008\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.645, R^2 test: 0.096\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.522, R^2 test: 0.141\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.493, R^2 test: 0.138\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.858, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.791, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.790, R^2 test: -0.655\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.600, R^2 test: -0.134\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.361, R^2 test: 0.036\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.023\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.827, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.544, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.775, Explained Variance Score Test: 0.264\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.726, R^2 test: -0.172\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.547, R^2 test: 0.008\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.350, R^2 test: 0.193\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.302, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.786, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.740, R^2 test: -0.437\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.492, R^2 test: -0.220\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.325, R^2 test: 0.130\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.286, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.840, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.781, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.770, R^2 test: 0.192\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.601, R^2 test: 0.313\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.438, R^2 test: 0.367\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.390\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.864, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.779, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.725, R^2 test: 0.084\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.559, R^2 test: 0.142\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.418, R^2 test: 0.170\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.371, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.845, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.778, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.140\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.552, R^2 test: 0.020\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.420, R^2 test: 0.135\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.833, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.780, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.773, R^2 test: 0.022\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.535, R^2 test: 0.181\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.357, R^2 test: 0.201\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.774, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.770, R^2 test: -0.112\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.491, R^2 test: 0.042\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.351, R^2 test: 0.121\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.332, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.852, Explained Variance Score Train: 0.332\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.782, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.706, R^2 test: -0.341\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: -0.159\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.386, R^2 test: 0.036\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.333, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.819, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.760, Explained Variance Score Test: 0.255\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.675, R^2 test: -0.154\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.556, R^2 test: -0.056\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.448, R^2 test: 0.062\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.421, R^2 test: 0.083\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.878, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.788, Explained Variance Score Test: 0.263\n", "\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.699, R^2 test: 0.170\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.584, R^2 test: 0.208\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.433, R^2 test: 0.252\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.364, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.846, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.740, Explained Variance Score Test: 0.241\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.785, R^2 test: 0.038\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.660, R^2 test: 0.044\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.473, R^2 test: 0.145\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.435, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.784, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.673, R^2 test: -0.131\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.499, R^2 test: 0.051\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.354, R^2 test: 0.191\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.317, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.796, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.775, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.772, R^2 test: -0.268\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.643, R^2 test: -0.110\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.499, R^2 test: 0.034\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.454, R^2 test: 0.083\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.830, Explained Variance Score Train: 0.454\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.774, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.787, R^2 test: 0.307\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.669, R^2 test: 0.326\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: 0.279\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.505, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.767, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.721, R^2 test: -0.276\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.557, R^2 test: 0.061\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.457, R^2 test: 0.197\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.440, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.769, Explained Variance Score Test: 0.193\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.684, R^2 test: 0.131\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.533, R^2 test: 0.135\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.139\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.331, R^2 test: 0.146\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.799, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.757, Explained Variance Score Test: 0.245\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.683, R^2 test: 0.172\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.517, R^2 test: 0.181\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.369, R^2 test: 0.272\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.783, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.732, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.716, R^2 test: 0.173\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.230\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.434, R^2 test: 0.194\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.407, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.838, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.755, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.683, R^2 test: 0.018\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.562, R^2 test: 0.183\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.420, R^2 test: 0.245\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.382, R^2 test: 0.252\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.805, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.770, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.748, R^2 test: 0.041\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.590, R^2 test: 0.144\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.382, R^2 test: 0.316\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.320, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.820, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.746, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.791, R^2 test: -0.102\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.646, R^2 test: 0.092\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.483, R^2 test: 0.232\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.881, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.784, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.702, R^2 test: 0.038\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.597, R^2 test: 0.113\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.452, R^2 test: 0.180\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.419, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.875, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.757, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.756, R^2 test: -0.129\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.097\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.303, R^2 test: 0.163\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.282, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.303\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.749, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: 0.073\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.569, R^2 test: 0.058\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.426, R^2 test: 0.147\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.400, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.900, Explained Variance Score Train: 0.569\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.760, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.678, R^2 test: 0.008\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.493, R^2 test: 0.145\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.352, R^2 test: 0.224\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.818, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.765, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.747, R^2 test: 0.144\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.528, R^2 test: 0.202\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.376, R^2 test: 0.259\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.828, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.793, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.653, R^2 test: 0.037\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.516, R^2 test: 0.207\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.272\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.816, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.719, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.736, R^2 test: -0.349\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.583, R^2 test: -0.076\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.412, R^2 test: 0.224\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.355, R^2 test: 0.308\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.865, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.777, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.733, R^2 test: 0.080\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.565, R^2 test: 0.118\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.397, R^2 test: 0.180\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.358, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.793, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.765, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: 0.189\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.591, R^2 test: 0.210\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.451, R^2 test: 0.209\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.415, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.841, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.747, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.788, R^2 test: 0.134\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.664, R^2 test: 0.247\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: 0.314\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.494, R^2 test: 0.348\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.864, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.766, Explained Variance Score Test: 0.231\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.712, R^2 test: 0.067\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.117\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.399, R^2 test: 0.233\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.883, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.119\n", "AUC Test: 0.753, Explained Variance Score Test: 0.248\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.658, R^2 test: 0.016\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.481, R^2 test: 0.151\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.317, R^2 test: 0.272\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.276, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.780, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: -0.182\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.581, R^2 test: -0.088\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.491, R^2 test: 0.020\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: 0.062\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.906, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.745, Explained Variance Score Test: 0.195\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: 0.020\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.504, R^2 test: 0.126\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.392, R^2 test: 0.227\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.370, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.760, Explained Variance Score Test: 0.161\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.604, R^2 test: -0.077\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.513, R^2 test: -0.022\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.408, R^2 test: 0.099\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: 0.101\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.832, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.107\n", "AUC Test: 0.780, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.674, R^2 test: -0.105\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.061\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.358, R^2 test: 0.163\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.322, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.841, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.795, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.735, R^2 test: -0.059\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.506, R^2 test: 0.123\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.190\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.319, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.878, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.777, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.743, R^2 test: 0.048\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: 0.155\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.376, R^2 test: 0.213\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.806, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.789, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: -0.076\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.547, R^2 test: 0.119\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.366, R^2 test: 0.208\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.323, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.765, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.760, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.734, R^2 test: -0.349\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.555, R^2 test: -0.084\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.347, R^2 test: 0.142\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.305, R^2 test: 0.202\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.813, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.791, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.690, R^2 test: -0.027\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.178\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.385, R^2 test: 0.191\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.336, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.825, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.774, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.749, R^2 test: 0.151\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.549, R^2 test: 0.251\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.394, R^2 test: 0.274\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.363, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.872, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.771, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.686, R^2 test: 0.183\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.579, R^2 test: 0.217\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.433, R^2 test: 0.272\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.397, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.843, Explained Variance Score Train: 0.397\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.797, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.708, R^2 test: 0.001\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.508, R^2 test: 0.177\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.278, R^2 test: 0.254\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.230, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.803, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.761, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.657, R^2 test: -0.018\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.494, R^2 test: 0.088\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.301, R^2 test: 0.139\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.261, R^2 test: 0.151\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.769, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.790, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.632, R^2 test: -0.216\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.443, R^2 test: 0.125\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.287, R^2 test: 0.260\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.264, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.728, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.619, R^2 test: -0.340\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.534, R^2 test: -0.255\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.416, R^2 test: -0.101\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: -0.044\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.889, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.769, Explained Variance Score Test: 0.248\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.810, R^2 test: -0.327\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.595, R^2 test: -0.028\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.382, R^2 test: 0.050\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.795, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.167\n", "AUC Test: 0.725, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.723, R^2 test: -0.565\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.503, R^2 test: 0.001\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.388, R^2 test: 0.040\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: 0.061\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.882, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.710, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.736, R^2 test: -0.016\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.570, R^2 test: 0.123\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.395, R^2 test: 0.233\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.353, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.761, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.640, R^2 test: 0.120\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.478, R^2 test: 0.211\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.320, R^2 test: 0.330\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.295, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.844, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.759, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.817, R^2 test: 0.126\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.657, R^2 test: 0.245\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.509, R^2 test: 0.348\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: 0.345\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.880, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.782, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.704, R^2 test: 0.109\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: 0.179\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.365, R^2 test: 0.228\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.318, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.787, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.768, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.678, R^2 test: -0.079\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.558, R^2 test: 0.090\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.421, R^2 test: 0.249\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.863, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.772, Explained Variance Score Test: 0.268\n", "\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.687, R^2 test: 0.040\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.504, R^2 test: 0.097\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.312, R^2 test: 0.197\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.267, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.786, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.722, Explained Variance Score Test: 0.164\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.809, R^2 test: 0.102\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.672, R^2 test: 0.263\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: 0.303\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.491, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.823, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.555, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.743, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.732, R^2 test: -0.272\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.511, R^2 test: -0.003\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.379, R^2 test: 0.150\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.294, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.831, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.755, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.724, R^2 test: -0.236\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.557, R^2 test: -0.116\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.020\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.887, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.110\n", "AUC Test: 0.767, Explained Variance Score Test: 0.237\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: -0.011\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.668, R^2 test: 0.099\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.516, R^2 test: 0.172\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.464, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.893, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.763, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.594, R^2 test: 0.190\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.413, R^2 test: 0.261\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.307, R^2 test: 0.316\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.264, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.771, Explained Variance Score Train: 0.264\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.742, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.781, R^2 test: 0.057\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.609, R^2 test: 0.180\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.443, R^2 test: 0.226\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.403, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.879, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.777, Explained Variance Score Test: 0.266\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.700, R^2 test: 0.288\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.565, R^2 test: 0.300\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: 0.328\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.372, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.829, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.768, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.684, R^2 test: -0.269\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.553, R^2 test: -0.117\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.406, R^2 test: 0.027\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.371, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.787, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.758, R^2 test: -0.014\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.554, R^2 test: 0.174\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: 0.204\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.377, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.784, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.740, Explained Variance Score Test: 0.216\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: -0.193\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.500, R^2 test: -0.044\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.352, R^2 test: -0.025\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.309, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.815, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.653, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.753, Explained Variance Score Test: 0.217\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.624, R^2 test: 0.087\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.458, R^2 test: 0.224\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.286, R^2 test: 0.196\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.251, R^2 test: 0.197\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.779, Explained Variance Score Train: 0.251\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.735, Explained Variance Score Test: 0.217\n", "\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: -0.031\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.571, R^2 test: 0.116\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.392, R^2 test: 0.239\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.349, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.761, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.753, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.676, R^2 test: -0.483\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.531, R^2 test: -0.234\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.351, R^2 test: -0.094\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.311, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.791, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.664, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.766, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.773, R^2 test: 0.005\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.624, R^2 test: 0.032\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.502, R^2 test: 0.084\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.834, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.742, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.729, R^2 test: 0.057\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.493, R^2 test: 0.288\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.378, R^2 test: 0.327\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.350, R^2 test: 0.325\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.868, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.751, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.742, R^2 test: 0.019\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.531, R^2 test: 0.145\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.348, R^2 test: 0.182\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.312, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.776, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.807, R^2 test: -0.408\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.647, R^2 test: -0.457\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.486, R^2 test: -0.298\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.445, R^2 test: -0.245\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.861, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.661, Explained Variance Score Validation: -0.220\n", "AUC Test: 0.750, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.694, R^2 test: 0.198\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.550, R^2 test: 0.206\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.410, R^2 test: 0.215\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.377, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.798, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.772, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.677, R^2 test: -0.003\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.520, R^2 test: 0.001\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.340, R^2 test: 0.163\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.302, R^2 test: 0.224\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.781, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.762, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.755, R^2 test: -0.179\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.589, R^2 test: 0.011\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.418, R^2 test: 0.169\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.378, R^2 test: 0.225\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.848, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.858, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.782, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.738, R^2 test: 0.014\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.560, R^2 test: 0.164\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.396, R^2 test: 0.309\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.335, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.855, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.771, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.650, R^2 test: 0.097\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.539, R^2 test: 0.230\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.381, R^2 test: 0.287\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.351, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.863, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.777, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.795, R^2 test: 0.080\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.573, R^2 test: 0.166\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.330, R^2 test: 0.199\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.275, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.750, Explained Variance Score Train: 0.275\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.789, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.671, R^2 test: 0.096\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.524, R^2 test: 0.221\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.377, R^2 test: 0.208\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.341, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.854, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.748, Explained Variance Score Test: 0.223\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.717, R^2 test: -0.027\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.536, R^2 test: 0.082\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.413, R^2 test: 0.228\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.365, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.788, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.774, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.681, R^2 test: 0.248\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.526, R^2 test: 0.330\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.384, R^2 test: 0.353\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.356, R^2 test: 0.341\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.821, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.768, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.621, R^2 test: 0.053\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.452, R^2 test: 0.122\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.309, R^2 test: 0.141\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.277, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.822, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.780, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.806, R^2 test: 0.099\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.612, R^2 test: 0.201\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.244\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.423, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.870, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.758, Explained Variance Score Test: 0.161\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.730 95% CI: [0.717 , 0.742]\n", "->AUC test: 0.764 95% CI: [0.760 , 0.768]\n", "->R^2 validation: 0.195 95% CI: [0.173 , 0.217]\n", "->R^2 test: 0.244 95% CI: [0.239 , 0.249]\n", "->Explained Variance validation: 0.184 95% CI: [0.162 , 0.207]\n", "->Explained Variance test: 0.239 95% CI: [0.234 , 0.244]\n", "Test set metrics:\n", "@threshold:3.830, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.830, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.608, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.846, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:1.576, sens:0.055, spec:0.986, ppv:0.429, acc:0.835, f1:0.097, mcc:0.029, total+:7, total-:332\n", "@threshold:1.483, sens:0.091, spec:0.982, ppv:0.500, acc:0.838, f1:0.154, mcc:0.035, total+:10, total-:329\n", "@threshold:1.451, sens:0.109, spec:0.982, ppv:0.545, acc:0.841, f1:0.182, mcc:0.042, total+:11, total-:328\n", "@threshold:1.365, sens:0.109, spec:0.979, ppv:0.500, acc:0.838, f1:0.179, mcc:0.032, total+:12, total-:327\n", "@threshold:1.269, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.965, sens:0.218, spec:0.968, ppv:0.571, acc:0.847, f1:0.316, mcc:0.035, total+:21, total-:318\n", "@threshold:0.806, sens:0.255, spec:0.951, ppv:0.500, acc:0.838, f1:0.337, mcc:0.022, total+:28, total-:311\n", "@threshold:0.797, sens:0.255, spec:0.944, ppv:0.467, acc:0.832, f1:0.329, mcc:0.018, total+:30, total-:309\n", "@threshold:0.776, sens:0.273, spec:0.944, ppv:0.484, acc:0.835, f1:0.349, mcc:0.019, total+:31, total-:308\n", "@threshold:0.766, sens:0.273, spec:0.933, ppv:0.441, acc:0.826, f1:0.337, mcc:0.015, total+:34, total-:305\n", "@threshold:0.743, sens:0.291, spec:0.930, ppv:0.444, acc:0.826, f1:0.352, mcc:0.015, total+:36, total-:303\n", "@threshold:0.739, sens:0.291, spec:0.923, ppv:0.421, acc:0.820, f1:0.344, mcc:0.013, total+:38, total-:301\n", "@threshold:0.720, sens:0.291, spec:0.891, ppv:0.340, acc:0.794, f1:0.314, mcc:0.007, total+:47, total-:292\n", "@threshold:0.712, sens:0.309, spec:0.887, ppv:0.347, acc:0.794, f1:0.327, mcc:0.007, total+:49, total-:290\n", "@threshold:0.698, sens:0.309, spec:0.884, ppv:0.340, acc:0.791, f1:0.324, mcc:0.007, total+:50, total-:289\n", "@threshold:0.697, sens:0.309, spec:0.877, ppv:0.327, acc:0.785, f1:0.318, mcc:0.006, total+:52, total-:287\n", "@threshold:0.692, sens:0.327, spec:0.877, ppv:0.340, acc:0.788, f1:0.333, mcc:0.007, total+:53, total-:286\n", "@threshold:0.691, sens:0.327, spec:0.873, ppv:0.333, acc:0.785, f1:0.330, mcc:0.006, total+:54, total-:285\n", "@threshold:0.673, sens:0.327, spec:0.863, ppv:0.316, acc:0.776, f1:0.321, mcc:0.006, total+:57, total-:282\n", "@threshold:0.670, sens:0.327, spec:0.859, ppv:0.310, acc:0.773, f1:0.319, mcc:0.005, total+:58, total-:281\n", "@threshold:0.665, sens:0.327, spec:0.849, ppv:0.295, acc:0.764, f1:0.310, mcc:0.005, total+:61, total-:278\n", "@threshold:0.643, sens:0.327, spec:0.842, ppv:0.286, acc:0.758, f1:0.305, mcc:0.004, total+:63, total-:276\n", "@threshold:0.636, sens:0.382, spec:0.803, ppv:0.273, acc:0.735, f1:0.318, mcc:0.003, total+:77, total-:262\n", "@threshold:0.606, sens:0.400, spec:0.796, ppv:0.275, acc:0.732, f1:0.326, mcc:0.004, total+:80, total-:259\n", "@threshold:0.590, sens:0.418, spec:0.789, ppv:0.277, acc:0.729, f1:0.333, mcc:0.004, total+:83, total-:256\n", "@threshold:0.586, sens:0.418, spec:0.785, ppv:0.274, acc:0.726, f1:0.331, mcc:0.003, total+:84, total-:255\n", "@threshold:0.579, sens:0.418, spec:0.778, ppv:0.267, acc:0.720, f1:0.326, mcc:0.003, total+:86, total-:253\n", "@threshold:0.499, sens:0.436, spec:0.778, ppv:0.276, acc:0.723, f1:0.338, mcc:0.003, total+:87, total-:252\n", "@threshold:0.456, sens:0.436, spec:0.775, ppv:0.273, acc:0.720, f1:0.336, mcc:0.003, total+:88, total-:251\n", "@threshold:0.439, sens:0.455, spec:0.775, ppv:0.281, acc:0.723, f1:0.347, mcc:0.004, total+:89, total-:250\n", "@threshold:0.428, sens:0.473, spec:0.764, ppv:0.280, acc:0.717, f1:0.351, mcc:0.004, total+:93, total-:246\n", "@threshold:0.392, sens:0.473, spec:0.754, ppv:0.271, acc:0.708, f1:0.344, mcc:0.003, total+:96, total-:243\n", "@threshold:0.380, sens:0.473, spec:0.746, ppv:0.265, acc:0.702, f1:0.340, mcc:0.003, total+:98, total-:241\n", "@threshold:0.339, sens:0.473, spec:0.743, ppv:0.263, acc:0.699, f1:0.338, mcc:0.003, total+:99, total-:240\n", "@threshold:0.317, sens:0.491, spec:0.739, ppv:0.267, acc:0.699, f1:0.346, mcc:0.003, total+:101, total-:238\n", "@threshold:0.315, sens:0.509, spec:0.732, ppv:0.269, acc:0.696, f1:0.352, mcc:0.003, total+:104, total-:235\n", "@threshold:0.315, sens:0.509, spec:0.729, ppv:0.267, acc:0.693, f1:0.350, mcc:0.003, total+:105, total-:234\n", "@threshold:0.313, sens:0.509, spec:0.718, ppv:0.259, acc:0.684, f1:0.344, mcc:0.003, total+:108, total-:231\n", "@threshold:0.289, sens:0.527, spec:0.708, ppv:0.259, acc:0.678, f1:0.347, mcc:0.003, total+:112, total-:227\n", "@threshold:0.289, sens:0.545, spec:0.704, ppv:0.263, acc:0.678, f1:0.355, mcc:0.003, total+:114, total-:225\n", "@threshold:0.288, sens:0.545, spec:0.701, ppv:0.261, acc:0.676, f1:0.353, mcc:0.003, total+:115, total-:224\n", "@threshold:0.283, sens:0.564, spec:0.690, ppv:0.261, acc:0.670, f1:0.356, mcc:0.003, total+:119, total-:220\n", "@threshold:0.262, sens:0.582, spec:0.687, ppv:0.264, acc:0.670, f1:0.364, mcc:0.003, total+:121, total-:218\n", "@threshold:0.249, sens:0.600, spec:0.683, ppv:0.268, acc:0.670, f1:0.371, mcc:0.003, total+:123, total-:216\n", "@threshold:0.247, sens:0.600, spec:0.680, ppv:0.266, acc:0.667, f1:0.369, mcc:0.003, total+:124, total-:215\n", "@threshold:0.225, sens:0.600, spec:0.662, ppv:0.256, acc:0.652, f1:0.359, mcc:0.003, total+:129, total-:210\n", "@threshold:0.217, sens:0.600, spec:0.658, ppv:0.254, acc:0.649, f1:0.357, mcc:0.003, total+:130, total-:209\n", "@threshold:0.209, sens:0.618, spec:0.658, ppv:0.260, acc:0.652, f1:0.366, mcc:0.003, total+:131, total-:208\n", 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ppv:0.174, acc:0.263, f1:0.294, mcc:0.001, total+:299, total-:40\n", "@threshold:-0.675, sens:0.964, spec:0.130, ppv:0.177, acc:0.265, f1:0.299, mcc:0.001, total+:300, total-:39\n", "@threshold:-0.680, sens:0.964, spec:0.123, ppv:0.175, acc:0.260, f1:0.297, mcc:0.001, total+:302, total-:37\n", "@threshold:-0.682, sens:0.964, spec:0.120, ppv:0.175, acc:0.257, f1:0.296, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.695, sens:0.964, spec:0.109, ppv:0.173, acc:0.248, f1:0.294, mcc:0.001, total+:306, total-:33\n", "@threshold:-0.695, sens:0.964, spec:0.088, ppv:0.170, acc:0.230, f1:0.289, mcc:0.001, total+:312, total-:27\n", "@threshold:-0.736, sens:0.964, spec:0.077, ppv:0.168, acc:0.221, f1:0.286, mcc:0.001, total+:315, total-:24\n", "@threshold:-0.738, sens:0.964, spec:0.074, ppv:0.168, acc:0.218, f1:0.286, mcc:0.001, total+:316, total-:23\n", "@threshold:-0.760, sens:0.982, spec:0.067, ppv:0.169, acc:0.215, f1:0.289, mcc:0.001, total+:319, total-:20\n", "@threshold:-0.761, sens:0.982, spec:0.060, ppv:0.168, acc:0.209, f1:0.287, mcc:0.001, total+:321, total-:18\n", "@threshold:-0.768, sens:0.982, spec:0.049, ppv:0.167, acc:0.201, f1:0.285, mcc:0.001, total+:324, total-:15\n", "@threshold:-0.856, sens:0.982, spec:0.039, ppv:0.165, acc:0.192, f1:0.283, mcc:0.001, total+:327, total-:12\n", "@threshold:-0.875, sens:0.982, spec:0.032, ppv:0.164, acc:0.186, f1:0.281, mcc:0.001, total+:329, total-:10\n", "@threshold:-1.065, sens:0.982, spec:0.028, ppv:0.164, acc:0.183, f1:0.281, mcc:0.001, total+:330, total-:9\n", "@threshold:-1.099, sens:0.982, spec:0.018, ppv:0.162, acc:0.174, f1:0.278, mcc:-0.000, total+:333, total-:6\n", "@threshold:-1.101, sens:1.000, spec:0.011, ppv:0.164, acc:0.171, f1:0.281, mcc:0.001, total+:336, total-:3\n", "@threshold:-1.200, sens:1.000, spec:0.007, ppv:0.163, acc:0.168, f1:0.281, mcc:0.001, total+:337, total-:2\n", "\n", "* Vital: BMI-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:06:09.438414\n", "Total Time elapsed 14:53:17.830613\n", "-----------------------------------------------------\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "girls no_min bmi_latest gradientboost regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.480, R^2 test: 0.191\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.480, R^2 test: 0.190\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.480, R^2 test: 0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.854, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.764, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: 0.062\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: 0.062\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: 0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.736, Explained Variance Score Train: 0.613\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.737, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.184\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.184\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.386, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.762, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.221\n", "AUC Test: 0.773, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.125\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.125\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.125\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.825, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.763, Explained Variance Score Test: 0.143\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.222\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.222\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.390, R^2 test: 0.222\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.864, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.769, Explained Variance Score Test: 0.223\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.195\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.201\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.381, R^2 test: 0.201\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.757, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.483, R^2 test: -0.059\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: -0.061\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.822, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.789, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.700, Explained Variance Score Test: -0.064\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: 0.063\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: 0.063\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: 0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.763, Explained Variance Score Test: 0.164\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.176\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.176\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.374, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.817, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.764, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.378, R^2 test: 0.152\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.150\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.393, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.799, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.717, Explained Variance Score Test: 0.182\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.011\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.011\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.419, R^2 test: 0.011\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.793, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.227\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.227\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.803, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.735, Explained Variance Score Test: 0.142\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.195\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.195\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.864, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.761, Explained Variance Score Test: 0.214\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.187\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.187\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.329, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.366\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.748, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.507, R^2 test: 0.197\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: 0.197\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: 0.197\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.868, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.723, Explained Variance Score Test: 0.219\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: 0.206\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.561, R^2 test: 0.200\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: 0.200\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.849, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.762, Explained Variance Score Test: 0.174\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.219\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.219\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.380, R^2 test: 0.219\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.774, Explained Variance Score Test: 0.279\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.096\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.096\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.443, R^2 test: 0.096\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.467\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.778, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.047\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.047\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.358, R^2 test: 0.047\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.757, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.044\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.044\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.044\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.737, Explained Variance Score Test: 0.111\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.350\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.350\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: 0.350\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.753, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.040\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.040\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: 0.040\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.735, Explained Variance Score Test: 0.082\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.132\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.132\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.359, R^2 test: 0.132\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.828, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.762, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.151\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.151\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.781, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.739, Explained Variance Score Test: 0.249\n", "\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.055\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.055\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.286, R^2 test: 0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.768, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.706, Explained Variance Score Test: 0.118\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.207\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.207\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.261, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.775, Explained Variance Score Train: 0.284\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.784, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.080\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.079\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.437, R^2 test: -0.079\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.859, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.564, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.705, Explained Variance Score Test: 0.148\n", "\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.001\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.001\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.365, R^2 test: 0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.827, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.723, Explained Variance Score Test: 0.124\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.467, R^2 test: 0.188\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.474, R^2 test: 0.191\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.482, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.740, Explained Variance Score Test: 0.256\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.246\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.246\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: 0.246\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.786, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.239\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.239\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.258, R^2 test: 0.239\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.738, Explained Variance Score Train: 0.298\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.757, Explained Variance Score Test: 0.174\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.142\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.142\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.142\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.694, Explained Variance Score Validation: -0.104\n", "AUC Test: 0.655, Explained Variance Score Test: 0.119\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.385, R^2 test: 0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.420\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.764, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.103\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.103\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.103\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.690, Explained Variance Score Test: 0.103\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.115\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.115\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.375, R^2 test: 0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.816, Explained Variance Score Train: 0.416\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.741, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: -0.075\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: -0.075\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.486, R^2 test: -0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.557, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.750, Explained Variance Score Test: 0.108\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.072\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.072\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.347, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.801, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.779, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.156\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.156\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.432, R^2 test: 0.156\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.796, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.771, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.403, R^2 test: 0.340\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.331\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.405, R^2 test: 0.331\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.813, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.857, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.762, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.165\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.165\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.165\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.826, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.734, Explained Variance Score Test: 0.169\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.426, R^2 test: 0.195\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.484, R^2 test: 0.080\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.502, R^2 test: 0.033\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.814, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.771, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.140\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.140\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.140\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.783, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.726, Explained Variance Score Test: 0.234\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.119\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.119\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.119\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.855, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.685, Explained Variance Score Test: 0.165\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.015\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.012\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.376, R^2 test: 0.012\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.658, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: 0.124\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: 0.124\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.455, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.872, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.722, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: 0.208\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: 0.208\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.522, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.853, Explained Variance Score Train: 0.540\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.772, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.353, R^2 test: -0.011\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.353, R^2 test: -0.011\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.353, R^2 test: -0.011\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.403\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.779, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.234, R^2 test: 0.170\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.235, R^2 test: 0.170\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.236, R^2 test: 0.171\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.751, Explained Variance Score Train: 0.273\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.768, Explained Variance Score Test: 0.217\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.182\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.182\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.406, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.896, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.679, Explained Variance Score Test: 0.073\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.026\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.026\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.370, R^2 test: -0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.811, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.695, Explained Variance Score Test: 0.068\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: 0.206\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: 0.206\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: 0.206\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.883, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.772, Explained Variance Score Test: 0.264\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.070\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.070\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.805, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.772, Explained Variance Score Test: 0.192\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.360, R^2 test: -0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.767, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.685, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.063\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.063\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.266, R^2 test: 0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.824, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.608, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.739, Explained Variance Score Test: 0.174\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.087\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.087\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.354, R^2 test: -0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.799, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.059\n", "AUC Test: 0.711, Explained Variance Score Test: 0.131\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.133\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.133\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.411, R^2 test: 0.133\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.726, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.728, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.066\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.066\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.745, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.774, Explained Variance Score Test: 0.224\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: -0.080\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: -0.080\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.897, Explained Variance Score Train: 0.467\n", "AUC Validation: 0.663, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.733, Explained Variance Score Test: 0.188\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.291\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.291\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.220, R^2 test: 0.291\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.767, Explained Variance Score Train: 0.266\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.393\n", "AUC Test: 0.739, Explained Variance Score Test: 0.171\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.246\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.246\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.246\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.836, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.691, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.500, R^2 test: 0.071\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.064\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.515, R^2 test: 0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.883, Explained Variance Score Train: 0.521\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.731, Explained Variance Score Test: 0.075\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.327\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.327\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.344, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.821, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.773, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.046\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.046\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.819, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.760, Explained Variance Score Test: 0.244\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.146\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.146\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.453, R^2 test: 0.146\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.850, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.664, Explained Variance Score Test: -0.099\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.156\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.156\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.436, R^2 test: 0.156\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.736, Explained Variance Score Test: 0.116\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.290, R^2 test: 0.088\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.087\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.289, R^2 test: 0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.774, Explained Variance Score Train: 0.336\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.764, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.534, R^2 test: 0.252\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.554, R^2 test: 0.225\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.562, R^2 test: 0.179\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.550\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.772, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.198\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.198\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: 0.198\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.834, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.757, Explained Variance Score Test: 0.137\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.113\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.113\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.316, R^2 test: 0.113\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.759, Explained Variance Score Train: 0.360\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.785, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.251\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.251\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.287, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.794, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.739, Explained Variance Score Test: 0.179\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.070\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.070\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.429, R^2 test: 0.070\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.844, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.702, Explained Variance Score Test: 0.089\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.409, R^2 test: 0.216\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.450, R^2 test: 0.182\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.457, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.808, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.756, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.042\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.042\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.277, R^2 test: 0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.312\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.760, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.196\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.196\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: 0.196\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.909, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.773, Explained Variance Score Test: 0.185\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: -0.088\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: -0.088\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.339, R^2 test: -0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.823, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.759, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.579, R^2 test: 0.031\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.582, R^2 test: 0.032\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.590, R^2 test: 0.020\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.856, Explained Variance Score Train: 0.599\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.733, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: -0.151\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.193\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.203\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.883, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.738, Explained Variance Score Validation: -0.110\n", "AUC Test: 0.754, Explained Variance Score Test: 0.215\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.322, R^2 test: 0.134\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.137\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.324, R^2 test: 0.137\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.798, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.768, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: -0.005\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: -0.005\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.414, R^2 test: -0.005\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.829, Explained Variance Score Train: 0.438\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.735, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.431, R^2 test: 0.293\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.441, R^2 test: 0.291\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: 0.291\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.810, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.762, Explained Variance Score Test: 0.187\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.082\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.082\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.401, R^2 test: 0.082\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.720, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.728, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.212\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.212\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.445, R^2 test: 0.212\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.795, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.743, Explained Variance Score Test: 0.076\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.538, R^2 test: 0.102\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.538, R^2 test: 0.102\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.538, R^2 test: 0.102\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.829, Explained Variance Score Train: 0.565\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.787, Explained Variance Score Test: 0.212\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.185\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.184\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.487, R^2 test: 0.184\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.712, Explained Variance Score Test: 0.135\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.570, R^2 test: 0.304\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: 0.304\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.599, R^2 test: 0.304\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.858, Explained Variance Score Train: 0.582\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.764, Explained Variance Score Test: 0.243\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.256, R^2 test: 0.185\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.256, R^2 test: 0.185\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.256, R^2 test: 0.185\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.791, Explained Variance Score Train: 0.291\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.698, Explained Variance Score Test: 0.122\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.027\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.027\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.394, R^2 test: 0.027\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.740, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.665, Explained Variance Score Test: -0.040\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: 0.021\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: 0.021\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: 0.021\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.797, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.745, Explained Variance Score Test: 0.219\n", "\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.270\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.351, R^2 test: 0.259\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.351, R^2 test: 0.259\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.815, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.728, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: 0.218\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: 0.218\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: 0.218\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.872, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.741, Explained Variance Score Test: 0.132\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.220\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.220\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.330, R^2 test: 0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.793, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.678, Explained Variance Score Test: 0.109\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.105\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.105\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.105\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.741, Explained Variance Score Test: 0.202\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: 0.165\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: 0.165\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.449, R^2 test: 0.165\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.843, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.763, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.348, R^2 test: 0.196\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.387, R^2 test: 0.187\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.786, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.730, Explained Variance Score Test: 0.155\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.533, R^2 test: -0.093\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.533, R^2 test: -0.093\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.533, R^2 test: -0.093\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.897, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.697, Explained Variance Score Validation: -0.067\n", "AUC Test: 0.743, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: 0.194\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: 0.194\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: 0.194\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.596\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.771, Explained Variance Score Test: 0.215\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.178\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.178\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.468, R^2 test: -0.178\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.863, Explained Variance Score Train: 0.493\n", "AUC Validation: 0.636, Explained Variance Score Validation: -0.114\n", "AUC Test: 0.754, Explained Variance Score Test: 0.206\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.181\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.181\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.356, R^2 test: 0.181\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.851, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.751, Explained Variance Score Test: 0.189\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.388, R^2 test: 0.174\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.391, R^2 test: 0.175\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.392, R^2 test: 0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.847, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.774, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.123\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.123\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.368, R^2 test: 0.123\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.744, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.743, Explained Variance Score Test: 0.197\n", "\n", "total Variables 1 and total subjects: 1698\n", "->AUC validation: 0.709 95% CI: [0.696 , 0.723]\n", "->AUC test: 0.742 95% CI: [0.736 , 0.749]\n", "->R^2 validation: 0.155 95% CI: [0.134 , 0.177]\n", "->R^2 test: 0.180 95% CI: [0.163 , 0.196]\n", "->Explained Variance validation: 0.121 95% CI: [0.099 , 0.143]\n", "->Explained Variance test: 0.139 95% CI: [0.121 , 0.158]\n", "Test set metrics:\n", "@threshold:4.196, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:3.196, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.018, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.857, sens:0.073, spec:0.993, ppv:0.667, acc:0.844, f1:0.131, mcc:0.100, total+:6, total-:333\n", "@threshold:0.474, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:0.404, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:0.283, sens:0.127, spec:0.975, ppv:0.500, acc:0.838, f1:0.203, mcc:0.030, total+:14, total-:325\n", "@threshold:0.203, sens:0.218, spec:0.961, ppv:0.522, acc:0.841, f1:0.308, mcc:0.026, total+:23, total-:316\n", "@threshold:0.179, sens:0.273, spec:0.937, ppv:0.455, acc:0.829, f1:0.341, mcc:0.016, total+:33, total-:306\n", "@threshold:0.176, sens:0.291, spec:0.933, ppv:0.457, acc:0.829, f1:0.356, mcc:0.016, total+:35, total-:304\n", "@threshold:0.161, sens:0.345, spec:0.887, ppv:0.373, acc:0.799, f1:0.358, mcc:0.009, total+:51, total-:288\n", "@threshold:0.156, sens:0.364, spec:0.884, ppv:0.377, acc:0.799, f1:0.370, mcc:0.009, total+:53, total-:286\n", "@threshold:0.149, sens:0.364, spec:0.877, ppv:0.364, acc:0.794, f1:0.364, mcc:0.008, total+:55, total-:284\n", "@threshold:0.149, sens:0.382, spec:0.870, ppv:0.362, acc:0.791, f1:0.372, mcc:0.008, total+:58, total-:281\n", "@threshold:0.139, sens:0.400, spec:0.856, ppv:0.349, acc:0.782, f1:0.373, mcc:0.007, total+:63, total-:276\n", "@threshold:0.134, sens:0.418, spec:0.835, ppv:0.329, acc:0.767, f1:0.368, mcc:0.006, total+:70, total-:269\n", "@threshold:0.116, sens:0.418, spec:0.831, ppv:0.324, acc:0.764, f1:0.365, mcc:0.005, total+:71, total-:268\n", "@threshold:0.077, sens:0.436, spec:0.831, ppv:0.333, acc:0.767, f1:0.378, mcc:0.006, total+:72, total-:267\n", "@threshold:0.076, sens:0.509, spec:0.813, ppv:0.346, acc:0.764, f1:0.412, mcc:0.006, total+:81, total-:258\n", "@threshold:0.073, sens:0.545, spec:0.806, ppv:0.353, acc:0.764, f1:0.429, mcc:0.006, total+:85, total-:254\n", "@threshold:0.057, sens:0.564, spec:0.806, ppv:0.360, acc:0.767, f1:0.440, mcc:0.007, total+:86, total-:253\n", "@threshold:0.014, sens:0.636, spec:0.803, ppv:0.385, acc:0.776, f1:0.479, mcc:0.008, total+:91, total-:248\n", "@threshold:0.000, sens:0.655, spec:0.792, ppv:0.379, acc:0.770, f1:0.480, mcc:0.007, total+:95, 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"@threshold:-0.506, sens:0.982, spec:0.232, ppv:0.199, acc:0.354, f1:0.330, mcc:0.002, total+:272, total-:67\n", "@threshold:-0.529, sens:0.982, spec:0.201, ppv:0.192, acc:0.327, f1:0.321, mcc:0.002, total+:281, total-:58\n", "@threshold:-0.562, sens:0.982, spec:0.173, ppv:0.187, acc:0.304, f1:0.314, mcc:0.002, total+:289, total-:50\n", "@threshold:-0.629, sens:1.000, spec:0.144, ppv:0.185, acc:0.283, f1:0.312, mcc:0.002, total+:298, total-:41\n", "@threshold:-0.633, sens:1.000, spec:0.141, ppv:0.184, acc:0.280, f1:0.311, mcc:0.002, total+:299, total-:40\n", "@threshold:-0.716, sens:1.000, spec:0.113, ppv:0.179, acc:0.257, f1:0.304, mcc:0.002, total+:307, total-:32\n", "@threshold:-0.744, sens:1.000, spec:0.106, ppv:0.178, acc:0.251, f1:0.302, mcc:0.002, total+:309, total-:30\n", "@threshold:-0.788, sens:1.000, spec:0.095, ppv:0.176, acc:0.242, f1:0.300, mcc:0.002, total+:312, total-:27\n", "@threshold:-0.853, sens:1.000, spec:0.092, ppv:0.176, acc:0.239, f1:0.299, mcc:0.002, total+:313, total-:26\n", "@threshold:-0.885, sens:1.000, spec:0.085, ppv:0.175, acc:0.233, f1:0.297, mcc:0.002, total+:315, total-:24\n", "@threshold:-0.908, sens:1.000, spec:0.056, ppv:0.170, acc:0.209, f1:0.291, mcc:0.002, total+:323, total-:16\n", "@threshold:-1.203, sens:1.000, spec:0.046, ppv:0.169, acc:0.201, f1:0.289, mcc:0.002, total+:326, total-:13\n", "@threshold:-1.683, sens:1.000, spec:0.021, ppv:0.165, acc:0.180, f1:0.284, mcc:0.001, total+:333, total-:6\n", "@threshold:-2.246, sens:1.000, spec:0.014, ppv:0.164, acc:0.174, f1:0.282, mcc:0.001, total+:335, total-:4\n", "\n", "* Vital: BMI-latest | coef 1.000 95% CI: [1.000 , 1.000] | OR_adj 2.718 [2.718 2.718] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "\n", "Vital : 1.0\n", "Time to run analysis 0:02:02.552012\n", "Total Time elapsed 14:55:20.382747\n", "-----------------------------------------------------\n", "\n", "girls min_5 full lasso regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.981, R^2 test: -1.448\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.169\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.771, R^2 test: 0.002\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.796, Explained Variance Score Test: 0.302\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.926\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.867, R^2 test: -0.299\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.758, R^2 test: 0.072\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.784, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.182\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.833, R^2 test: 0.080\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.713, R^2 test: 0.227\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.305\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.865, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.796, Explained Variance Score Test: 0.295\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.987, R^2 test: -1.076\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.913, R^2 test: -0.343\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.822, R^2 test: 0.009\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.436, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.819, Explained Variance Score Test: 0.373\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.001\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.873, R^2 test: -0.343\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.762, R^2 test: -0.111\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.793, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.827\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.233\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.811, R^2 test: 0.204\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.802, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.982, R^2 test: -1.460\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.827, R^2 test: -0.112\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.724, R^2 test: 0.103\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.200\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.777, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.621\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.892, R^2 test: 0.006\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.785, R^2 test: 0.185\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.400, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.807, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.791\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.891, R^2 test: -0.377\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.795, R^2 test: -0.123\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.189\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.783, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.330\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.856, R^2 test: -0.129\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.736, R^2 test: 0.103\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.792, Explained Variance Score Test: 0.310\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.501\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.890, R^2 test: -0.282\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.789, R^2 test: -0.042\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.813, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.238\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.901, R^2 test: 0.160\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.803, R^2 test: 0.285\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.426, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.858, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.796, Explained Variance Score Test: 0.298\n", "\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.987, R^2 test: -3.946\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.912, R^2 test: -0.623\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.837, R^2 test: -0.131\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.483, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.808, Explained Variance Score Test: 0.368\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.975, R^2 test: -2.389\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.832, R^2 test: -0.107\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.727, R^2 test: 0.178\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.763, Explained Variance Score Train: 0.276\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.800, Explained Variance Score Test: 0.292\n", "\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.276\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.932, R^2 test: -0.511\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.857, R^2 test: -0.176\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.457, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.832, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.983, R^2 test: -3.032\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.871, R^2 test: -1.289\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.783, R^2 test: -0.587\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.805, Explained Variance Score Test: 0.311\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.985, R^2 test: -1.944\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.897, R^2 test: -0.399\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.805, R^2 test: -0.109\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.369, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.807, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.820, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.987, R^2 test: -0.437\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.861, R^2 test: -0.010\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.703, R^2 test: 0.146\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.222, R^2 test: 0.162\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.966, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.734, Explained Variance Score Test: 0.255\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.489\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.922, R^2 test: -0.706\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.830, R^2 test: -0.294\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.419, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.802, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.986, R^2 test: -0.367\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.856, R^2 test: 0.032\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.710, R^2 test: 0.123\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.858, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.796, Explained Variance Score Test: 0.265\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.978, R^2 test: -2.264\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.855, R^2 test: -0.163\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.137\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.825, Explained Variance Score Test: 0.332\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.321\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.898, R^2 test: -0.400\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.819, R^2 test: -0.136\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.446, R^2 test: 0.159\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.798, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.797\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.880, R^2 test: 0.079\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.767, R^2 test: 0.287\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.411\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.799, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.976, R^2 test: -2.059\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.831, R^2 test: -0.069\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.719, R^2 test: 0.165\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.340\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.882, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.797, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.984, R^2 test: -2.351\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.854, R^2 test: -0.395\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.743, R^2 test: 0.011\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.296, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.782, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.801, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.990, R^2 test: -2.002\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.895, R^2 test: -0.845\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.800, R^2 test: -0.303\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.583, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.817, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.978, R^2 test: -0.530\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.835, R^2 test: 0.084\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.712, R^2 test: 0.121\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.231, R^2 test: 0.260\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.231\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.797, Explained Variance Score Test: 0.274\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.980, R^2 test: -1.481\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.846, R^2 test: -0.192\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.720, R^2 test: 0.114\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.368\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.819, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.726\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.912, R^2 test: -0.115\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.822, R^2 test: 0.013\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.347, R^2 test: 0.187\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.798, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.376\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.916, R^2 test: 0.064\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.831, R^2 test: 0.260\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.472, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.804, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.324\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.900, R^2 test: -0.536\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.800, R^2 test: -0.231\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.745, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.815, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.300\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.215\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.783, R^2 test: 0.151\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.734, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.858, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.811, Explained Variance Score Test: 0.311\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.599\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.916, R^2 test: -0.673\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.812, R^2 test: -0.302\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.425, R^2 test: 0.111\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.813, Explained Variance Score Test: 0.378\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.570\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.894, R^2 test: -0.075\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.783, R^2 test: 0.118\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.318, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.787, Explained Variance Score Test: 0.252\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.993, R^2 test: -0.354\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.919, R^2 test: -0.057\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.813, R^2 test: 0.165\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.806, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.067\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.859, R^2 test: -0.156\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.740, R^2 test: 0.129\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.904, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.825, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.583\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.113\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.769, R^2 test: 0.161\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.804, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.983, R^2 test: -2.061\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.853, R^2 test: -0.764\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.758, R^2 test: -0.472\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.376, R^2 test: 0.158\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.376\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.807, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.352\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.939, R^2 test: 0.092\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.867, R^2 test: 0.270\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.819, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.348\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.910, R^2 test: -0.075\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.804, R^2 test: 0.020\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.142\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.858, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.813, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.988, R^2 test: -1.583\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.888, R^2 test: -0.614\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.766, R^2 test: -0.304\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.343, R^2 test: 0.155\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.864, Explained Variance Score Train: 0.343\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.801, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.773\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.884, R^2 test: -0.035\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.163\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.791, Explained Variance Score Test: 0.335\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.982, R^2 test: -0.583\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.882, R^2 test: 0.189\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.771, R^2 test: 0.313\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.432\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.913, Explained Variance Score Validation: 0.432\n", "AUC Test: 0.815, Explained Variance Score Test: 0.306\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.652\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.923, R^2 test: -0.675\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.833, R^2 test: -0.147\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.901, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.822, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.968\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.862, R^2 test: -0.029\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.748, R^2 test: 0.150\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.814, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.977, R^2 test: -1.658\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.860, R^2 test: -0.206\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.760, R^2 test: 0.059\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.795, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.981\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.887, R^2 test: -0.269\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.782, R^2 test: -0.039\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.799, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.987, R^2 test: -2.722\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.905, R^2 test: -1.001\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.820, R^2 test: -0.506\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.334, R^2 test: 0.307\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.334\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.794, Explained Variance Score Test: 0.308\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.972, R^2 test: -1.524\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.883, R^2 test: -0.130\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.781, R^2 test: 0.093\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.386, R^2 test: 0.300\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.784, Explained Variance Score Test: 0.292\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.972, R^2 test: -1.692\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.291\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.800, R^2 test: -0.075\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.424, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.862, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.780, Explained Variance Score Test: 0.322\n", "\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.991, R^2 test: 0.068\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.902, R^2 test: 0.245\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.794, R^2 test: 0.267\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.387, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.856, Explained Variance Score Train: 0.387\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.801, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.992\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.197\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.072\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.385, R^2 test: 0.330\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.811, Explained Variance Score Test: 0.326\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.001\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.931, R^2 test: -0.354\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.842, R^2 test: -0.159\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.462, R^2 test: 0.068\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.886, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.827, Explained Variance Score Test: 0.369\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.962, R^2 test: -1.466\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.839, R^2 test: -0.551\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.702, R^2 test: -0.150\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.279, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.279\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.791, Explained Variance Score Test: 0.268\n", "\n", "\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.965, R^2 test: -1.798\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.852, R^2 test: -0.129\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.757, R^2 test: 0.103\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.335\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.807, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.991, R^2 test: -1.813\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.933, R^2 test: -0.550\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.860, R^2 test: -0.222\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.494, R^2 test: 0.206\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.900, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.823, Explained Variance Score Test: 0.372\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.989, R^2 test: -1.067\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.913, R^2 test: -0.083\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.829, R^2 test: 0.077\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.484, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.824, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.820, Explained Variance Score Test: 0.350\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.635\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.834, R^2 test: -0.372\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.706, R^2 test: -0.133\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.173\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.808, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.817, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.980, R^2 test: -1.187\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.882, R^2 test: -0.120\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.794, R^2 test: 0.090\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.401, R^2 test: 0.353\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.362\n", "AUC Test: 0.805, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.980, R^2 test: -4.559\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.851, R^2 test: -0.893\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.738, R^2 test: -0.270\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.263\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.811, Explained Variance Score Train: 0.308\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.810, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.981, R^2 test: -4.458\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.644\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.671, R^2 test: -0.115\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.371\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.386\n", "AUC Test: 0.811, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.974, R^2 test: -2.989\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.817, R^2 test: -0.268\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.714, R^2 test: 0.056\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.380, R^2 test: 0.131\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.875, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.639, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.798, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.870\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.885, R^2 test: 0.056\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.784, R^2 test: 0.209\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.793, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.989, R^2 test: -2.246\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.901, R^2 test: -0.291\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.803, R^2 test: -0.055\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.478, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.830, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.818, Explained Variance Score Test: 0.373\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.170\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.904, R^2 test: 0.185\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.814, R^2 test: 0.249\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.410, R^2 test: 0.323\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.854, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.817, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.987, R^2 test: -2.167\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.905, R^2 test: -0.426\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.831, R^2 test: -0.046\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.441, R^2 test: 0.148\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.817, Explained Variance Score Test: 0.374\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.979, R^2 test: -1.955\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.813, R^2 test: -0.362\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.680, R^2 test: -0.034\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.268, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.773, Explained Variance Score Train: 0.268\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.798, Explained Variance Score Test: 0.274\n", "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.944\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.903, R^2 test: -0.028\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.815, R^2 test: 0.201\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.347\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.819, Explained Variance Score Test: 0.373\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.974, R^2 test: -0.406\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.851, R^2 test: 0.161\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.719, R^2 test: 0.239\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.244, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.244\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.819, Explained Variance Score Test: 0.303\n", "\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.405\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.929, R^2 test: 0.052\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.852, R^2 test: 0.108\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.461, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.800, Explained Variance Score Test: 0.362\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.970, R^2 test: -2.054\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.807, R^2 test: -0.262\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.655, R^2 test: 0.028\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.238, R^2 test: 0.224\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.778, Explained Variance Score Train: 0.238\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.224\n", "AUC Test: 0.769, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.691\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.885, R^2 test: -0.357\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.763, R^2 test: 0.107\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.410, R^2 test: 0.347\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.795, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.323\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.849, R^2 test: 0.031\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.705, R^2 test: 0.182\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.808, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.986, R^2 test: -2.745\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.841, R^2 test: -0.322\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.705, R^2 test: 0.155\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.218\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.756, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.798, Explained Variance Score Test: 0.266\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.983, R^2 test: -1.396\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.341\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.715, R^2 test: 0.056\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.377\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.823, Explained Variance Score Test: 0.311\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.992, R^2 test: -0.348\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.910, R^2 test: -0.071\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.794, R^2 test: 0.066\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.314, R^2 test: 0.187\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.314\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.802, Explained Variance Score Test: 0.265\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.996, R^2 test: -1.548\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.928, R^2 test: -0.522\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.833, R^2 test: -0.107\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.401, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.816, Explained Variance Score Test: 0.345\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.983, R^2 test: -2.436\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.843, R^2 test: -0.280\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.711, R^2 test: 0.070\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.344, R^2 test: 0.311\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.805, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.836\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.904, R^2 test: -0.126\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.795, R^2 test: 0.099\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.278, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.278\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.816, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.989, R^2 test: -3.338\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.882, R^2 test: -1.105\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.755, R^2 test: -0.313\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.808, Explained Variance Score Test: 0.355\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.988, R^2 test: -0.565\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.863, R^2 test: 0.029\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.716, R^2 test: 0.178\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.774, Explained Variance Score Test: 0.265\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.074\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.921, R^2 test: -0.179\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.820, R^2 test: 0.077\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.393, R^2 test: 0.329\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.861, Explained Variance Score Train: 0.393\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.816, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.542\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.889, R^2 test: -0.045\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.772, R^2 test: 0.122\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.799, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.986, R^2 test: -1.538\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.910, R^2 test: -0.534\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.809, R^2 test: -0.283\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.296, R^2 test: 0.163\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.296\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.765, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.277\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.918, R^2 test: -0.702\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.828, R^2 test: -0.264\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.417, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.847, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.846, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.819, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.990, R^2 test: -1.496\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.893, R^2 test: -0.226\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.784, R^2 test: 0.011\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.328, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.328\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.783, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.992, R^2 test: -1.641\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.910, R^2 test: -0.302\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.806, R^2 test: 0.063\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.354\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.854, Explained Variance Score Train: 0.396\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.369\n", "AUC Test: 0.787, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.122\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.936, R^2 test: -0.369\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.853, R^2 test: -0.093\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.440, R^2 test: 0.246\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.801, Explained Variance Score Test: 0.340\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.860\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.875, R^2 test: -0.185\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.065\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.805, Explained Variance Score Train: 0.304\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.807, Explained Variance Score Test: 0.297\n", "\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.984, R^2 test: -0.687\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.876, R^2 test: -0.067\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.753, R^2 test: 0.035\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.339\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.795, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.981, R^2 test: -2.551\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.892, R^2 test: -0.882\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.767, R^2 test: -0.291\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.323\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.805, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.976, R^2 test: -1.105\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.846, R^2 test: -0.103\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.732, R^2 test: 0.184\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.893, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.821, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.990, R^2 test: -0.565\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.898, R^2 test: -0.043\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.793, R^2 test: 0.115\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.812, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.993, R^2 test: -1.486\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.924, R^2 test: -0.536\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.845, R^2 test: -0.226\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.817, Explained Variance Score Test: 0.379\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.985, R^2 test: -0.824\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.882, R^2 test: -0.144\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.775, R^2 test: 0.097\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.790, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.991, R^2 test: -0.811\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.908, R^2 test: -0.124\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.817, R^2 test: 0.104\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.367, R^2 test: 0.271\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.367\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.282\n", "AUC Test: 0.799, Explained Variance Score Test: 0.322\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.989, R^2 test: -0.166\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.889, R^2 test: 0.074\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.785, R^2 test: 0.182\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.804, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.994, R^2 test: -2.601\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.941, R^2 test: -1.329\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.864, R^2 test: -0.749\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.434, R^2 test: 0.093\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.434\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.812, Explained Variance Score Test: 0.386\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.994, R^2 test: -0.927\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.919, R^2 test: -0.239\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.813, R^2 test: 0.040\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.837, Explained Variance Score Train: 0.377\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.796, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.977, R^2 test: -1.922\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.843, R^2 test: -0.390\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.744, R^2 test: -0.172\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.682, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.801, Explained Variance Score Test: 0.303\n", "\n", "total Variables 875 and total subjects: 1698\n", "->AUC validation: 0.770 95% CI: [0.757 , 0.783]\n", "->AUC test: 0.803 95% CI: [0.801 , 0.806]\n", "->R^2 validation: 0.266 95% CI: [0.252 , 0.280]\n", "->R^2 test: 0.315 95% CI: [0.308 , 0.322]\n", "->Explained Variance validation: 0.256 95% CI: [0.241 , 0.270]\n", "->Explained Variance test: 0.309 95% CI: [0.302 , 0.317]\n", "Test set metrics:\n", "@threshold:2.132, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.106, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:2.072, sens:0.036, spec:1.000, ppv:1.000, acc:0.844, f1:0.070, mcc:0.000, total+:2, total-:337\n", "@threshold:1.903, sens:0.036, 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total-:282\n", "@threshold:0.446, sens:0.527, spec:0.894, ppv:0.492, acc:0.835, f1:0.509, mcc:0.015, total+:59, total-:280\n", "@threshold:0.444, sens:0.527, spec:0.891, ppv:0.483, acc:0.832, f1:0.504, mcc:0.014, total+:60, total-:279\n", "@threshold:0.405, sens:0.545, spec:0.870, ppv:0.448, acc:0.817, f1:0.492, mcc:0.012, total+:67, total-:272\n", "@threshold:0.393, sens:0.545, spec:0.866, ppv:0.441, acc:0.814, f1:0.488, mcc:0.011, total+:68, total-:271\n", "@threshold:0.317, sens:0.564, spec:0.835, ppv:0.397, acc:0.791, f1:0.466, mcc:0.009, total+:78, total-:261\n", "@threshold:0.308, sens:0.564, spec:0.831, ppv:0.392, acc:0.788, f1:0.463, mcc:0.008, total+:79, total-:260\n", "@threshold:0.293, sens:0.582, spec:0.813, ppv:0.376, acc:0.776, f1:0.457, mcc:0.007, total+:85, total-:254\n", "@threshold:0.282, sens:0.582, spec:0.810, ppv:0.372, acc:0.773, f1:0.454, mcc:0.007, total+:86, total-:253\n", "@threshold:0.282, sens:0.600, spec:0.810, ppv:0.379, acc:0.776, f1:0.465, mcc:0.007, total+:87, total-:252\n", "@threshold:0.273, sens:0.618, spec:0.806, ppv:0.382, acc:0.776, f1:0.472, mcc:0.008, total+:89, total-:250\n", "@threshold:0.250, sens:0.636, spec:0.796, ppv:0.376, acc:0.770, f1:0.473, mcc:0.007, total+:93, total-:246\n", "@threshold:0.250, sens:0.636, spec:0.792, ppv:0.372, acc:0.767, f1:0.470, mcc:0.007, total+:94, total-:245\n", "@threshold:0.170, sens:0.655, spec:0.743, ppv:0.330, acc:0.729, f1:0.439, mcc:0.005, total+:109, total-:230\n", "@threshold:0.165, sens:0.655, spec:0.739, ppv:0.327, acc:0.726, f1:0.436, mcc:0.005, total+:110, total-:229\n", "@threshold:0.137, sens:0.673, spec:0.732, ppv:0.327, acc:0.723, f1:0.440, mcc:0.005, total+:113, total-:226\n", "@threshold:0.134, sens:0.673, spec:0.729, ppv:0.325, acc:0.720, f1:0.438, mcc:0.005, total+:114, total-:225\n", "@threshold:0.134, sens:0.691, spec:0.729, ppv:0.330, acc:0.723, f1:0.447, mcc:0.005, total+:115, total-:224\n", "@threshold:0.131, sens:0.691, spec:0.725, ppv:0.328, acc:0.720, f1:0.444, mcc:0.005, total+:116, total-:223\n", "@threshold:0.123, sens:0.709, spec:0.722, ppv:0.331, acc:0.720, f1:0.451, mcc:0.005, total+:118, total-:221\n", "@threshold:0.120, sens:0.709, spec:0.718, ppv:0.328, acc:0.717, f1:0.448, mcc:0.005, total+:119, total-:220\n", "@threshold:0.066, sens:0.727, spec:0.690, ppv:0.312, acc:0.696, f1:0.437, mcc:0.005, total+:128, total-:211\n", "@threshold:0.060, sens:0.727, spec:0.687, ppv:0.310, acc:0.693, f1:0.435, mcc:0.004, total+:129, total-:210\n", "@threshold:0.060, sens:0.745, spec:0.687, ppv:0.315, acc:0.696, f1:0.443, mcc:0.005, total+:130, total-:209\n", "@threshold:0.059, sens:0.745, spec:0.683, ppv:0.313, acc:0.693, f1:0.441, mcc:0.005, total+:131, total-:208\n", "@threshold:0.053, sens:0.764, spec:0.680, ppv:0.316, acc:0.693, f1:0.447, mcc:0.005, total+:133, total-:206\n", "@threshold:0.045, sens:0.764, spec:0.676, ppv:0.313, acc:0.690, f1:0.444, mcc:0.005, total+:134, total-:205\n", "@threshold:-0.000, sens:0.782, spec:0.648, ppv:0.301, acc:0.670, f1:0.434, mcc:0.004, total+:143, total-:196\n", "@threshold:-0.002, sens:0.782, spec:0.644, ppv:0.299, acc:0.667, f1:0.432, mcc:0.004, total+:144, total-:195\n", "@threshold:-0.007, sens:0.800, spec:0.637, ppv:0.299, acc:0.664, f1:0.436, mcc:0.004, total+:147, total-:192\n", "@threshold:-0.010, sens:0.800, spec:0.634, ppv:0.297, acc:0.661, f1:0.433, mcc:0.004, total+:148, total-:191\n", "@threshold:-0.023, sens:0.818, spec:0.623, ppv:0.296, acc:0.655, f1:0.435, mcc:0.004, total+:152, total-:187\n", "@threshold:-0.024, sens:0.818, spec:0.620, ppv:0.294, acc:0.652, f1:0.433, mcc:0.004, total+:153, total-:186\n", "@threshold:-0.029, sens:0.836, spec:0.616, ppv:0.297, acc:0.652, f1:0.438, mcc:0.004, total+:155, total-:184\n", "@threshold:-0.031, sens:0.836, spec:0.613, ppv:0.295, acc:0.649, f1:0.436, mcc:0.004, total+:156, total-:183\n", "@threshold:-0.041, sens:0.836, spec:0.585, ppv:0.280, acc:0.625, f1:0.420, mcc:0.004, total+:164, total-:175\n", "@threshold:-0.042, sens:0.836, spec:0.581, ppv:0.279, acc:0.622, f1:0.418, mcc:0.003, total+:165, total-:174\n", "@threshold:-0.050, sens:0.836, spec:0.567, ppv:0.272, acc:0.611, f1:0.411, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.051, sens:0.836, spec:0.563, ppv:0.271, acc:0.608, f1:0.409, mcc:0.003, total+:170, total-:169\n", "@threshold:-0.080, sens:0.855, spec:0.532, ppv:0.261, acc:0.584, f1:0.400, mcc:0.003, total+:180, total-:159\n", "@threshold:-0.081, sens:0.855, spec:0.528, ppv:0.260, acc:0.581, f1:0.398, mcc:0.003, total+:181, total-:158\n", "@threshold:-0.107, sens:0.873, spec:0.504, ppv:0.254, acc:0.563, f1:0.393, mcc:0.003, total+:189, total-:150\n", "@threshold:-0.112, sens:0.873, spec:0.500, ppv:0.253, acc:0.560, f1:0.392, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.140, sens:0.891, spec:0.479, ppv:0.249, acc:0.546, f1:0.389, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.142, sens:0.891, spec:0.475, ppv:0.247, acc:0.543, f1:0.387, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.186, sens:0.909, spec:0.451, ppv:0.243, acc:0.525, f1:0.383, mcc:0.003, total+:206, total-:133\n", "@threshold:-0.187, sens:0.909, spec:0.447, ppv:0.242, acc:0.522, f1:0.382, mcc:0.003, total+:207, total-:132\n", "@threshold:-0.252, sens:0.927, spec:0.391, ppv:0.228, acc:0.478, f1:0.366, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.253, sens:0.927, spec:0.387, ppv:0.227, acc:0.475, f1:0.364, mcc:0.002, total+:225, total-:114\n", "@threshold:-0.279, sens:0.945, spec:0.363, ppv:0.223, acc:0.457, f1:0.361, mcc:0.002, total+:233, total-:106\n", "@threshold:-0.279, sens:0.945, spec:0.359, ppv:0.222, acc:0.454, f1:0.360, mcc:0.002, total+:234, total-:105\n", "@threshold:-0.389, sens:0.964, spec:0.275, ppv:0.205, acc:0.386, f1:0.338, mcc:0.002, total+:259, total-:80\n", "@threshold:-0.396, sens:0.964, spec:0.271, ppv:0.204, acc:0.383, f1:0.337, mcc:0.002, total+:260, total-:79\n", "@threshold:-0.456, sens:0.982, spec:0.239, ppv:0.200, acc:0.360, f1:0.332, mcc:0.002, total+:270, total-:69\n", "@threshold:-0.464, sens:0.982, spec:0.236, ppv:0.199, acc:0.357, f1:0.331, mcc:0.002, total+:271, total-:68\n", "@threshold:-1.797, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.116 95% CI: [0.096 , 0.135] | OR_adj 1.123 [1.101 1.145] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", "* Vital: BMI-latest | coef 0.075 95% CI: [0.053 , 0.096] | OR_adj 1.078 [1.055 1.101] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.075\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", "\n", "* Vital: BMI-avg19to24 | coef 0.071 95% CI: [0.050 , 0.093] | OR_adj 1.074 [1.051 1.098] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: BMI-avg13to16 | coef 0.045 95% CI: [0.031 , 0.059] | OR_adj 1.046 [1.031 1.060] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.068\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.065\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.039 95% CI: [0.027 , 0.051] | OR_adj 1.040 [1.028 1.052] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Vital: BMI-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.068\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.036 95% CI: [0.025 , 0.046] | OR_adj 1.036 [1.026 1.047] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.063\n", "\n", "* Vital: BMI-gain0to24 | coef 0.030 95% CI: [0.015 , 0.045] | OR_adj 1.030 [1.015 1.046] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt-avg19to24 | coef 0.022 95% CI: [0.012 , 0.033] | OR_adj 1.022 [1.012 1.033] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.017 95% CI: [0.009 , 0.025] | OR_adj 1.017 [1.010 1.025] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.015 95% CI: [0.010 , 0.021] | OR_adj 1.016 [1.010 1.021] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.077\n", "\n", "* Vital: Wt-latest | coef 0.014 95% CI: [0.008 , 0.019] | OR_adj 1.014 [1.008 1.019] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.013 95% CI: [0.005 , 0.021] | OR_adj 1.013 [1.005 1.022] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.066\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.064\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.012 95% CI: [0.005 , 0.019] | OR_adj 1.012 [1.005 1.019] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.011 95% CI: [0.005 , 0.018] | OR_adj 1.012 [1.005 1.018] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.068\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Maternal Vital: Wt-postPregnancy:0.064\n", "\n", "* Vital: Wt-gain0to24 | coef 0.010 95% CI: [0.003 , 0.018] | OR_adj 1.010 [1.003 1.018] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.009 95% CI: [0.004 , 0.014] | OR_adj 1.009 [1.004 1.014] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Vital: BMI Percentile-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.073\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.009 95% CI: [0.002 , 0.015] | OR_adj 1.009 [1.002 1.015] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.081\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.081\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.003 , 0.013] | OR_adj 1.008 [1.003 1.014] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.070\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.069\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.007 95% CI: [-0.006 , 0.020] | OR_adj 1.007 [0.994 1.020] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.137\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.097\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.087\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.073\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs168:PID:0.062\n", "\n", "* Vital: BMI-avg16to19 | coef 0.006 95% CI: [0.002 , 0.011] | OR_adj 1.006 [1.002 1.011] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.002 , 0.010] | OR_adj 1.006 [1.002 1.010] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.069\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.065\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.000 , 0.009] | OR_adj 1.005 [1.000 1.009] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", "* Vital: Wt-avg16to19 | coef 0.005 95% CI: [0.000 , 0.009] | OR_adj 1.005 [1.000 1.009] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Vital: Ht-postPregnancy:0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.064\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", "* Vital: Wt-avg7to10 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.081\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", "\n", "* Vital: BMI-avg7to10 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", " Maternal Vital: BMI Percentile-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.077\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.076\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.073\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", "\n", " Vital: Temp-latest | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.069\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.069\n", " Maternal Vital: BP-postPregnancy:-0.067\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", "* Number of Visits | coef -0.003 95% CI: [-0.006 , -0.001] | OR_adj 0.997 [0.994 0.999] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt-gain7to13 | coef -0.003 95% CI: [-0.006 , -0.000] | OR_adj 0.997 [0.994 1.000] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.060\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.059\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.058\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", "* Vital: Wt Percentile-latest | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.065\n", "\n", " Vital: HC-latest | coef 0.003 95% CI: [-0.001 , 0.007] | OR_adj 1.003 [0.999 1.007] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", "* Vital: Wt-avg13to16 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.068\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.003 95% CI: [-0.001 , 0.006] | OR_adj 1.003 [0.999 1.006] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.075\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.075\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.065\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.061\n", "\n", "* Vital: BMI-avg10to13 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.070\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.065\n", "\n", "* Vital: HC-gain0to24 | coef -0.002 95% CI: [-0.007 , 0.002] | OR_adj 0.998 [0.993 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", " Maternal Vital: HR-otherPregnancy:0.063\n", " Maternal Vital: Wt-postPregnancy:0.062\n", "\n", "* Vital: BMI-avg3to5 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.085\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.002 95% CI: [-0.001 , 0.005] | OR_adj 1.002 [0.999 1.005] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", "\n", "* Vital: Wt Change-latest | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.105\n", "\n", " MatDeliveryAge | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", " Vital: HR-avg1to3 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.069\n", " Diagnosis:9ccs244:Other injury:0.063\n", "\n", " Vital: HR-avg5to7 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.085\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.071\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.002 95% CI: [-0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.062\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.109\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.099\n", " Maternal Vital: BMI Percentile-postPregnancy:0.095\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.087\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.061\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.058\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.058\n", "\n", "* Vital: Ht-gain7to13 | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.058\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.058\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.057\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.057\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 27 | OR_unadj: 8.673 [3.977 18.915] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Vital: Wt-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.180\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.172\n", " Maternal Vital: Wt-otherPregnancy:0.155\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.154\n", " Maternal Diagnosis:9ccs98:HTN:0.151\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.150\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.131\n", "\n", " Vital: Ht-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Maternal Vital: Temp-postPregnancy:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Maternal Diagnosis:9ccs98:HTN:-0.069\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.131\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.127\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.124\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.055\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.070\n", "\n", " Vital: HC-avg1to3 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.219\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.130\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.082\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.081\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", " Vital: BMI-gain3to7 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.071\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.071\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.173\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 144 | OR_unadj: 1.430 [0.767 2.666] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.269\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.186\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.170\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.122\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.116\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.003] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Maternal Diagnosis:9ccs168:PID:-0.055\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.054\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 86 | OR_unadj: 0.178 [0.024 1.313] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.789\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.305\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.176\n", " Maternal Vital: RR-otherPregnancy:-0.169\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", " Vital: Temp-avg0to1 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.063\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.061\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.061\n", "\n", " Vital: BMI-gain5to10 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.068\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.066\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.064\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", "* Vital: Wt-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.065\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.064\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.063\n", "\n", " Vital: HC-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.068\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.065\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.065\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.062\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: HC-avg5to7 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.067\n", "\n", "* Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 126 | OR_unadj: 2.633 [1.381 5.022] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.672\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.390\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.364\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.225\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.214\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.213\n", "\n", "* Vital: RR-avg5to7 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.119\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.084\n", "\n", " Vital: Wt Change-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.111\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.071\n", " Maternal Vital: PL-otherPregnancy:-0.070\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.069\n", " Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.067\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 247 | OR_unadj: 1.122 [0.655 1.921] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.225\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.146\n", "\n", " Vital: Wt-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.073\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.063\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", "\n", " Vital: Wt-gain10to16 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.063\n", " Number of Visits:0.063\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 102 | OR_unadj: 1.593 [0.682 3.724] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.341\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.223\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.202\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 236 | OR_unadj: 0.816 [0.438 1.518] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.210\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.147\n", " Maternal Vital: BP-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.122\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 86 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.384\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.177\n", " Newborn Diagnosis:9ccs221:Resp distres:0.174\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.172\n", "\n", " Vital: Ht-gain0to3 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.069\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.068\n", "\n", " Vital: HC-gain0to3 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.068\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 548 | OR_unadj: 1.317 [0.896 1.934] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.419\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.253\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.237\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.215\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 167 | OR_unadj: 0.605 [0.258 1.421] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.307\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.216\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.183\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs221:Resp distres:0.142\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", "\n", " Vital: Temp-avg3to5 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.092\n", " Number of Visits:0.090\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.080\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.077\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.137\n", "\n", "* Vital: BMI-avg0to1 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", "\n", "* Vital: Wt-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.068\n", " Maternal Vital: Wt-postPregnancy:0.068\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.066\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.092\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Vital: Ht-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Vital: BP-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", " Vital: Wt Percentile-gain7to13 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.068\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.066\n", "\n", " Vital: Ht Percentile-gain13to19 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", "\n", "* Vital: Wt-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Maternal Vital: RR-postPregnancy:0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", "\n", " Vital: HC-gain10to16 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.065\n", " Maternal Diagnosis:9ccs159:UTI:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.065\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", " Vital: Wt-gain13to19 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.062\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.060\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.060\n", "\n", " Maternal Vital: Ht-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 544 | OR_unadj: 0.933 [0.645 1.348] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.610\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.173\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.158\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-postPregnancy:0.142\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.142\n", " Maternal Vital: BP-otherPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.112\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.103\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.067\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.067\n", " Maternal Vital: Wt Change-postPregnancy:-0.064\n", "\n", " Vital: Ht-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", "\n", " Vital: Temp-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.060\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.059\n", " Maternal Diagnosis:9ccs238:Complic proc:0.058\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 337 | OR_unadj: 1.151 [0.638 2.078] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.221\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.184\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.182\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.068\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.078\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.075\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 321 | OR_unadj: 0.826 [0.531 1.287] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.582\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.386\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.316\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.268\n", " Maternal Maternal Lab History: INR-postPregnancy:0.266\n", "\n", " Vital: Wt Percentile-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs7:Viral infect:0.070\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.067\n", "\n", " Vital: Ht Percentile-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Vital: Ht-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.074\n", "\n", " Vital: Wt Change-avg0to1 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.087\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.087\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.076\n", "\n", " Vital: HC-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Maternal Vital: RR-otherPregnancy:0.073\n", "\n", "* Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 638 | OR_unadj: 0.506 [0.287 0.890] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.279\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.251\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.208\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.192\n", " Maternal Vital: BP-postPregnancy:-0.184\n", "\n", " Vital: BMI-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", "\n", " Vital: HR-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.063\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", "\n", "* Vital: HC-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs187:Malposition:0.061\n", "\n", "* Vital: BMI-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.065\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.105\n", "\n", "* Maternal Vital: BMI-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 538 | OR_unadj: 2.540 [1.496 4.314] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Vital: BMI-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.195\n", " Maternal Vital: Wt-postPregnancy:0.176\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.171\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.162\n", " Maternal Vital: Wt-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.141\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 119 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.446\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.287\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.231\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.184\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: HC-gain16to24 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.055\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.054\n", " Maternal Diagnosis:9ccs98:HTN:0.054\n", "\n", " Vital: Wt-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", "* Vital: Wt-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.077\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.074\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.071\n", " Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.061\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.059\n", " Number of Visits:0.059\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: Wt Percentile-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.073\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.071\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.069\n", "\n", " Vital: BMI-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.066\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.063\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.061\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: HR-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.067\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", "\n", " Vital: Ht-gain16to24 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.059\n", " Maternal Vital: HR-postPregnancy:0.059\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.059\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", "* Vital: BMI-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.056\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.055\n", "\n", " Vital: Ht-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.065\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs192:Umbil cord:-0.063\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 0.922 [0.493 1.724] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.306\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.250\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.213\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.201\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.155\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.075\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.071\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.099\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Vital: Ht-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 608 | OR_unadj: 1.280 [0.909 1.803] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.247\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.180\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.161\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.158\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Vital: Ht-gain1to5 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.074\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.069\n", "\n", " Vital: Ht-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.115\n", "\n", " Vital: BMI-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.059\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.058\n", " Maternal Maternal Lab History: AST-postPregnancy:0.058\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.058\n", "\n", " Vital: Ht Percentile-avg7to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.112\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.109\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.061\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.059\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.057\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.057\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.056\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Maternal Vital: Wt Percentile-postPregnancy:0.071\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.107\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.082\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.080\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", "* Vital: Ht Percentile-latest | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.070\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 490 | OR_unadj: 0.715 [0.479 1.067] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.766\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.588\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.474\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.419\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.344\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.248\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht-avg10to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.074\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.305\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Vital: BMI-postPregnancy:0.195\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.189\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.188\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.188\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.210 [0.748 1.956] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.345\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.269\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.197\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Vital: HR-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.096\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs98:HTN:0.070\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.069\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.067\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.646 [0.350 1.193] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.184\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.162\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.146\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.139\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.137\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.136\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.123\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Vital: HC-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.065\n", "\n", "Vital : 0.60802824147\n", "Maternal Vital : 0.0127859550142\n", "Maternal Diagnosis : 0.0115128263519\n", "Census : 0.00786970118781\n", "Number of Visits : -0.00312284784184\n", "MatDeliveryAge : 0.00189838660518\n", "Maternal Maternal Lab History : 0.00134859284105\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Maternal Maternal Procedure History : -0.00227811551013\n", "Diagnosis : -0.000413417237521\n", "Maternal Maternal Diagnosis : -0.00213010788246\n", "Newborn Diagnosis : 0.000595896652857\n", "Time to run analysis 0:00:44.455859\n", "Total Time elapsed 14:56:04.839343\n", "-----------------------------------------------------\n", "\n", "girls min_5 full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.263\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.275\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.759, R^2 test: 0.266\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.690, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.793, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.347\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.892, R^2 test: 0.348\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.771, R^2 test: 0.334\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.702, R^2 test: 0.317\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.800, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.210\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.228\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.220\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.725\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.822, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.246\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.246\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.252\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.790, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.220\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.218\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.191\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.679, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.794, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.314\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.308\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.311\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.804, Explained Variance Score Test: 0.374\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.278\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.287\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.303\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.302\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.797, Explained Variance Score Test: 0.316\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.367\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.392\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.648, R^2 test: 0.351\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.347\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.808, Explained Variance Score Test: 0.345\n", "\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.250\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.886, R^2 test: 0.260\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.766, R^2 test: 0.260\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.690, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.811, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.186\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.207\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.185\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.657, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.796, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.274\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.304\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.734, R^2 test: 0.302\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.306\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.778, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.183\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.184\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.234\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.795, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.264\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.862, R^2 test: 0.237\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.731, R^2 test: 0.256\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.796, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.052\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.071\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.068\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.069\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.783, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.229\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.215\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.206\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.200\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.795, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.229\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.192\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: 0.168\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.535, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.775, Explained Variance Score Test: 0.321\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.257\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.236\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.241\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.247\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.796, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.305\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.297\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.391\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.418\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.862, Explained Variance Score Validation: 0.418\n", "AUC Test: 0.795, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.140\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.129\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.139\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.816, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.331\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.332\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.330\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.320\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.798, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.284\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.283\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.287\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.792, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.182\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: 0.182\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.746, R^2 test: 0.216\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.678, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.230\n", "AUC Test: 0.795, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.060\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.053\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.050\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.611, R^2 test: 0.030\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.914\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.814, Explained Variance Score Test: 0.371\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.091\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.079\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.055\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.804, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.057\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.097\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.128\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.561, R^2 test: 0.131\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.821, Explained Variance Score Test: 0.384\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.311\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.325\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.719, R^2 test: 0.307\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.787, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.212\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.201\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.197\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.808, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.226\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.283\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.717, R^2 test: 0.326\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.717\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.796, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.226\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.246\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.702, R^2 test: 0.244\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.632, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.796, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.172\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.224\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.103\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.808, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.202\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.210\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.241\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.786, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.251\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.300\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.314\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.330\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.790, Explained Variance Score Test: 0.363\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.197\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.203\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.267\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.721\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.828, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.267\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.273\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.285\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.820, Explained Variance Score Test: 0.373\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.188\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.180\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.178\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.814, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.411\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.430\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.681, R^2 test: 0.422\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.404\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.432\n", "AUC Test: 0.787, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.292\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.293\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.293\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.796, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.201\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.214\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.253\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.787, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.121\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.172\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.146\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.803, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.337\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.348\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.355\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.331\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.794, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.438\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.439\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.399\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.363\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.803, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.308\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.301\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.302\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.558, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.808, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.186\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.184\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.191\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.680, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.797, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.435\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.883, R^2 test: 0.455\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.767, R^2 test: 0.463\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.706, R^2 test: 0.452\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.858, Explained Variance Score Validation: 0.464\n", "AUC Test: 0.819, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.265\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.262\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.284\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.287\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.805, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.268\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.261\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.243\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.586, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.653\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.817, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.308\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.316\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.366\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.777, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.360\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.356\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.341\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.672, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.830, Explained Variance Score Test: 0.368\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.217\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.220\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.252\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.625\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.794, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.919, R^2 test: 0.181\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.897, R^2 test: 0.189\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.800, R^2 test: 0.181\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.731, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.821, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.217\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.210\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.190\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.796, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.300\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.299\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.344\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.667, R^2 test: 0.355\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.794, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.020\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.035\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.745, R^2 test: 0.016\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.681, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.102\n", "AUC Test: 0.816, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.015\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.028\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.092\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.714\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.092\n", "AUC Test: 0.821, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.284\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.275\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.282\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.668, R^2 test: 0.275\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.802, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.236\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.303\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.341\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.338\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.859, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.815, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.307\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.309\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.291\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.801, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.185\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.195\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.262\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.277\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.808, Explained Variance Score Test: 0.378\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.179\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.181\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.209\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.218\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.810, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.340\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.338\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.380\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.390\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.830, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.200\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.188\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.183\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.810, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.254\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.258\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.261\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.695\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.801, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.116\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.222\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.271\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.817, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.259\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.262\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.252\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.792, Explained Variance Score Test: 0.343\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.261\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: 0.174\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.781, R^2 test: 0.229\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.715, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.773, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.356\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.353\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.311\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.298\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.664\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.778, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.338\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.348\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.288\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.777, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: 0.391\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.440\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.747, R^2 test: 0.455\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.427\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.429\n", "AUC Test: 0.791, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.323\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.308\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.697, R^2 test: 0.233\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.633, R^2 test: 0.187\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.796, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.197\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.233\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.279\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.599, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.791, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.285\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.282\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.267\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.679, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.917, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.804, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.364\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.382\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.648, R^2 test: 0.325\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.780, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.380\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: 0.381\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.377\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.352\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.812, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.319\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.318\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.320\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.671, R^2 test: 0.316\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.320\n", "AUC Test: 0.790, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.319\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.320\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.750, R^2 test: 0.340\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.676, R^2 test: 0.342\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.809, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.174\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: 0.231\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.251\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.808, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.186\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.191\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.150\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.611, R^2 test: 0.146\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.797, Explained Variance Score Test: 0.362\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.258\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.245\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.676, R^2 test: 0.214\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.607, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.798, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.155\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.164\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.766, R^2 test: 0.198\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.705, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.807, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.322\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.325\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.755, R^2 test: 0.319\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: 0.314\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.804, Explained Variance Score Test: 0.321\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.159\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.162\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.772, R^2 test: 0.170\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.710, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.774, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.185\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.189\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.187\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.645, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.645\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.772, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.463\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.463\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.763, R^2 test: 0.447\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.704, R^2 test: 0.429\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.464\n", "AUC Test: 0.806, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.232\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.232\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.235\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.679, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.767, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.336\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.336\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.324\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.315\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.774, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.347\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.343\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.338\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.324\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.384\n", "AUC Test: 0.805, Explained Variance Score Test: 0.305\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.170\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.167\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: 0.162\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.157\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.790, Explained Variance Score Test: 0.271\n", "\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.191\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.190\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.722, R^2 test: 0.175\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.789, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.215\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.209\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.202\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.767, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.208\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.250\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.286\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.793, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.312\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.298\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.743, R^2 test: 0.282\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.285\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.801, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.222\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.859, R^2 test: 0.256\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.296\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.664, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.804, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.142\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.159\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.134\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.779, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.270\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.268\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.759, R^2 test: 0.259\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.688, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.788, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.145\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.125\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.121\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.997, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.812, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.395\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.390\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.407\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.650, R^2 test: 0.384\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.909\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.806, Explained Variance Score Test: 0.377\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.019\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.022\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.066\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.804, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.456\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.458\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.447\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.422\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.458\n", "AUC Test: 0.793, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.194\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.871, R^2 test: 0.164\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.147\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.663, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.170\n", "AUC Test: 0.828, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.298\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.286\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.290\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.827, Explained Variance Score Test: 0.283\n", "\n", "total Variables 875 and total subjects: 1698\n", "->AUC validation: 0.766 95% CI: [0.755 , 0.778]\n", "->AUC test: 0.799 95% CI: [0.797 , 0.802]\n", "->R^2 validation: 0.267 95% CI: [0.249 , 0.284]\n", "->R^2 test: 0.324 95% CI: [0.318 , 0.331]\n", "->Explained Variance validation: 0.258 95% CI: [0.240 , 0.276]\n", "->Explained Variance test: 0.320 95% CI: [0.313 , 0.327]\n", "Test set metrics:\n", "@threshold:1.864, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.443, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.315, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:1.293, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:1.232, sens:0.073, spec:0.989, ppv:0.571, acc:0.841, f1:0.129, mcc:0.059, total+:7, total-:332\n", "@threshold:1.111, sens:0.091, spec:0.989, ppv:0.625, acc:0.844, f1:0.159, mcc:0.071, total+:8, total-:331\n", "@threshold:1.053, sens:0.091, spec:0.986, ppv:0.556, acc:0.841, f1:0.156, mcc:0.048, total+:9, total-:330\n", "@threshold:0.984, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:0.920, sens:0.145, spec:0.982, ppv:0.615, acc:0.847, f1:0.235, mcc:0.054, total+:13, total-:326\n", "@threshold:0.886, sens:0.164, spec:0.979, ppv:0.600, acc:0.847, f1:0.257, mcc:0.046, total+:15, total-:324\n", "@threshold:0.872, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:0.867, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:0.824, sens:0.255, spec:0.972, ppv:0.636, acc:0.855, f1:0.364, mcc:0.046, total+:22, total-:317\n", "@threshold:0.810, sens:0.273, spec:0.972, ppv:0.652, acc:0.858, f1:0.385, mcc:0.049, total+:23, total-:316\n", "@threshold:0.785, sens:0.273, spec:0.968, ppv:0.625, acc:0.855, f1:0.380, mcc:0.042, total+:24, total-:315\n", "@threshold:0.695, sens:0.291, spec:0.961, ppv:0.593, acc:0.853, f1:0.390, mcc:0.034, total+:27, total-:312\n", "@threshold:0.692, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.637, sens:0.309, spec:0.954, ppv:0.567, acc:0.850, f1:0.400, mcc:0.029, total+:30, total-:309\n", "@threshold:0.600, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.568, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.555, sens:0.345, spec:0.944, ppv:0.543, acc:0.847, f1:0.422, mcc:0.024, total+:35, total-:304\n", "@threshold:0.549, sens:0.364, spec:0.944, ppv:0.556, acc:0.850, f1:0.440, mcc:0.025, total+:36, total-:303\n", "@threshold:0.543, sens:0.382, spec:0.940, ppv:0.553, acc:0.850, f1:0.452, mcc:0.024, total+:38, total-:301\n", "@threshold:0.510, sens:0.400, spec:0.930, ppv:0.524, acc:0.844, f1:0.454, mcc:0.020, total+:42, total-:297\n", "@threshold:0.493, sens:0.418, spec:0.926, ppv:0.523, acc:0.844, f1:0.465, mcc:0.020, total+:44, total-:295\n", "@threshold:0.429, sens:0.436, spec:0.898, ppv:0.453, acc:0.823, f1:0.444, mcc:0.013, total+:53, total-:286\n", "@threshold:0.427, sens:0.436, spec:0.894, ppv:0.444, acc:0.820, f1:0.440, mcc:0.012, total+:54, total-:285\n", "@threshold:0.422, sens:0.455, spec:0.887, ppv:0.439, acc:0.817, f1:0.446, mcc:0.012, total+:57, total-:282\n", "@threshold:0.418, sens:0.455, spec:0.884, ppv:0.431, acc:0.814, f1:0.442, mcc:0.011, total+:58, total-:281\n", "@threshold:0.385, sens:0.473, spec:0.873, ppv:0.419, acc:0.808, f1:0.444, mcc:0.010, total+:62, total-:277\n", "@threshold:0.369, sens:0.491, spec:0.870, ppv:0.422, acc:0.808, f1:0.454, mcc:0.010, total+:64, total-:275\n", "@threshold:0.346, sens:0.509, spec:0.859, ppv:0.412, acc:0.802, f1:0.455, mcc:0.010, total+:68, total-:271\n", "@threshold:0.340, sens:0.527, spec:0.856, ppv:0.414, acc:0.802, f1:0.464, mcc:0.010, total+:70, total-:269\n", "@threshold:0.334, sens:0.545, spec:0.852, ppv:0.417, acc:0.802, f1:0.472, mcc:0.010, total+:72, total-:267\n", "@threshold:0.318, sens:0.564, spec:0.849, ppv:0.419, acc:0.802, f1:0.481, mcc:0.010, total+:74, total-:265\n", "@threshold:0.316, sens:0.582, spec:0.849, ppv:0.427, acc:0.805, f1:0.492, mcc:0.010, total+:75, total-:264\n", "@threshold:0.286, sens:0.600, spec:0.845, ppv:0.429, acc:0.805, f1:0.500, mcc:0.010, total+:77, total-:262\n", "@threshold:0.270, sens:0.618, spec:0.838, ppv:0.425, acc:0.802, f1:0.504, mcc:0.010, total+:80, total-:259\n", "@threshold:0.269, sens:0.618, spec:0.835, ppv:0.420, acc:0.799, f1:0.500, mcc:0.010, total+:81, total-:258\n", "@threshold:0.219, sens:0.636, spec:0.803, ppv:0.385, acc:0.776, f1:0.479, mcc:0.008, total+:91, total-:248\n", "@threshold:0.218, sens:0.636, spec:0.799, ppv:0.380, acc:0.773, f1:0.476, mcc:0.007, total+:92, total-:247\n", "@threshold:0.205, sens:0.655, spec:0.792, ppv:0.379, acc:0.770, f1:0.480, mcc:0.007, total+:95, total-:244\n", "@threshold:0.201, sens:0.655, spec:0.789, ppv:0.375, acc:0.767, f1:0.477, mcc:0.007, total+:96, total-:243\n", "@threshold:0.160, sens:0.673, spec:0.754, ppv:0.346, acc:0.740, f1:0.457, mcc:0.006, total+:107, total-:232\n", "@threshold:0.158, sens:0.691, spec:0.750, ppv:0.349, acc:0.740, f1:0.463, mcc:0.006, total+:109, total-:230\n", "@threshold:0.138, sens:0.709, spec:0.736, ppv:0.342, acc:0.732, f1:0.462, mcc:0.006, total+:114, total-:225\n", "@threshold:0.126, sens:0.764, spec:0.732, ppv:0.356, acc:0.737, f1:0.486, mcc:0.006, total+:118, total-:221\n", "@threshold:0.107, sens:0.782, spec:0.704, ppv:0.339, acc:0.717, f1:0.473, mcc:0.005, total+:127, total-:212\n", "@threshold:0.102, sens:0.782, spec:0.701, ppv:0.336, acc:0.714, f1:0.470, mcc:0.005, total+:128, total-:211\n", "@threshold:0.064, sens:0.800, spec:0.676, ppv:0.324, acc:0.696, f1:0.461, mcc:0.005, total+:136, total-:203\n", "@threshold:0.063, sens:0.800, spec:0.673, ppv:0.321, acc:0.693, f1:0.458, mcc:0.005, total+:137, total-:202\n", "@threshold:0.047, sens:0.818, spec:0.669, ppv:0.324, acc:0.693, f1:0.464, mcc:0.005, total+:139, total-:200\n", "@threshold:0.045, sens:0.818, spec:0.665, ppv:0.321, acc:0.690, f1:0.462, mcc:0.005, total+:140, total-:199\n", "@threshold:0.044, sens:0.836, spec:0.665, ppv:0.326, acc:0.693, f1:0.469, mcc:0.005, total+:141, total-:198\n", "@threshold:0.043, sens:0.836, spec:0.662, ppv:0.324, acc:0.690, f1:0.467, mcc:0.005, total+:142, total-:197\n", "@threshold:0.025, sens:0.855, spec:0.648, ppv:0.320, acc:0.681, f1:0.465, mcc:0.005, total+:147, total-:192\n", "@threshold:0.025, sens:0.855, spec:0.644, ppv:0.318, acc:0.678, f1:0.463, mcc:0.005, total+:148, total-:191\n", "@threshold:-0.020, sens:0.873, spec:0.599, ppv:0.296, acc:0.643, f1:0.442, mcc:0.004, total+:162, total-:177\n", "@threshold:-0.020, sens:0.873, spec:0.595, ppv:0.294, acc:0.640, f1:0.440, mcc:0.004, total+:163, total-:176\n", "@threshold:-0.051, sens:0.891, spec:0.585, ppv:0.293, acc:0.634, f1:0.441, mcc:0.004, total+:167, total-:172\n", "@threshold:-0.054, sens:0.891, spec:0.581, ppv:0.292, acc:0.631, f1:0.439, mcc:0.004, total+:168, total-:171\n", "@threshold:-0.062, sens:0.909, spec:0.577, ppv:0.294, acc:0.631, f1:0.444, mcc:0.004, total+:170, total-:169\n", "@threshold:-0.065, sens:0.909, spec:0.574, ppv:0.292, acc:0.628, f1:0.442, mcc:0.004, total+:171, total-:168\n", "@threshold:-0.090, sens:0.927, spec:0.556, ppv:0.288, acc:0.617, f1:0.440, mcc:0.004, total+:177, total-:162\n", "@threshold:-0.093, sens:0.927, spec:0.553, ppv:0.287, acc:0.614, f1:0.438, mcc:0.004, total+:178, total-:161\n", "@threshold:-0.116, sens:0.945, spec:0.507, ppv:0.271, acc:0.578, f1:0.421, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.117, sens:0.945, spec:0.504, ppv:0.269, acc:0.575, f1:0.419, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.154, sens:0.964, spec:0.454, ppv:0.255, acc:0.537, f1:0.403, mcc:0.003, total+:208, total-:131\n", "@threshold:-0.157, sens:0.964, spec:0.451, ppv:0.254, acc:0.534, f1:0.402, mcc:0.003, total+:209, total-:130\n", "@threshold:-0.206, sens:0.982, spec:0.377, ppv:0.234, acc:0.475, f1:0.378, mcc:0.003, total+:231, total-:108\n", "@threshold:-0.207, sens:0.982, spec:0.373, ppv:0.233, acc:0.472, f1:0.376, mcc:0.003, total+:232, total-:107\n", "@threshold:-0.997, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.095 95% CI: [0.084 , 0.107] | OR_adj 1.100 [1.087 1.113] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.075\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", "\n", "* Vital: BMI-avg19to24 | coef 0.037 95% CI: [0.030 , 0.045] | OR_adj 1.038 [1.030 1.046] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.036 95% CI: [0.031 , 0.041] | OR_adj 1.037 [1.032 1.042] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.036 95% CI: [0.031 , 0.040] | OR_adj 1.036 [1.031 1.041] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", "* Vital: BMI-avg16to19 | coef 0.027 95% CI: [0.022 , 0.032] | OR_adj 1.027 [1.022 1.032] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", "\n", "* Vital: BMI-gain0to24 | coef 0.025 95% CI: [0.021 , 0.030] | OR_adj 1.026 [1.021 1.031] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.020 95% CI: [0.017 , 0.024] | OR_adj 1.021 [1.017 1.025] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.066\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.064\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.019 95% CI: [0.015 , 0.022] | OR_adj 1.019 [1.015 1.023] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.068\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Maternal Vital: Wt-postPregnancy:0.064\n", "\n", "* Vital: BMI-avg13to16 | coef 0.018 95% CI: [0.015 , 0.021] | OR_adj 1.018 [1.015 1.021] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.068\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.065\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.018 95% CI: [0.014 , 0.021] | OR_adj 1.018 [1.014 1.022] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Vital: BMI-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.068\n", "\n", "* Vital: Wt-latest | coef 0.017 95% CI: [0.014 , 0.021] | OR_adj 1.017 [1.014 1.021] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", "* Vital: Wt-avg16to19 | coef 0.016 95% CI: [0.012 , 0.019] | OR_adj 1.016 [1.012 1.019] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Vital: Ht-postPregnancy:0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.064\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.013 95% CI: [0.010 , 0.017] | OR_adj 1.014 [1.010 1.017] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.063\n", "\n", "* Vital: Wt-avg19to24 | coef 0.012 95% CI: [0.009 , 0.016] | OR_adj 1.012 [1.009 1.016] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.012 95% CI: [0.008 , 0.016] | OR_adj 1.012 [1.008 1.016] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.062\n", "\n", "* Number of Visits | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.015] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt Percentile-latest | coef 0.012 95% CI: [0.007 , 0.017] | OR_adj 1.012 [1.007 1.017] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.065\n", "\n", "* Vital: Wt-avg13to16 | coef 0.011 95% CI: [0.008 , 0.015] | OR_adj 1.011 [1.008 1.015] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.068\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n", "* Vital: Wt-gain0to24 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", "* Vital: Wt-avg10to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", " MatDeliveryAge | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.070\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.069\n", "\n", "* Vital: Wt-gain16to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.065\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.064\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.063\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.085\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.070\n", "\n", "* Vital: BMI-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.069\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.069\n", " Number of Visits:-0.068\n", " Maternal Vital: Wt Change-otherPregnancy:0.066\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.062\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.059\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.058\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", " Maternal Vital: BMI Percentile-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.077\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.076\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.073\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Vital: BMI Percentile-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.073\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.065\n", "\n", "* Vital: BMI-gain7to13 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.056\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.055\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.061\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.059\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.057\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.057\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.056\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.073\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.067\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.066\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.063\n", " Number of Visits:-0.062\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.062\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.062\n", "\n", "* Vital: Wt-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.060\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.059\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.058\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.081\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.141\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.069\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Maternal Diagnosis:9ccs168:PID:-0.055\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.054\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.077\n", "\n", " Vital: Wt-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.063\n", " Number of Visits:0.063\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.006] | OR_adj 1.004 [1.003 1.006] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", " Vital: Ht-gain16to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.059\n", " Maternal Vital: HR-postPregnancy:0.059\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.059\n", "\n", " Vital: Temp-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.085\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.074\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.071\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Maternal Vital: BP-postPregnancy:-0.063\n", "\n", "* Vital: BMI-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", "\n", "* Vital: Wt-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Maternal Vital: RR-postPregnancy:0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.067\n", "\n", "* Vital: BMI-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.065\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Maternal Diagnosis:9ccs184:Early labor:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.098\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.092\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Vital: Ht-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Vital: BP-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.069\n", "\n", " Vital: Wt-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.062\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.060\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.060\n", "\n", " Vital: Temp-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.069\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.069\n", " Maternal Vital: BP-postPregnancy:-0.067\n", "\n", "* Vital: Wt-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", "\n", " Vital: Temp-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.083\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.072\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.067\n", "\n", "* Vital: Wt-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.068\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.066\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Vital: HC-gain0to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.068\n", "\n", " Vital: Temp-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.063\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.061\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.061\n", "\n", " Vital: Temp-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.079\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.065\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Maternal Vital: Wt Percentile-postPregnancy:0.071\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 178 | OR_unadj: 1.268 [0.843 1.907] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.467\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.085\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.076\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.072\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.067\n", " Maternal Vital: Wt Change-postPregnancy:-0.064\n", "\n", " Vital: HC-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.070\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.068\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.064\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.062\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.061\n", " Maternal Vital: Wt Percentile-postPregnancy:0.060\n", "\n", "* Vital: Ht-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.058\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.058\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.057\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.057\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.078\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.075\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.075\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.075\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.065\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.061\n", "\n", "* Vital: BMI-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.104\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.099\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.090\n", " Diagnosis:9ccs238:Complic proc:-0.089\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.087\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.081\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.074\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.073\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.063\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", "\n", " Vital: BMI-gain3to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.071\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.071\n", "\n", "* Vital: Wt-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.068\n", " Maternal Vital: Wt-postPregnancy:0.068\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.066\n", "\n", " Vital: Wt-gain1to5 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.073\n", "\n", " Vital: Ht-gain10to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.071\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.067\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.067\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.062\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.099\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Vital: Ht-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.066\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.063\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.061\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Maternal Vital: RR-otherPregnancy:0.073\n", "\n", " Vital: Ht-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.069\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.068\n", "\n", " Vital: Temp-avg10to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.199\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.146\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.105\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Maternal Diagnosis:9ccs238:Complic proc:0.075\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.070\n", "\n", " Vital: Ht-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.074\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.069\n", "\n", " Vital: Temp-avg5to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.060\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.059\n", " Maternal Diagnosis:9ccs238:Complic proc:0.058\n", "\n", "* Vital: Wt-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.077\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.074\n", "\n", " Vital: Temp-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.092\n", " Number of Visits:0.090\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.080\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.077\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", " Vital: Temp-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Maternal Vital: BMI-otherPregnancy:0.130\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.085\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.078\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.078\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.078\n", "\n", " Vital: Wt-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", " Vital: HC-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.219\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.130\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.082\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.081\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Vital: Temp-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", "* Vital: Wt Change-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", "\n", "* Vital: HC-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs187:Malposition:0.061\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.068\n", "\n", " Vital: HC-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.068\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.065\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.065\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.062\n", "\n", " Vital: Ht-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:0.079\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.070\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.060\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.057\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.056\n", "\n", " Vital: Ht-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Maternal Vital: Ht-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Vital: Wt-postPregnancy:0.076\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.074\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.065\n", "\n", " Vital: Ht-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: BMI-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.068\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.066\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.064\n", "\n", " Vital: Ht-gain3to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Maternal Vital: Temp-postPregnancy:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Maternal Diagnosis:9ccs98:HTN:-0.069\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Vital: HC-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.070\n", " Maternal Vital: Ht-postPregnancy:0.070\n", "\n", " Vital: HC-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.055\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.054\n", " Maternal Diagnosis:9ccs98:HTN:0.054\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.137\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 378 | OR_unadj: 0.848 [0.610 1.181] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.141\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.102\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.085\n", " Diagnosis:9ccs61:Sickle cell:0.078\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.070\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.070\n", "\n", " Vital: BMI-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.059\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.058\n", " Maternal Maternal Lab History: AST-postPregnancy:0.058\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.058\n", "\n", " Vital: Ht-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.065\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs192:Umbil cord:-0.063\n", "\n", " Vital: HC-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.065\n", " Maternal Diagnosis:9ccs159:UTI:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.065\n", "\n", " Vital: Ht-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", "\n", "* Vital: HC-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.455\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.324\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.292\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.205\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.184\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.183\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.170\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.169\n", "\n", "* Vital: HC-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.096\n", " Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.081\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.075\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.075\n", "\n", "* Vital: HC-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.093\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.074\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.072\n", " Maternal Maternal Lab History: AST-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.066\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.065\n", "\n", " Vital: Ht-avg1to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.115\n", "\n", " Vital: HR-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.067\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", "\n", " Vital: Ht-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.074\n", "\n", "* Vital: HC-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.067\n", "\n", " Vital: HC-gain5to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.096\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.073\n", " Maternal Vital: BMI-postPregnancy:0.069\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.068\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", "\n", " Vital: Ht-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Maternal Diagnosis:9ccs184:Early labor:-0.199\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.130\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.092\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.080\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.075\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.063\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.062\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.061\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.061\n", "\n", "* Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.136\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.092\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.074\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.105\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Vital: Ht-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Maternal Diagnosis:9ccs184:Early labor:-0.342\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.159\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.127\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", "\n", " Vital: HC-gain13to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.061\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.058\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.058\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.150\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.078\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.074\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.081\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.081\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Vital: HC-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.279\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.160\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.113\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.078\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.078\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs69:Affective dx:0.069\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", "* Maternal Maternal Lab History: MCH-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 608 | OR_unadj: 0.593 [0.404 0.870] | indivs AUC:0.396\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.597\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.380\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.251\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.237\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 608 | OR_unadj: 1.280 [0.909 1.803] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.247\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.180\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.161\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.158\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.071\n", " Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.061\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.059\n", " Number of Visits:0.059\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.070\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.068\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.066\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.137\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.097\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.087\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.073\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs168:PID:0.062\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.077\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.074\n", " Maternal Vital: BP-postPregnancy:0.073\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Vital: Ht-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.118\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.101\n", " Maternal Vital: Ht-otherPregnancy:0.098\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.112\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.109\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", "* Maternal Vital: BMI-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 538 | OR_unadj: 2.540 [1.496 4.314] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Vital: BMI-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.195\n", " Maternal Vital: Wt-postPregnancy:0.176\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.171\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.162\n", " Maternal Vital: Wt-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.141\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.055\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 606 | OR_unadj: 1.257 [0.870 1.814] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.597\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.547\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.287\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.262\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.151\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Vital: Ht-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.108\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.104\n", " Maternal Vital: Ht-otherPregnancy:0.090\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.083\n", " Number of Visits:0.082\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.081\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 608 | OR_unadj: 1.049 [0.749 1.468] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.728\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.316\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.311\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.308\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.307\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.300\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.287\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 695 | OR_unadj: 0.781 [0.592 1.029] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.327\n", " Maternal Diagnosis:9ccs187:Malposition:-0.183\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.123\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.120\n", " MatDeliveryAge:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.081\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.086\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.076\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.074\n", " Maternal Vital: Ht Percentile-postPregnancy:0.074\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.073\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.078\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.077\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.077\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.075\n", "\n", "* Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 122 | OR_unadj: 2.031 [1.064 3.878] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.281\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.280\n", " Maternal Vital: Wt-otherPregnancy:0.201\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.190\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.169\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.156\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.078\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Maternal Vital: HR-otherPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Maternal Vital: Wt-postPregnancy:0.058\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 548 | OR_unadj: 1.317 [0.896 1.934] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.419\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.253\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.237\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.215\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.201\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.125\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.111\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs184:Early labor:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.076\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", " Maternal Vital: HR-otherPregnancy:0.063\n", " Maternal Vital: Wt-postPregnancy:0.062\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.109\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.099\n", " Maternal Vital: BMI Percentile-postPregnancy:0.095\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.087\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", "* Vital: RR-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.090\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.076\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.074\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.075\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.071\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 172 | OR_unadj: 1.271 [0.841 1.923] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.181\n", " Maternal Diagnosis:9ccs184:Early labor:0.130\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.091\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.086\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.086\n", "\n", "* Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 275 | OR_unadj: 1.564 [1.125 2.174] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.327\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.239\n", " MatDeliveryAge:0.175\n", " Maternal Diagnosis:9ccs168:PID:0.156\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.140\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:0.114\n", " Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.086\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.085\n", " Number of Visits:-0.083\n", " Maternal Vital: Wt Change-postPregnancy:-0.080\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 164 | OR_unadj: 2.045 [1.396 2.995] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.409\n", " Newborn Diagnosis:9ccs259:Unclassified:0.292\n", " MatDeliveryAge:0.211\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.135\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.123\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.106\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.104\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.095\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.087\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.070\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.069\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.066\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 490 | OR_unadj: 0.715 [0.479 1.067] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.766\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.588\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.474\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.419\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.344\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.248\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.139\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.069\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.068\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.087\n", " Diagnosis:9ccs240:Burns:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.082\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.073\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:-0.089\n", " Maternal Vital: Wt Change-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.085\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.081\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.081\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs59:Anemia:0.074\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.072\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 104 | OR_unadj: 1.463 [0.889 2.408] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:0.112\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.080\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.079\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.078\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.074\n", "\n", " Maternal Vital: Ht-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 544 | OR_unadj: 0.933 [0.645 1.348] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.610\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.173\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.158\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-postPregnancy:0.142\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.142\n", " Maternal Vital: BP-otherPregnancy:0.140\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Maternal Diagnosis:9ccs184:Early labor:-0.201\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 552 | OR_unadj: 1.365 [0.962 1.935] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.526\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.525\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.427\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.360\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.327\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.316\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 111 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.401\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.349\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.345\n", " Maternal Vital: SpO2-postPregnancy:-0.296\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.215\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.206\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.101\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.096\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.092\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.087\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.076\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.073\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.072\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.079\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.103\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.086\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.070\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.067\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.062\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 410 | OR_unadj: 1.005 [0.737 1.370] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.438\n", " Maternal Diagnosis:9ccs184:Early labor:-0.142\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.141\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.131\n", " Diagnosis:9ccs253:Allergy:-0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.069\n", "\n", "* Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 638 | OR_unadj: 0.506 [0.287 0.890] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.279\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.251\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.208\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.192\n", " Maternal Vital: BP-postPregnancy:-0.184\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 605 | OR_unadj: 0.803 [0.545 1.183] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.757\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.564\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.525\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.474\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.291\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.252\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.236\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.201\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 519 | OR_unadj: 1.081 [0.729 1.602] | indivs AUC:0.574\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.427\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.344\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.308\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.283\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.278\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.252\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.203\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.063\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.096\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs98:HTN:0.070\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.069\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.067\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:0.087\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.083\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", " Diagnosis:9ccs89:Blindness:0.078\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 98 | OR_unadj: 0.854 [0.469 1.555] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.379\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.113\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.081\n", " Maternal Diagnosis:9ccs168:PID:0.080\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.077\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.093\n", " Maternal Vital: Wt-otherPregnancy:0.085\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.081\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.080\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.080\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.078\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.080\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.073\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.069\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.064\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.064\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.063\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.063\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.073\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.071\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.069\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Maternal Diagnosis:9ccs184:Early labor:0.207\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.099\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.082\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.071\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.070\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.069\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 281 | OR_unadj: 1.130 [0.720 1.775] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.928\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.550\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.530\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.354\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.322\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.300\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.267\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.131\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.099\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.089\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.080\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.078\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.151\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.144\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Maternal Diagnosis:9ccs184:Early labor:0.225\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.181\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.154\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.124\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.116\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.092\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.089\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.079\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.078\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.076\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 314 | OR_unadj: 1.341 [0.868 2.070] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.437\n", " Maternal Vital: BP-postPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.209\n", " Maternal Vital: Ht-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.195\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.168\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs7:Viral infect:0.070\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.067\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.112\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.103\n", "\n", " Vital: HR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.078\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.072\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.070\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.067\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.121\n", " Maternal Vital: PL-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.112\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.111\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.090\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.090\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.086\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.118\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Diagnosis:9ccs127:COPD:0.074\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.071\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 281 | OR_unadj: 1.324 [0.838 2.089] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.652\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.530\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.293\n", " Maternal Vital: BP-otherPregnancy:0.293\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.292\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.223\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 486 | OR_unadj: 0.778 [0.504 1.201] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.766\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.757\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.611\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.283\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.257\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.241\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.223\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.192\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.156\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.147\n", " Maternal Diagnosis:9ccs259:Unclassified:0.139\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.132\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.121\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.105\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.104\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.079\n", "\n", "* Maternal Vital: Wt-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 316 | OR_unadj: 1.666 [1.070 2.593] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.634\n", " Maternal Vital: BP-otherPregnancy:0.437\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.290\n", " Maternal Vital: Ht-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.256\n", " Maternal Vital: BMI-otherPregnancy:0.243\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.204\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 391 | OR_unadj: 1.173 [0.726 1.895] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.273\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.131\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.128\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.125\n", " Maternal Vital: Wt Change-postPregnancy:0.121\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.111\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.071\n", " Maternal Vital: PL-otherPregnancy:-0.070\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.069\n", " Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.067\n", "\n", " Vital: HR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.069\n", " Diagnosis:9ccs244:Other injury:0.063\n", "\n", " Vital: BMI Percentile-latest | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.071\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs137:Mouth dx:-0.069\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.067\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.066\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 484 | OR_unadj: 0.861 [0.574 1.289] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.611\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.564\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.521\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.297\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.221\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.217\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.213\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 113 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.267\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.219\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.118\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.140\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.100\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.085\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.074\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.072\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.071\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.173\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.112\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.112\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.085\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Vital: Ht-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.074\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.107\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.082\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.080\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", "\n", "* Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 31 | OR_unadj: 3.054 [1.346 6.929] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.153\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.129\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.110\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.108\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.105\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.103\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.092\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.151\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.098\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.094\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.085\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.083\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.084\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.079\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.072\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 269 | OR_unadj: 0.811 [0.398 1.653] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.368\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.300\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.292\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.199\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.198\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.196\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.196\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.785 [0.385 1.597] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.397\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.268\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 167 | OR_unadj: 0.605 [0.258 1.421] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.307\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.216\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.183\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs221:Resp distres:0.142\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.140\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: HR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.085\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.071\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 291 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: HR-postPregnancy:0.327\n", " Maternal Vital: PL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.184\n", " Maternal Vital: BP-otherPregnancy:0.167\n", " Maternal Vital: Ht-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.138\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.135\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.109\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.103\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.096\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.091\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 268 | OR_unadj: 1.249 [0.793 1.967] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.219\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.145\n", " Maternal Vital: Wt-otherPregnancy:0.123\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.121\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.120\n", " Maternal Vital: Wt Change-otherPregnancy:-0.119\n", "\n", " Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 1.521 [0.923 2.509] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.435\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.225\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.207\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.201\n", " Newborn Diagnosis:9ccs221:Resp distres:0.201\n", " Newborn Diagnosis:9ccs253:Allergy:0.176\n", " Maternal Diagnosis:9ccs98:HTN:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.152\n", "\n", "* Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.666 [1.121 2.475] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.265\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.239\n", " Maternal Diagnosis:9ccs186:DM in preg:0.135\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.126\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.123\n", " Maternal Diagnosis:9ccs259:Unclassified:0.107\n", " Maternal Vital: SpO2-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.092\n", " Diagnosis:9ccs215:gu cong anom:0.091\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 337 | OR_unadj: 1.151 [0.638 2.078] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.221\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.184\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.182\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 0.911 [0.381 2.182] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.397\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.384\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.234\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.168\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.135\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.132\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.123\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:-0.120\n", " Diagnosis:9ccs240:Burns:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.088\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.082\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.074\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.386 [0.139 1.072] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.372\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.219\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.138\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.087\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs98:HTN:0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.115\n", " Diagnosis:9ccs128:Asthma:0.108\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.094\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Maternal Diagnosis:9ccs238:Complic proc:0.088\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.088\n", " Maternal Vital: Temp-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.085\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs159:UTI:-0.132\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.107\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.482 [0.910 2.416] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.823\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.703\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.241\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.227\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.174\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 1.008 [0.627 1.620] | indivs AUC:0.458\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.335\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.311\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.298\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.287\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.265\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.184\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.180\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.170\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.105\n", " Diagnosis:9ccs128:Asthma:0.103\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 0.818 [0.467 1.430] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.085\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.076\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.066\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.062\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.062\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.131\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.127\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.124\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 330 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.218\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.145\n", " Maternal Maternal Lab History: AST-postPregnancy:0.139\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.109\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.109\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.103\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.100\n", " Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.087\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.078\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.075\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.109\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.099\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.099\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.129\n", " Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.086\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.073\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 320 | OR_unadj: 1.288 [0.758 2.187] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.396\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.386\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.374\n", " Maternal Maternal Lab History: AST-postPregnancy:0.368\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.300\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.296\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.237\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.209\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.206\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.103\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.091\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.084\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 0.801 [0.311 2.064] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.219\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.147\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.143\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.135\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.129\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 309 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.610\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.213\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Vital: BP-otherPregnancy:0.202\n", " Maternal Vital: Wt-postPregnancy:0.196\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.179\n", " Maternal Vital: HR-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.158\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.109\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.105\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.091\n", "\n", " Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.360 [0.552 3.350] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.165\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.162\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.153\n", " Diagnosis:9ccs223:Birth trauma:0.148\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.118\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.113\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 164 | OR_unadj: 1.485 [0.828 2.663] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.253\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.230\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.139\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.135\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 350 | OR_unadj: 0.959 [0.536 1.719] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.139\n", " Maternal Vital: Wt Change-postPregnancy:0.136\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.131\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.125\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 255 | OR_unadj: 0.646 [0.350 1.193] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.184\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.162\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.146\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.139\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.137\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.136\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.123\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.135\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.088\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.086\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.086\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.078\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.073\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.918 [0.578 1.458] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.538\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.296\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.287\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.254\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.230\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.228\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.102\n", " Number of Visits:0.098\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.098\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 318 | OR_unadj: 0.693 [0.342 1.405] | indivs AUC:0.460\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.348\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.339\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.260\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.241\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.221\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:-0.121\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs98:HTN:0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.082\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.078\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 1.081 [0.588 1.987] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.280\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.267\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.159\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.147\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.140\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.173\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.102\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.080\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 0.970 [0.615 1.529] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.298\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.202\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.159\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.140\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.224\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs184:Early labor:0.176\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.099\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.088\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.141\n", " Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.114\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.088\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 280 | OR_unadj: 1.136 [0.672 1.920] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.262\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.244\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.243\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.221\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 308 | OR_unadj: 1.059 [0.563 1.991] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.246\n", " Maternal Vital: Wt-otherPregnancy:0.243\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.185\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.179\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.170\n", " Maternal Vital: Wt-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.869 [0.425 1.778] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.208\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.174\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.171\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.158\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.150\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 179 | OR_unadj: 0.756 [0.357 1.602] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.197\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.161\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.136\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.125\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.123\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.814 [0.499 1.328] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.425\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.403\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.361\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.119\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.084\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.146\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.141\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.097\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.097\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.163\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.160\n", " Maternal Diagnosis:9ccs168:PID:0.139\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.127\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.127\n", " Maternal Vital: SpO2-postPregnancy:-0.112\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.107\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.691 [0.420 1.135] | indivs AUC:0.440\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.550\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.397\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.296\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.281\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.256\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.105\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 1.369 [0.873 2.146] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.703\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.413\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.177\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 334 | OR_unadj: 0.739 [0.424 1.289] | indivs AUC:0.449\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.319\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.272\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.210\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.206\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.191\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 201 | OR_unadj: 0.983 [0.511 1.891] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.706\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.202\n", " Maternal Maternal Lab History: AST-postPregnancy:0.162\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.116\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.016 [0.619 1.668] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.261\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.148\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.143\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 251 | OR_unadj: 0.750 [0.414 1.360] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.148\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.139\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.124\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 1.232 [0.769 1.973] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.823\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.574\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.298\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.291\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.257\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.221\n", "\n", "* Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 3.571 [1.159 11.003] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.243\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.217\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.193\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.187\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.096\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", "\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 332 | OR_unadj: 0.847 [0.539 1.330] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.582\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.538\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.300\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.275\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.271\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.266\n", " Maternal Maternal Lab History: INR-postPregnancy:0.255\n", "\n", "* Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 3.350 [1.306 8.592] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs155:Other GI dx:-0.129\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.123\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.122\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.121\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.529 [0.188 1.488] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.384\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.348\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.253\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 275 | OR_unadj: 0.925 [0.551 1.552] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.538\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.208\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.196\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.181\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.099\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.089\n", "\n", "* Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 2.547 [1.462 4.439] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.672\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.512\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.420\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.278\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.208\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.195\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 282 | OR_unadj: 0.705 [0.447 1.113] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.210\n", " Maternal Vital: BP-postPregnancy:-0.153\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.124\n", " Maternal Vital: SpO2-postPregnancy:0.124\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.113\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.763 [0.322 1.808] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.219\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.209\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.202\n", " Maternal Maternal Lab History: INR-postPregnancy:0.141\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.138\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.138\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.138\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.090\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.086\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.078\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 221 | OR_unadj: 0.728 [0.424 1.248] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.144\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.142\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.132\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 133 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.283\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.260\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.235\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.218\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 247 | OR_unadj: 1.122 [0.655 1.921] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.225\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.146\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.106\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 131 | OR_unadj: 1.045 [0.525 2.080] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.285\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.263\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.184\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.151\n", " Maternal Vital: BP-otherPregnancy:0.139\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.134\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 321 | OR_unadj: 0.826 [0.531 1.287] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.582\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.386\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.316\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.268\n", " Maternal Maternal Lab History: INR-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.318 [0.813 2.138] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.538\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.364\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.309\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.256\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.179\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.161\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 203 | OR_unadj: 1.100 [0.695 1.740] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.280\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.155\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " Maternal Diagnosis:9ccs186:DM in preg:0.292\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.122\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.106\n", " MatDeliveryAge:0.105\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.099\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.121\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.113\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.098\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.087\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 310 | OR_unadj: 1.109 [0.701 1.756] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.654\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.213\n", " Maternal Vital: PL-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.198\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.197\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.184\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.093\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.083\n", " Diagnosis:9ccs253:Allergy:0.080\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 314 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.654\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.220\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.200\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.124\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.119\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.091\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.079\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.175 [0.712 1.939] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.634\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.335\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 173 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.247\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.119\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.108\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 214 | OR_unadj: 0.994 [0.483 2.045] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.295\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.195\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.163\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.152\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 226 | OR_unadj: 0.844 [0.463 1.535] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.161\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.149\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.146\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.124\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.210 [0.748 1.956] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.345\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.269\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.276 [0.066 1.149] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.380\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.150\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.147\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.141\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.140\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.141\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.131\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.116\n", " Maternal Diagnosis:9ccs69:Affective dx:0.111\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.099\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.085\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.082\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.081\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.077\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.077\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.542 [0.193 1.528] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.789\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.281\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.244\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.174\n", " Maternal Vital: Wt-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 281 | OR_unadj: 0.987 [0.602 1.619] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.283\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.282\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.256\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.223\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 0.969 [0.551 1.705] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.648\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.147\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.144\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.759 [0.418 1.376] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.256\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.151\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.144\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.129\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 8.673 [3.977 18.915] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Vital: Wt-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.180\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.172\n", " Maternal Vital: Wt-otherPregnancy:0.155\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.154\n", " Maternal Diagnosis:9ccs98:HTN:0.151\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.150\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.131\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.206\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.150\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.115\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 216 | OR_unadj: 0.935 [0.532 1.643] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.233\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.201\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 0.816 [0.438 1.518] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.210\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.147\n", " Maternal Vital: BP-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.122\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: nan [ nan nan] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.247\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.140\n", " MatDeliveryAge:0.137\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.087\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.087\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.076\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.107\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 217 | OR_unadj: 1.064 [0.613 1.847] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.634\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.333\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.216\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.157\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.132\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.127\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.126\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.112\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.102\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.097\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.086\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.079\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.070\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Maternal Diagnosis:9ccs238:Complic proc:0.098\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 260 | OR_unadj: 0.951 [0.495 1.828] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.468\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.209\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 271 | OR_unadj: 0.887 [0.487 1.618] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.272\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.185\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.122\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.115\n", " Maternal Vital: HR-otherPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.111\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.333 [0.822 2.163] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.648\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.574\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.309\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.223\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.193\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.176\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:0.129\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.111\n", " Maternal Maternal Lab History: INR-postPregnancy:0.104\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 0.922 [0.493 1.724] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.306\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.250\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.213\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.201\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.155\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.356 [0.745 2.467] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.231\n", " Maternal Vital: Temp-postPregnancy:0.219\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.192\n", " Maternal Vital: RR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.182\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.179\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 117 | OR_unadj: 1.588 [0.846 2.979] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.170\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.906 [0.847 4.291] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.409\n", " MatDeliveryAge:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.135\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.133\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.132\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.118\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.111\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.108\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 0.994 [0.413 2.392] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.307\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.160\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.137\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.965 [0.402 2.318] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.403\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.343\n", " Maternal Maternal Lab History: AST-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.286\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.272\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.257\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 254 | OR_unadj: 1.805 [0.904 3.602] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.147\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.146\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 95 | OR_unadj: 0.506 [0.154 1.663] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.120\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.097\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.087\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.096\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.088\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.555\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.168\n", " Maternal Vital: Ht-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.145\n", " Maternal Vital: BMI-otherPregnancy:-0.144\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 1.189 [0.401 3.524] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.265\n", " Maternal Vital: Temp-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.217\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Diagnosis:9ccs64:Ot hematl dx:0.200\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.191\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 246 | OR_unadj: 1.278 [0.742 2.202] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.440\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.403\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.398\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.187\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.155\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.091\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 192 | OR_unadj: 1.195 [0.632 2.260] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.169\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.165\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.157\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.155\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.149\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.473 [0.635 3.420] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.237\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.224\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.201\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.442\n", " Maternal Maternal Lab History: AST-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.284\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.260\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.248\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.235\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.227\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.220\n", "\n", "* Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 4.468 [1.938 10.303] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.188\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.160\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.141\n", " Maternal Vital: Ht-otherPregnancy:0.127\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 215 | OR_unadj: 1.115 [0.606 2.053] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.258\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.206\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.185\n", " Maternal Vital: Ht-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.173\n", "\n", "* Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 3.407 [1.542 7.529] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.241\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.235\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.221\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:0.133\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.114\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.093\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.076\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.070\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.568 [0.258 1.251] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.169\n", " Maternal Vital: HR-postPregnancy:0.159\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.151\n", " Maternal Maternal Lab History: AST-postPregnancy:0.142\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.140\n", " Maternal Vital: PL-otherPregnancy:0.139\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.134\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.115\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.873 [0.389 1.957] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.200\n", " Maternal Vital: Wt-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.161\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.157\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.364 [0.840 2.215] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.206\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.185\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.162 [0.022 1.192] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.318\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.190\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.189\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.150\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.087\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.078\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.698 [0.464 6.213] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.423\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.136\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.126\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.117\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.016 [0.527 1.959] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.244\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.210\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.629 [0.734 3.616] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.320\n", " Maternal Vital: Wt-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.207\n", " Maternal Vital: Wt-postPregnancy:0.183\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.169\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.167\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.167\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.446\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.287\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.231\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.555\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.258\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.227\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.197\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.161\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.384\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.177\n", " Newborn Diagnosis:9ccs221:Resp distres:0.174\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.172\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: 0.347 [0.083 1.457] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.192\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.181\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.177\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.129\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 233 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.267\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.222\n", " Maternal Vital: BMI-otherPregnancy:0.179\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PT-postPregnancy:0.151\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.144\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.142\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.133\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.084\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.178 [0.024 1.313] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.789\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.305\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.176\n", " Maternal Vital: RR-otherPregnancy:-0.169\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 120 | OR_unadj: 0.781 [0.329 1.854] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.298\n", " Maternal Vital: Temp-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.214\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.209\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.178\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.481\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.270\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.255\n", "\n", "* Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 2.633 [1.381 5.022] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.672\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.390\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.364\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.225\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.214\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.213\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.430 [0.767 2.666] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.269\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.186\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.170\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.122\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.426\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.170\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.165\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.163\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.159\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.152\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.151\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 126 | OR_unadj: 1.741 [0.922 3.285] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.699\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.420\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.331\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.287\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.225\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:0.154\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.106\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.080\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Diagnosis:9ccs215:gu cong anom:0.171\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs175:Ot femal gen:0.130\n", " Diagnosis:9ccs61:Sickle cell:0.113\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.113\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.105\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.105\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.099\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.084\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.084\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: nan [ nan nan] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.260\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.253\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.192\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.191\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.276\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.213\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.207\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.205\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 125 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.174\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.108\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.104\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.099\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.098\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.156\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.141\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.121\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.120\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.118\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.113\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.938 [0.274 3.208] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.223\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.289\n", " Diagnosis:9ccs223:Birth trauma:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.158\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.138\n", "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.271\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.155\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.115\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.953\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.264\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.222\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 2.527 [0.772 8.269] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.726\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.387\n", " Maternal Vital: SpO2-postPregnancy:-0.373\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.368\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.331\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.878\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.281\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.193\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.156\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.143\n", " Diagnosis:9ccs243:Poisn nonmed:0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.267\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.242\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.236\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.185\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.116\n", " Diagnosis:9ccs243:Poisn nonmed:0.114\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.909 [0.487 1.699] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.335\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.130\n", " Lab:292495 LEAD LEVEL - Sunrise:0.129\n", " Maternal Vital: Temp-postPregnancy:-0.119\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.103\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.146\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.119\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.127\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.104\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.100\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.098\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 0.698 [0.273 1.786] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.155\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.137\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.132\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.128\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.118\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.142\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.128\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.127\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.109\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.900 [0.310 2.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.194\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.181\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.635\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.440\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.412\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.367\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.346\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.279\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.657 [0.231 1.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.412\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.209\n", " Maternal Vital: HR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.152\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.368\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.281\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.232\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.216\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.191\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.180\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.633 [0.249 1.612] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.412\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.212\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.152\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.065 [0.953 4.477] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.699\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.330\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.305\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.296\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.252\n", " Maternal Vital: RR-postPregnancy:0.223\n", " Maternal Vital: SpO2-postPregnancy:-0.221\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.205\n", "\n", "* Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.689\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.342\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.309\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.278\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.165\n", "\n", "* Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 40.510 [4.962 330.693] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.263\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.248\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.224\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.203\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.158\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.153\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.150\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 2.183 [0.956 4.983] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.144\n", " Diagnosis:9ccs251:Abdomnl pain:0.142\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.131\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.725\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.435\n", " Maternal Diagnosis:9ccs98:HTN:0.393\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.320\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.291\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.158\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.137\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.125\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.092\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.087\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.081\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.069\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Diagnosis:9ccs191:Amnios dx:-0.066\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.279 [0.037 2.087] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.151\n", " Diagnosis:9ccs63:Wht blood dx:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.138\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.126\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.103\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.100\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.098\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.090\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.193\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.167\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.157\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.156\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.217\n", " Maternal Maternal Lab History: AST-postPregnancy:0.159\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.138\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.136\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.136\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.128\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.128\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.126\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 0.717 [0.280 1.836] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.364\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Lab History: PH-postPregnancy:0.184\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.181\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.171\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs168:PID:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.155\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.120\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.084\n", " Maternal Diagnosis:9ccs259:Unclassified:0.075\n", " Maternal Diagnosis:9ccs128:Asthma:0.063\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.062\n", " Maternal Diagnosis:9ccs186:DM in preg:0.056\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.122\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.094\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.878\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.433\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.236\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.180\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.165\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.151\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.124\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.111\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.106\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.096\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 0.620 [0.219 1.757] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.172\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.170\n", " Newborn Diagnosis:9ccs221:Resp distres:0.161\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.156\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.124\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.121\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.120\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.109\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.103\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.258\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 65 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.226\n", " Maternal Maternal Lab History: PT-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:0.142\n", " Diagnosis:9ccs234:Crush injury:0.121\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.118\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.093\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.092\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.087\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.087\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.593 [0.682 3.724] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.341\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.223\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.202\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.074 [0.366 3.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.182\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.158\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.096\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.096\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.084\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.084\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.079\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.079\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.725\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.327\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.313\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.312\n", " Maternal Diagnosis:9ccs98:HTN:-0.270\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.242\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.220\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.329\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.311\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.246\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.236\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.120\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.119\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.090\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.083\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.152\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.123\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.088\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.273\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.249\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.244\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.203\n", "\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.953\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.281\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.233\n", " Diagnosis:9ccs243:Poisn nonmed:0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.175\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.094\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.082\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 63 | OR_unadj: 1.888 [0.508 7.022] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.331\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.218\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.206\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.193\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.149\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.138\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.233\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.152\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.146\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.145\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.547\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", " Diagnosis:9ccs238:Complic proc:0.271\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.196\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.859\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.258\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.153\n", " Diagnosis:9ccs234:Crush injury:0.113\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.101\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.098\n", " Maternal Diagnosis:9ccs259:Unclassified:0.097\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.140\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.112\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.107\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.101\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.280\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.219\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.217\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.180\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.171\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.169\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.155\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.155\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.109\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.104\n", " Diagnosis:9ccs140:Gastritis:0.104\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.481\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.308\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.273\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.270\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.263\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.257\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.250\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.517\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.442\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.380\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.326\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.322\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.254\n", " Diagnosis:9ccs147:Anal/rectal:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 2.012 [0.786 5.152] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.199\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.181\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.161\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.859\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.227\n", " Diagnosis:9ccs2:Septicemia:0.191\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.140\n", " Diagnosis:9ccs240:Burns:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.133\n", " Diagnosis:9ccs234:Crush injury:0.098\n", " Maternal Vital: HR-postPregnancy:0.098\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.413 [0.396 5.043] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.266\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs159:UTI:0.189\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 58 | OR_unadj: nan [ nan nan] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.265\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.189\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.167\n", " Diagnosis:9ccs64:Ot hematl dx:0.166\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.161\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.586 [0.208 1.658] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.216\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.147\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.138\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.135\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.435\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.125\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 82 | OR_unadj: 1.075 [0.499 2.318] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.357\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.189\n", " Maternal Vital: PL-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.172\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 1.280 [0.557 2.938] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.319\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.253\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.184\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.164\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.160\n", " Maternal Vital: RR-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.129\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.464\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.280\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.240\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.227\n", " Diagnosis:9ccs123:Influenza:0.205\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.193\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 2.374 [0.829 6.796] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Vital: SpO2-postPregnancy:-0.361\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.302\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.256\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.255\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.204\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.250\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.162\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.141\n", " Diagnosis:9ccs140:Gastritis:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.227\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.197\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.192\n", " Newborn Diagnosis:9ccs221:Resp distres:0.172\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.167\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 3.254 [0.946 11.197] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.209\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.166\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Vital: Wt-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.198\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.178\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.169\n", " Newborn Diagnosis:9ccs253:Allergy:0.169\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.196\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.881\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.507\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.286\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.139\n", " Diagnosis:9ccs47:Ot bnign neo:-0.115\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.115\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.112\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.416 [0.128 1.354] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.357\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.226\n", " Maternal Vital: PL-otherPregnancy:0.192\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.171\n", " Maternal Vital: HR-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.157\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.154\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.691 [0.759 3.764] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.578\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.571\n", " Maternal Vital: Wt-postPregnancy:0.207\n", " Maternal Vital: Wt-otherPregnancy:0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.136\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.134\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.121\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.121\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.171\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.151\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.149\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.148\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.146\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.145\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.415 [0.469 4.266] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.367\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.286\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.230\n", " Maternal Vital: Ht Percentile-postPregnancy:0.214\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.163\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.351\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.263\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.174\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.173\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.164\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.148\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.136\n", "\n", " Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.217\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.177\n", " Maternal Vital: SpO2-postPregnancy:0.122\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.120\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.115\n", " Maternal Vital: RR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.089\n", " Diagnosis:9ccs259:Unclassified:0.078\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.167\n", " Diagnosis:9ccs175:Ot femal gen:0.141\n", " Diagnosis:9ccs240:Burns:0.108\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.108\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.108\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.092\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.191\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.147\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.124\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.114\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.114\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.096\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.088\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.087\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.025 [0.425 2.471] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.864\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.326\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.192\n", " Diagnosis:9ccs76:Meningitis:0.188\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.184\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.213\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.213\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.205\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.137\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.119\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.114\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.114\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.211\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.192\n", " Diagnosis:9ccs175:Ot femal gen:-0.188\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.174\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.172\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.165\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.254\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.227\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.217\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.212\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.208\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.178\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 2.591 [0.893 7.522] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.205\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.173\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.171\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.166\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.492 [0.552 4.032] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.415\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.315\n", " Maternal Vital: Wt-postPregnancy:0.311\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.300\n", " Maternal Vital: Wt-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.286\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.261\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.539\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.528\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.357\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.304\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.331 [0.444 3.987] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.322\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.271\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.268\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.261\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.224\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.217\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.209\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.175\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.182\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.216\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.134\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.120\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.233\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.196\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.167\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.177 [0.445 3.114] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.266\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.237\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.185\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.181\n", " Diagnosis:9ccs205:Back problem:0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.171\n", " Diagnosis:9ccs123:Influenza:0.162\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.122\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.119\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.363\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.361\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.319\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.154\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.567\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.411\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.326\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.296\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.277\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.130\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Maternal Diagnosis:9ccs69:Affective dx:0.104\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.104\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.507\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.233\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.156\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.143\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.567\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.528\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.429\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.412\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.319\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.208\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.179\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.173\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.664\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.384\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.371\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.327\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.309\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.288\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 60 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.881\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.447\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.138\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.136\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.124\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.119\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 0.522 [0.159 1.719] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.864\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.324\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs76:Meningitis:-0.229\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.197\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1685 | OR_unadj: 0.589 [0.161 2.155] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:-0.494\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.120\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.109\n", " Maternal Diagnosis:9ccs98:HTN:-0.109\n", " Diagnosis:9ccs168:PID:-0.093\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs84:Headache/mig:-0.087\n", " Newborn Diagnosis:9ccs253:Allergy:-0.082\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.074\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.107\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.097\n", " Number of Visits:0.094\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.090\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.088\n", " Maternal Vital: SpO2-postPregnancy:-0.088\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.087\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.447\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.286\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.271\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.167\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.151\n", "\n", "* Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 3.090 [1.221 7.822] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.258\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.233\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.189\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.187\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: nan [ nan nan] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.194\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.177\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.165\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.159\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.157\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 2.065 [0.652 6.536] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.315\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.275\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.271\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.265\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.256\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.254\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.512\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.336\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.270\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.240\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.200\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.180\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.173\n", " Maternal Vital: Wt Change-otherPregnancy:0.129\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.112\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.100\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.659\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.351\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.334\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.295\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.269\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.268\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.266\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.517\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.491\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.412\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.295\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.274\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Maternal Vital: RR-postPregnancy:-0.094\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.468\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.207\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.192\n", " Diagnosis:9ccs51:Ot endo dsor:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.143\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.115\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.108\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.107\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.104\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.585\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.148\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.142\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.185\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.137\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.125\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.123\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.530\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.161\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.159\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.151\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.148\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.362\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.315\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.210\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.175\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.163\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.164\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.113\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.107\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.093\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.502\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.502\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.217\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.218\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.189\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.160\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.272\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.257\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.241\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.224\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.152\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.152\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.111\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.103\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.097\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.137\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.136\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.127\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.120\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.171\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.107\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.097\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Maternal Diagnosis:9ccs238:Complic proc:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.335\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.237\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.168\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.163\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.155\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.152\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.160\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.135\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.113\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: nan [ nan nan] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.278\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.246\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.221\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.192\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.142\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.024 [0.226 4.649] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.659\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.332\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.205\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.205\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.187\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.184\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.271\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.136\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.135\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.132\n", " Diagnosis:9ccs167:Breast dx:0.127\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.121\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.464\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.247\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.232\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.230\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.215\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.132\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.242\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.229\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.188\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.181\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.175\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.170\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.244\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.220\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.141\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.131\n", " Diagnosis:9ccs55:Fluid/elc dx:0.128\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.123\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.122\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.143\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.142\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.135\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.132\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.123\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.084\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.571\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.279\n", " Maternal Vital: Wt Percentile-postPregnancy:0.248\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.233\n", " Maternal Vital: Wt-otherPregnancy:0.226\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.146\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.143\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.333\n", " Diagnosis:9ccs214:GI cong anom:0.264\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.128\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.122\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.315\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.228\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PT-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.112\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.585\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.325\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.240\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.181\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.156\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Maternal Vital: SpO2-postPregnancy:-0.135\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.124\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.121\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.069\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.191\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.133\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.099\n", "\n", "* Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 17.087 [1.770 164.921] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.689\n", " Maternal Diagnosis:9ccs98:HTN:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.217\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.175\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.165\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.147\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.305\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Vital: BMI-postPregnancy:0.195\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.189\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.188\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.188\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.191\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.169\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.164\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.126\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.086\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.242\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.157\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.132\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.125\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", "\n", "* Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.385\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.225\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.220\n", " Maternal Diagnosis:9ccs98:HTN:0.211\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.620\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.514\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.470\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.416\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.365\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.343\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.324\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.196\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.187\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.125\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.125\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.119\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.113\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.110\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.349\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.233\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.195\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.140\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.139\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.136\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.353\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.252\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.170\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.149\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.143\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.139\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.128\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.371\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.256\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.191\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.104\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.101\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.091\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.089\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.106\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.076\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.459\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.329\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.252\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.238\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.212\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.121\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.102\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.132\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Maternal Diagnosis:9ccs238:Complic proc:0.113\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.109\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.360\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.291\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.252\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.221\n", " Maternal Maternal Lab History: INR-postPregnancy:0.202\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.194\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.185\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.554\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.331\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.230\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.226\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.214\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.205\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.478\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.354\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.329\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.560\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.559\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.371\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.354\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.248\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.195\n", " Diagnosis:10ccs58:Ot nutrit dx:0.184\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.176\n", " Diagnosis:9ccs154:Gastroent:0.164\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.151\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.140\n", " Diagnosis:9ccs2603:E Codes: Fall:0.140\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.259\n", " Diagnosis:9ccs2:Septicemia:0.164\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.158\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.155\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.139\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.124\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.121\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.119\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.586\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.528\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.423\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.194\n", " Maternal Vital: RR-otherPregnancy:-0.193\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.393\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.351\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.192\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.171\n", " Maternal Vital: BMI-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.236\n", " Diagnosis:9ccs175:Ot femal gen:0.205\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.197\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.172\n", " Maternal Vital: HR-postPregnancy:-0.169\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.164\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.172\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.139\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.133\n", " Maternal Vital: PL-postPregnancy:-0.103\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.318\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.284\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.214\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.177\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.159\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.152\n", " Maternal Vital: Ht-postPregnancy:0.142\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.312\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.224\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.122\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.093\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.092\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.088\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.077\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.124\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.100\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.088\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.085\n", "\n", "* Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.292\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.205\n", " Maternal Vital: Wt-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.199\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.191\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.316\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.315\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.171\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.167\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.160\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.225\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.185\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.169\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.426\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.259\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.247\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.239\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.233\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.183\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.155\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.144\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.128\n", " Diagnosis:9ccs62:Coag/hemr dx:0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.109\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.104\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.254\n", " Maternal Vital: Ht-otherPregnancy:0.213\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.194\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.180\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.644\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.518\n", " Maternal Vital: SpO2-postPregnancy:-0.402\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.306\n", " Diagnosis:9ccs242:Poisn ot med:0.262\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.252\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.165\n", "\n", " Maternal Maternal Procedure History:90658-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.237\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.225\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.186\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.184\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.171\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.258\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.195\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.160\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.512\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.316\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.421\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.334\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.221\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.190\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.188\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.329 [0.044 2.481] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.149\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.145\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.142\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.136\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.128\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 28 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.554\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.306\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.218\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.199\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.154\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.254 [0.269 5.836] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.291\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.215\n", " Diagnosis:9ccs141:Ot dx stomch:0.205\n", " Diagnosis:9ccs240:Burns:0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PH-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.121\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.378\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.261\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.222\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.215\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.187\n", "\n", "* Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.402\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.370\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.327\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.254\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.227\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.137\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.135\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.123\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.220\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.204\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.187\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.161\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs69:Affective dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs253:Allergy:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Diagnosis:9ccs224:Ot perint dx:0.111\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.101\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.101\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.100\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.567\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.542\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.527\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.402\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.373\n", " Maternal Vital: RR-postPregnancy:-0.361\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.296\n", " Diagnosis:9ccs242:Poisn ot med:-0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.337\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.327\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.324\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.290\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.269\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.321\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.321\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.179\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.163\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.161\n", " Maternal Vital: Wt Change-otherPregnancy:-0.158\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.151\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.145\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.134\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.114\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.107\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.161\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.146\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.133\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.234\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.193\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.103\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.082\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.342\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.218\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.182\n", " Diagnosis:9ccs251:Abdomnl pain:0.144\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.197\n", " Maternal Vital: BMI-postPregnancy:0.169\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.151\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.503\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.329\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.245\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.242\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.536\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.180\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.160\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.157\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.155\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.251\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.200\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.166\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.165\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.378\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.225\n", " Diagnosis:9ccs123:Influenza:0.191\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.137\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.314\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.266\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.248\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.513\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.477\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.347\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.326\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.306\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.269\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.261\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.256\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.130\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.127\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.339\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.253\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.125\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.285\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs184:Early labor:0.201\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.167\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Maternal Diagnosis:9ccs7:Viral infect:0.115\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.685\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.246\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.221\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.154\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.125\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.120\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.117\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.391\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.247\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.246\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.229\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.198\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.192\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.214\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.213\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.203\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.200\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.193\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.332\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.295\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.281\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.278\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.277\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.264\n", " Maternal Vital: Temp-otherPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.565\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.199\n", " Maternal Vital: Ht Percentile-postPregnancy:0.177\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.155\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.148\n", " Maternal Vital: BMI-postPregnancy:0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.139\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.137\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.312\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.262\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.254\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.251\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.683\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.362\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.335\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.227\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.214\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.212\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.191\n", " Maternal Vital: RR-postPregnancy:0.191\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.177\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.731\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.317\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.299\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.195\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.421\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.184\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.173\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.168\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.159\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.154\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.589\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.418\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.380\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.379\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.272\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.188\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.437\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.280\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs253:Allergy:0.183\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.161\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.152\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.892 [0.605 5.911] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.578\n", " Maternal Vital: Ht Percentile-postPregnancy:0.318\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.248\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.134\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.120\n", " Diagnosis:9ccs240:Burns:-0.110\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs128:Asthma:0.153\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.147\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.147\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.140\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.285\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.277\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.168\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.141\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.128\n", "\n", "* Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.470\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.417\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.246\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.227\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.208\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.184\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.145\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.127\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.087\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.397\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.324\n", " Diagnosis:9ccs76:Meningitis:-0.318\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.279\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.467\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.230\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.203\n", "\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.408\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.268\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.262\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.252\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.231\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.173\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.153\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.152\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.133\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.123\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.417\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.313\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.280\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.289\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.193\n", " Maternal Vital: Temp-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.147\n", " Maternal Vital: BP-otherPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs69:Affective dx:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.236\n", " Newborn Diagnosis:9ccs253:Allergy:0.205\n", " Diagnosis:9ccs205:Back problem:0.187\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.160\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.158\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.606\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.397\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.307\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.302\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.199\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.167\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.155\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.152\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.536\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.347\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.320\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.302\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.288\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.203\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.798\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.726\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.644\n", " Maternal Vital: SpO2-postPregnancy:-0.567\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.404\n", " Maternal Vital: RR-postPregnancy:0.344\n", " Diagnosis:9ccs242:Poisn ot med:0.336\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.315\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.114\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.100\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.089\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.087\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.193\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.148\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.125\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.119\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.118\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.247\n", " Maternal Diagnosis:9ccs159:UTI:0.242\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.637\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.244\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.207\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.565\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.164\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.161\n", " Maternal Vital: Ht Percentile-postPregnancy:0.159\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.132\n", " Maternal Vital: Wt Change-otherPregnancy:-0.132\n", " Maternal Vital: BMI-postPregnancy:0.121\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.633\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.589\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.285\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.283\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.251\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.201\n", "\n", "* Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.349\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.335\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.329\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.315\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.285\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.277\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.227\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.567\n", " Maternal Vital: SpO2-postPregnancy:-0.527\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.345\n", " Diagnosis:9ccs242:Poisn ot med:0.329\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.840\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.414\n", " Diagnosis:9ccs238:Complic proc:0.406\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.385\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.281\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.281\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.225\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.273\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.114\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.093\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.182\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.161\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.156\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.148\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.148\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.685\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.326\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.261\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.258\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.487\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.351\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.331\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.279\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.239\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.195\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.384\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.363\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.259\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.240\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.217\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.190\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.161\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.342\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.264\n", " Diagnosis:9ccs214:GI cong anom:0.192\n", " Maternal Vital: PL-otherPregnancy:0.188\n", " Maternal Vital: Temp-otherPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.235\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.190\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.247\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.239\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.182\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: INR-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.127\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.107\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.665\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.462\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.258\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.253\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.560\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.199\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.170\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.284\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.261\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.224\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.205\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.559\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.478\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.234\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.196\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.194\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.683\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.402\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.282\n", " Diagnosis:9ccs251:Abdomnl pain:0.216\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.556\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.251\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.215\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Diagnosis:9ccs117:Ot circul dx:0.153\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.148\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.147\n", " Maternal Vital: Ht-otherPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.559\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.375\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.298\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.258\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.148\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.181\n", " Diagnosis:9ccs123:Influenza:0.167\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.153\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.173\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.162\n", "\n", "* Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.448\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.402\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.378\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.365\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.310\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.294\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.260\n", "\n", "* Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.359\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.319\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.317\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.311\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.240\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.568\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.298\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.282\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.270\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.257\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.634\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.375\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.266\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.206\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.176\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.162\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs128:Asthma:0.143\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.731\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.663\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.354\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.283\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.276\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.274\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.206\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.205\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.082\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", "\n", " Maternal Maternal Procedure History:90663-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90663-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.348\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.167\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.127\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.105\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.543\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.406\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.345\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.344\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.339\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.288\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.285\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.262\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.820\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.817\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.778\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.689\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.376\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.344\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.321\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.306\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.778\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.692\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.671\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.500\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.493\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.477\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.476\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.353\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.319\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.364\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.230\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.200\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.174\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.150\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.150\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.148\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.290\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.225\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.206\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.429\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.408\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.379\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.311\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.397\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.248\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.202\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.177\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.248\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.244\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.178\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.174\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.173\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.213\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.210\n", " Diagnosis:9ccs168:PID:0.200\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.187\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.158\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.146\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Maternal Diagnosis:9ccs69:Affective dx:0.125\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.634\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.361\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.324\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.319\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.219\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.186\n", "\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.235\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.233\n", " Maternal Vital: PL-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.158\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.138\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.276\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.262\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.233\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.122\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.158\n", " Maternal Diagnosis:9ccs128:Asthma:0.135\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs168:PID:0.088\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.086\n", "\n", "* Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.416\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.336\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.230\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.227\n", " Maternal Vital: Ht-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.290\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.230\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.192\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.549\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.325\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.250\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.198\n", " Diagnosis:9ccs208:Acq foot def:0.193\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.176\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.149\n", "\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.267\n", " Diagnosis:9ccs204:Ot joint dx:0.241\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.143\n", " Diagnosis:9ccs211:Ot conn tiss:0.143\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.228\n", " Diagnosis:9ccs95:Oth nerv dx:0.146\n", " Diagnosis:9ccs244:Other injury:0.126\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.125\n", " Number of Visits:0.110\n", " Diagnosis:9ccs113:Late eff CVD:0.104\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.431\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.359\n", " Diagnosis:9ccs204:Ot joint dx:0.319\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.253\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.191\n", " Diagnosis:9ccs211:Ot conn tiss:0.189\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.837\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.385\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.328\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.311\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.240\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.203\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.188\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.184\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.378\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.235\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.193\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.137\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.130\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.058\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.319\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.241\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.194\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.131\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.105\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.895\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.415\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.283\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.236\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.196\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.176\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.429\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.281\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.224\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.817\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.574\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.493\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.265\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.394\n", " Maternal Vital: RR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.325\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.230\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.169\n", " Maternal Vital: RR-postPregnancy:-0.146\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.247\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.147\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.141\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.105\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.273\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.267\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.232\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.229\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.157\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.133\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.895\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.633\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.522\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.406\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.266\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.229\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.185\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.149\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.837\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.448\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.364\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.268\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.244\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.272\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.230\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.130\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.123\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.116\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.107\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.190\n", " Diagnosis:9ccs76:Meningitis:0.160\n", " Diagnosis:9ccs153:GI hemorrhag:0.146\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.141\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.105\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.101\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.465\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.276\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.240\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.232\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.581\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.290\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.230\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.203\n", "\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.798\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.777\n", " Maternal Vital: SpO2-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.518\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.387\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.349\n", " Diagnosis:9ccs242:Poisn ot med:0.339\n", " Maternal Vital: RR-postPregnancy:0.302\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.286\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.620\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.417\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.370\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.336\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.319\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.900\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.218\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.217\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.214\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.205\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.132\n", " Diagnosis:9ccs214:GI cong anom:0.113\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.112\n", " Diagnosis:9ccs244:Other injury:0.099\n", " Diagnosis:9ccs122:Pneumonia:0.098\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.094\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.390\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.295\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.280\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.270\n", " Diagnosis:9ccs211:Ot conn tiss:0.230\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.556\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.347\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.210\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.157\n", " Diagnosis:9ccs147:Anal/rectal:-0.145\n", " Maternal Diagnosis:9ccs128:Asthma:0.129\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.129\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.663\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.353\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.267\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.203\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.177\n", " Maternal Maternal Lab History: PH-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.307\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.251\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Diagnosis:9ccs89:Blindness:0.160\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.692\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.537\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.320\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.277\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.258\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.226\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.224\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.234\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.190\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.334\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.246\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.240\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.179\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.177\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.136\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Maternal Maternal Procedure History:99211-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99211-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.414\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.391\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.223\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.197\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.167\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.364\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.217\n", " Maternal Diagnosis:9ccs168:PID:0.192\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.190\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.185\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.851\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.665\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.288\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.224\n", " Diagnosis:9ccs204:Ot joint dx:0.213\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.194\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.128\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.093\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.090\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.087\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.287\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.156\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.141\n", " Diagnosis:9ccs216:Nerv cong an:0.141\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.138\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.132\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.146\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.376\n", " Diagnosis:9ccs168:PID:0.273\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.258\n", " Diagnosis:9ccs205:Back problem:0.223\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.522\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.488\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.487\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.343\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.283\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.851\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.191\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.082\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.335\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.189\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.188\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.178\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.167\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.167\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.343\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.259\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.193\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.448\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.257\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.617\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.309\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.271\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.550\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.211\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.083\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.606\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.550\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.232\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Maternal Diagnosis:9ccs128:Asthma:-0.132\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.101\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.089\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.537\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.369\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.341\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.321\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.282\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.275\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.273\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.312\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.153\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.092\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.423\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.163\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.115\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.111\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.100\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.086\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.359\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.349\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.327\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.310\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.280\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.260\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.233\n", "\n", " Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.393\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.199\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.188\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.179\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.178\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.176\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.168\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.113\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.423\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.231\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.223\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.213\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.339\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.336\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.329\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.262\n", " Maternal Vital: SpO2-postPregnancy:-0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.217\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.173\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.820\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.611\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.476\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.308\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.269\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.268\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.900\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.586\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.276\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.248\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.234\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.566\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.241\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.235\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.234\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.231\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.183\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.142\n", " Diagnosis:9ccs76:Meningitis:-0.139\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.467\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.424\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.344\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.210\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.496\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: INR-postPregnancy:0.321\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.257\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.202\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.156\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.156\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.617\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.581\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.365\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.279\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.248\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.245\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.242\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.840\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.423\n", " Diagnosis:9ccs238:Complic proc:0.415\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.462\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.359\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.270\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.214\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.200\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.666\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.280\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.261\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.253\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.249\n", "\n", " Maternal Maternal Procedure History:90470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.207\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.854\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.573\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.503\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.370\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.341\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.566\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.197\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.187\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.689\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.671\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.611\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.574\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.470\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.408\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.391\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.351\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.277\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.353\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.249\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.123\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.109\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.095\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.333\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.268\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.268\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.268\n", " Diagnosis:9ccs51:Ot endo dsor:0.205\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.180\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.158\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.154\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.347\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.331\n", " Maternal Maternal Lab History: AST-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.163\n", " Diagnosis:9ccs147:Anal/rectal:-0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.148\n", " Maternal Vital: Ht-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.145\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.132\n", "\n", " Maternal Maternal Procedure History:36416-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36416-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.211\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.164\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.506\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.469\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.318\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.311\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.537\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.257\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.235\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.341\n", " Maternal Vital: Ht Percentile-postPregnancy:0.284\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.239\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.200\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.196\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.190\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.188\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.199\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.194\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.182\n", " Diagnosis:9ccs216:Nerv cong an:0.168\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.468\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.423\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.343\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.210\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.332\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.251\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.251\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.659\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.437\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.410\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.284\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.346\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.329\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.264\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.257\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.247\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.217\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.278\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.235\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.234\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.219\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.212\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.688\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.568\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.350\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.292\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.286\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.276\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.488\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.307\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.259\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.223\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.440\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.166\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Diagnosis:9ccs175:Ot femal gen:0.166\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.155\n", " Diagnosis:9ccs61:Sickle cell:0.146\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.067\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", "\n", " Maternal Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs91:Other eye dx:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.494\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.113\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.102\n", " Maternal Vital: Temp-otherPregnancy:0.101\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.098\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.097\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.089\n", " Maternal Vital: PL-otherPregnancy:0.087\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.319\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.296\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.263\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.216\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.339\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.232\n", " Diagnosis:9ccs205:Back problem:0.213\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.182\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.182\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.175\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.173\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.270\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Diagnosis:9ccs159:UTI:0.204\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.329\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.284\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.208\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.078\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.052\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.073\n", " Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Maternal Diagnosis:9ccs59:Anemia:-0.061\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.059\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.055\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.054\n", " Maternal Vital: BP-postPregnancy:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.207\n", " Maternal Diagnosis:9ccs159:UTI:0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.171\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.158\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.204\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.144\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.141\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.167\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.147\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.135\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.125\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.119\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.117\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.295\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.264\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.249\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.605\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.488\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.231\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.198\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.171\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.105\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.103\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Vital: Wt Change-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.215\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.160\n", " Maternal Vital: PL-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.124\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.097\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.093\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.430\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.231\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.222\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.215\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.201\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.205\n", " Maternal Vital: PL-otherPregnancy:-0.188\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.166\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.166\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.130\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.122\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.117\n", " Diagnosis:9ccs240:Burns:0.104\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.662\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.543\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.528\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.284\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.229\n", " Diagnosis:9ccs205:Back problem:0.210\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.202\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.201\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.318\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.304\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.292\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.498\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.430\n", " Diagnosis:9ccs140:Gastritis:0.256\n", " Maternal Diagnosis:9ccs7:Viral infect:0.256\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.190\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.109\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.397\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.336\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.209\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.151\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.142\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.487\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.424\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.423\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.215\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.270\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.225\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.220\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.514\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.337\n", " Diagnosis:9ccs251:Abdomnl pain:0.254\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.196\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.418\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.168\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.317\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.200\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.164\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.333\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.167\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.139\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.139\n", "\n", "Vital : 0.83946246503\n", "Number of Visits : 0.0118224299777\n", "MatDeliveryAge : 0.00734843281119\n", "Maternal Vital : 0.0140092626603\n", "Maternal Diagnosis : 0.0212007993983\n", "Diagnosis : 0.0118557235379\n", "Census : 0.0537711005197\n", "Maternal Maternal Lab History : 0.0314471620053\n", "Newborn Diagnosis : 0.00454604626398\n", "Maternal Maternal Diagnosis : 0.0031575631148\n", "Maternal Maternal Procedure History : 0.00121485006559\n", "Lab : 0.000164164615049\n", "Time to run analysis 0:32:45.699489\n", "Total Time elapsed 15:28:50.538969\n", "-----------------------------------------------------\n", "\n", "girls min_5 full gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.192\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.226\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.198\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.778, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.201\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.170\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.801, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.121\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.132\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.114\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.790, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.322\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.325\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.319\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.777, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.089\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.058\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: -0.205\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.775\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.796, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.330\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.380\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.319\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.783, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.145\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.143\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.128\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.116\n", "AUC Test: 0.792, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.146\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.180\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.174\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.781, Explained Variance Score Test: 0.248\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.339\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.341\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.358\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.775, Explained Variance Score Test: 0.222\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.178\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.167\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.190\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.803, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.213\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.770, R^2 test: 0.223\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.800, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.208\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.219\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.796, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.159\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.168\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.799, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.186\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.229\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.805, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.225\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.200\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.761, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.146\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.162\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.796, Explained Variance Score Test: 0.304\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.181\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.162\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.763, Explained Variance Score Test: 0.252\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.139\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.109\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.110\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.795, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.206\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.172\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.243\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.754, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.126\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.150\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.150\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.779, Explained Variance Score Test: 0.249\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: 0.278\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.303\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.295\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.742\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.798, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.243\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.251\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.237\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.819, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.344\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.290\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.946, R^2 test: 0.289\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.805, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.452\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.455\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.469\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.909\n", "AUC Validation: 0.923, Explained Variance Score Validation: 0.477\n", "AUC Test: 0.790, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.217\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.246\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.785, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.302\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.321\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.294\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.808, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.141\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.116\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.890, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.998, Explained Variance Score Train: 0.929\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.758, Explained Variance Score Test: 0.226\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.148\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.180\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.144\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.780, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: 0.209\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: 0.240\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.749, Explained Variance Score Test: 0.211\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.259\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.245\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.784, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.288\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.260\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.794, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: -0.069\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: -0.039\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: -0.043\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.924\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.076\n", "AUC Test: 0.804, Explained Variance Score Test: 0.311\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.124\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.191\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.154\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.788, Explained Variance Score Test: 0.221\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.145\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.122\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.161\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.816, Explained Variance Score Test: 0.263\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.026\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.011\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: -0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.792, Explained Variance Score Test: 0.220\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.181\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.164\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.913\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.790, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.294\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.271\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.294\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.788, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.242\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.250\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.220\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.789, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.266\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.232\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.247\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.793, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.297\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.301\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.326\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.798, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: 0.214\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.215\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.219\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.797, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.240\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.223\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.787, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.286\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.258\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.292\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.776, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.280\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.258\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.317\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.780, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.625, R^2 test: 0.224\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: 0.185\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.223\n", "AUC Test: 0.791, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.112\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.162\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.160\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.931\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.740, Explained Variance Score Test: 0.175\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.262\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.299\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.310\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.763, Explained Variance Score Test: 0.203\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.272\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.264\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.211\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.824, Explained Variance Score Test: 0.343\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.246\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.268\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.241\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.809, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.265\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.229\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.243\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.765, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.204\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.222\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.193\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.793, Explained Variance Score Test: 0.296\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.180\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.207\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.120\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.896, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.766, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.227\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.297\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.298\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.804, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.237\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.223\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.211\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.795, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.335\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.358\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.324\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.345\n", "AUC Test: 0.792, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.119\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.127\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.122\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.792, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.127\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.154\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.126\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.789\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.792, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.205\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.188\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.194\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.781, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.188\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.148\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.812, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.106\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.191\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.950, R^2 test: 0.291\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.779, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.654, R^2 test: 0.163\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.169\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.153\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.786, Explained Variance Score Test: 0.270\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.235\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.251\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.773, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.167\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.110\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.797, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.209\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.211\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.798, Explained Variance Score Test: 0.344\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.239\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.228\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.797, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.161\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.166\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.947, R^2 test: 0.133\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.778, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.201\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.094\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.088\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.780, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.132\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.946, R^2 test: 0.199\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.962, R^2 test: 0.185\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.774, Explained Variance Score Test: 0.299\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.154\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.159\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.156\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.792, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.106\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.157\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.128\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.787, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.240\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.270\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.263\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.812, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.224\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.245\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.221\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.800, Explained Variance Score Test: 0.261\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.302\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.273\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.778, Explained Variance Score Test: 0.236\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.235\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.941, R^2 test: 0.244\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.995, Explained Variance Score Train: 0.964\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.774, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.213\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.224\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.335\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.787, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.185\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.180\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.767, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.303\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.339\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.345\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.772, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.189\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.164\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.792, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.261\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: 0.261\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.946\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.775, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.108\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.095\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.950\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.128\n", "AUC Test: 0.787, Explained Variance Score Test: 0.333\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.251\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.922, R^2 test: 0.250\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.930, R^2 test: 0.251\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.793, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.238\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.907, R^2 test: 0.254\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.256\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.785, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.143\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.158\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.150\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.149\n", "AUC Test: 0.759, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.087\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.088\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.082\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.554, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.763, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.267\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.262\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.297\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.805, Explained Variance Score Test: 0.257\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.140\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.156\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.163\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.769, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.399\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.387\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.401\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.864, Explained Variance Score Validation: 0.414\n", "AUC Test: 0.788, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.206\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: 0.231\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.992, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.809, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.295\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.262\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.291\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.791, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.216\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.242\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.756, Explained Variance Score Test: 0.218\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.251\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.236\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.775, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.178\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.168\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.142\n", "AUC Test: 0.774, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.320\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.298\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.337\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.784, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.202\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.198\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.773, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.321\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.916, R^2 test: 0.348\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.945, R^2 test: 0.330\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.929\n", "AUC Validation: 0.902, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.796, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.247\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.224\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.798, Explained Variance Score Test: 0.294\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.354\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.378\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.351\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.756, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.205\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.227\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.943\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.775, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.105\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.093\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.032\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.767, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.245\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.235\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.305\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.811, Explained Variance Score Test: 0.316\n", "\n", "total Variables 875 and total subjects: 1698\n", "->AUC validation: 0.757 95% CI: [0.743 , 0.771]\n", "->AUC test: 0.786 95% CI: [0.783 , 0.789]\n", "->R^2 validation: 0.229 95% CI: [0.213 , 0.245]\n", "->R^2 test: 0.282 95% CI: [0.275 , 0.289]\n", "->Explained Variance validation: 0.211 95% CI: [0.195 , 0.228]\n", "->Explained Variance test: 0.266 95% CI: [0.258 , 0.274]\n", "Test set metrics:\n", "@threshold:1.257, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.998, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:0.893, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:0.845, sens:0.055, spec:0.993, ppv:0.600, acc:0.841, f1:0.100, mcc:0.079, total+:5, total-:334\n", "@threshold:0.836, sens:0.055, spec:0.989, ppv:0.500, acc:0.838, f1:0.098, mcc:0.045, total+:6, total-:333\n", "@threshold:0.816, sens:0.073, spec:0.989, ppv:0.571, acc:0.841, f1:0.129, mcc:0.059, total+:7, total-:332\n", "@threshold:0.813, sens:0.073, spec:0.986, ppv:0.500, acc:0.838, f1:0.127, mcc:0.039, total+:8, total-:331\n", "@threshold:0.784, sens:0.091, spec:0.982, ppv:0.500, acc:0.838, f1:0.154, mcc:0.035, total+:10, total-:329\n", "@threshold:0.772, sens:0.091, spec:0.979, ppv:0.455, acc:0.835, f1:0.152, mcc:0.027, total+:11, total-:328\n", "@threshold:0.670, sens:0.109, spec:0.961, ppv:0.353, acc:0.823, f1:0.167, mcc:0.012, total+:17, total-:322\n", "@threshold:0.663, sens:0.145, spec:0.958, ppv:0.400, acc:0.826, f1:0.213, mcc:0.015, total+:20, total-:319\n", "@threshold:0.661, sens:0.164, spec:0.958, ppv:0.429, acc:0.829, f1:0.237, mcc:0.017, total+:21, total-:318\n", "@threshold:0.655, sens:0.164, spec:0.954, ppv:0.409, acc:0.826, f1:0.234, mcc:0.015, total+:22, total-:317\n", "@threshold:0.653, sens:0.182, spec:0.954, ppv:0.435, acc:0.829, f1:0.256, mcc:0.017, total+:23, total-:316\n", "@threshold:0.639, sens:0.182, spec:0.951, ppv:0.417, acc:0.826, f1:0.253, mcc:0.015, total+:24, total-:315\n", "@threshold:0.603, sens:0.200, spec:0.937, ppv:0.379, acc:0.817, f1:0.262, mcc:0.011, total+:29, total-:310\n", "@threshold:0.559, sens:0.255, spec:0.933, ppv:0.424, acc:0.823, f1:0.318, mcc:0.014, total+:33, total-:306\n", "@threshold:0.533, sens:0.273, spec:0.926, ppv:0.417, acc:0.820, f1:0.330, mcc:0.013, total+:36, total-:303\n", "@threshold:0.517, sens:0.327, spec:0.923, ppv:0.450, acc:0.826, f1:0.379, mcc:0.014, total+:40, total-:299\n", "@threshold:0.492, sens:0.345, spec:0.912, ppv:0.432, acc:0.820, f1:0.384, mcc:0.013, total+:44, total-:295\n", "@threshold:0.475, sens:0.364, spec:0.908, ppv:0.435, acc:0.820, f1:0.396, mcc:0.013, total+:46, total-:293\n", "@threshold:0.439, sens:0.382, spec:0.884, ppv:0.389, acc:0.802, f1:0.385, mcc:0.009, total+:54, total-:285\n", "@threshold:0.435, sens:0.418, spec:0.880, ppv:0.404, acc:0.805, f1:0.411, mcc:0.010, total+:57, total-:282\n", "@threshold:0.413, sens:0.436, spec:0.877, ppv:0.407, acc:0.805, f1:0.421, mcc:0.010, total+:59, total-:280\n", "@threshold:0.409, sens:0.436, spec:0.873, ppv:0.400, acc:0.802, f1:0.417, mcc:0.009, total+:60, total-:279\n", "@threshold:0.381, sens:0.455, spec:0.866, ppv:0.397, acc:0.799, f1:0.424, mcc:0.009, total+:63, total-:276\n", "@threshold:0.378, sens:0.455, spec:0.863, ppv:0.391, acc:0.796, f1:0.420, mcc:0.009, total+:64, total-:275\n", "@threshold:0.375, sens:0.473, spec:0.863, ppv:0.400, acc:0.799, f1:0.433, mcc:0.009, total+:65, total-:274\n", "@threshold:0.375, sens:0.473, spec:0.859, ppv:0.394, acc:0.796, f1:0.430, mcc:0.009, total+:66, total-:273\n", "@threshold:0.366, sens:0.491, spec:0.849, ppv:0.386, acc:0.791, f1:0.432, mcc:0.008, total+:70, total-:269\n", "@threshold:0.352, sens:0.491, spec:0.845, ppv:0.380, acc:0.788, f1:0.429, mcc:0.008, total+:71, total-:268\n", "@threshold:0.335, sens:0.509, spec:0.842, ppv:0.384, acc:0.788, f1:0.438, mcc:0.008, total+:73, total-:266\n", "@threshold:0.333, sens:0.509, spec:0.838, ppv:0.378, acc:0.785, f1:0.434, mcc:0.008, total+:74, total-:265\n", "@threshold:0.325, sens:0.527, spec:0.838, ppv:0.387, acc:0.788, f1:0.446, mcc:0.008, total+:75, total-:264\n", "@threshold:0.323, sens:0.527, spec:0.835, ppv:0.382, acc:0.785, f1:0.443, mcc:0.008, total+:76, total-:263\n", "@threshold:0.315, sens:0.545, spec:0.827, ppv:0.380, acc:0.782, f1:0.448, mcc:0.008, total+:79, total-:260\n", "@threshold:0.309, sens:0.545, spec:0.824, ppv:0.375, acc:0.779, f1:0.444, mcc:0.007, total+:80, total-:259\n", "@threshold:0.282, sens:0.564, spec:0.789, ppv:0.341, acc:0.752, f1:0.425, mcc:0.006, total+:91, total-:248\n", "@threshold:0.273, sens:0.564, spec:0.785, ppv:0.337, acc:0.749, f1:0.422, mcc:0.006, total+:92, total-:247\n", "@threshold:0.240, sens:0.582, spec:0.782, ppv:0.340, acc:0.749, f1:0.430, mcc:0.006, total+:94, total-:245\n", "@threshold:0.239, sens:0.582, spec:0.778, ppv:0.337, acc:0.746, f1:0.427, mcc:0.006, total+:95, total-:244\n", "@threshold:0.232, sens:0.600, spec:0.771, ppv:0.337, acc:0.743, f1:0.431, mcc:0.006, total+:98, total-:241\n", "@threshold:0.213, sens:0.600, spec:0.768, ppv:0.333, acc:0.740, f1:0.429, mcc:0.005, total+:99, total-:240\n", "@threshold:0.213, sens:0.618, spec:0.768, ppv:0.340, acc:0.743, f1:0.439, mcc:0.006, total+:100, total-:239\n", "@threshold:0.199, sens:0.636, spec:0.764, ppv:0.343, acc:0.743, f1:0.446, mcc:0.006, total+:102, total-:237\n", "@threshold:0.194, sens:0.655, spec:0.764, ppv:0.350, acc:0.746, f1:0.456, mcc:0.006, total+:103, total-:236\n", "@threshold:0.171, sens:0.673, spec:0.761, ppv:0.352, acc:0.746, f1:0.463, mcc:0.006, total+:105, total-:234\n", "@threshold:0.160, sens:0.691, spec:0.757, ppv:0.355, acc:0.746, f1:0.469, mcc:0.006, total+:107, total-:232\n", "@threshold:0.154, sens:0.691, spec:0.754, ppv:0.352, acc:0.743, f1:0.466, mcc:0.006, total+:108, total-:231\n", "@threshold:0.149, sens:0.709, spec:0.750, ppv:0.355, acc:0.743, f1:0.473, mcc:0.006, total+:110, total-:229\n", "@threshold:0.144, sens:0.709, spec:0.746, ppv:0.351, acc:0.740, f1:0.470, mcc:0.006, total+:111, total-:228\n", "@threshold:0.119, sens:0.727, spec:0.736, ppv:0.348, acc:0.735, f1:0.471, mcc:0.006, total+:115, total-:224\n", "@threshold:0.118, sens:0.727, spec:0.732, ppv:0.345, acc:0.732, f1:0.468, mcc:0.006, total+:116, total-:223\n", "@threshold:0.117, sens:0.745, spec:0.732, ppv:0.350, acc:0.735, f1:0.477, mcc:0.006, total+:117, total-:222\n", "@threshold:0.117, sens:0.745, spec:0.729, ppv:0.347, acc:0.732, f1:0.474, mcc:0.006, total+:118, total-:221\n", "@threshold:0.098, sens:0.764, spec:0.729, ppv:0.353, acc:0.735, f1:0.483, mcc:0.006, total+:119, total-:220\n", "@threshold:0.071, sens:0.764, spec:0.725, ppv:0.350, acc:0.732, f1:0.480, mcc:0.006, total+:120, total-:219\n", "@threshold:0.003, sens:0.782, spec:0.676, ppv:0.319, acc:0.693, f1:0.453, mcc:0.005, total+:135, total-:204\n", "@threshold:-0.000, sens:0.782, spec:0.673, ppv:0.316, acc:0.690, f1:0.450, mcc:0.005, total+:136, total-:203\n", "@threshold:-0.118, sens:0.800, spec:0.560, ppv:0.260, acc:0.599, f1:0.393, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.120, sens:0.800, spec:0.556, ppv:0.259, acc:0.596, f1:0.391, mcc:0.003, total+:170, total-:169\n", "@threshold:-0.158, sens:0.818, spec:0.532, ppv:0.253, acc:0.578, f1:0.386, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.158, sens:0.818, spec:0.528, ppv:0.251, acc:0.575, f1:0.385, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.168, sens:0.836, spec:0.525, ppv:0.254, acc:0.575, f1:0.390, mcc:0.003, total+:181, total-:158\n", "@threshold:-0.171, sens:0.836, spec:0.521, ppv:0.253, acc:0.572, f1:0.388, mcc:0.003, total+:182, total-:157\n", "@threshold:-0.174, sens:0.855, spec:0.521, ppv:0.257, acc:0.575, f1:0.395, mcc:0.003, total+:183, total-:156\n", "@threshold:-0.177, sens:0.855, spec:0.518, ppv:0.255, acc:0.572, f1:0.393, mcc:0.003, total+:184, total-:155\n", "@threshold:-0.233, sens:0.873, spec:0.479, ppv:0.245, acc:0.543, f1:0.382, mcc:0.003, total+:196, total-:143\n", "@threshold:-0.236, sens:0.873, spec:0.475, ppv:0.244, acc:0.540, f1:0.381, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.239, sens:0.891, spec:0.472, ppv:0.246, acc:0.540, f1:0.386, mcc:0.003, total+:199, total-:140\n", "@threshold:-0.243, sens:0.891, spec:0.468, ppv:0.245, acc:0.537, f1:0.384, mcc:0.003, total+:200, total-:139\n", "@threshold:-0.255, sens:0.909, spec:0.461, ppv:0.246, acc:0.534, f1:0.388, mcc:0.003, total+:203, total-:136\n", "@threshold:-0.259, sens:0.909, spec:0.458, ppv:0.245, acc:0.531, f1:0.386, mcc:0.003, total+:204, total-:135\n", "@threshold:-0.395, sens:0.927, spec:0.320, ppv:0.209, acc:0.419, f1:0.341, mcc:0.002, total+:244, total-:95\n", "@threshold:-0.399, sens:0.927, spec:0.317, ppv:0.208, acc:0.416, f1:0.340, mcc:0.002, total+:245, total-:94\n", "@threshold:-0.426, sens:0.945, spec:0.285, ppv:0.204, acc:0.392, f1:0.335, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.431, sens:0.945, spec:0.282, ppv:0.203, acc:0.389, f1:0.334, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.575, sens:0.964, spec:0.162, ppv:0.182, acc:0.292, f1:0.306, mcc:0.001, total+:291, total-:48\n", "@threshold:-0.576, sens:0.964, spec:0.158, ppv:0.182, acc:0.289, f1:0.305, mcc:0.001, total+:292, total-:47\n", "@threshold:-0.719, sens:0.982, spec:0.081, ppv:0.171, acc:0.227, f1:0.292, mcc:0.001, total+:315, total-:24\n", "@threshold:-0.722, sens:0.982, spec:0.077, ppv:0.171, acc:0.224, f1:0.291, mcc:0.001, total+:316, total-:23\n", "@threshold:-1.116, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.100\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.080\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.079\n", " Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.075\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", "\n", "* Vital: BMI-avg16to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.086\n", " Maternal Vital: BMI-postPregnancy:0.081\n", " Maternal Vital: Wt Percentile-postPregnancy:0.073\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.071\n", " Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", "\n", " Vital: Temp-avg3to5 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.095\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.092\n", " Number of Visits:0.090\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.080\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.077\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.075\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.070\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.087\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.085\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.084\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.080\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.078\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.078\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.077\n", "\n", " Vital: Temp-avg5to7 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.085\n", " Diagnosis:9ccs94:Other ear dx:0.078\n", " Maternal Vital: SpO2-postPregnancy:0.072\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.067\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.060\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.059\n", " Maternal Diagnosis:9ccs238:Complic proc:0.058\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.104\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.083\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.083\n", " Diagnosis:9ccs259:Unclassified:-0.078\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.078\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.069\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.069\n", "\n", "* Vital: BMI-avg13to16 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.089\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.089\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.086\n", " Diagnosis:9ccs125:Bronchitis:0.085\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.070\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.068\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.065\n", "\n", "* Vital: BMI-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Vital: Wt-otherPregnancy:0.072\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", " Vital: Temp-avg19to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.085\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.074\n", " Maternal Vital: Temp-postPregnancy:0.072\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.071\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Maternal Vital: BP-postPregnancy:-0.063\n", "\n", "* Vital: Wt-avg5to7 | coef 0.007 95% CI: [0.004 , 0.010] | OR_adj 1.007 [1.004 1.010] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Maternal Diagnosis:9ccs184:Early labor:-0.126\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Wt-postPregnancy:0.091\n", " Maternal Vital: RR-postPregnancy:0.084\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", "\n", "* Vital: BMI-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.141\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.069\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.093\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.085\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Diagnosis:9ccs98:HTN:-0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs184:Early labor:-0.067\n", "\n", "* Vital: BMI-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.108\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.104\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.094\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.093\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.085\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.085\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", "\n", " Vital: Temp-avg0to1 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.065\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.065\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.063\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.061\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.061\n", "\n", " MatDeliveryAge | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.265\n", " Maternal Diagnosis:9ccs186:DM in preg:0.211\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.175\n", " Maternal Vital: BP-postPregnancy:0.144\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.137\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.137\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.128\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.114\n", "\n", "* Vital: Wt-gain3to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.086\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.078\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.077\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.077\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.074\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.008] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.070\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.068\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.067\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.064\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Maternal Diagnosis:9ccs168:PID:-0.055\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.054\n", "\n", " Vital: Temp-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.105\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.078\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.070\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.069\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.069\n", " Maternal Vital: BP-postPregnancy:-0.067\n", "\n", " Vital: Temp-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.079\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", "\n", "* Vital: BMI-gain16to24 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.074\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.071\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.069\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.069\n", " Number of Visits:-0.068\n", " Maternal Vital: Wt Change-otherPregnancy:0.066\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.062\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.059\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.058\n", "\n", "* Number of Visits | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:0.093\n", " Maternal Vital: BMI Percentile-postPregnancy:0.083\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Maternal Vital: BMI-postPregnancy:0.072\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.068\n", "\n", "* Vital: Wt-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.081\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.077\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Number of Visits:-0.074\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.070\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.070\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.065\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.064\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.063\n", "\n", "* Vital: Wt-avg1to3 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Maternal Diagnosis:9ccs184:Early labor:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.098\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.095\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", "\n", " Vital: Temp-avg10to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.199\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.146\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.105\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Maternal Diagnosis:9ccs238:Complic proc:0.075\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Vital: BMI Percentile-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.074\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.073\n", " Diagnosis:9ccs125:Bronchitis:0.072\n", "\n", " Vital: Temp-avg1to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.083\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.072\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.069\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.067\n", "\n", "* Vital: Wt Change-latest | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", "\n", " Vital: Temp-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Maternal Vital: BMI-otherPregnancy:0.130\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.124\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.085\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.082\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.081\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.078\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.078\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.078\n", "\n", "* Vital: BMI-gain0to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Maternal Diagnosis:9ccs184:Early labor:0.084\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.070\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.065\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.063\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:0.133\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.086\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.085\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.082\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.070\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.634\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.311\n", " Maternal Vital: Ht-postPregnancy:0.298\n", " Maternal Vital: BP-postPregnancy:0.298\n", " Maternal Vital: BP-otherPregnancy:0.297\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.281\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.233\n", " Maternal Vital: BMI Percentile-postPregnancy:0.207\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.205\n", "\n", " Vital: Temp-avg16to19 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", "* Vital: BMI-avg0to1 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Maternal Diagnosis:9ccs184:Early labor:-0.227\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.156\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.085\n", "\n", " Vital: BMI-gain3to7 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.081\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.079\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.072\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.071\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.071\n", "\n", "* Vital: BMI-avg10to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.074\n", " Diagnosis:9ccs242:Poisn ot med:0.072\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.071\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.071\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.070\n", "\n", " Vital: Wt-gain1to5 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.086\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.085\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.080\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.073\n", "\n", "* Vital: BMI-gain7to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.083\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.079\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.056\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.055\n", "\n", " Vital: Ht-gain16to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:0.076\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.074\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.072\n", " Diagnosis:9ccs4:Mycoses:-0.065\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.062\n", " Number of Visits:-0.061\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.059\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.059\n", " Maternal Vital: HR-postPregnancy:0.059\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.059\n", "\n", " Vital: HC-gain0to3 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.077\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.072\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.069\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.068\n", "\n", " Vital: Wt-avg0to1 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Maternal Diagnosis:9ccs184:Early labor:-0.355\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.217\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.125\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", "\n", " Vital: Ht-gain0to3 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.071\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.069\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.068\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.070\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.068\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.064\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.062\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.061\n", " Maternal Vital: Wt Percentile-postPregnancy:0.060\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.091\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.086\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Vital: Wt-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.066\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.064\n", "\n", "* Vital: BMI-gain0to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.092\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Maternal Vital: BP-postPregnancy:0.074\n", " Maternal Vital: Wt-otherPregnancy:0.073\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.073\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.071\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Vital: HC-gain16to24 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.071\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs159:UTI:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.055\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.054\n", " Maternal Diagnosis:9ccs98:HTN:0.054\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.083\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.082\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.081\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.080\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.067\n", " Maternal Vital: Wt Change-postPregnancy:-0.064\n", "\n", "* Vital: Wt-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.092\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.074\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.068\n", " Maternal Vital: Wt-postPregnancy:0.068\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.066\n", "\n", " Vital: Ht-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Maternal Vital: Ht-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Maternal Vital: Wt-postPregnancy:0.076\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.074\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Vital: Temp-otherPregnancy:0.082\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Maternal Vital: Wt-postPregnancy:0.107\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.083\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.082\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.081\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", "\n", " Vital: BMI-gain5to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.073\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.068\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.066\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.064\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.104\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.104\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.092\n", " Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.082\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.082\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.078\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.077\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.075\n", "\n", "* Vital: Wt-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.068\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.066\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Vital: HR-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.083\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.081\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.071\n", " Maternal Vital: Ht-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.067\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.094\n", " Maternal Vital: BMI-otherPregnancy:-0.092\n", " Maternal Vital: Wt Change-otherPregnancy:0.085\n", " Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.071\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.069\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.068\n", "\n", "* Vital: Wt-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:-0.082\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.062\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.060\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.059\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.058\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.058\n", "\n", "* Vital: Ht-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:-0.090\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.077\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.066\n", " Maternal Diagnosis:9ccs184:Early labor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.058\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.058\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.057\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.057\n", "\n", " Vital: BMI-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.100\n", " Maternal Vital: RR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.078\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", "\n", " Vital: HC-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.082\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.071\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.067\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.065\n", "\n", " Vital: Wt-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:-0.066\n", " Number of Visits:0.065\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.063\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.062\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.062\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.061\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.060\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.060\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.112\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.095\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.075\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.070\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.069\n", "\n", "* Vital: BMI-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.103\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.082\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.080\n", " Maternal Vital: BMI Percentile-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.077\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.076\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.076\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.073\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.087\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.083\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.083\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.082\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.073\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", "* Vital: Wt Percentile-latest | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.080\n", " Maternal Vital: Ht-postPregnancy:0.074\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.070\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.065\n", "\n", " Vital: HC-gain5to10 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:-0.103\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.096\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.078\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.076\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.073\n", " Maternal Vital: BMI-postPregnancy:0.069\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.068\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", "\n", "* Vital: Wt-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.110\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:-0.128\n", "\n", "* Vital: Ht-avg13to16 | coef 0.005 95% CI: [0.003 , 0.006] | OR_adj 1.005 [1.003 1.006] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.136\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Vital: Wt-postPregnancy:0.098\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.092\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.076\n", " Maternal Vital: Ht-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs184:Early labor:-0.074\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.074\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.087\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.075\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.069\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.068\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Maternal Vital: Wt-postPregnancy:0.064\n", "\n", "* Vital: Wt-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Maternal Diagnosis:9ccs184:Early labor:-0.140\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.136\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Vital: Wt-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs128:Asthma:-0.094\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", "\n", " Vital: Ht-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.081\n", " Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.069\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs98:HTN:0.066\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.065\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.063\n", " Maternal Diagnosis:9ccs192:Umbil cord:-0.063\n", "\n", " Vital: Ht-gain3to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.087\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.080\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.073\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Maternal Vital: Temp-postPregnancy:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Maternal Diagnosis:9ccs98:HTN:-0.069\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Maternal Diagnosis:9ccs184:Early labor:0.093\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.086\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.077\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.075\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.065\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.006] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.094\n", " Diagnosis:9ccs238:Complic proc:-0.091\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.075\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.075\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.065\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.065\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.061\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.105\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.088\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.084\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.081\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.081\n", "\n", "* Vital: Wt-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.092\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.086\n", " Maternal Vital: Wt-otherPregnancy:0.082\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Maternal Vital: Ht-postPregnancy:0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.064\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Maternal Diagnosis:9ccs69:Affective dx:-0.064\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.062\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.061\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.061\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.059\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.057\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.057\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.056\n", "\n", "* Vital: Ht Percentile-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.144\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Maternal Vital: Ht-otherPregnancy:0.093\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.085\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.072\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.071\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.070\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.089\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.073\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.071\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.069\n", "\n", " Vital: Ht-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.095\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.085\n", " Maternal Vital: RR-otherPregnancy:0.083\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.074\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.069\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.069\n", "\n", " Vital: BMI-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.070\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.066\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.063\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.061\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:-0.076\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.073\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:-0.067\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.066\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.063\n", " Number of Visits:-0.062\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.062\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.062\n", "\n", " Vital: Ht-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.077\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.076\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.075\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.071\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.067\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.067\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.062\n", "\n", "* Vital: Wt-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.118\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.116\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.103\n", " Maternal Vital: Wt-postPregnancy:0.102\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.073\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.072\n", "\n", " Vital: Ht-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.122\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.081\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.081\n", " Maternal Vital: Wt-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs184:Early labor:-0.079\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.074\n", "\n", " Vital: HC-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:-0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Maternal Vital: PL-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.082\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Maternal Vital: RR-otherPregnancy:0.073\n", "\n", " Vital: Wt-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.066\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.065\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.063\n", " Number of Visits:0.063\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.082\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.078\n", " Maternal Vital: BMI-postPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.070\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.068\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:-0.089\n", " Maternal Vital: Wt Change-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs7:Viral infect:-0.085\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.081\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.081\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.076\n", " Maternal Diagnosis:9ccs59:Anemia:0.074\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.072\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", "\n", "* Vital: BMI-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:-0.110\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.104\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.099\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.090\n", " Diagnosis:9ccs238:Complic proc:-0.089\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.087\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.081\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.074\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.073\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:0.114\n", " Diagnosis:9ccs256:Exam/eval:0.095\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.093\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.086\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.085\n", " Number of Visits:-0.083\n", " Maternal Vital: Wt Change-postPregnancy:-0.080\n", " Maternal Vital: Ht-postPregnancy:-0.078\n", "\n", " Maternal Vital: BP-postPregnancy | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 666 | OR_unadj: 1.322 [0.954 1.832] | indivs AUC:0.537\n", "Correlated most with:\n", "Maternal Vital: BP-postPregnancy:1.000\n", " Maternal Vital: BP-otherPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Vital: Wt-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.184\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.158\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.157\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.153\n", " MatDeliveryAge:0.144\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.137\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.086\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.081\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.076\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.074\n", " Maternal Vital: Ht Percentile-postPregnancy:0.074\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.073\n", "\n", " Vital: HC-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.073\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Maternal Maternal Procedure History:99401-postPregnancy:-0.068\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.067\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.065\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.065\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:-0.064\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.062\n", "\n", " Vital: Ht-avg0to1 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Maternal Diagnosis:9ccs184:Early labor:-0.342\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.159\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.127\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", "\n", "* Maternal Vital: BMI-postPregnancy | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 538 | OR_unadj: 2.540 [1.496 4.314] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Vital: BMI-postPregnancy:1.000\n", " Maternal Vital: BMI-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.195\n", " Maternal Vital: Wt-postPregnancy:0.176\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.171\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.162\n", " Maternal Vital: Wt-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.141\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.071\n", " Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.065\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.063\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.062\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.061\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.060\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.059\n", " Number of Visits:0.059\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:0.079\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.070\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.064\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.062\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.060\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.057\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.056\n", "\n", " Vital: HC-gain10to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.080\n", " Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.070\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.065\n", " Maternal Diagnosis:9ccs159:UTI:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.065\n", "\n", " Vital: Ht-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: HC-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.070\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.061\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.058\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.058\n", "\n", "* Vital: Ht-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.150\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.089\n", " Maternal Vital: Wt-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.078\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.074\n", "\n", "* Vital: Wt-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.102\n", " Maternal Vital: Wt-postPregnancy:0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.095\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.089\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.088\n", " Diagnosis:9ccs242:Poisn ot med:0.085\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.074\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.070\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.068\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.115\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.102\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.093\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:-0.093\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.091\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.080\n", " Diagnosis:9ccs163:Other GU dx:-0.077\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.075\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.065\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.064\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.064\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.063\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.062\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.061\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:-0.061\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.130\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.082\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.082\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.078\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:-0.073\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.072\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.067\n", "\n", " Vital: Ht-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Maternal Diagnosis:9ccs184:Early labor:-0.199\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.130\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.092\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", "\n", " Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:0.067\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.066\n", " Diagnosis:9ccs163:Other GU dx:0.065\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.065\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.064\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.061\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.059\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.058\n", " Maternal Maternal Lab History: AST-postPregnancy:0.058\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.058\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:0.097\n", " Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.062\n", "\n", " Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Maternal Diagnosis:9ccs184:Early labor:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.151\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.129\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.122\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.115\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:0.480\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.455\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.324\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.297\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.292\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.205\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.184\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.183\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.170\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.169\n", "\n", "* Vital: HC-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.087\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.079\n", " Maternal Vital: HR-otherPregnancy:0.078\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.073\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.072\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.063\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.063\n", " Maternal Diagnosis:9ccs187:Malposition:0.061\n", "\n", "* Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.093\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.088\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.080\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.074\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.072\n", " Maternal Maternal Lab History: AST-postPregnancy:-0.070\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.069\n", " Maternal Vital: Ht-postPregnancy:0.067\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.066\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.065\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.147\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.077\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.073\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.070\n", " Maternal Vital: Ht-postPregnancy:0.070\n", "\n", " Vital: HC-avg0to1 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.279\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.160\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.131\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.090\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", "\n", "* Maternal Maternal Lab History: MCH-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 608 | OR_unadj: 0.593 [0.404 0.870] | indivs AUC:0.396\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.597\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.403\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.380\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.251\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.237\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.107\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.082\n", " Maternal Vital: BP-postPregnancy:0.081\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.080\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Maternal Diagnosis:9ccs184:Early labor:-0.075\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.141\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.118\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.109\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.103\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.096\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.091\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.099\n", " Diagnosis:9ccs92:Otitis media:0.085\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.082\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.082\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.071\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.070\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.069\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.087\n", " Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.070\n", " Maternal Maternal Procedure History:90471-otherPregnancy:-0.069\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.068\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.066\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.066\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.066\n", "\n", " Vital: HC-avg1to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:-0.219\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.130\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.082\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.081\n", "\n", " Maternal Maternal Lab History: RDW-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 606 | OR_unadj: 1.257 [0.870 1.814] | indivs AUC:0.581\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.597\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.547\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.296\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.287\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.262\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.151\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.096\n", " Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.084\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.084\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.084\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.081\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Maternal Vital: Wt-postPregnancy:0.075\n", " Maternal Vital: Ht-postPregnancy:0.075\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.075\n", "\n", " Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Maternal Diagnosis:9ccs184:Early labor:-0.170\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Maternal Vital: Ht-postPregnancy:0.102\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.085\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.103\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.086\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.075\n", " Maternal Vital: Wt-otherPregnancy:0.070\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.070\n", " Maternal Vital: Wt-postPregnancy:0.067\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.062\n", "\n", " Maternal Maternal Lab History: RBC-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 608 | OR_unadj: 1.228 [0.875 1.723] | indivs AUC:0.585\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.728\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.623\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.442\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.421\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.316\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.292\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.290\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.278\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.268\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.135\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.131\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.093\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.090\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.086\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.080\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs7:Viral infect:0.070\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.067\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:-0.110\n", " Maternal Vital: Wt Change-postPregnancy:0.093\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.092\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.079\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.072\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.068\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.068\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.066\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Maternal Vital: HR-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 587 | OR_unadj: 0.960 [0.669 1.378] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-postPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.169\n", " Maternal Vital: PL-postPregnancy:0.159\n", " Maternal Vital: PL-otherPregnancy:0.150\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.107\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.105\n", " Maternal Vital: Wt Change-postPregnancy:0.104\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.104\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.151\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.106\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.098\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.094\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.089\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.086\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.085\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.083\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.101\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.096\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.092\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.088\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.087\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.076\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.073\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.072\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.070\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", "\n", "* Vital: Wt-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.098\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.098\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.092\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.090\n", " Maternal Vital: Ht-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.076\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: RR-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.090\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.081\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.080\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.076\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.074\n", "\n", " Maternal Maternal Lab History: MCV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 608 | OR_unadj: 0.791 [0.553 1.133] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-postPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.760\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.547\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.421\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.397\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.311\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.227\n", "\n", " Maternal Maternal Lab History: MPV-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 546 | OR_unadj: 1.135 [0.779 1.654] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.425\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.282\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.133\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.122\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.122\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.112\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:-0.109\n", "\n", "* Vital: Wt-gain0to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.100\n", " Maternal Vital: Wt-otherPregnancy:0.097\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.093\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.091\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Vital: BP-otherPregnancy:0.077\n", "\n", " Maternal Vital: Ht-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 544 | OR_unadj: 0.933 [0.645 1.348] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:1.000\n", " Maternal Vital: Ht-otherPregnancy:0.610\n", " Maternal Vital: Wt-postPregnancy:0.298\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.173\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.158\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-postPregnancy:0.142\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.142\n", " Maternal Vital: BP-otherPregnancy:0.140\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.078\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.072\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.071\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.070\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.067\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 548 | OR_unadj: 1.317 [0.896 1.934] | indivs AUC:0.558\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.419\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.360\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.253\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.237\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.215\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.201\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 608 | OR_unadj: 1.280 [0.909 1.803] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.425\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.247\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.194\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.180\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.166\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.161\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.158\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Maternal Vital: BP-postPregnancy:0.082\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.080\n", " Maternal Vital: Wt-postPregnancy:0.073\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.073\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Maternal Vital: BMI Percentile-postPregnancy:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Maternal Vital: Wt Percentile-postPregnancy:0.071\n", "\n", " Vital: Ht-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.118\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.101\n", " Maternal Vital: Ht-otherPregnancy:0.098\n", " Diagnosis:9ccs128:Asthma:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.082\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", "\n", " Vital: HR-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.082\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.071\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.063\n", "\n", " Vital: HR-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.096\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs98:HTN:0.070\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.069\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.067\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 487 | OR_unadj: 1.043 [0.714 1.524] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.588\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.526\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.364\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.247\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.214\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.213\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.197\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.181\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.139\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.080\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Vital: Wt-postPregnancy:0.077\n", " Maternal Diagnosis:9ccs184:Early labor:-0.077\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.069\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.068\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.140\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.129\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.100\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.085\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.074\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.074\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.072\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.071\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.103\n", " Maternal Diagnosis:9ccs184:Early labor:-0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.089\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.079\n", " Maternal Vital: Ht-postPregnancy:0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.074\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.074\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.088\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.081\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.079\n", " Maternal Vital: Wt-otherPregnancy:0.075\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.070\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.069\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.065\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.173\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.112\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.112\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.108\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.086\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.085\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.123\n", " Diagnosis:9ccs155:Other GI dx:-0.100\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.091\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.076\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.072\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.071\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.068\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.067\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.066\n", " Diagnosis:9ccs59:Anemia:0.062\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Maternal Maternal Lab History: WBC-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 605 | OR_unadj: 0.803 [0.545 1.183] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.757\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.564\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.525\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.474\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.291\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.252\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.236\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.201\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.197\n", "\n", " Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.108\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.104\n", " Maternal Vital: Ht-otherPregnancy:0.090\n", " Diagnosis:9ccs200:Oth skin dx:0.088\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.083\n", " Number of Visits:0.082\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.081\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.117\n", " Maternal Vital: Ht-postPregnancy:0.107\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.099\n", " Maternal Diagnosis:9ccs5:HIV infectn:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.091\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.085\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.131\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.099\n", " Maternal Vital: Wt-postPregnancy:0.093\n", " Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.072\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.111\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.099\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.095\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.083\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.075\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.071\n", " Maternal Vital: PL-otherPregnancy:-0.070\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.069\n", " Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.067\n", "\n", " Vital: HR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:-0.088\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.087\n", " Diagnosis:9ccs240:Burns:0.086\n", " Maternal Diagnosis:9ccs184:Early labor:0.085\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.082\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.075\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.073\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", "\n", " Vital: HR-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.080\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.073\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.073\n", " Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.069\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.064\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.064\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:-0.063\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.063\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.093\n", " Maternal Vital: Wt-otherPregnancy:0.085\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.081\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.080\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.080\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.078\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.077\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.072\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.071\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.068\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.067\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.066\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.063\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.118\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.081\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.080\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Diagnosis:9ccs127:COPD:0.074\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.072\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.071\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.108\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.082\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.079\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.077\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.076\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.074\n", " Maternal Vital: BP-postPregnancy:0.073\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 608 | OR_unadj: 1.051 [0.749 1.475] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.623\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.413\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.380\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.371\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.354\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.323\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.256\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.132\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Maternal Vital: Ht-otherPregnancy:0.091\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.084\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.079\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.079\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.125\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.111\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.098\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.087\n", " Maternal Diagnosis:9ccs184:Early labor:-0.087\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.079\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.077\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.076\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 608 | OR_unadj: 1.049 [0.749 1.468] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.934\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.728\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.316\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.311\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.308\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.307\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.300\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.287\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.078\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Maternal Vital: HR-otherPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Maternal Vital: Wt-postPregnancy:0.058\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.141\n", " Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.114\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.110\n", " Maternal Diagnosis:9ccs184:Early labor:-0.110\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:-0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.088\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:-0.100\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.096\n", " Maternal Diagnosis:9ccs184:Early labor:-0.095\n", " Maternal Vital: Ht-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.090\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.076\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.075\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.074\n", " Maternal Diagnosis:9ccs61:Sickle cell:-0.071\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.109\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.099\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.099\n", " Maternal Vital: BMI Percentile-postPregnancy:0.095\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.090\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.087\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.084\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.082\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.081\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.079\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.073\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.072\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.071\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.070\n", " Maternal Vital: BMI Percentile-postPregnancy:0.070\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.067\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.065\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.084\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.078\n", " Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.071\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.069\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.067\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.062\n", "\n", "* Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 638 | OR_unadj: 0.506 [0.287 0.890] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.279\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.251\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.220\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.208\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.192\n", " Maternal Vital: BP-postPregnancy:-0.184\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.096\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.082\n", " Maternal Vital: Wt-postPregnancy:0.082\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Diagnosis:9ccs125:Bronchitis:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.070\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Maternal Vital: Ht-postPregnancy:0.127\n", " Maternal Vital: Ht-otherPregnancy:0.087\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.083\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.080\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.080\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.080\n", " Diagnosis:9ccs89:Blindness:0.078\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 490 | OR_unadj: 0.750 [0.489 1.148] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.521\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.239\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.193\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.186\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.157\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.136\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.126\n", "\n", " Vital: HR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.084\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.070\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.069\n", " Diagnosis:9ccs244:Other injury:0.063\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.105\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.101\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.085\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.080\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.079\n", " Maternal Vital: Wt-postPregnancy:0.078\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.077\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.077\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.075\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.075\n", "\n", " Vital: HR-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.099\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.088\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.085\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.085\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.071\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.110\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Maternal Diagnosis:9ccs259:Unclassified:-0.099\n", " Maternal Diagnosis:9ccs184:Early labor:-0.094\n", " Maternal Maternal Procedure History:86580-postPregnancy:-0.089\n", " Maternal Vital: Ht-postPregnancy:0.082\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.080\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.079\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.078\n", "\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 519 | OR_unadj: 1.081 [0.729 1.602] | indivs AUC:0.574\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.427\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.344\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.308\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.290\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.283\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.278\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.252\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.244\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.203\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.106\n", " Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.092\n", " Maternal Vital: Wt-postPregnancy:0.085\n", " Maternal Vital: Ht-postPregnancy:0.078\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.076\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Vital: BP-postPregnancy:0.066\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Maternal Vital: Wt-postPregnancy:0.087\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Maternal Vital: Wt-otherPregnancy:0.077\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.069\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.067\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.066\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.065\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:-0.121\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.113\n", " Maternal Diagnosis:9ccs98:HTN:0.111\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.102\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.082\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.079\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.078\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 552 | OR_unadj: 1.365 [0.962 1.935] | indivs AUC:0.520\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.526\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.525\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.427\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.360\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.327\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.316\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 490 | OR_unadj: 0.715 [0.479 1.067] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.853\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.766\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.588\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.474\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.419\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.344\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.290\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.248\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.124\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.107\n", " Maternal Diagnosis:9ccs128:Asthma:-0.099\n", " Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.088\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.088\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.079\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.077\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.065\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.065\n", " Maternal Vital: HR-otherPregnancy:0.063\n", " Maternal Vital: Wt-postPregnancy:0.062\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.099\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.090\n", " Maternal Vital: Wt-postPregnancy:0.084\n", " Maternal Vital: Ht-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: BP-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:0.067\n", " Maternal Diagnosis:9ccs182:Hemorr preg:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.067\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.066\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.065\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.065\n", " Diagnosis:9ccs222:Perint jaund:-0.059\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.057\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.056\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.055\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.055\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.119\n", " Maternal Diagnosis:9ccs184:Early labor:-0.109\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.105\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.098\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.098\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.091\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.121\n", " Maternal Vital: PL-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.112\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.111\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.105\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 486 | OR_unadj: 0.778 [0.504 1.201] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.766\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.757\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.667\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.611\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.325\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.283\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.257\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.241\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.223\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.113\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.078\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.078\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.072\n", " Maternal Diagnosis:9ccs69:Affective dx:0.069\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.069\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.066\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.066\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.066\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.119\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.091\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.086\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.084\n", "\n", " Vital: RR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.129\n", " Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.102\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:-0.086\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.077\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.073\n", "\n", " Maternal Vital: Wt Change-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 312 | OR_unadj: 0.820 [0.518 1.298] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Vital: Wt Change-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.136\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.133\n", " Maternal Vital: Ht-postPregnancy:0.126\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.122\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.121\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.118\n", " Maternal Vital: Wt-postPregnancy:0.112\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.109\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.175\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.170\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.153\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.146\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.105\n", " Diagnosis:9ccs128:Asthma:0.103\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 255 | OR_unadj: 0.646 [0.350 1.193] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.184\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.162\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.146\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.139\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.137\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:-0.136\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.123\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.095\n", " Maternal Diagnosis:9ccs184:Early labor:-0.090\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.086\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.086\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.079\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.078\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.002] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:-0.109\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.105\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.096\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.095\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.091\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.087\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.087\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.076\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.135\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.088\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:0.086\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.086\n", " Maternal Maternal Procedure History:90471-postPregnancy:-0.078\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.074\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.073\n", "\n", " Maternal Vital: BP-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 314 | OR_unadj: 1.341 [0.868 2.070] | indivs AUC:0.539\n", "Correlated most with:\n", "Maternal Vital: BP-otherPregnancy:1.000\n", " Maternal Vital: Wt-otherPregnancy:0.437\n", " Maternal Vital: BP-postPregnancy:0.421\n", " Maternal Vital: Wt-postPregnancy:0.297\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.209\n", " Maternal Vital: Ht-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.195\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.173\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.168\n", "\n", " Vital: RR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:-0.132\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.115\n", " Diagnosis:9ccs128:Asthma:0.108\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.094\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.094\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Maternal Diagnosis:9ccs238:Complic proc:0.088\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.088\n", " Maternal Vital: Temp-otherPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.085\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.139\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.138\n", " Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.087\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.086\n", " Maternal Diagnosis:9ccs98:HTN:0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", "\n", " Maternal Vital: Temp-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 268 | OR_unadj: 1.249 [0.793 1.967] | indivs AUC:0.532\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:1.000\n", " Maternal Vital: Temp-otherPregnancy:0.219\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.145\n", " Maternal Vital: Wt-otherPregnancy:0.123\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.121\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.120\n", " Maternal Vital: Wt Change-otherPregnancy:-0.119\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.109\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.109\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.103\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.100\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.100\n", " Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.087\n", "\n", " Maternal Vital: HR-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 291 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Vital: HR-otherPregnancy:1.000\n", " Maternal Vital: HR-postPregnancy:0.327\n", " Maternal Vital: PL-otherPregnancy:0.246\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.184\n", " Maternal Vital: BP-otherPregnancy:0.167\n", " Maternal Vital: Ht-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.138\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.135\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:-0.120\n", " Diagnosis:9ccs240:Burns:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.089\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.088\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.082\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.080\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.078\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.074\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.073\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.070\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 282 | OR_unadj: 0.738 [0.443 1.231] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.261\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.226\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.205\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:-0.202\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.186\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.146\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.132\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.129\n", "\n", "* Maternal Vital: Wt-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 316 | OR_unadj: 1.666 [1.070 2.593] | indivs AUC:0.543\n", "Correlated most with:\n", "Maternal Vital: Wt-otherPregnancy:1.000\n", " Maternal Vital: Wt-postPregnancy:0.634\n", " Maternal Vital: BP-otherPregnancy:0.437\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.290\n", " Maternal Vital: Ht-otherPregnancy:0.289\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.256\n", " Maternal Vital: BMI-otherPregnancy:0.243\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.204\n", "\n", " Maternal Maternal Lab History: RBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.324 [0.838 2.089] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Lab History: RBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.652\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.530\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.333\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.293\n", " Maternal Vital: BP-otherPregnancy:0.293\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.292\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.223\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Maternal Vital: Wt-otherPregnancy:0.076\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.071\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.067\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.062\n", " Maternal Vital: Temp-otherPregnancy:0.062\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.072\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.071\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs137:Mouth dx:-0.069\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.067\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.066\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 334 | OR_unadj: 0.739 [0.424 1.289] | indivs AUC:0.449\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: PH-postPregnancy:0.319\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.272\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.269\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.253\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.210\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.206\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.191\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 484 | OR_unadj: 0.861 [0.574 1.289] | indivs AUC:0.472\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.611\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.564\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.521\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.315\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.297\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.221\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.217\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.213\n", "\n", " Maternal Maternal Lab History: AST-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 269 | OR_unadj: 0.811 [0.398 1.653] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.368\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.300\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.292\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.199\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.198\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.196\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.196\n", "\n", " Maternal Vital: BMI-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 308 | OR_unadj: 1.059 [0.563 1.991] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Vital: BMI-otherPregnancy:1.000\n", " Maternal Vital: BMI-postPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.246\n", " Maternal Vital: Wt-otherPregnancy:0.243\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.185\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.179\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.170\n", " Maternal Vital: Wt-postPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.157\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 391 | OR_unadj: 1.173 [0.726 1.895] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.273\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.131\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.128\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.125\n", " Maternal Vital: Wt Change-postPregnancy:0.121\n", "\n", " Maternal Maternal Lab History: ALT-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 318 | OR_unadj: 0.693 [0.342 1.405] | indivs AUC:0.460\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-postPregnancy:1.000\n", " Maternal Maternal Lab History: AST-postPregnancy:0.637\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.374\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.348\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.339\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.260\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.241\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.221\n", "\n", " Maternal Diagnosis:9ccs181:Ot preg comp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 487 | OR_unadj: 1.286 [0.968 1.709] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs181:Ot preg comp:1.000\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn:0.467\n", " Maternal Diagnosis:9ccs59:Anemia:0.379\n", " Maternal Diagnosis:9ccs128:Asthma:0.219\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.182\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.180\n", " Maternal Diagnosis:9ccs7:Viral infect:0.144\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.139\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.128\n", " Maternal Diagnosis:9ccs168:PID:0.128\n", "\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 320 | OR_unadj: 1.288 [0.758 2.187] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.396\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.386\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.374\n", " Maternal Maternal Lab History: AST-postPregnancy:0.368\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.300\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.296\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.237\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.209\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.206\n", "\n", " Maternal Maternal Lab History: MCH-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.691 [0.420 1.135] | indivs AUC:0.440\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.550\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.430\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.397\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.377\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.296\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.281\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.256\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 321 | OR_unadj: 0.918 [0.578 1.458] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.538\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.296\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.287\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.254\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.241\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.233\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.230\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.228\n", "\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 0.970 [0.615 1.529] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.298\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.202\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.172\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.163\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:-0.159\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.145\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.140\n", "\n", " Maternal Vital: PL-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 152 | OR_unadj: 0.568 [0.258 1.251] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Vital: PL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.169\n", " Maternal Vital: HR-postPregnancy:0.159\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.151\n", " Maternal Maternal Lab History: AST-postPregnancy:0.142\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.140\n", " Maternal Vital: PL-otherPregnancy:0.139\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.134\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.115\n", "\n", " Maternal Maternal Lab History: CREATININE-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 330 | OR_unadj: nan [ nan nan] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.220\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.218\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.146\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.145\n", " Maternal Maternal Lab History: AST-postPregnancy:0.139\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 0.869 [0.425 1.778] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.208\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.174\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.171\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.158\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.150\n", "\n", " Maternal Vital: Ht-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 309 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Vital: Ht-otherPregnancy:1.000\n", " Maternal Vital: Ht-postPregnancy:0.610\n", " Maternal Vital: Wt-otherPregnancy:0.289\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.213\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Vital: BP-otherPregnancy:0.202\n", " Maternal Vital: Wt-postPregnancy:0.196\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.179\n", " Maternal Vital: HR-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.158\n", "\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 1.049 [0.658 1.672] | indivs AUC:0.433\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.306\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.242\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.190\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.175\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.166\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:-0.131\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.127\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:-0.124\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 337 | OR_unadj: 1.151 [0.638 2.078] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.221\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.184\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.182\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.170\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: RDW-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 280 | OR_unadj: 1.136 [0.672 1.920] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: RDW-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.618\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.262\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.252\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.244\n", " Maternal Maternal Lab History: MCV-postPregnancy:-0.243\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.221\n", "\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.987 [0.602 1.619] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.488\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.283\n", " Maternal Maternal Lab History: MPV-postPregnancy:-0.282\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.256\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.250\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.227\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.223\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.180\n", "\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 167 | OR_unadj: 0.605 [0.258 1.421] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.307\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.216\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.208\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.183\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.148\n", " Newborn Diagnosis:9ccs221:Resp distres:0.142\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.140\n", "\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 275 | OR_unadj: 0.925 [0.551 1.552] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.538\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:0.208\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.196\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.181\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", "* Maternal Diagnosis:9ccs186:DM in preg | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 164 | OR_unadj: 2.045 [1.396 2.995] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs186:DM in preg:1.000\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.409\n", " Newborn Diagnosis:9ccs259:Unclassified:0.292\n", " MatDeliveryAge:0.211\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.135\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.123\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.106\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.104\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.095\n", "\n", " Maternal Maternal Lab History: MCV-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 0.814 [0.499 1.328] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: MCV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.792\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.560\n", " Maternal Maternal Lab History: MCV-postPregnancy:0.503\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.425\n", " Maternal Maternal Lab History: MCH-postPregnancy:0.403\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.361\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.293\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.234\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.130 [0.720 1.775] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.928\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.550\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.530\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.425\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.354\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.322\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.300\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.267\n", "\n", " Maternal Maternal Lab History: WBC-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 281 | OR_unadj: 1.232 [0.769 1.973] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Maternal Lab History: WBC-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.823\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.574\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.484\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.413\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.298\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.291\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.283\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.257\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.221\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:0.133\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:-0.114\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.093\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.079\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.076\n", " Maternal Diagnosis:9ccs186:DM in preg:0.074\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.070\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.112\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.102\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.097\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.096\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.094\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 236 | OR_unadj: 1.016 [0.619 1.668] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.261\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: WBC-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.148\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.143\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.139\n", "\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 321 | OR_unadj: 0.826 [0.531 1.287] | indivs AUC:0.465\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.795\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.582\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.386\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.335\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.316\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.280\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.272\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.268\n", " Maternal Maternal Lab History: INR-postPregnancy:0.266\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 111 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.475\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.401\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.349\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.345\n", " Maternal Vital: SpO2-postPregnancy:-0.296\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:-0.215\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.206\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.093\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.083\n", " Diagnosis:9ccs253:Allergy:0.080\n", "\n", " Maternal Maternal Lab History: SODIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 1.008 [0.627 1.620] | indivs AUC:0.458\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.335\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.311\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:0.298\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.287\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.265\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.215\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.184\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.180\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Maternal Maternal Procedure History:81000-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 314 | OR_unadj: 1.065 [0.679 1.670] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.654\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.249\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.220\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.200\n", "\n", " Maternal Maternal Procedure History:81000-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 337 | OR_unadj: 0.637 [0.315 1.287] | indivs AUC:0.550\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81000-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.684\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.372\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.255\n", " Maternal Maternal Procedure History:99000-postPregnancy:0.221\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:-0.218\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.198\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.173\n", "\n", " Maternal Diagnosis:9ccs195:Ot compl bir | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 725 | OR_unadj: 1.290 [0.988 1.685] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs195:Ot compl bir:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.154\n", " MatDeliveryAge:0.128\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.120\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.105\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.102\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.101\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.080\n", " Maternal Vital: Wt-postPregnancy:0.074\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.071\n", "\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 332 | OR_unadj: 0.847 [0.539 1.330] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.582\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.538\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.300\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.275\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.273\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.271\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.266\n", " Maternal Maternal Lab History: INR-postPregnancy:0.255\n", "\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 125 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.174\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.145\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.145\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:-0.111\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:0.108\n", " Maternal Maternal Lab History: RDW-postPregnancy:-0.104\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.099\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.098\n", "\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 310 | OR_unadj: 1.109 [0.701 1.756] | indivs AUC:0.476\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.654\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.213\n", " Maternal Vital: PL-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.198\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.197\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: MPV-otherPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 247 | OR_unadj: 1.122 [0.655 1.921] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MPV-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.421\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:-0.225\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.196\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.167\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.167\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.146\n", "\n", " Maternal Diagnosis:9ccs190:Fetal distrs | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 378 | OR_unadj: 0.848 [0.610 1.181] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs190:Fetal distrs:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.141\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.102\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.085\n", " Diagnosis:9ccs61:Sickle cell:0.078\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.075\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.072\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.070\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.070\n", "\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 164 | OR_unadj: 1.485 [0.828 2.663] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.253\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.230\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.175\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.139\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.135\n", "\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 168 | OR_unadj: 0.785 [0.385 1.597] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.397\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.268\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 271 | OR_unadj: 0.887 [0.487 1.618] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.272\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.185\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.125\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.123\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.122\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.115\n", " Maternal Vital: HR-otherPregnancy:-0.112\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.111\n", "\n", " Maternal Maternal Lab History: URINE PH-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 282 | OR_unadj: 0.705 [0.447 1.113] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy:0.210\n", " Maternal Vital: BP-postPregnancy:-0.153\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.124\n", " Maternal Vital: SpO2-postPregnancy:0.124\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.122\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.114\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.113\n", "\n", " Maternal Maternal Lab History: ALT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 214 | OR_unadj: 0.994 [0.483 2.045] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.706\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.295\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.195\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.163\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.152\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 370 | OR_unadj: 0.918 [0.588 1.434] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.158\n", " Maternal Vital: RR-postPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.127\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.114\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.112\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.103\n", "\n", " Maternal Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 178 | OR_unadj: 1.268 [0.843 1.907] | indivs AUC:0.525\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.467\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.114\n", " Maternal Diagnosis:9ccs259:Unclassified:0.100\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.085\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.076\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.076\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.075\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.073\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.072\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 236 | OR_unadj: 1.482 [0.910 2.416] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.823\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.703\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.617\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.241\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.227\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.174\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 237 | OR_unadj: 1.369 [0.873 2.146] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.847\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.703\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.413\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:-0.223\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.199\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.177\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: BASOPHIL-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 251 | OR_unadj: 0.750 [0.414 1.360] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASOPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.201\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.160\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.151\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.148\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.145\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.139\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.124\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.068\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", "\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 236 | OR_unadj: 1.318 [0.813 2.138] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.571\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.538\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:0.364\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.309\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.298\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.256\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:-0.179\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.161\n", "\n", " Maternal Maternal Procedure History:99000-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 350 | OR_unadj: 0.959 [0.536 1.719] | indivs AUC:0.553\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.239\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.161\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.139\n", " Maternal Vital: Wt Change-postPregnancy:0.136\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.131\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.125\n", "\n", "* Maternal Maternal Lab History: WEIGHT-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 122 | OR_unadj: 2.031 [1.064 3.878] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.335\n", " Maternal Vital: Wt-postPregnancy:0.281\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.280\n", " Maternal Vital: Wt-otherPregnancy:0.201\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.190\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.171\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.169\n", " Maternal Vital: Ht-postPregnancy:0.158\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.156\n", "\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 215 | OR_unadj: 1.115 [0.606 2.053] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: Alk Phos-otherPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.258\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.206\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.197\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.196\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.185\n", " Maternal Vital: Ht-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.173\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 179 | OR_unadj: 0.756 [0.357 1.602] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.215\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.204\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.197\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.161\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.136\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.125\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.123\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Maternal Diagnosis:9ccs185:Long pregncy:0.438\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.101\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.101\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.124\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.116\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.092\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.089\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.085\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.084\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.079\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.078\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.076\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 281 | OR_unadj: 1.080 [0.683 1.709] | indivs AUC:0.522\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.928\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.652\n", " Maternal Maternal Lab History: MCV-otherPregnancy:0.361\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.335\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.333\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.323\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.307\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.292\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.281\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:0.115\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.102\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.102\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.080\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.080\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.076\n", "\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 216 | OR_unadj: 0.935 [0.532 1.643] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.275\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.233\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.206\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.201\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.187\n", "\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 695 | OR_unadj: 0.781 [0.592 1.029] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs193:OB-related perin trauma:1.000\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.327\n", " Maternal Diagnosis:9ccs187:Malposition:-0.183\n", " Maternal Diagnosis:9ccs176:Contraceptiv:-0.123\n", " Maternal Diagnosis:9ccs195:Ot compl bir:-0.120\n", " MatDeliveryAge:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.081\n", "\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 222 | OR_unadj: 1.020 [0.598 1.741] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: SODIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.449\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.216\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.188\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.173\n", " Maternal Maternal Lab History: MCH-otherPregnancy:0.146\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.137\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.135\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Maternal Maternal Lab History: LDH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 104 | OR_unadj: 0.965 [0.402 2.318] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.403\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.396\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.343\n", " Maternal Maternal Lab History: AST-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.286\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.272\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.266\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.257\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.244\n", "\n", " Maternal Maternal Lab History: BUN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 117 | OR_unadj: 1.588 [0.846 2.979] | indivs AUC:0.462\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-postPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.239\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.183\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 222 | OR_unadj: 0.922 [0.493 1.724] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: POTASSIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.306\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.250\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.213\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.201\n", " Maternal Maternal Lab History: MPV-otherPregnancy:-0.190\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 254 | OR_unadj: 1.805 [0.904 3.602] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.292\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.209\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.147\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.146\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.140\n", "\n", " Maternal Maternal Lab History: AFP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 115 | OR_unadj: 0.763 [0.322 1.808] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.219\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.209\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.202\n", " Maternal Maternal Lab History: INR-postPregnancy:0.141\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.138\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.138\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.138\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 217 | OR_unadj: 1.064 [0.613 1.847] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: ALBUMIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.796\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.634\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.333\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.292\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.267\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.216\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 226 | OR_unadj: 0.844 [0.463 1.535] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.246\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.161\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.149\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.146\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.124\n", "\n", " Maternal Maternal Lab History: POLYS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 144 | OR_unadj: 1.016 [0.527 1.959] | indivs AUC:0.471\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-postPregnancy:1.000\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.348\n", " Maternal Maternal Lab History: MONOS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:-0.244\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:-0.215\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.210\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.159\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Maternal Diagnosis:9ccs184:Early labor:0.225\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.181\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.154\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 236 | OR_unadj: 0.969 [0.551 1.705] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:0.648\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.258\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.147\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.144\n", "\n", "* Maternal Diagnosis:9ccs189:Prev c-sectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 275 | OR_unadj: 1.564 [1.125 2.174] | indivs AUC:0.540\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs189:Prev c-sectn:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.327\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.239\n", " MatDeliveryAge:0.175\n", " Maternal Diagnosis:9ccs168:PID:0.156\n", " Maternal Diagnosis:9ccs190:Fetal distrs:-0.147\n", " Maternal Diagnosis:9ccs185:Long pregncy:-0.140\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.103\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.101\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:-0.095\n", "\n", " Maternal Diagnosis:9ccs185:Long pregncy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 410 | OR_unadj: 1.005 [0.737 1.370] | indivs AUC:0.501\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs185:Long pregncy:1.000\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.438\n", " Maternal Diagnosis:9ccs184:Early labor:-0.142\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.141\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:-0.140\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.131\n", " Diagnosis:9ccs253:Allergy:-0.074\n", " Maternal Diagnosis:9ccs183:HTN in preg:-0.074\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.069\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.106\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", "\n", " Maternal Maternal Lab History: AST-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 201 | OR_unadj: 0.983 [0.511 1.891] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.706\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.202\n", " Maternal Maternal Lab History: AST-postPregnancy:0.162\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.139\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.123\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.116\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 113 | OR_unadj: 0.529 [0.188 1.488] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.729\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.384\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: AFP-postPregnancy:-0.348\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.305\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:-0.253\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.244\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.099\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:0.084\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.084\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", "\n", "* Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 2.633 [1.381 5.022] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.672\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.390\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.364\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.225\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.217\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.214\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.213\n", "\n", " Maternal Diagnosis:9ccs191:Amnios dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 172 | OR_unadj: 1.271 [0.841 1.923] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs191:Amnios dx:1.000\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.181\n", " Maternal Diagnosis:9ccs184:Early labor:0.130\n", " Maternal Diagnosis:9ccs195:Ot compl bir:0.105\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-postPregnancy:0.091\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.086\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.086\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.086\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 203 | OR_unadj: 1.100 [0.695 1.740] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:0.280\n", " Maternal Maternal Procedure History:99000-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.246\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.192\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:-0.165\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.155\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.078\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.075\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 237 | OR_unadj: 0.759 [0.418 1.376] | indivs AUC:0.482\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.855\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.256\n", " Maternal Maternal Procedure History:86703-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.151\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.144\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.134\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.129\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 174 | OR_unadj: 1.081 [0.588 1.987] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.378\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.374\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.280\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.267\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.169\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.159\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.147\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.140\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.079\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 1.741 [0.922 3.285] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.699\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.420\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.390\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.331\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.287\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.245\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.225\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: URINE PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 236 | OR_unadj: 0.816 [0.438 1.518] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.210\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.147\n", " Maternal Vital: BP-otherPregnancy:-0.140\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:-0.122\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.099\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.092\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.089\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Maternal Diagnosis:9ccs192:Umbil cord | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 117 | OR_unadj: 0.818 [0.467 1.430] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs192:Umbil cord:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.087\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.085\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.081\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.076\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.066\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.062\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.062\n", "\n", "* Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 77 | OR_unadj: 3.350 [1.306 8.592] | indivs AUC:0.487\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.138\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs155:Other GI dx:-0.129\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.123\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.122\n", " Maternal Maternal Lab History: SODIUM-postPregnancy:-0.121\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 95 | OR_unadj: 0.506 [0.154 1.663] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.120\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 0.386 [0.139 1.072] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.504\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.372\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.240\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.219\n", "\n", "* Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 126 | OR_unadj: 2.547 [1.462 4.439] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.672\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.512\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.420\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.278\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.278\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.208\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.195\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 221 | OR_unadj: 0.728 [0.424 1.248] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:-0.971\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.280\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.256\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:-0.146\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.144\n", " Maternal Maternal Procedure History:36416-postPregnancy:-0.142\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.132\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 109 | OR_unadj: 0.994 [0.413 2.392] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.307\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.205\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.189\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.160\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.137\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.133\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:-0.126\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.107\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", "\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.364 [0.840 2.215] | indivs AUC:0.527\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHLORIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.449\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:-0.289\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.244\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:-0.218\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.217\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.208\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.206\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.185\n", "\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 142 | OR_unadj: 0.698 [0.273 1.786] | indivs AUC:0.524\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.155\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.137\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.134\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.132\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.128\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.124\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.118\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 1.346 [0.643 2.819] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.458\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.292\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.267\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.219\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.129\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:-0.126\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.118\n", "\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 101 | OR_unadj: 0.542 [0.193 1.528] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: hCG MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.789\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.320\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.281\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.244\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.244\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.174\n", " Maternal Vital: Wt-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.153\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 101 | OR_unadj: 0.717 [0.280 1.836] | indivs AUC:0.477\n", "Correlated most with:\n", "Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.663\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.364\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.190\n", " Maternal Maternal Lab History: PH-postPregnancy:0.184\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.181\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.177\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.175 [0.712 1.939] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALCIUM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.634\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.549\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:0.345\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.335\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:0.322\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.293\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.228\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.221\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.217\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 108 | OR_unadj: 0.911 [0.381 2.182] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.397\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.384\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.234\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.168\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.153\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.135\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-postPregnancy:-0.132\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.123\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 260 | OR_unadj: 0.951 [0.495 1.828] | indivs AUC:0.479\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.468\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.376\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.287\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.253\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.209\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.181\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: nan [ nan nan] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.386\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.381\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.251\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.247\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.198\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.140\n", " MatDeliveryAge:0.137\n", "\n", "* Maternal Diagnosis:9ccs176:Contraceptiv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 165 | OR_unadj: 1.666 [1.121 2.475] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs176:Contraceptiv:1.000\n", " MatDeliveryAge:0.265\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.239\n", " Maternal Diagnosis:9ccs186:DM in preg:0.135\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.126\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.123\n", " Maternal Diagnosis:9ccs259:Unclassified:0.107\n", " Maternal Vital: SpO2-postPregnancy:-0.095\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.092\n", " Diagnosis:9ccs215:gu cong anom:0.091\n", "\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 131 | OR_unadj: 1.045 [0.525 2.080] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.285\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.263\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.184\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.151\n", " Maternal Vital: BP-otherPregnancy:0.139\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.134\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.096\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.088\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.124\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.121\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.120\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.094\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.088\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.083\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.082\n", "\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 222 | OR_unadj: 1.210 [0.748 1.956] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.345\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.297\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.269\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.264\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.254\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 86 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.555\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: ESTRIOL FREE-postPregnancy:0.169\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.168\n", " Maternal Vital: Ht-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.145\n", " Maternal Vital: BMI-otherPregnancy:-0.144\n", "\n", " Maternal Vital: Wt Change-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 160 | OR_unadj: 0.909 [0.487 1.699] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Vital: Wt Change-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.335\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:-0.132\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:0.130\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.130\n", " Lab:292495 LEAD LEVEL - Sunrise:0.129\n", " Maternal Vital: Temp-postPregnancy:-0.119\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.103\n", "\n", " Maternal Vital: Temp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 122 | OR_unadj: 1.356 [0.745 2.467] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: Temp-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.231\n", " Maternal Vital: Temp-postPregnancy:0.219\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.192\n", " Maternal Vital: RR-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.182\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.179\n", "\n", " Maternal Maternal Lab History: LDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.065 [0.953 4.477] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.699\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.330\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.305\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.296\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.252\n", " Maternal Vital: RR-postPregnancy:0.223\n", " Maternal Vital: SpO2-postPregnancy:-0.221\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.205\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Maternal Diagnosis:9ccs184:Early labor:0.207\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", "\n", " Maternal Diagnosis:9ccs184:Early labor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 101 | OR_unadj: 1.521 [0.923 2.509] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs184:Early labor:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.435\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.225\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.207\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.201\n", " Newborn Diagnosis:9ccs221:Resp distres:0.201\n", " Newborn Diagnosis:9ccs253:Allergy:0.176\n", " Maternal Diagnosis:9ccs98:HTN:0.153\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.152\n", "\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.442\n", " Maternal Maternal Lab History: AST-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.284\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.260\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.248\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.235\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.227\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.220\n", "\n", " Maternal Maternal Lab History: MONOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 1.430 [0.767 2.666] | indivs AUC:0.538\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:0.269\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.186\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.170\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.122\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.116\n", "\n", " Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 236 | OR_unadj: 1.333 [0.822 2.163] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABS MONOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTES-5P-otherPregnancy:0.648\n", " Maternal Maternal Lab History: WBC-otherPregnancy:0.574\n", " Maternal Maternal Lab History: ABS NEUTROPHILS-otherPregnancy:0.552\n", " Maternal Maternal Lab History: ABS MONOCYTES-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABS LYMPH-otherPregnancy:0.309\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.236\n", " Maternal Maternal Lab History: PLATELET COUNT-otherPregnancy:0.223\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.193\n", " Maternal Maternal Lab History: WBC-postPregnancy:0.176\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Maternal Diagnosis:9ccs238:Complic proc:0.098\n", "\n", " Maternal Maternal Procedure History:81025-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 192 | OR_unadj: 1.195 [0.632 2.260] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.339\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.169\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.165\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.157\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.155\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.149\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.131\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.109\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Maternal Diagnosis:9ccs238:Complic proc:0.099\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.099\n", "\n", " Maternal Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 98 | OR_unadj: 0.854 [0.469 1.555] | indivs AUC:0.470\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs59:Anemia:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.379\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.113\n", " Maternal Maternal Lab History: MCH-postPregnancy:-0.095\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.088\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.081\n", " Maternal Diagnosis:9ccs168:PID:0.080\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.080\n", " Maternal Maternal Lab History: WBC-postPregnancy:-0.078\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.077\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.105\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.124\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.119\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.091\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.079\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.085\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.084\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.084\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.079\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.072\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.072\n", "\n", "* Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 70 | OR_unadj: 3.407 [1.542 7.529] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.460\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.241\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.235\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.221\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 142 | OR_unadj: 1.189 [0.401 3.524] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.388\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.265\n", " Maternal Vital: Temp-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.217\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Diagnosis:9ccs64:Ot hematl dx:0.200\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.191\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.096\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.096\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 128 | OR_unadj: 0.276 [0.066 1.149] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.380\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.219\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.198\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.183\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.150\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.147\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.141\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.140\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " Maternal Diagnosis:9ccs186:DM in preg:0.292\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.123\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.122\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.110\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.106\n", " MatDeliveryAge:0.105\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.101\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.099\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.112\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.091\n", " Maternal Diagnosis:9ccs184:Early labor:0.091\n", "\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.629 [0.734 3.616] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:-0.320\n", " Maternal Vital: Wt-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.207\n", " Maternal Vital: Wt-postPregnancy:0.183\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.169\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.167\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.167\n", "\n", " Maternal Diagnosis:9ccs49:DiabMel no c | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 1.906 [0.847 4.291] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs49:DiabMel no c:1.000\n", " Maternal Diagnosis:9ccs186:DM in preg:0.409\n", " MatDeliveryAge:0.137\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.135\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.133\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.132\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.118\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.111\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.108\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.126\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.117\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.100\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.115\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.111\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.178 [0.024 1.313] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.789\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.365\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.305\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.240\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:0.176\n", " Maternal Vital: RR-otherPregnancy:-0.169\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.097\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.090\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.089\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.087\n", "\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.473 [0.635 3.420] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.263\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.241\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.237\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.224\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.938 [0.274 3.208] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.294\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.279\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.244\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.223\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.181\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.168\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 87 | OR_unadj: 0.347 [0.083 1.457] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:0.192\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.181\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.177\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:-0.175\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.129\n", "\n", "* Maternal Diagnosis:9ccs183:HTN in preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 1.745 [1.167 2.610] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs183:HTN in preg:1.000\n", " Maternal Diagnosis:9ccs98:HTN:0.188\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.172\n", " Maternal Vital: BP-postPregnancy:0.157\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.144\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.134\n", " Maternal Diagnosis:9ccs184:Early labor:0.128\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.118\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.108\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.105\n", "\n", " Maternal Vital: RR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 50 | OR_unadj: 2.374 [0.829 6.796] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Vital: RR-postPregnancy:1.000\n", " Maternal Vital: SpO2-postPregnancy:-0.361\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.302\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.256\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.255\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.204\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.089\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.087\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.085\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.078\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 111 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.426\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.170\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.165\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.163\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.159\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.152\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.151\n", "\n", " Maternal Diagnosis:9ccs187:Malposition | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 104 | OR_unadj: 1.463 [0.889 2.408] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs187:Malposition:1.000\n", " Maternal Diagnosis:9ccs193:OB-related perin trauma:-0.183\n", " Maternal Diagnosis:9ccs184:Early labor:0.112\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.080\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.079\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.078\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.078\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.077\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.074\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 112 | OR_unadj: 0.586 [0.208 1.658] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.263\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.216\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.147\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.139\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.138\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.136\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.135\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.156\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.141\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.121\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.120\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.118\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.113\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.104\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.102\n", " Number of Visits:0.098\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.098\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.098\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.102\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.099\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.085\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.082\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.081\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.077\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.077\n", "\n", " Maternal Maternal Procedure History:36415-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 120 | OR_unadj: 0.781 [0.329 1.854] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.298\n", " Maternal Vital: Temp-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.214\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.209\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.202\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.178\n", "\n", " Maternal Maternal Procedure History:99401-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 246 | OR_unadj: 1.278 [0.742 2.202] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.440\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.403\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.398\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.312\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.187\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 0.620 [0.219 1.757] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.184\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.172\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.170\n", " Newborn Diagnosis:9ccs221:Resp distres:0.161\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.156\n", "\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:1.000\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.351\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.263\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.174\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.173\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.164\n", " Maternal Maternal Lab History: RDW-postPregnancy:0.150\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.148\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.136\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.138\n", " Maternal Diagnosis:9ccs159:UTI:-0.132\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.114\n", " Maternal Diagnosis:9ccs184:Early labor:-0.107\n", "\n", " Maternal Maternal Procedure History:36415-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 133 | OR_unadj: 0.938 [0.323 2.726] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36415-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.364\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.283\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.260\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy:0.247\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.235\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.218\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.099\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.086\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.086\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.079\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.074\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.070\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.151\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.126\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.124\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.111\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.106\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.105\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.096\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.478\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.637\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.289\n", " Diagnosis:9ccs223:Birth trauma:0.171\n", " Diagnosis:9ccs211:Ot conn tiss:0.158\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.138\n", "\n", " Maternal Diagnosis:9ccs188:Pelvic obstr | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.360 [0.552 3.350] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs188:Pelvic obstr:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.165\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.162\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.156\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.153\n", " Diagnosis:9ccs223:Birth trauma:0.148\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.118\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.113\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.120\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.119\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.090\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.090\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-postPregnancy:0.083\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.141\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.131\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.116\n", " Maternal Diagnosis:9ccs69:Affective dx:0.111\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.107\n", "\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.430\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.316\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.276\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.244\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:0.234\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.213\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.207\n", " Maternal Maternal Procedure History:36415-otherPregnancy:-0.205\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.109\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.103\n", "\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 0.851 [0.329 2.200] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTRIOL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.555\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.258\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.227\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.197\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Lab History: RBC-otherPregnancy:-0.161\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 44 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.523\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.335\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.237\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.168\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.168\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.163\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.155\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.152\n", "\n", " Maternal Maternal Procedure History:96372-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.167\n", " Diagnosis:9ccs175:Ot femal gen:0.141\n", " Diagnosis:9ccs240:Burns:0.108\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.108\n", " Maternal Maternal Lab History: RBC-postPregnancy:0.108\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.097\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.095\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.092\n", "\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 2.012 [0.786 5.152] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.244\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.228\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.219\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.212\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.199\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.181\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:0.161\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Maternal Diagnosis:9ccs184:Early labor:-0.201\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.164\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.157\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.132\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.127\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.126\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.148\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.141\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.124\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.100\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.088\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.085\n", "\n", "* Maternal Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: 8.673 [3.977 18.915] | indivs AUC:0.531\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Maternal Vital: Wt-postPregnancy:0.205\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.180\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.172\n", " Maternal Vital: Wt-otherPregnancy:0.155\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.154\n", " Maternal Diagnosis:9ccs98:HTN:0.151\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.150\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.131\n", "\n", " Maternal Maternal Lab History: BUN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.873 [0.389 1.957] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: BUN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.202\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.200\n", " Maternal Vital: Wt-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.161\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.157\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.121\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.103\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:-0.082\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.070\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:0.121\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.113\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.098\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.087\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.081\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.143\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.115\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.114\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.108\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.107\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.104\n", "\n", " Maternal Maternal Lab History: AFP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: 0.657 [0.231 1.868] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: AFP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.412\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.244\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.209\n", " Maternal Vital: HR-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.184\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.152\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 1.698 [0.464 6.213] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.423\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.257\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.170\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.140\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.138\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:-0.136\n", "\n", " Maternal Maternal Procedure History:90471-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.162 [0.022 1.192] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.530\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.318\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.203\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.190\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.189\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.181\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.150\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.722\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.151\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.144\n", "\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 173 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.342\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.247\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.165\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.119\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:-0.108\n", "\n", " Maternal Vital: BMI Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 1.691 [0.759 3.764] | indivs AUC:0.529\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.578\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.571\n", " Maternal Vital: Wt-postPregnancy:0.207\n", " Maternal Vital: Wt-otherPregnancy:0.171\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.136\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.134\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.121\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.121\n", "\n", " Maternal Maternal Procedure History:99401-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 110 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99401-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.504\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.481\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.330\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.272\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-otherPregnancy:0.270\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.255\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.146\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.121\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.119\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", "\n", " Maternal Maternal Procedure History:99000-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: nan [ nan nan] | indivs AUC:0.497\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99000-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.462\n", " Maternal Maternal Procedure History:90656-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.260\n", " Maternal Maternal Procedure History:99000-postPregnancy:-0.253\n", " Maternal Maternal Lab History: CREATININE-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-postPregnancy:-0.192\n", " Maternal Maternal Lab History: NO. OF FETUSES-postPregnancy:0.191\n", " Maternal Maternal Procedure History:81000-postPregnancy:-0.178\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.129\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.140\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.113\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.112\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.107\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.104\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.101\n", "\n", " Maternal Maternal Procedure History:86580-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 233 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.267\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.222\n", " Maternal Vital: BMI-otherPregnancy:0.179\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.172\n", " Maternal Maternal Lab History: PT-postPregnancy:0.151\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.144\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.142\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.141\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.133\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.488\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.881\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.507\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.286\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.181\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.139\n", " Diagnosis:9ccs47:Ot bnign neo:-0.115\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.115\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.112\n", "\n", " Maternal Maternal Lab History: APF MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.415 [0.469 4.266] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.367\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.286\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.230\n", " Maternal Vital: Ht Percentile-postPregnancy:0.214\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.186\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.180\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.165\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.163\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.146\n", "\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.593 [0.682 3.724] | indivs AUC:0.517\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.385\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.341\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.324\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.226\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.223\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.202\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.900 [0.310 2.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.194\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.181\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.181\n", "\n", " Maternal Maternal Lab History: POLYS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.504 [0.180 1.416] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Lab History: POLYS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.392\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.281\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.263\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.257\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.250\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.249\n", "\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.368\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.292\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.281\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.232\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.216\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.191\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.180\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.177\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.236\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.227\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.197\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.192\n", " Newborn Diagnosis:9ccs221:Resp distres:0.172\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.167\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.155\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.273\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:-0.114\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.093\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.180\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.180\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.173\n", " Maternal Vital: Wt Change-otherPregnancy:0.129\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.112\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.100\n", "\n", "* Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 91 | OR_unadj: 4.468 [1.938 10.303] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.188\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:-0.166\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.160\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.147\n", " Maternal Maternal Lab History: HEMOGLOBIN-otherPregnancy:-0.141\n", " Maternal Vital: Ht-otherPregnancy:0.127\n", " Maternal Maternal Lab History: MCH-otherPregnancy:-0.120\n", "\n", " Maternal Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 0.801 [0.311 2.064] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs128:Asthma:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.219\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.147\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.143\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.135\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.134\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.129\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.164\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.113\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.110\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.107\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Maternal Diagnosis:9ccs49:DiabMel no c:0.093\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.086\n", "\n", " Maternal Maternal Procedure History:86703-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 119 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.446\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.287\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.231\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:0.192\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.185\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.137\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.136\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:-0.127\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:-0.120\n", "\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.554\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.331\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.230\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.226\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.214\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.207\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.205\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.267\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.242\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.236\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.185\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.116\n", " Diagnosis:9ccs243:Poisn nonmed:0.114\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.413 [0.396 5.043] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.274\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.266\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.192\n", " Maternal Diagnosis:9ccs159:UTI:0.189\n", "\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 103 | OR_unadj: 0.633 [0.249 1.612] | indivs AUC:0.483\n", "Correlated most with:\n", "Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.412\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:0.253\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.219\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.212\n", " Maternal Maternal Lab History: BETA HCG FREE-postPregnancy:-0.170\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.153\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.152\n", "\n", " Maternal Maternal Procedure History:86703-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86703-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.481\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.446\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.322\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.308\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.304\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.273\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.270\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.254\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 2.183 [0.956 4.983] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.217\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.199\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.144\n", " Diagnosis:9ccs251:Abdomnl pain:0.142\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.131\n", "\n", " Maternal Maternal Lab History: VLDL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 66 | OR_unadj: 2.139 [0.829 5.519] | indivs AUC:0.528\n", "Correlated most with:\n", "Maternal Maternal Lab History: VLDL-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.763\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.512\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.383\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.336\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.270\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.240\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.200\n", "\n", " Maternal Vital: PL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Vital: PL-otherPregnancy:1.000\n", " Maternal Vital: HR-otherPregnancy:0.246\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:0.211\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.192\n", " Diagnosis:9ccs175:Ot femal gen:-0.188\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.174\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.172\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 39 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.236\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.225\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:0.215\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.204\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.151\n", " Maternal Diagnosis:9ccs168:PID:0.132\n", "\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 96 | OR_unadj: 0.416 [0.128 1.354] | indivs AUC:0.468\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.357\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.253\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.226\n", " Maternal Vital: PL-otherPregnancy:0.192\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.173\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.171\n", " Maternal Vital: HR-otherPregnancy:0.160\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.157\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.154\n", "\n", " Maternal Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs259:Unclassified:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.165\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.163\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.160\n", " Maternal Diagnosis:9ccs168:PID:0.139\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.135\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.127\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.127\n", " Maternal Vital: SpO2-postPregnancy:-0.112\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.107\n", "\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 82 | OR_unadj: 1.075 [0.499 2.318] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: ANION GAP-postPregnancy:1.000\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.357\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.193\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.189\n", " Maternal Vital: PL-otherPregnancy:0.172\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.172\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.165\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.499\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.254\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.245\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.240\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.227\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.217\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.212\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.208\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.178\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:0.129\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.111\n", " Maternal Maternal Lab History: INR-postPregnancy:0.104\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", "\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 1.025 [0.425 2.471] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.864\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.326\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.264\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.192\n", " Diagnosis:9ccs76:Meningitis:0.188\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.188\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.187\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.418 [0.574 3.504] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.283\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.270\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.196\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.181\n", "\n", "* Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 3.054 [1.346 6.929] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.153\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.129\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.110\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:0.108\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.105\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.103\n", " Maternal Maternal Lab History: ESTRIOL FREE-otherPregnancy:-0.094\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:-0.092\n", "\n", " Maternal Maternal Lab History: MONOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 0.864 [0.299 2.498] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.542\n", " Maternal Maternal Lab History: MONOS-postPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.191\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.172\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.165\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.147\n", "\n", " Maternal Diagnosis:9ccs182:Hemorr preg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.279 [0.037 2.087] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs182:Hemorr preg:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.152\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.151\n", " Diagnosis:9ccs63:Wht blood dx:0.148\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.138\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.126\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.103\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.100\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.098\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.090\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.254\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.216\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.134\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.120\n", "\n", " Maternal Maternal Procedure History:J1055-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J1055-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.363\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.361\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.319\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:-0.154\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.446 [0.105 1.896] | indivs AUC:0.490\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.507\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.286\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:0.233\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.224\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.156\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.149\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.143\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.124\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.114\n", " Maternal Maternal Lab History: eGFR-postPregnancy:0.114\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.113\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.105\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.096\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.095\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.088\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.087\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.160\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.135\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.113\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 41 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.498\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.250\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.162\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.159\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.141\n", " Diagnosis:9ccs140:Gastritis:0.138\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.143\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.142\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.135\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.132\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.123\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.084\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.517\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.442\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.384\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.380\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.326\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.322\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.254\n", " Diagnosis:9ccs147:Anal/rectal:0.244\n", "\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 58 | OR_unadj: nan [ nan nan] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE KETONES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.368\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.332\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.265\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.218\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.189\n", " Maternal Maternal Lab History: MPV-otherPregnancy:0.167\n", " Diagnosis:9ccs64:Ot hematl dx:0.166\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:0.164\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:-0.161\n", "\n", " Maternal Diagnosis:9ccs60:Acut p-h anm | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.074 [0.366 3.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs60:Acut p-h anm:1.000\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.182\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.158\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.096\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.096\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.087\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.084\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.084\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.079\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.079\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.492 [0.552 4.032] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.415\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.315\n", " Maternal Vital: Wt-postPregnancy:0.311\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.300\n", " Maternal Vital: Wt-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.286\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.261\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 65 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-postPregnancy:0.226\n", " Maternal Maternal Lab History: PT-postPregnancy:0.148\n", " Maternal Maternal Lab History: INR-postPregnancy:0.142\n", " Diagnosis:9ccs234:Crush injury:0.121\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.118\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.093\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.092\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.087\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.087\n", "\n", " Maternal Maternal Lab History: NT MoM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 60 | OR_unadj: 0.701 [0.209 2.344] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-postPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.881\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.447\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.266\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.148\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.138\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.136\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.124\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.124\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.119\n", "\n", " Maternal Maternal Procedure History:81025-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 79 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.519\n", "Correlated most with:\n", "Maternal Maternal Procedure History:81025-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.329\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.311\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.246\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.236\n", "\n", "* Maternal Maternal Lab History: GLUCOSE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 71 | OR_unadj: 3.090 [1.221 7.822] | indivs AUC:0.533\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.258\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.233\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.189\n", " Maternal Maternal Procedure History:90472-postPregnancy:-0.187\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.281\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.233\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.196\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.178\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.167\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.156\n", "\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 3.254 [0.946 11.197] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:1.000\n", " Maternal Maternal Lab History: POLYS-postPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.209\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.166\n", " Maternal Vital: Wt-otherPregnancy:0.166\n", " Maternal Vital: Wt-postPregnancy:0.163\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.160\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.158\n", "\n", " Maternal Maternal Procedure History:58300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.515\n", "Correlated most with:\n", "Maternal Maternal Procedure History:58300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.859\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.227\n", " Diagnosis:9ccs2:Septicemia:0.191\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.140\n", " Diagnosis:9ccs240:Burns:0.135\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.133\n", " Diagnosis:9ccs234:Crush injury:0.098\n", " Maternal Vital: HR-postPregnancy:0.098\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.172\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.139\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.133\n", " Maternal Vital: PL-postPregnancy:-0.103\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.171\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.151\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.149\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.148\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.146\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.145\n", "\n", " Maternal Maternal Procedure History:90656-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.235\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.233\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.152\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.146\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.146\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.145\n", "\n", " Maternal Maternal Procedure History:J7300-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:J7300-postPregnancy:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.859\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.258\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.168\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.153\n", " Diagnosis:9ccs234:Crush injury:0.113\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-postPregnancy:0.101\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.098\n", " Maternal Diagnosis:9ccs259:Unclassified:0.097\n", "\n", " Maternal Maternal Procedure History:S9470-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: nan [ nan nan] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.239\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.194\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.177\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.165\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.162\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.159\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:0.157\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 63 | OR_unadj: 1.888 [0.508 7.022] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.331\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.289\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.218\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.206\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.193\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.191\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.149\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 61 | OR_unadj: 1.177 [0.445 3.114] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.284\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.272\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.271\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:-0.266\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.237\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.185\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:-0.181\n", " Diagnosis:9ccs205:Back problem:0.158\n", "\n", " Maternal Maternal Lab History: A/G-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 68 | OR_unadj: 0.522 [0.159 1.719] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.864\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.324\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.235\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs76:Meningitis:-0.229\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.220\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.197\n", "\n", " Maternal Maternal Lab History: HCG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-postPregnancy:1.000\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.360\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.271\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.138\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.136\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.135\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.132\n", " Diagnosis:9ccs167:Breast dx:0.127\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.121\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Maternal Maternal Procedure History:90656-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: nan [ nan nan] | indivs AUC:0.508\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90656-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE-otherPregnancy:0.386\n", " Maternal Maternal Procedure History:99000-otherPregnancy:0.271\n", " Maternal Maternal Procedure History:81000-otherPregnancy:-0.219\n", " Maternal Maternal Diagnosis:9ccs196:Nml preg/del-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: HEMOGLOBIN A1-otherPregnancy:-0.183\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.177\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.156\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: PH-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 53 | OR_unadj: 0.294 [0.039 2.204] | indivs AUC:0.480\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-postPregnancy:1.000\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.319\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.224\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.208\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.184\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.179\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.173\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.152\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.152\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.120\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.111\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.103\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.097\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.185\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.177\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.170\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.137\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.125\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.123\n", "\n", " Maternal Maternal Lab History: INHMOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 1.331 [0.444 3.987] | indivs AUC:0.521\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.322\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.271\n", " Maternal Maternal Lab History: hCG MoM-postPregnancy:0.268\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.261\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.224\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.217\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.209\n", " Maternal Maternal Lab History: ESTRIOL-postPregnancy:0.175\n", "\n", " Maternal Maternal Lab History: PTT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 2.065 [0.652 6.536] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.319\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.315\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.288\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.275\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.271\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.265\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.256\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.254\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 78 | OR_unadj: 1.280 [0.557 2.938] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.319\n", " Maternal Maternal Procedure History:90772-postPregnancy:0.253\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.208\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.197\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.184\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.164\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.155\n", "\n", " Maternal Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs168:PID:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.192\n", " Maternal Diagnosis:9ccs189:Prev c-sectn:0.156\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.147\n", " Maternal Diagnosis:9ccs259:Unclassified:0.139\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.132\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.121\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.105\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.104\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.251\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.227\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.200\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.197\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.168\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.166\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.165\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.127\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.104\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.100\n", " Maternal Maternal Lab History: INHMOM-postPregnancy:0.098\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.107\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.106\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.097\n", " Number of Visits:0.094\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.090\n", " Maternal Maternal Lab History: EOSINOPHIL-postPregnancy:0.088\n", " Maternal Vital: SpO2-postPregnancy:-0.088\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.087\n", "\n", " Maternal Maternal Procedure History:86580-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 86 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:86580-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.384\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.267\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.232\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.231\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.229\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.183\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.177\n", " Newborn Diagnosis:9ccs221:Resp distres:0.174\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:0.172\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.502\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.502\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.241\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.220\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.217\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.154\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.153\n", "\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 46 | OR_unadj: 2.591 [0.893 7.522] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.205\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.181\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.173\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:0.171\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.171\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:-0.166\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.144\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.139\n", "\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.259\n", " Diagnosis:9ccs2:Septicemia:0.164\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.158\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.155\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.139\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.124\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.121\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.119\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.191\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.133\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.099\n", "\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.725\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.435\n", " Maternal Diagnosis:9ccs98:HTN:0.393\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.320\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.291\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.158\n", " Maternal Vital: BP-postPregnancy:0.158\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:0.137\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.184\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.145\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.127\n", " Maternal Maternal Lab History: AFP-otherPregnancy:0.112\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.093\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.087\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.086\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.086\n", "\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 43 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.317\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.244\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.220\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:-0.141\n", " Maternal Maternal Lab History: LYMPHOCYTE-otherPregnancy:0.131\n", " Diagnosis:9ccs55:Fluid/elc dx:0.128\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.123\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.122\n", "\n", " Maternal Diagnosis:9ccs106:Dysrhythmia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 0.843 [0.249 2.858] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs106:Dysrhythmia:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.154\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.152\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.128\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.123\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.102\n", " Maternal Diagnosis:9ccs155:Other GI dx:0.088\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.088\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.086\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.230\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.172\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.143\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.130\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.127\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.315\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.228\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.223\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PT-postPregnancy:0.137\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:-0.120\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.112\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.526\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-postPregnancy:0.447\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.286\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:-0.271\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.217\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.167\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:-0.151\n", "\n", " Maternal Vital: Ht Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-postPregnancy:1.000\n", " Maternal Vital: Wt Percentile-postPregnancy:0.318\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.284\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:0.214\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.177\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.159\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.152\n", " Maternal Vital: Ht-postPregnancy:0.142\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.120\n", "\n", " Maternal Maternal Procedure History:90471-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 88 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90471-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.193\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.186\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.167\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.157\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.157\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.156\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.206\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.198\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.153\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.150\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.115\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.128\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.081\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:0.244\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.151\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.145\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.134\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.114\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.107\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.547\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.354\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", " Diagnosis:9ccs238:Complic proc:0.271\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.217\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.196\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.213\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.213\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.205\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.137\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.119\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.114\n", " Maternal Maternal Lab History: MONOCYTES-5P-postPregnancy:0.114\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.464\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.393\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.319\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.271\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.247\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.232\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.230\n", "\n", " Maternal Diagnosis:9ccs196:Nml preg/del | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1685 | OR_unadj: 0.589 [0.161 2.155] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs196:Nml preg/del:1.000\n", " Maternal Diagnosis:9ccs91:Other eye dx:-0.494\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:-0.120\n", " Maternal Diagnosis:9ccs163:Other GU dx:-0.109\n", " Maternal Diagnosis:9ccs98:HTN:-0.109\n", " Diagnosis:9ccs168:PID:-0.093\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.092\n", " Maternal Diagnosis:9ccs84:Headache/mig:-0.087\n", " Newborn Diagnosis:9ccs253:Allergy:-0.082\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.074\n", "\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.190\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.180\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.171\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.169\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.155\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.155\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.330\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.287\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:-0.278\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.273\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.249\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.244\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.230\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.203\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-postPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.421\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.184\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.173\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.168\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.159\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.154\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.585\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.167\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.148\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.142\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.142\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.141\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.565\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.199\n", " Maternal Vital: Ht Percentile-postPregnancy:0.177\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.158\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.155\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.148\n", " Maternal Vital: BMI-postPregnancy:0.142\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-postPregnancy:0.139\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.137\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.128\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.099\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.093\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.090\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.087\n", "\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.227\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.214\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.212\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.191\n", " Maternal Vital: RR-postPregnancy:0.191\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.177\n", "\n", " Maternal Diagnosis:9ccs7:Viral infect | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs7:Viral infect:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.155\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.144\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.128\n", " Diagnosis:9ccs62:Coag/hemr dx:0.115\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.109\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.104\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 45 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.464\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.280\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.240\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:0.240\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.227\n", " Diagnosis:9ccs123:Influenza:0.205\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.193\n", "\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.234\n", " Maternal Maternal Lab History: WEIGHT-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.193\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Maternal Diagnosis:9ccs184:Early labor:0.435\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.125\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", "\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.953\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.433\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.264\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.242\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.229\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.222\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", "\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.329 [0.044 2.481] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.180\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.169\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.149\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.145\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.142\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.136\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.128\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Maternal Diagnosis:9ccs176:Contraceptiv:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", "\n", " Maternal Maternal Lab History: eGFR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: eGFR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.273\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:-0.267\n", " Maternal Maternal Procedure History:90658-postPregnancy:-0.232\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.229\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.179\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:-0.157\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.155\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.133\n", "\n", " Maternal Maternal Lab History: PT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 1.024 [0.226 4.649] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-postPregnancy:1.000\n", " Maternal Maternal Lab History: INR-postPregnancy:0.659\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.332\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.207\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.205\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.205\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.187\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.184\n", " Maternal Maternal Lab History: Alk Phos-postPregnancy:-0.180\n", "\n", " Maternal Diagnosis:9ccs84:Headache/mig | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs84:Headache/mig:1.000\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.137\n", " Maternal Diagnosis:9ccs238:Complic proc:0.132\n", " Maternal Vital: BMI Percentile-postPregnancy:-0.097\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.087\n", " Diagnosis:9ccs215:gu cong anom:0.077\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.073\n", " Maternal Vital: Ht Percentile-postPregnancy:0.070\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.070\n", " Maternal Diagnosis:9ccs168:PID:0.062\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.156\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Maternal Vital: SpO2-postPregnancy:-0.135\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.124\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.121\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", "\n", " Maternal Maternal Procedure History:90649-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.486\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90649-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.530\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.171\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.161\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.161\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:-0.159\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.153\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.151\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.148\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:-0.073\n", " Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Maternal Diagnosis:9ccs59:Anemia:-0.061\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.059\n", " Maternal Diagnosis:9ccs186:DM in preg:-0.055\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.054\n", " Maternal Vital: BP-postPregnancy:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", "\n", " Maternal Maternal Procedure History:90658-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90658-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.422\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.402\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.237\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: nan [ nan nan] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.278\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.246\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.221\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.192\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.179\n", " Maternal Maternal Procedure History:90656-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.148\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.142\n", "\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.543\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.415\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.406\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.345\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.344\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.339\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.288\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.285\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.262\n", "\n", " Maternal Vital: BMI Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Vital: BMI Percentile-otherPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.571\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.279\n", " Maternal Vital: Wt Percentile-postPregnancy:0.248\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:-0.233\n", " Maternal Vital: Wt-otherPregnancy:0.226\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.196\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.146\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.143\n", "\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: FERRITIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.731\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.335\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.317\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.299\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.223\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.196\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.195\n", "\n", " Maternal Maternal Procedure History:96372-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:96372-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.459\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.329\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.261\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.252\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.238\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.233\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.212\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.146\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.141\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.125\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.118\n", " Maternal Diagnosis:9ccs128:Asthma:0.105\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.097\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.097\n", "\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.468\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.225\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.215\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.207\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.192\n", " Diagnosis:9ccs51:Ot endo dsor:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.165\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.171\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.107\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.097\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Maternal Diagnosis:9ccs238:Complic proc:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 36 | OR_unadj: 2.527 [0.772 8.269] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.726\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.567\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.387\n", " Maternal Vital: SpO2-postPregnancy:-0.373\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.368\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.331\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.259\n", "\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.474\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.272\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.257\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.241\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.236\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.227\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.224\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:0.176\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.161\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.155\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:0.146\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.134\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.133\n", "\n", " Maternal Vital: Wt Percentile-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.892 [0.605 5.911] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-postPregnancy:1.000\n", " Maternal Vital: BMI Percentile-postPregnancy:0.578\n", " Maternal Vital: Ht Percentile-postPregnancy:0.318\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.248\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.194\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.145\n", " Maternal Vital: Wt-postPregnancy:0.136\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:-0.134\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.120\n", " Diagnosis:9ccs240:Burns:-0.110\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.487\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.424\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.423\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.224\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.215\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.197\n", "\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 38 | OR_unadj: nan [ nan nan] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.305\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.226\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.208\n", " Maternal Maternal Lab History: ESTRIOL-otherPregnancy:0.199\n", " Maternal Vital: BMI-postPregnancy:0.195\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.189\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.188\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.188\n", "\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.273\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.261\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.214\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.213\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.203\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:0.200\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.193\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.183\n", "\n", " Maternal Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs159:UTI:1.000\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:0.242\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.189\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.185\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:-0.157\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.132\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.125\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.108\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.223\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.213\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.210\n", " Diagnosis:9ccs168:PID:0.200\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.187\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.158\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.146\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Maternal Diagnosis:9ccs69:Affective dx:0.125\n", "\n", " Maternal Maternal Lab History: PH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 34 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: PH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.321\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.321\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.179\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.175\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.163\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:-0.161\n", " Maternal Vital: Wt Change-otherPregnancy:-0.158\n", "\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.198\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.184\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-otherPregnancy:0.178\n", " Maternal Maternal Procedure History:81000-postPregnancy:0.173\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.169\n", " Newborn Diagnosis:9ccs253:Allergy:0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.414\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.345\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.337\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.327\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.324\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.290\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.269\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.496\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.421\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.334\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.221\n", " Maternal Maternal Lab History: LYMPHOCYTE-postPregnancy:-0.211\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.190\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.188\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:0.228\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.190\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.130\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Maternal Diagnosis:9ccs69:Affective dx:0.104\n", " Maternal Diagnosis:9ccs91:Other eye dx:0.104\n", " Diagnosis:9ccs238:Complic proc:0.104\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.213\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.186\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.172\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: INR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-postPregnancy:1.000\n", " Maternal Maternal Lab History: PT-postPregnancy:0.659\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.351\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.334\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.295\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.269\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.268\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:0.266\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.263\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 32 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:-0.262\n", " Maternal Maternal Lab History: CARBON DIOXIDE-otherPregnancy:-0.254\n", " Maternal Vital: Ht-otherPregnancy:0.213\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.200\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.194\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.180\n", "\n", " Maternal Maternal Procedure History:90772-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90772-postPregnancy:1.000\n", " Maternal Maternal Procedure History:J1055-postPregnancy:0.767\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.339\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.253\n", " Maternal Maternal Lab History: PH-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.148\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:0.125\n", "\n", " Maternal Maternal Lab History: FASTING-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 40 | OR_unadj: 1.128 [0.324 3.925] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.378\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.261\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.223\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.222\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.215\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.194\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.187\n", "\n", " Maternal Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.518\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.217\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.177\n", " Maternal Vital: SpO2-postPregnancy:0.122\n", " Maternal Diagnosis:9ccs58:Ot nutrit dx:0.120\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.115\n", " Maternal Vital: RR-postPregnancy:-0.109\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.089\n", " Diagnosis:9ccs259:Unclassified:0.078\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.218\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.146\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Maternal Diagnosis:9ccs190:Fetal distrs:0.078\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.878\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.433\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.236\n", " Diagnosis:9ccs243:Poisn nonmed:0.213\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.180\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.165\n", "\n", " Maternal Maternal Procedure History:S9470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:S9470-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.393\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.351\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.211\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.192\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs255:Social admin-postPregnancy:0.171\n", " Maternal Vital: BMI-postPregnancy:0.171\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.342\n", " Maternal Maternal Lab History: ALT-otherPregnancy:0.295\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.218\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.182\n", " Diagnosis:9ccs251:Abdomnl pain:0.144\n", " Maternal Maternal Lab History: AST-otherPregnancy:0.139\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.138\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.121\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.107\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.107\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.102\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.195\n", " Diagnosis:10ccs58:Ot nutrit dx:0.184\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.176\n", " Diagnosis:9ccs154:Gastroent:0.164\n", " Maternal Maternal Lab History: HEMOGLOBIN A2-otherPregnancy:0.151\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.140\n", " Diagnosis:9ccs2603:E Codes: Fall:0.140\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.205\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.082\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", "\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.634\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.398\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.375\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.285\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.266\n", "\n", "* Maternal Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 3.571 [1.159 11.003] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.244\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.243\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.224\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.217\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.197\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.193\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.191\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.188\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.187\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-postPregnancy:1.000\n", " Diagnosis:9ccs117:Ot circul dx:0.312\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.224\n", " Maternal Maternal Lab History: POTASSIUM-postPregnancy:0.122\n", " Maternal Vital: Ht Percentile-otherPregnancy:-0.107\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.099\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.093\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.092\n", " Maternal Maternal Lab History: PLATELET COUNT-postPregnancy:0.088\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.077\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.205\n", " Maternal Vital: PL-otherPregnancy:-0.188\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.166\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.166\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.141\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.130\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.122\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:-0.117\n", " Diagnosis:9ccs240:Burns:0.104\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.548\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.319\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.246\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.219\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.186\n", "\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.291\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.250\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.205\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.182\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Maternal Diagnosis:9ccs7:Viral infect:0.115\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", "\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.585\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.365\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.345\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.325\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.309\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.240\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.215\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.186\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.181\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.106\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.076\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.069\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", "\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.683\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.402\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.282\n", " Diagnosis:9ccs251:Abdomnl pain:0.216\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.206\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:-0.173\n", "\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 1.254 [0.269 5.836] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.291\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.237\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.215\n", " Diagnosis:9ccs141:Ot dx stomch:0.205\n", " Diagnosis:9ccs240:Burns:0.187\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.158\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.152\n", " Maternal Maternal Lab History: PH-postPregnancy:0.123\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.121\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.189\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.184\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.154\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.134\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.125\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.120\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.117\n", "\n", "* Maternal Maternal Lab History: TP VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.689\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.342\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.309\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.278\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.229\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.165\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.142\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.133\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.128\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.127\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.109\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", "\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.432\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.247\n", " Maternal Diagnosis:9ccs159:UTI:0.242\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.148\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.142\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.137\n", "\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.250\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.182\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.161\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.156\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.154\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.148\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:0.148\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.144\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:-0.140\n", "\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.559\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.487\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.478\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.234\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.196\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: LDH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.838 [0.705 11.421] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.528\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:0.220\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.218\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.214\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.189\n", " Maternal Maternal Lab History: HEMATOCRIT-otherPregnancy:0.162\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.160\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.153\n", "\n", " Maternal Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs163:Other GU dx:1.000\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.115\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.109\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.104\n", " Diagnosis:9ccs140:Gastritis:0.104\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Diagnosis:10ccs58:Ot nutrit dx:0.088\n", " Diagnosis:9ccs211:Ot conn tiss:0.085\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Maternal Maternal Lab History: COLONY COUNT-postPregnancy:0.312\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:0.153\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-otherPregnancy:0.119\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.092\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:-0.088\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", "\n", "* Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 40.510 [4.962 330.693] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.263\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.248\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.230\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.224\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.224\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.203\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.158\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.153\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.150\n", "\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.635\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.440\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.412\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.403\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.367\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.346\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.279\n", "\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.953\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.417\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:0.281\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.248\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.233\n", " Diagnosis:9ccs243:Poisn nonmed:0.205\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.183\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:-0.175\n", "\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.478\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.469\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.398\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.354\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.341\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:-0.329\n", "\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CULTURE-postPregnancy:0.565\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.183\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.164\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.161\n", " Maternal Vital: Ht Percentile-postPregnancy:0.159\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.139\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:-0.132\n", " Maternal Vital: Wt Change-otherPregnancy:-0.132\n", " Maternal Vital: BMI-postPregnancy:0.121\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.448\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.171\n", " Diagnosis:9ccs123:Influenza:0.162\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.137\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.122\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.119\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:0.154\n", " Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.106\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.080\n", "\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 28 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEPATITIS C ANTIBODY-postPregnancy:0.554\n", " Maternal Maternal Procedure History:90472-postPregnancy:0.349\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.306\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.218\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.199\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.169\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.154\n", "\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.510\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.606\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.470\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.438\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.397\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.307\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.302\n", "\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 22 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.225\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.220\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.204\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.187\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.179\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.174\n", " Maternal Maternal Lab History: URINE CULTURE-otherPregnancy:0.161\n", " Maternal Maternal Lab History: RDW-otherPregnancy:0.159\n", "\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.798\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.726\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.644\n", " Maternal Vital: SpO2-postPregnancy:-0.567\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.404\n", " Maternal Vital: RR-postPregnancy:0.344\n", " Diagnosis:9ccs242:Poisn ot med:0.336\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.315\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.168\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.136\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.120\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.113\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.113\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.242\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.229\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.191\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.188\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.181\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.175\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.170\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Maternal Maternal Lab History: EOSINOPHIL-otherPregnancy:0.103\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.091\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.084\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", "\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: GAMMA GT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.586\n", " Maternal Maternal Lab History: LDH-otherPregnancy:0.528\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.423\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.220\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.194\n", " Maternal Vital: RR-otherPregnancy:-0.193\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:0.187\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.135\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.125\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.125\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:-0.119\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.113\n", " Maternal Vital: Wt Percentile-postPregnancy:-0.110\n", "\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.231\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.198\n", " Diagnosis:9ccs208:Acq foot def:0.193\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.176\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:-0.176\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.173\n", " Maternal Maternal Lab History: NEUTROPHILS-5P-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.149\n", "\n", " Maternal Maternal Procedure History:90472-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90472-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.349\n", " Maternal Maternal Procedure History:90649-postPregnancy:0.233\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.195\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.187\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.144\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.140\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.139\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.138\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.136\n", "\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.361\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.233\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.165\n", "\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.513\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.477\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.347\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.326\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.306\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.269\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.261\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.256\n", "\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:1.000\n", " Maternal Diagnosis:9ccs69:Affective dx:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.236\n", " Newborn Diagnosis:9ccs253:Allergy:0.205\n", " Diagnosis:9ccs205:Back problem:0.187\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.160\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.158\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.146\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.114\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.100\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.089\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.087\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.268\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.258\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.199\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.175\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.165\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", "\n", " Maternal Vital: SpO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: SpO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:-0.567\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:-0.542\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:-0.527\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:-0.402\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:-0.373\n", " Maternal Vital: RR-postPregnancy:-0.361\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.296\n", " Diagnosis:9ccs242:Poisn ot med:-0.230\n", " Maternal Maternal Lab History: LDL-postPregnancy:-0.221\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.378\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:-0.273\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.225\n", " Diagnosis:9ccs123:Influenza:0.191\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.152\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.148\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.143\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.137\n", "\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.364\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.277\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.230\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.200\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.174\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.150\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.150\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.148\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.224\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.183\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs184:Early labor:0.176\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.169\n", "\n", "* Maternal Maternal Lab History: 2 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.470\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.417\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.324\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.246\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.227\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.215\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.208\n", "\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.247\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.239\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.193\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.182\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.153\n", " Maternal Maternal Lab History: INR-postPregnancy:0.136\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.127\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.107\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.113\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Maternal Maternal Lab History: MPV-postPregnancy:0.069\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", "\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.468\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.333\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.268\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.268\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.268\n", " Diagnosis:9ccs51:Ot endo dsor:0.205\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:-0.180\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.158\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.154\n", "\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.333\n", " Diagnosis:9ccs214:GI cong anom:0.264\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.128\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.122\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.115\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.105\n", "\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.562 [0.072 4.406] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.345\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.225\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.202\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.185\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.183\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.503\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.512\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.402\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.337\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.316\n", "\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.503\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.329\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.329\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.245\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:0.242\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.058\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.286\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.272\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.230\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.206\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.130\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.123\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.116\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.107\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: nan [ nan nan] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.683\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.512\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.448\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.370\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.364\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.361\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.266\n", "\n", " Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.473\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs172:Ovarian cyst-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.460\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.160\n", " Maternal Vital: RR-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.147\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.129\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.121\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.116\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.107\n", "\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.663\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.659\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.568\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.298\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.282\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.270\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.257\n", "\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Varicella IgG-postPregnancy:1.000\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.285\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.277\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:-0.216\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.168\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.161\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.141\n", " Maternal Maternal Lab History: AST (SGOT)-postPregnancy:-0.133\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.128\n", "\n", " Maternal Maternal Lab History: HERPES I IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES I IgG-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.247\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.151\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.147\n", " Maternal Maternal Lab History: ANION GAP-otherPregnancy:-0.144\n", " Maternal Maternal Lab History: ANION GAP-postPregnancy:-0.141\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.128\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-postPregnancy:0.105\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.092\n", " Maternal Maternal Lab History: URINE PH-postPregnancy:0.090\n", "\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.253\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.236\n", " Diagnosis:9ccs175:Ot femal gen:0.205\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.197\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.189\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.172\n", " Maternal Vital: HR-postPregnancy:-0.169\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.164\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.319\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.241\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.213\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.194\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.131\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.105\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.494\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.743\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.663\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.353\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:-0.267\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.203\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:0.191\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:-0.177\n", " Maternal Maternal Lab History: PH-postPregnancy:0.171\n", "\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T-4-otherPregnancy:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.725\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.327\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.313\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy:0.312\n", " Maternal Diagnosis:9ccs98:HTN:-0.270\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.242\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.220\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: LEUKOCYTE ESTERASE-postPregnancy:-0.125\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:0.092\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:0.087\n", " Maternal Maternal Procedure History:97014-postPregnancy:-0.083\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:0.081\n", " Diagnosis:9ccs239:Superfic inj:-0.080\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.069\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.068\n", " Maternal Diagnosis:9ccs191:Amnios dx:-0.066\n", "\n", " Maternal Maternal Procedure History:90746-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90746-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90772-postPregnancy:-0.451\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.384\n", " Maternal Maternal Procedure History:J1055-postPregnancy:-0.363\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.259\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.240\n", " Maternal Diagnosis:9ccs61:Sickle cell:0.217\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.190\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:0.161\n", " Maternal Maternal Procedure History:81025-postPregnancy:-0.157\n", "\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.878\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.281\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.222\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.193\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-postPregnancy:0.156\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.143\n", " Diagnosis:9ccs243:Poisn nonmed:0.137\n", "\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.391\n", " Maternal Maternal Lab History: TIMED URINE TOTAL PROTEIN-postPregnancy:-0.275\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.247\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.246\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.229\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.200\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.198\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:-0.192\n", "\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:0.577\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.417\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.313\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.308\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.305\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.280\n", "\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.362\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.360\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:0.307\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.299\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.251\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-postPregnancy:0.187\n", " Diagnosis:9ccs89:Blindness:0.160\n", "\n", "* Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.516\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.367\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.298\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.292\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.212\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.205\n", " Maternal Vital: Wt-otherPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.199\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.284\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.261\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.224\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.223\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.210\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.205\n", "\n", " Maternal Maternal Lab History: MAGNESIUM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: MAGNESIUM-postPregnancy:1.000\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:-0.342\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.312\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.291\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.288\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.276\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.262\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.254\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.253\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.251\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:0.193\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.148\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.125\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.119\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.118\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.117\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.109\n", "\n", " Maternal Diagnosis:9ccs6:Hepatitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs6:Hepatitis:1.000\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:0.334\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.181\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.146\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.122\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Maternal Diagnosis:9ccs7:Viral infect:0.104\n", " Diagnosis:9ccs213:Cardiac anom:0.102\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.097\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.094\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.146\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:0.235\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.115\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.108\n", " Maternal Diagnosis:9ccs163:Other GU dx:0.104\n", " Maternal Vital: RR-postPregnancy:-0.094\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.485\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.644\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.531\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.518\n", " Maternal Vital: SpO2-postPregnancy:-0.402\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.306\n", " Diagnosis:9ccs242:Poisn ot med:0.262\n", " Maternal Maternal Lab History: LDL-postPregnancy:0.252\n", "\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.408\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.268\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.262\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.252\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.235\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.231\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.192\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.173\n", " Maternal Maternal Procedure History:96372-postPregnancy:0.167\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:0.264\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.156\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.132\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Maternal Diagnosis:9ccs238:Complic proc:0.113\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.109\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.108\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.106\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.637\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.440\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.390\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.244\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.211\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.207\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.207\n", "\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:1.000\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.279\n", " Maternal Diagnosis:9ccs128:Asthma:0.153\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.148\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.147\n", " Maternal Maternal Lab History: HEMATOCRIT-postPregnancy:-0.147\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.140\n", " Maternal Maternal Lab History: RBC-postPregnancy:-0.136\n", " Maternal Maternal Diagnosis:9ccs120:Hemmorhoids-postPregnancy:-0.124\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.120\n", "\n", " Maternal Diagnosis:9ccs46:Bnign ut neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs46:Bnign ut neo:1.000\n", " Diagnosis:9ccs215:gu cong anom:0.171\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.155\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.141\n", " Diagnosis:9ccs175:Ot femal gen:0.130\n", " Diagnosis:9ccs61:Sickle cell:0.113\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.113\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.105\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.105\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", "\n", "* Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.688 [1.142 28.338] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.385\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.320\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.289\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.225\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.220\n", " Maternal Diagnosis:9ccs98:HTN:0.211\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:-0.194\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.194\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.415\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.406\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.271\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.204\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.145\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.144\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.141\n", "\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:1.000\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:-0.286\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.267\n", " Diagnosis:9ccs204:Ot joint dx:0.241\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-postPregnancy:0.143\n", " Diagnosis:9ccs211:Ot conn tiss:0.143\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-postPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.344\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:0.268\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.225\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.201\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.186\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:-0.184\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.171\n", "\n", " Maternal Maternal Lab History: IRON-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.487\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.351\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.331\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:-0.302\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs135:Intest infct-postPregnancy:-0.279\n", " Maternal Maternal Procedure History:97001-postPregnancy:0.239\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:0.195\n", "\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:0.840\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.547\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.414\n", " Diagnosis:9ccs238:Complic proc:0.406\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.385\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.284\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.281\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.281\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.225\n", "\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.606\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.550\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.526\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.317\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.259\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.232\n", "\n", " Maternal Maternal Lab History: Immunoglobulin E-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: Immunoglobulin E-postPregnancy:1.000\n", " Maternal Vital: Wt Change-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.215\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.160\n", " Maternal Vital: PL-postPregnancy:-0.134\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.124\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.120\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.097\n", " Maternal Maternal Lab History: BASOPHIL-postPregnancy:0.093\n", "\n", " Maternal Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs238:Complic proc:1.000\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.240\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.205\n", " Maternal Diagnosis:9ccs84:Headache/mig:0.132\n", " Diagnosis:9ccs214:GI cong anom:0.113\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.112\n", " Diagnosis:9ccs244:Other injury:0.099\n", " Diagnosis:9ccs122:Pneumonia:0.098\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.094\n", "\n", " Maternal Maternal Procedure History:97112-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97112-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.302\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.236\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.195\n", " Maternal Maternal Diagnosis:9ccs168:PID-postPregnancy:0.183\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.142\n", " Diagnosis:9ccs76:Meningitis:-0.139\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.339\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.336\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.329\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.262\n", " Maternal Vital: SpO2-postPregnancy:-0.230\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.217\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.173\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.159\n", "\n", " Maternal Maternal Procedure History:90470-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90470-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.346\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.362\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.335\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.331\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.287\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.198\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:-0.185\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.184\n", " Maternal Maternal Diagnosis:9ccs153:GI hemorrhag-postPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:-0.181\n", "\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.580\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.342\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.283\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.264\n", " Diagnosis:9ccs214:GI cong anom:0.192\n", " Maternal Vital: PL-otherPregnancy:0.188\n", " Maternal Vital: Temp-otherPregnancy:0.185\n", "\n", " Maternal Maternal Procedure History:97110-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97110-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.536\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.369\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.347\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.320\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.302\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.298\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.288\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.240\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.203\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:0.360\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.291\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:0.252\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-postPregnancy:0.221\n", " Maternal Maternal Lab History: INR-postPregnancy:0.202\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.194\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:-0.185\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.468\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.467\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.334\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.230\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.204\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.203\n", "\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PROLACTIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.362\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.331\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.315\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.242\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.210\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.202\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.175\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.163\n", "\n", " Maternal Vital: Ht Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Vital: Ht Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.341\n", " Maternal Vital: Ht Percentile-postPregnancy:0.284\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.248\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.239\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.200\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.200\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.196\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.190\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.188\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.191\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.169\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.164\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.126\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.086\n", "\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.446\n", " Maternal Maternal Lab History: HCG-otherPregnancy:0.429\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.408\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.379\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.314\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.311\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.895\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.633\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.522\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.418\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.406\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.266\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.229\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.158\n", "\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.685\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:-0.248\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.246\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.239\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.235\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.224\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.221\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", "\n", "* Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 17.087 [1.770 164.921] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:1.000\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.689\n", " Maternal Diagnosis:9ccs98:HTN:0.229\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.217\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.181\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:-0.175\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.172\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:-0.165\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:-0.147\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.124\n", "\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.448\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.415\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.408\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.385\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.257\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Maternal Diagnosis:9ccs49:DiabMel no c:-0.122\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", "\n", " Maternal Maternal Lab History: HCG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.429\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.288\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.281\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.224\n", " Maternal Maternal Lab History: BUN-otherPregnancy:0.202\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.199\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.173\n", "\n", " Maternal Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs91:Other eye dx:1.000\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.494\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.113\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.102\n", " Maternal Vital: Temp-otherPregnancy:0.101\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.098\n", " Maternal Maternal Lab History: ABS LYMPH-postPregnancy:-0.097\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.089\n", " Maternal Vital: PL-otherPregnancy:0.087\n", "\n", " Maternal Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs168:PID:0.155\n", " Diagnosis:9ccs63:Wht blood dx:0.155\n", " Maternal Diagnosis:9ccs196:Nml preg/del:-0.120\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:0.084\n", " Maternal Diagnosis:9ccs259:Unclassified:0.075\n", " Maternal Diagnosis:9ccs128:Asthma:0.063\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.062\n", " Maternal Diagnosis:9ccs186:DM in preg:0.056\n", "\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: NT MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.895\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.488\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.415\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.283\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.236\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.196\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.358\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-otherPregnancy:0.307\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:0.280\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.202\n", " Newborn Diagnosis:9ccs253:Allergy:0.183\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.169\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.161\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.152\n", "\n", "* Maternal Maternal Lab History: FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 3.799 [1.064 13.558] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FASTING-postPregnancy:1.000\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.432\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.402\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.370\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.327\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.301\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.277\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.254\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.234\n", " Diagnosis:9ccs64:Ot hematl dx:0.227\n", "\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: PAPP-A-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:0.589\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.528\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.418\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.380\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.379\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.272\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.193\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.188\n", "\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.333\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:-0.235\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-postPregnancy:0.233\n", " Maternal Vital: PL-postPregnancy:-0.169\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.158\n", " Maternal Maternal Lab History: APF MoM-postPregnancy:-0.141\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.138\n", "\n", " Maternal Diagnosis:9ccs149:Biliary dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs149:Biliary dx:1.000\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.239\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.217\n", " Maternal Maternal Lab History: AST-postPregnancy:0.159\n", " Maternal Diagnosis:9ccs172:Ovarian cyst:0.138\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.136\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.136\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.128\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.128\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.126\n", "\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.517\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.423\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.414\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.276\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.262\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.262\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.256\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.233\n", "\n", " Maternal Maternal Lab History: A/G-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: A/G-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.595\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:0.397\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: A/G-postPregnancy:0.324\n", " Diagnosis:9ccs76:Meningitis:-0.318\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.305\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.279\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.109\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.083\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", "\n", " Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs212:Ot bone dx-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs93:Dizziness-postPregnancy:-0.190\n", " Diagnosis:9ccs76:Meningitis:0.160\n", " Diagnosis:9ccs153:GI hemorrhag:0.146\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:-0.141\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.117\n", " Maternal Maternal Lab History: HCG-postPregnancy:0.106\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.105\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.104\n", " Maternal Maternal Diagnosis:9ccs176:Contraceptiv-postPregnancy:0.101\n", "\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLOBULIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.727\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.685\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.326\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.295\n", " Maternal Maternal Lab History: TOTAL PROTEIN-otherPregnancy:0.275\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.270\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.264\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.261\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.258\n", "\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:-0.440\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:-0.437\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.350\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:-0.337\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.211\n", " Maternal Maternal Lab History: LDH-postPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:-0.191\n", "\n", " Maternal Diagnosis:9ccs5:HIV infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs5:HIV infectn:1.000\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.287\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.157\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.156\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.143\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.141\n", " Diagnosis:9ccs216:Nerv cong an:0.141\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.138\n", " Maternal Maternal Lab History: HEMOGLOBIN-postPregnancy:-0.132\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Vital: Temp-postPregnancy:-0.100\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.078\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.071\n", " Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Maternal Diagnosis:9ccs60:Acut p-h anm:-0.064\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.058\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:-0.052\n", "\n", " Maternal Diagnosis:9ccs69:Affective dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs69:Affective dx:1.000\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:-0.164\n", " Newborn Diagnosis:9ccs253:Allergy:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Diagnosis:9ccs224:Ot perint dx:0.111\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:-0.101\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.101\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.100\n", "\n", " Maternal Vital: Wt Percentile-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Vital: Wt Percentile-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.617\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.581\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.365\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.364\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.327\n", " Maternal Vital: BMI Percentile-otherPregnancy:0.279\n", " Maternal Vital: Ht Percentile-otherPregnancy:0.248\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.245\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.242\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:1.000\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.431\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.413\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.390\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.295\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.288\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.280\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.270\n", " Diagnosis:9ccs211:Ot conn tiss:0.230\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.109\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.082\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", "\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 23 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.492\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.464\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.234\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.189\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:0.185\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.176\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.149\n", "\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BICARBONATE-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.778\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.692\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.671\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.500\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:0.493\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.477\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.476\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:0.353\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.319\n", "\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:1.000\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.397\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.199\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.192\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.192\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:0.187\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.167\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.155\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:-0.154\n", " Maternal Maternal Diagnosis:9ccs134:Ot uppr resp-postPregnancy:-0.152\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:-0.371\n", " Maternal Maternal Procedure History:97110-postPregnancy:-0.256\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.191\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.104\n", " Maternal Maternal Procedure History:86703-postPregnancy:-0.103\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.101\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.091\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:0.089\n", "\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.837\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.448\n", " Maternal Vital: Wt Percentile-otherPregnancy:-0.364\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.300\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.268\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.244\n", "\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.290\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.258\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.230\n", " Maternal Maternal Procedure History:S9470-postPregnancy:-0.192\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:-0.164\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.158\n", " Maternal Maternal Lab History: HPV DNA/HIGH RISK-postPregnancy:-0.145\n", "\n", " Maternal Maternal Procedure History:97001-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97001-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-postPregnancy:0.426\n", " Maternal Diagnosis:9ccs62:Coag/hemr dx:0.259\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.247\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.239\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.233\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.222\n", " Maternal Maternal Diagnosis:9ccs53:Hyperlipidem-postPregnancy:0.204\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:-0.183\n", "\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-otherPregnancy:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.228\n", " Diagnosis:9ccs95:Oth nerv dx:0.146\n", " Diagnosis:9ccs244:Other injury:0.126\n", " Maternal Maternal Lab History: MCV-otherPregnancy:-0.126\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:0.125\n", " Number of Visits:0.110\n", " Diagnosis:9ccs113:Late eff CVD:0.104\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:-0.102\n", " Maternal Maternal Lab History: RBC-otherPregnancy:0.100\n", "\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 18 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.203\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.197\n", " Maternal Vital: BMI-postPregnancy:0.169\n", " Maternal Vital: Wt-otherPregnancy:0.168\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.160\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:-0.154\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.151\n", "\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.633\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.589\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.285\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.283\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.251\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.210\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.209\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:-0.201\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Maternal Diagnosis:9ccs138:Esophgeal dx:0.155\n", " Maternal Diagnosis:9ccs182:Hemorr preg:0.148\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Maternal Diagnosis:9ccs191:Amnios dx:0.091\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", "* Maternal Maternal Lab History: 3 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.512\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.589\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.416\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.336\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.237\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.230\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.227\n", " Maternal Vital: Ht-otherPregnancy:-0.212\n", "\n", " Maternal Maternal Procedure History:87880-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:87880-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.693\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.517\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-postPregnancy:0.457\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.330\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.181\n", " Diagnosis:9ccs123:Influenza:0.167\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.153\n", "\n", " Maternal Maternal Procedure History:90663-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Procedure History:90663-postPregnancy:1.000\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.992\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.502\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:0.361\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.348\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.262\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:0.251\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.207\n", "\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 3.408 [0.809 14.349] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: 2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.620\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.514\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.470\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.416\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.365\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.343\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.324\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.216\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.196\n", "\n", " Maternal Maternal Lab History: COLONY COUNT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: COLONY COUNT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.258\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.214\n", " Maternal Maternal Lab History: HCG-postPregnancy:-0.195\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.171\n", " Maternal Maternal Lab History: RUBELLA-otherPregnancy:0.160\n", " Maternal Maternal Lab History: POTASSIUM-otherPregnancy:-0.157\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:-0.151\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:-0.150\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.146\n", "\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.566\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.294\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.212\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:0.197\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.189\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.187\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.169\n", "\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.854\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.608\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.573\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.549\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.503\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.427\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.370\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-postPregnancy:0.341\n", "\n", " Maternal Maternal Lab History: PO2-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: PO2-postPregnancy:1.000\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.689\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.671\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.611\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.574\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.470\n", " Maternal Diagnosis:9ccs83:Epilepsy/cnv:0.408\n", " Maternal Maternal Lab History: FIBRINOGEN-postPregnancy:-0.391\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.351\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.277\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Maternal Maternal Lab History: Varicella IgG-postPregnancy:-0.285\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Maternal Maternal Lab History: UIBC-postPregnancy:0.206\n", " Maternal Diagnosis:9ccs184:Early labor:0.201\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Maternal Maternal Procedure History:86580-postPregnancy:0.174\n", " Maternal Maternal Diagnosis:9ccs159:UTI-postPregnancy:0.172\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.167\n", "\n", " Maternal Vital: RR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 3.777 [0.628 22.717] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Vital: RR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.289\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.289\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.193\n", " Maternal Vital: Temp-otherPregnancy:0.191\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.185\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:-0.169\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:-0.147\n", " Maternal Vital: BP-otherPregnancy:0.138\n", "\n", " Maternal Maternal Procedure History:36416-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:36416-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.211\n", " Maternal Maternal Lab History: CHLORIDE-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.180\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.165\n", " Maternal Maternal Lab History: UREA NITROGEN-postPregnancy:0.164\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.163\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.155\n", "\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.319\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.296\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.263\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.243\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.216\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.207\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-otherPregnancy:0.346\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.329\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.300\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:-0.264\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.257\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.247\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.224\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:-0.217\n", "\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:J7300-postPregnancy:0.153\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.152\n", " Maternal Maternal Procedure History:58300-postPregnancy:0.133\n", " Maternal Maternal Lab History: BETA-HCG QUANT-postPregnancy:-0.127\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.126\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:0.124\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.123\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-otherPregnancy:0.116\n", "\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs163:Other GU dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.397\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:-0.248\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.202\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.192\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:-0.191\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.177\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:-0.168\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.163\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.782\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.354\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.329\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.292\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.284\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: RUBELLA-postPregnancy:0.208\n", "\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.893\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.803\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.506\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.469\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.327\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.318\n", " Maternal Maternal Procedure History:81025-otherPregnancy:-0.311\n", "\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-otherPregnancy:0.621\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.171\n", " Maternal Maternal Lab History: AFP-otherPregnancy:-0.155\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.133\n", " Maternal Maternal Lab History: hCG MoM-otherPregnancy:0.128\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.121\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:-0.113\n", " Maternal Maternal Procedure History:86580-otherPregnancy:0.105\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.103\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.391\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.343\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.259\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.227\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.212\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.208\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.193\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Maternal Diagnosis:9ccs128:Asthma:-0.132\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.101\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:-0.089\n", "\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: O2 SATURATION-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.820\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.817\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.778\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.689\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.376\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.344\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.321\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.306\n", "\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:1.000\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.692\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.537\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.513\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.320\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.277\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.258\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.226\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.224\n", " Maternal Maternal Lab History: TIMED URINE CREATININE-postPregnancy:-0.224\n", "\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.522\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.488\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.487\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.477\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.370\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.344\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.343\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:-0.309\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.283\n", "\n", " Maternal Maternal Lab History: FREE T3-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.513\n", "Correlated most with:\n", "Maternal Maternal Lab History: FREE T3-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.666\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.577\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.327\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:0.293\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-postPregnancy:0.280\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.258\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.221\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-postPregnancy:0.219\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:-0.217\n", "\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: INHMOM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.662\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.543\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.528\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.417\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.284\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.229\n", " Diagnosis:9ccs205:Back problem:0.210\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:0.202\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:1.000\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.269\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.266\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.266\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.238\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:-0.235\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:0.207\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:-0.190\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.910\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:0.733\n", " Maternal Maternal Lab History: ABSOLUTE EOS-otherPregnancy:0.528\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:-0.292\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.275\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:-0.270\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.251\n", " Maternal Diagnosis:9ccs159:UTI:0.204\n", "\n", " Maternal Maternal Procedure History:97014-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97014-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.536\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:0.376\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.262\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.180\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.160\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.157\n", " Maternal Maternal Lab History: WEIGHT-postPregnancy:-0.156\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.155\n", "\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.798\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.777\n", " Maternal Vital: SpO2-postPregnancy:-0.542\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.518\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.387\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.349\n", " Diagnosis:9ccs242:Poisn ot med:0.339\n", " Maternal Vital: RR-postPregnancy:0.302\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.286\n", "\n", " Maternal Maternal Procedure History:99211-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Procedure History:99211-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.514\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.414\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.391\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.344\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.223\n", " Maternal Maternal Procedure History:S9470-postPregnancy:0.197\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.167\n", "\n", "* Maternal Maternal Lab History: 1 HOUR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 4.562 [1.217 17.105] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.603\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.490\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.448\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.402\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.378\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.365\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.310\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.294\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.260\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:0.432\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE IMMATURE GRANULOCYTES-otherPregnancy:0.207\n", " Maternal Diagnosis:9ccs159:UTI:0.185\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-otherPregnancy:-0.180\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.171\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.161\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.274\n", " Maternal Maternal Diagnosis:9ccs181:Ot preg comp-otherPregnancy:0.228\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.199\n", " Maternal Diagnosis:9ccs5:HIV infectn:0.194\n", " Maternal Maternal Lab History: URINE UROBILINOGEN-otherPregnancy:0.182\n", " Diagnosis:9ccs216:Nerv cong an:0.168\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.167\n", "\n", " Maternal Diagnosis:9ccs98:HTN | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs98:HTN:1.000\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:0.393\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.270\n", " Maternal Maternal Lab History: CREATININE VOLUME-postPregnancy:0.229\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.199\n", " Maternal Diagnosis:9ccs183:HTN in preg:0.188\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.179\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:0.178\n", " Maternal Maternal Lab History: CHOLESTEROL-postPregnancy:0.176\n", "\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:0.840\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.559\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:-0.423\n", " Diagnosis:9ccs238:Complic proc:0.415\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.393\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.311\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-postPregnancy:0.290\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.276\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: APF MoM-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INHMOM-otherPregnancy:0.662\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:0.380\n", " Maternal Maternal Diagnosis:9ccs217:Ot cong anom-postPregnancy:-0.339\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:-0.334\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.329\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.309\n", " Maternal Maternal Lab History: PAPP-A-postPregnancy:0.237\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.232\n", " Diagnosis:9ccs205:Back problem:0.213\n", "\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: MONOCYTE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:0.425\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.420\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.299\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:0.228\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.182\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.182\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.175\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.173\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-postPregnancy:0.169\n", "\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: TP VOLUME-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.581\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.335\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.290\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.248\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.232\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.230\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:0.203\n", "\n", " Maternal Maternal Lab History: LIPASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: LIPASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: ALT-postPregnancy:-0.339\n", " Maternal Maternal Procedure History:90470-postPregnancy:-0.294\n", " Maternal Maternal Procedure History:90663-postPregnancy:-0.294\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.281\n", " Maternal Maternal Lab History: ALBUMIN-postPregnancy:-0.147\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.137\n", " Maternal Maternal Lab History: INHIBIN A MOM-postPregnancy:-0.135\n", " Maternal Maternal Lab History: TOTAL PROTEIN-postPregnancy:-0.123\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.429\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.321\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.295\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.269\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.264\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:-0.249\n", "\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.900\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.516\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.252\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.226\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.218\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.217\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.214\n", "\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.334\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.305\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.278\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.255\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.235\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.234\n", " Maternal Maternal Lab History: CALC GESTATIONAL AGE-otherPregnancy:-0.219\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.212\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.210\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.334\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-postPregnancy:0.246\n", " Maternal Maternal Procedure History:90746-postPregnancy:0.240\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.179\n", " Maternal Maternal Procedure History:S9470-otherPregnancy:0.177\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:-0.175\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.166\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.136\n", "\n", " Maternal Maternal Lab History: AMYLASE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: AMYLASE-postPregnancy:1.000\n", " Maternal Maternal Lab History: LIPASE-postPregnancy:-0.353\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.332\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.260\n", " Maternal Maternal Procedure History:90470-postPregnancy:0.251\n", " Maternal Maternal Procedure History:90663-postPregnancy:0.251\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.221\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.211\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:1.000\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy:0.353\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.252\n", " Maternal Maternal Lab History: CREATININE PERIOD-postPregnancy:0.242\n", " Maternal Maternal Diagnosis:9ccs252:Fatigue-postPregnancy:-0.240\n", " Maternal Maternal Lab History: IRON BINDING CAPACITY-postPregnancy:0.170\n", " Maternal Maternal Lab History: BUN-postPregnancy:-0.149\n", " Maternal Maternal Procedure History:90746-postPregnancy:-0.143\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-postPregnancy:0.139\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.128\n", "\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs160:Urin stone-postPregnancy:0.397\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.336\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.265\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.244\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:0.209\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.205\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.176\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.151\n", " Maternal Maternal Procedure History:97112-postPregnancy:0.142\n", "\n", "* Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.349\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.335\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.329\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.315\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.285\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.277\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.268\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.227\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.242\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.236\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-postPregnancy:0.228\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.222\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.205\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.198\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs47:Ot bnign neo-postPregnancy:-0.158\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.158\n", "\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.467\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.424\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.344\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.210\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.182\n", "\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.820\n", " Maternal Maternal Lab History: PO2-postPregnancy:0.611\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.476\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.308\n", " Maternal Maternal Procedure History:97140-postPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.269\n", " Maternal Maternal Lab History: INR-postPregnancy:-0.268\n", "\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.854\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.634\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.594\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.559\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.536\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.417\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.361\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.324\n", "\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: GFR Calculation-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:1.000\n", " Maternal Maternal Lab History: UREA NITROGEN-otherPregnancy:-0.468\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.423\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.343\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.321\n", " Maternal Maternal Lab History: BUN-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: GLUCOSE-otherPregnancy:-0.210\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.210\n", " Maternal Maternal Lab History: MONOCYTE-otherPregnancy:0.182\n", "\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:0.820\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.560\n", " Maternal Maternal Lab History: IRON-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-postPregnancy:0.217\n", " Maternal Maternal Lab History: PAPP-A MoM-postPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:-0.199\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.171\n", " Maternal Maternal Lab History: BUN-postPregnancy:0.170\n", "\n", " Maternal Maternal Lab History: UIBC-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: UIBC-postPregnancy:1.000\n", " Maternal Maternal Lab History: FERRITIN-postPregnancy:-0.731\n", " Maternal Maternal Lab History: HERPES II IgG-postPregnancy:-0.663\n", " Maternal Maternal Diagnosis:9ccs59:Anemia-postPregnancy:0.354\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.283\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.276\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:-0.274\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.265\n", " Maternal Maternal Lab History: CARBON DIOXIDE-postPregnancy:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.206\n", "\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.431\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:0.359\n", " Diagnosis:9ccs204:Ot joint dx:0.319\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.291\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.253\n", " Maternal Vital: BMI Percentile-otherPregnancy:-0.233\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.191\n", " Diagnosis:9ccs211:Ot conn tiss:0.189\n", "\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.851\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.665\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.605\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.288\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.224\n", " Diagnosis:9ccs204:Ot joint dx:0.213\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.194\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:-0.556\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:0.251\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:0.215\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:-0.195\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Diagnosis:9ccs117:Ot circul dx:0.153\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:-0.148\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.147\n", " Maternal Vital: Ht-otherPregnancy:0.138\n", "\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.664\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.491\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.384\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.371\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.327\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.309\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.288\n", "\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:1.000\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.666\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-otherPregnancy:-0.435\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:-0.426\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs9:Sexual Infxs-postPregnancy:0.280\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.266\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.261\n", " Maternal Maternal Lab History: BETA-HCG QUANT-otherPregnancy:-0.253\n", " Maternal Maternal Procedure History:81000-otherPregnancy:0.249\n", "\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.289\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.248\n", " Maternal Maternal Lab History: HDL CHOLESTEROL-postPregnancy:0.244\n", " Maternal Maternal Procedure History:90656-postPregnancy:-0.197\n", " Maternal Maternal Diagnosis:9ccs90:Eye infectn-postPregnancy:0.178\n", " Maternal Maternal Procedure History:90471-postPregnancy:0.178\n", " Maternal Maternal Diagnosis:9ccs10:Immuniz/scrn-postPregnancy:0.174\n", " Maternal Maternal Lab History: GLOBULIN-postPregnancy:-0.173\n", "\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.445\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.376\n", " Diagnosis:9ccs168:PID:0.273\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:-0.258\n", " Diagnosis:9ccs205:Back problem:0.223\n", " Maternal Maternal Lab History: URINE HEMOGLOBIN-postPregnancy:-0.195\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.180\n", " Maternal Maternal Lab History: PH-otherPregnancy:0.179\n", "\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs182:Hemorr preg-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-postPregnancy:0.408\n", " Maternal Maternal Lab History: SPECIFIC GRAVITY-postPregnancy:0.335\n", " Maternal Maternal Lab History: MONOCYTE-postPregnancy:-0.206\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.203\n", " Maternal Maternal Lab History: ALBUMIN-otherPregnancy:0.189\n", " Maternal Maternal Lab History: RDW-otherPregnancy:-0.188\n", " Maternal Maternal Procedure History:36415-otherPregnancy:0.178\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.167\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.167\n", "\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:0.347\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.331\n", " Maternal Maternal Lab History: AST-postPregnancy:0.180\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.163\n", " Diagnosis:9ccs147:Anal/rectal:-0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.148\n", " Maternal Vital: Ht-otherPregnancy:-0.145\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-postPregnancy:0.145\n", " Maternal Maternal Lab History: ALT-postPregnancy:0.132\n", "\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: URIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: REFERRING PHYSICIAL NPI-otherPregnancy:0.566\n", " Maternal Maternal Lab History: A/G-otherPregnancy:-0.330\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.310\n", " Maternal Maternal Lab History: GLOBULIN-otherPregnancy:0.295\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.260\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.241\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.235\n", " Maternal Maternal Lab History: A/G-postPregnancy:-0.234\n", " Maternal Maternal Procedure History:86703-postPregnancy:0.231\n", "\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.550\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:-0.537\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.450\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.391\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.379\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:-0.305\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.211\n", "\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.664\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.573\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.567\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.528\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.506\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.429\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.412\n", "\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.958\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.539\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.528\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.357\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.318\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.315\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.311\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.304\n", "\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.498\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.430\n", " Diagnosis:9ccs140:Gastritis:0.256\n", " Maternal Diagnosis:9ccs7:Viral infect:0.256\n", " Maternal Maternal Lab History: PH-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.202\n", " Maternal Maternal Lab History: HEMOGLOBIN A-otherPregnancy:0.194\n", " Maternal Maternal Diagnosis:10ccs256:Exam/eval-postPregnancy:-0.190\n", " Maternal Maternal Lab History: POLYS-otherPregnancy:0.109\n", "\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.818\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.688\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.659\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.437\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.410\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.344\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.343\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.336\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.284\n", "\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.394\n", " Maternal Vital: RR-otherPregnancy:0.339\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.325\n", " Maternal Maternal Lab History: URINE SUGAR-postPregnancy:0.230\n", " Maternal Maternal Lab History: PTT-otherPregnancy:-0.210\n", " Maternal Maternal Procedure History:86703-otherPregnancy:0.169\n", " Maternal Vital: RR-postPregnancy:-0.146\n", " Maternal Maternal Lab History: SODIUM-otherPregnancy:0.124\n", " Maternal Maternal Lab History: CALCIUM-otherPregnancy:0.114\n", "\n", " Maternal Maternal Lab History: PT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: PT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.465\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.458\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.394\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:-0.290\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:-0.225\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.206\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:-0.206\n", "\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:-0.996\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:-0.817\n", " Maternal Maternal Lab History: PO2-postPregnancy:-0.574\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:0.493\n", " Maternal Maternal Lab History: CARBOXYHEMOGLOBIN-postPregnancy:-0.449\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.341\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.290\n", " Maternal Maternal Lab History: PTT-postPregnancy:0.265\n", "\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:1.000\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.270\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.244\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:0.225\n", " Maternal Maternal Procedure History:99211-otherPregnancy:-0.223\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:0.220\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.196\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.192\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:-0.188\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.181\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.836\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.500\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.464\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.405\n", " Maternal Maternal Lab History: ABSOLUTE MONO-otherPregnancy:0.398\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:0.318\n", " Maternal Maternal Procedure History:81025-otherPregnancy:0.306\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.304\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-otherPregnancy:-0.292\n", "\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:1.000\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-postPregnancy:0.855\n", " Maternal Maternal Diagnosis:9ccs50:DiabMel w/cm-postPregnancy:0.777\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-postPregnancy:0.605\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.567\n", " Maternal Vital: SpO2-postPregnancy:-0.527\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.345\n", " Diagnosis:9ccs242:Poisn ot med:0.329\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-postPregnancy:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs60:Acut p-h anm-postPregnancy:0.527\n", " Maternal Maternal Lab History: PT-otherPregnancy:-0.458\n", " Maternal Maternal Diagnosis:9ccs253:Allergy-postPregnancy:0.408\n", " Maternal Maternal Diagnosis:9ccs133:Oth low resp-postPregnancy:0.364\n", " Maternal Maternal Lab History: INR-otherPregnancy:-0.250\n", " Maternal Maternal Lab History: CHLORIDE-otherPregnancy:0.217\n", " Maternal Diagnosis:9ccs168:PID:0.192\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.190\n", " Maternal Maternal Lab History: Alk Phos-otherPregnancy:0.185\n", "\n", " Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs6:Hepatitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:0.378\n", " Maternal Diagnosis:9ccs6:Hepatitis:0.334\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:-0.264\n", " Maternal Maternal Procedure History:90656-postPregnancy:0.235\n", " Maternal Maternal Procedure History:90471-otherPregnancy:0.193\n", " Maternal Maternal Lab History: BETA HCG FREE-otherPregnancy:0.162\n", " Maternal Maternal Diagnosis:9ccs141:Ot dx stomch-postPregnancy:-0.152\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.137\n", " Maternal Maternal Lab History: RUBELLA AB (IGG)-postPregnancy:0.130\n", "\n", " Maternal Maternal Lab History: MUMPS IGG-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Lab History: MUMPS IGG-postPregnancy:1.000\n", " Maternal Maternal Lab History: RUBEOLA AB (MEASLES)-postPregnancy:0.353\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-postPregnancy:0.249\n", " Maternal Maternal Lab History: eGFR-postPregnancy:-0.229\n", " Maternal Maternal Procedure History:90649-postPregnancy:-0.159\n", " Maternal Maternal Diagnosis:9ccs140:Gastritis-postPregnancy:-0.123\n", " Maternal Maternal Lab History: CALCIUM-postPregnancy:0.120\n", " Maternal Maternal Procedure History:81025-postPregnancy:0.115\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-postPregnancy:-0.109\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-postPregnancy:0.095\n", "\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.665\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.462\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.265\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.258\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.253\n", "\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs155:Other GI dx-otherPregnancy:0.573\n", " Maternal Maternal Diagnosis:10ccs255:Social admin-postPregnancy:0.559\n", " Maternal Maternal Procedure History:90658-postPregnancy:0.422\n", " Maternal Maternal Diagnosis:10ccs10:Immuniz/scrn-postPregnancy:0.375\n", " Maternal Maternal Diagnosis:9ccs143:Abdom hernia-postPregnancy:0.329\n", " Maternal Maternal Diagnosis:9ccs171:Menstrual dx-otherPregnancy:0.298\n", " Maternal Maternal Lab History: GLUCOSE NON-FASTING-postPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.262\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.258\n", "\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.440\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.373\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.295\n", " Maternal Maternal Diagnosis:9ccs125:Bronchitis-postPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-postPregnancy:-0.166\n", " Maternal Maternal Lab History: POLYS-postPregnancy:0.159\n", "\n", " Maternal Diagnosis:9ccs172:Ovarian cyst | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs172:Ovarian cyst:1.000\n", " Diagnosis:9ccs175:Ot femal gen:0.166\n", " Maternal Diagnosis:9ccs46:Bnign ut neo:0.155\n", " Diagnosis:9ccs61:Sickle cell:0.146\n", " Maternal Diagnosis:9ccs149:Biliary dx:0.138\n", " Diagnosis:9ccs205:Back problem:0.125\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.091\n", " Diagnosis:9ccs134:Ot uppr resp:0.067\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", "\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.491\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.610\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:0.527\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.521\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-otherPregnancy:0.404\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.341\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:-0.234\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.190\n", "\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.910\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.849\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.567\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:-0.411\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:0.362\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:0.342\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.326\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.296\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.277\n", "\n", " Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: nan [ nan nan] | indivs AUC:0.505\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs204:Ot joint dx-postPregnancy:1.000\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.576\n", " Maternal Maternal Procedure History:97112-postPregnancy:-0.372\n", " Maternal Maternal Procedure History:97001-postPregnancy:-0.183\n", " Maternal Maternal Procedure History:97140-postPregnancy:-0.167\n", " Maternal Maternal Lab History: FREE T-4-postPregnancy:0.147\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.135\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:-0.125\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.119\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.117\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:0.363\n", " Maternal Maternal Lab History: GFR in African American-otherPregnancy:0.316\n", " Maternal Maternal Lab History: GFR Calculation-otherPregnancy:0.315\n", " Maternal Maternal Procedure History:97014-postPregnancy:0.190\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.171\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.167\n", " Maternal Maternal Diagnosis:9ccs259:Unclassified-otherPregnancy:0.167\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:0.160\n", "\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:0.423\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:0.315\n", " Maternal Maternal Diagnosis:9ccs211:Ot conn tiss-otherPregnancy:-0.206\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:-0.203\n", " Maternal Maternal Diagnosis:9ccs102:Chest pain-postPregnancy:-0.202\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:-0.193\n", " Maternal Maternal Diagnosis:9ccs251:Abdomnl pain-otherPregnancy:0.182\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:-0.173\n", " Maternal Maternal Lab History: LEUKOCYTE ESTERASE-otherPregnancy:0.162\n", "\n", " Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ABSOLUTE MONO-postPregnancy:1.000\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:0.539\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-postPregnancy:-0.517\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:0.491\n", " Maternal Maternal Lab History: ABSOLUTE EOS-postPregnancy:0.412\n", " Maternal Maternal Lab History: IMMATURE GRANULOCYTES-otherPregnancy:-0.327\n", " Maternal Maternal Lab History: ABSOLUTE BASO-otherPregnancy:0.318\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:0.296\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-otherPregnancy:0.295\n", " Maternal Maternal Lab History: UIBC-postPregnancy:-0.274\n", "\n", " Maternal Maternal Lab History: INR-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Lab History: INR-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.833\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.549\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.412\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.410\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.335\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.328\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:0.325\n", " Maternal Vital: RR-otherPregnancy:0.289\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-otherPregnancy:-0.250\n", "\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.484\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.688\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.635\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.568\n", " Maternal Maternal Lab History: PHOSPHOROUS-postPregnancy:-0.350\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.292\n", " Maternal Maternal Lab History: LDH-postPregnancy:0.286\n", " Maternal Maternal Lab History: PTT-otherPregnancy:0.276\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.254\n", "\n", " Maternal Maternal Lab History: PTT-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.493\n", "Correlated most with:\n", "Maternal Maternal Lab History: PTT-otherPregnancy:1.000\n", " Maternal Maternal Lab History: INR-otherPregnancy:0.549\n", " Maternal Maternal Lab History: PT-otherPregnancy:0.465\n", " Maternal Maternal Lab History: GLUCOSE POCT-postPregnancy:0.346\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-otherPregnancy:0.344\n", " Maternal Maternal Diagnosis:9ccs58:Ot nutrit dx-otherPregnancy:0.282\n", " Maternal Maternal Diagnosis:9ccs49:DiabMel no c-otherPregnancy:0.276\n", " Maternal Diagnosis:9ccs238:Complic proc:-0.240\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.232\n", " Maternal Maternal Lab History: URINE SUGAR-otherPregnancy:-0.210\n", "\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 3 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: NEUTROPHIL-postPregnancy:-0.496\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: INR-postPregnancy:0.321\n", " Maternal Maternal Lab History: URINE PROTEIN-postPregnancy:0.257\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.257\n", " Maternal Maternal Diagnosis:9ccs91:Other eye dx-postPregnancy:0.252\n", " Maternal Maternal Lab History: AFP-postPregnancy:0.202\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.156\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.156\n", "\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.383\n", " Maternal Maternal Lab History: URINE KETONES-otherPregnancy:0.332\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-postPregnancy:0.295\n", " Maternal Maternal Lab History: URINE KETONES-postPregnancy:0.281\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.278\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.277\n", " Maternal Maternal Lab History: TP PERIOD-postPregnancy:0.264\n", " Maternal Vital: Temp-otherPregnancy:0.261\n", "\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:1.000\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:0.423\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:-0.231\n", " Maternal Maternal Lab History: TRIGLYCERIDE-postPregnancy:-0.170\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.167\n", " Maternal Maternal Lab History: VLDL-postPregnancy:-0.166\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.156\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:0.151\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-postPregnancy:0.127\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.105\n", "\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:0.620\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.448\n", " Maternal Maternal Lab History: 2 HOUR-otherPregnancy:0.417\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.370\n", " Maternal Maternal Procedure History:99211-otherPregnancy:0.356\n", " Maternal Maternal Lab History: 3 HOUR-otherPregnancy:0.336\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.319\n", "\n", "* Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:0.984\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:-0.359\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:-0.319\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:-0.317\n", " Maternal Maternal Procedure History:96372-otherPregnancy:0.311\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.301\n", " Maternal Maternal Lab History: GLUCOSE CHALLENGE-otherPregnancy:0.278\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.269\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.240\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs52:Nutrit defic-postPregnancy:-0.560\n", " Maternal Maternal Diagnosis:9ccs198:Ot infl skin-postPregnancy:-0.559\n", " Maternal Maternal Lab History: ABSOLUTE BASO-postPregnancy:-0.411\n", " Maternal Maternal Lab History: ABSOLUTE LYMHS-postPregnancy:-0.371\n", " Maternal Maternal Lab History: ABSOLUTE NEUTROPHIL-postPregnancy:-0.357\n", " Maternal Maternal Diagnosis:9ccs138:Esophgeal dx-postPregnancy:-0.354\n", " Maternal Maternal Lab History: IRON-postPregnancy:-0.351\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:0.280\n", " Maternal Maternal Lab History: TP VOLUME-postPregnancy:-0.248\n", "\n", " Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.509\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs92:Otitis media-postPregnancy:1.000\n", " Maternal Maternal Procedure History:36416-postPregnancy:0.857\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:-0.215\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.206\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.185\n", " Maternal Maternal Diagnosis:9ccs128:Asthma-postPregnancy:0.176\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:-0.163\n", " Maternal Diagnosis:9ccs188:Pelvic obstr:0.162\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:-0.150\n", " Maternal Diagnosis:9ccs128:Asthma:0.143\n", "\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.900\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.586\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.302\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.276\n", " Maternal Maternal Lab History: GAMMA GT-postPregnancy:0.248\n", " Maternal Maternal Lab History: FASTING-postPregnancy:-0.234\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HEMOGLOBIN F-postPregnancy:1.000\n", " Maternal Maternal Lab History: HEMOGLOBIN A-postPregnancy:-0.556\n", " Maternal Maternal Lab History: FOLLICLE STIMULATING HORMONE-postPregnancy:0.347\n", " Maternal Maternal Lab History: HEMOGLOBIN F-otherPregnancy:0.230\n", " Maternal Maternal Lab History: PROLACTIN-postPregnancy:-0.210\n", " Maternal Maternal Lab History: FASTING-otherPregnancy:-0.177\n", " Maternal Maternal Lab History: AST (SGOT)-otherPregnancy:0.157\n", " Diagnosis:9ccs147:Anal/rectal:-0.145\n", " Maternal Diagnosis:9ccs128:Asthma:0.129\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-postPregnancy:-0.129\n", "\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: T-3(Total)-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.537\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.328\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:0.314\n", " Maternal Maternal Lab History: NEUTROPHIL-otherPregnancy:-0.274\n", " Maternal Maternal Lab History: GFR Calculation-postPregnancy:-0.265\n", " Maternal Maternal Lab History: GFR in African American-postPregnancy:-0.264\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-postPregnancy:-0.257\n", " Maternal Maternal Diagnosis:9ccs205:Back problem-otherPregnancy:0.257\n", " Maternal Maternal Lab History: BAND NEUTROPHIL-otherPregnancy:0.235\n", "\n", " Maternal Maternal Lab History: LDL-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: LDL-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:0.864\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:0.851\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:0.325\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: FREE T3-postPregnancy:-0.221\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:-0.198\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.191\n", "\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs94:Other ear dx-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-otherPregnancy:0.790\n", " Maternal Maternal Diagnosis:9ccs177:Spont abortn-postPregnancy:0.709\n", " Maternal Maternal Diagnosis:9ccs257:Ot aftercare-otherPregnancy:0.604\n", " Maternal Maternal Diagnosis:9ccs94:Other ear dx-postPregnancy:0.514\n", " Maternal Maternal Procedure History:36415-postPregnancy:0.392\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.337\n", " Diagnosis:9ccs251:Abdomnl pain:0.254\n", " Maternal Maternal Diagnosis:9ccs167:Breast dx-otherPregnancy:-0.203\n", " Maternal Maternal Lab History: A/G-otherPregnancy:0.196\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:1.000\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.459\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.388\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.335\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.321\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs4:Mycoses-postPregnancy:0.314\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:0.310\n", " Maternal Maternal Diagnosis:9ccs48:Thyroid dsor-otherPregnancy:-0.266\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.248\n", "\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:1.000\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.964\n", " Maternal Maternal Lab History: CHENODEOXYCHOLIC ACID-otherPregnancy:0.751\n", " Maternal Maternal Lab History: GAMMA GT-otherPregnancy:0.423\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:-0.231\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.226\n", " Maternal Maternal Diagnosis:9ccs151:Oth liver dx-postPregnancy:-0.224\n", " Maternal Maternal Lab History: URIC ACID-otherPregnancy:0.223\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.216\n", " Maternal Maternal Lab History: INHIBIN A MOM-otherPregnancy:0.213\n", "\n", " Maternal Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.495\n", "Correlated most with:\n", "Maternal Diagnosis:9ccs155:Other GI dx:1.000\n", " Maternal Maternal Diagnosis:9ccs98:HTN-postPregnancy:-0.190\n", " Maternal Maternal Diagnosis:9ccs183:HTN in preg-postPregnancy:-0.158\n", " Maternal Diagnosis:9ccs128:Asthma:0.135\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:-0.129\n", " Maternal Maternal Lab History: TSH THIRD GENERATION-postPregnancy:-0.129\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-postPregnancy:0.115\n", " Maternal Diagnosis:9ccs106:Dysrhythmia:0.088\n", " Maternal Diagnosis:9ccs168:PID:0.088\n", " Maternal Diagnosis:9ccs181:Ot preg comp:0.086\n", "\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:-0.716\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.688\n", " Maternal Vital: Wt Percentile-otherPregnancy:0.617\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:-0.389\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.314\n", " Maternal Maternal Diagnosis:9ccs189:Prev c-sectn-otherPregnancy:0.309\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:-0.300\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-otherPregnancy:0.275\n", " Maternal Maternal Diagnosis:9ccs186:DM in preg-postPregnancy:0.271\n", "\n", " Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.511\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs215:gu cong anom-postPregnancy:1.000\n", " Maternal Maternal Procedure History:99401-postPregnancy:0.317\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.235\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:-0.234\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:-0.232\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:-0.200\n", " Maternal Maternal Diagnosis:9ccs46:Bnign ut neo-postPregnancy:-0.181\n", " Maternal Maternal Diagnosis:9ccs159:UTI-otherPregnancy:-0.174\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.173\n", " Maternal Maternal Diagnosis:9ccs195:Ot compl bir-postPregnancy:0.164\n", "\n", " Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs119:Varicose vn-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:10ccs176:Contraceptiv-postPregnancy:-0.333\n", " Maternal Maternal Lab History: T-3(Total)-postPregnancy:0.314\n", " Maternal Maternal Diagnosis:9ccs69:Affective dx-otherPregnancy:-0.228\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:-0.167\n", " Maternal Maternal Diagnosis:10ccs258:Other screen-postPregnancy:0.167\n", " Maternal Maternal Lab History: URINE SPEC GRAVITY-otherPregnancy:-0.152\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.149\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.139\n", " Maternal Maternal Procedure History:99401-otherPregnancy:0.139\n", "\n", " Maternal Maternal Lab History: HERPES II IgG-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.500\n", "Correlated most with:\n", "Maternal Maternal Lab History: HERPES II IgG-otherPregnancy:1.000\n", " Maternal Maternal Lab History: PAPP-A-otherPregnancy:-0.491\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:-0.446\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-otherPregnancy:0.430\n", " Maternal Maternal Lab History: HCG-otherPregnancy:-0.346\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:-0.238\n", " Maternal Maternal Diagnosis:9ccs84:Headache/mig-postPregnancy:0.231\n", " Maternal Maternal Procedure History:86580-otherPregnancy:-0.222\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.215\n", " Maternal Maternal Lab History: CROWN RUMP LENGTH-otherPregnancy:-0.201\n", "\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:0.488\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.326\n", " Maternal Maternal Diagnosis:9ccs175:Ot femal gen-otherPregnancy:0.307\n", " Maternal Maternal Lab History: FMF-ULTRASONAGRAPHER ID-otherPregnancy:-0.283\n", " Maternal Maternal Diagnosis:9ccs200:Oth skin dx-otherPregnancy:0.260\n", " Maternal Maternal Diagnosis:9ccs7:Viral infect-otherPregnancy:0.259\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.252\n", " Maternal Maternal Lab History: APF MoM-otherPregnancy:0.232\n", " Maternal Maternal Diagnosis:9ccs256:Exam/eval-otherPregnancy:0.223\n", "\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.669 [0.795 40.431] | indivs AUC:0.502\n", "Correlated most with:\n", "Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: URINE PROT. RANDOM-otherPregnancy:0.837\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-otherPregnancy:0.385\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-otherPregnancy:0.328\n", " Maternal Maternal Lab History: PAPP-A MoM-otherPregnancy:0.311\n", " Maternal Maternal Lab History: CREATININE CLEARANCE-otherPregnancy:-0.300\n", " Maternal Maternal Lab History: MATERNAL WEIGHT-postPregnancy:0.240\n", " Maternal Maternal Lab History: TP VOLUME-otherPregnancy:0.203\n", " Maternal Diagnosis:9ccs48:Thyroid dsor:0.188\n", " Maternal Maternal Lab History: URINE PROTEIN-otherPregnancy:0.184\n", "\n", " Maternal Maternal Lab History: GTT 90 MIN-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Maternal Maternal Lab History: GTT 90 MIN-postPregnancy:1.000\n", " Maternal Maternal Lab History: GLUCOSE 30 MINUTES-postPregnancy:0.423\n", " Maternal Maternal Lab History: GTT FASTING SPEC.-postPregnancy:0.163\n", " Maternal Maternal Lab History: 2 HOUR-postPregnancy:-0.155\n", " Maternal Maternal Lab History: CHOLIC ACID-otherPregnancy:0.154\n", " Maternal Maternal Lab History: GLUCOSE-postPregnancy:-0.115\n", " Maternal Maternal Lab History: VLDL-postPregnancy:0.111\n", " Maternal Maternal Lab History: BILE ACIDS-otherPregnancy:0.104\n", " Maternal Maternal Lab History: HCV Signal to Cutoff Ratio-postPregnancy:-0.100\n", " Maternal Maternal Lab History: PT-postPregnancy:-0.086\n", "\n", " Maternal Maternal Lab History: 1/2 HOUR-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 5.651 [0.352 90.639] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Lab History: 1/2 HOUR-postPregnancy:1.000\n", " Maternal Maternal Lab History: 1 HOUR-postPregnancy:0.656\n", " Maternal Maternal Lab History: ESTM'D AVERAGE GLU-otherPregnancy:-0.359\n", " Maternal Maternal Lab History: HEMOGLOBIN A1C-otherPregnancy:-0.349\n", " Maternal Maternal Lab History: 3 HOUR-postPregnancy:-0.348\n", " Maternal Maternal Lab History: FASTING-postPregnancy:0.327\n", " Maternal Maternal Lab History: 24HR UR. TTL PROTEIN-postPregnancy:0.310\n", " Maternal Maternal Lab History: URINE CREAT.RANDOM-postPregnancy:0.280\n", " Maternal Maternal Lab History: 1 HOUR-otherPregnancy:0.260\n", " Maternal Maternal Procedure History:96372-otherPregnancy:-0.233\n", "\n", " Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Maternal Maternal Lab History: HIGH DENSITY LIPOPROTEIN-otherPregnancy:1.000\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.462\n", " Maternal Maternal Lab History: TRIGLYCERIDE-otherPregnancy:0.359\n", " Maternal Maternal Lab History: FREE T-4-otherPregnancy:0.324\n", " Maternal Maternal Diagnosis:9ccs168:PID-otherPregnancy:-0.317\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.270\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.238\n", " Maternal Maternal Lab History: LDH-otherPregnancy:-0.214\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.205\n", " Diagnosis:9ccs204:Ot joint dx:0.200\n", "\n", " Maternal Maternal Procedure History:97140-postPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Maternal Maternal Procedure History:97140-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs95:Oth nerv dx-postPregnancy:0.704\n", " Maternal Maternal Lab History: BASE DEFICIT-postPregnancy:0.537\n", " Maternal Maternal Lab History: BICARBONATE-postPregnancy:-0.500\n", " Maternal Maternal Procedure History:97110-postPregnancy:0.369\n", " Maternal Maternal Lab History: METHEMOGLOBIN-postPregnancy:-0.341\n", " Maternal Maternal Lab History: O2 SATURATION-postPregnancy:0.321\n", " Maternal Maternal Lab History: OXYHEMOGLOBIN-postPregnancy:0.282\n", " Maternal Maternal Lab History: PTT-postPregnancy:-0.275\n", " Maternal Maternal Lab History: URIC ACID-postPregnancy:0.273\n", "\n", " Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs72:Anxiety dx-otherPregnancy:1.000\n", " Maternal Maternal Lab History: LDL-otherPregnancy:-0.635\n", " Maternal Maternal Lab History: CHOLESTEROL-otherPregnancy:-0.605\n", " Maternal Maternal Diagnosis:9ccs74:Ot mentl cnd-otherPregnancy:0.488\n", " Maternal Maternal Lab History: NT MoM-otherPregnancy:0.355\n", " Maternal Maternal Lab History: CHOL:HDL RATIO-otherPregnancy:-0.351\n", " Maternal Maternal Lab History: NUCHAL TRANSLUCENCY-otherPregnancy:0.266\n", " Maternal Maternal Lab History: BLOOD UREA NITROGEN-otherPregnancy:-0.241\n", " Maternal Maternal Diagnosis:9ccs3:Oth bact inf-postPregnancy:-0.231\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.198\n", "\n", " Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Maternal Maternal Diagnosis:9ccs106:Dysrhythmia-postPregnancy:1.000\n", " Maternal Maternal Diagnosis:9ccs126:Ot up rsp in-postPregnancy:0.462\n", " Maternal Maternal Diagnosis:9ccs250:Nausea/vomit-postPregnancy:0.418\n", " Maternal Maternal Procedure History:87880-postPregnancy:0.401\n", " Maternal Maternal Diagnosis:9ccs163:Other GU dx-postPregnancy:0.384\n", " Maternal Maternal Diagnosis:9ccs124:Tonsillitis-postPregnancy:0.316\n", " Maternal Maternal Diagnosis:9ccs182:Hemorr preg-postPregnancy:0.280\n", " Maternal Maternal Diagnosis:9ccs149:Biliary dx-postPregnancy:-0.236\n", " Maternal Maternal Diagnosis:10ccs196:Nml preg/del-postPregnancy:0.209\n", " Maternal Maternal Diagnosis:9ccs258:Other screen-postPregnancy:0.168\n", "\n", "Vital : 0.73963488229\n", "MatDeliveryAge : 0.00636685111962\n", "Number of Visits : 0.00618059159431\n", "Maternal Vital : 0.0291767572303\n", "Census : 0.0735023941856\n", "Maternal Maternal Lab History : 0.0927817164534\n", "Maternal Maternal Diagnosis : 0.0129476447612\n", "Diagnosis : 0.0208492738566\n", "Maternal Diagnosis : 0.00908824063125\n", "Lab : 0.00160572316801\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Maternal Maternal Procedure History : 0.00516654795234\n", "Newborn Diagnosis : 0.00269937675721\n", "Time to run analysis 0:16:44.564487\n", "Total Time elapsed 15:45:35.103654\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.918, R^2 test: -1.631\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.088\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.563, R^2 test: 0.129\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.249, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.249\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.790, Explained Variance Score Test: 0.247\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.941, R^2 test: -0.219\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.747, R^2 test: 0.125\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.649, R^2 test: 0.185\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.809, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.908, R^2 test: -0.871\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.763, R^2 test: -0.032\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.665, R^2 test: 0.122\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.803, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.910, R^2 test: -1.780\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.763, R^2 test: -0.296\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.646, R^2 test: 0.043\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.363, R^2 test: 0.227\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.808, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.934, R^2 test: -6.557\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.765, R^2 test: -1.079\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.653, R^2 test: -0.428\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.108\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.158\n", "AUC Test: 0.811, Explained Variance Score Test: 0.304\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.917, R^2 test: -1.598\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.811, R^2 test: -0.326\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.730, R^2 test: -0.101\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.798, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.816, Explained Variance Score Test: 0.335\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.938, R^2 test: -0.302\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.776, R^2 test: 0.097\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.654, R^2 test: 0.202\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.282, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.282\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.816, Explained Variance Score Test: 0.274\n", "\n", "\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.977\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.780, R^2 test: -0.438\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.707, R^2 test: -0.131\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.198\n", "AUC Test: 0.812, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.922, R^2 test: -2.025\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.784, R^2 test: -0.585\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.696, R^2 test: -0.227\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.182\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.189\n", "AUC Test: 0.816, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.944, R^2 test: -0.195\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.819, R^2 test: 0.077\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.692, R^2 test: 0.118\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.270, R^2 test: 0.231\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.270\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.801, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.743\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.809, R^2 test: -0.106\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.690, R^2 test: 0.034\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.208\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.812, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.889, R^2 test: 0.089\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.736, R^2 test: 0.283\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.649, R^2 test: 0.264\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.808, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.947, R^2 test: -1.494\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.860, R^2 test: -0.312\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.799, R^2 test: -0.046\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.544, R^2 test: 0.374\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.860, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.882, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.807, Explained Variance Score Test: 0.375\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.935, R^2 test: -0.496\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.849, R^2 test: -0.025\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.775, R^2 test: 0.105\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.483, R^2 test: 0.196\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.860, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.683, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.809, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.962, R^2 test: -1.784\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.858, R^2 test: -0.433\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.779, R^2 test: -0.037\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.439, R^2 test: 0.368\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.374\n", "AUC Test: 0.823, Explained Variance Score Test: 0.387\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.951, R^2 test: -2.325\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.817, R^2 test: -0.326\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.718, R^2 test: -0.049\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.391, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.809, Explained Variance Score Test: 0.353\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.952, R^2 test: -0.422\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.852, R^2 test: -0.017\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.777, R^2 test: 0.161\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.400, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.801, Explained Variance Score Test: 0.310\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.949, R^2 test: -0.704\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.815, R^2 test: 0.126\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.706, R^2 test: 0.256\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.413, R^2 test: 0.278\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.790, Explained Variance Score Test: 0.294\n", "\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.922, R^2 test: -0.796\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.741, R^2 test: 0.153\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.638, R^2 test: 0.262\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.363, R^2 test: 0.292\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.797, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.799, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.936, R^2 test: -0.921\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.818, R^2 test: -0.044\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.718, R^2 test: 0.026\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.353\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.827, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.943, R^2 test: -1.893\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.775, R^2 test: 0.036\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.671, R^2 test: 0.263\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.828, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.892, R^2 test: -1.776\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.738, R^2 test: -0.207\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.626, R^2 test: 0.204\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.818, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.803, Explained Variance Score Test: 0.333\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.954, R^2 test: -3.029\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.851, R^2 test: -0.951\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.769, R^2 test: -0.341\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.462, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.813, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.679, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.814, Explained Variance Score Test: 0.382\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.953, R^2 test: -1.636\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.842, R^2 test: -0.537\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.740, R^2 test: -0.124\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.288\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.844, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.796, Explained Variance Score Test: 0.302\n", "\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.878, R^2 test: -0.735\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.733, R^2 test: -0.026\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.642, R^2 test: 0.111\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.186\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.807, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.804, Explained Variance Score Test: 0.322\n", "\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.695\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.155\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.707, R^2 test: 0.088\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.782, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.917, R^2 test: -2.260\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.734, R^2 test: -0.101\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.642, R^2 test: 0.048\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.351, R^2 test: 0.195\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.351\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.804, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.957, R^2 test: -1.646\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.811, R^2 test: -0.244\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.718, R^2 test: 0.042\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.425, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.854, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.814, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.954, R^2 test: -1.128\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.792, R^2 test: 0.133\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.702, R^2 test: 0.284\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.810, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.959, R^2 test: -2.557\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.836, R^2 test: -0.368\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.748, R^2 test: -0.097\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.417, R^2 test: 0.185\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.185\n", "AUC Test: 0.814, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.921, R^2 test: -2.523\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.745, R^2 test: -0.452\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.633, R^2 test: -0.168\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.310, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.310\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.782, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.926, R^2 test: -1.703\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.827, R^2 test: -0.179\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.738, R^2 test: 0.096\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.363\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.802, Explained Variance Score Test: 0.374\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.933, R^2 test: -0.375\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.779, R^2 test: 0.092\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.666, R^2 test: 0.177\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.290, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.290\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.803, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.933, R^2 test: -2.882\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.797, R^2 test: -0.705\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.697, R^2 test: -0.230\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.306, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.775, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.816, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.947, R^2 test: -1.371\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.777, R^2 test: -0.095\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.664, R^2 test: 0.114\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.846, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.807, Explained Variance Score Test: 0.330\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.883, R^2 test: -3.134\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.721, R^2 test: -0.608\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.592, R^2 test: -0.192\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.193\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.792, Explained Variance Score Test: 0.290\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.889, R^2 test: -0.773\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.724, R^2 test: 0.030\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.625, R^2 test: 0.158\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.338, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.338\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.803, Explained Variance Score Test: 0.288\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.881, R^2 test: -2.163\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.184\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.525, R^2 test: 0.157\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.177, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.665, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.805, Explained Variance Score Test: 0.208\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.916, R^2 test: -3.048\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.727, R^2 test: -0.741\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.619, R^2 test: -0.262\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.261, R^2 test: 0.298\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.261\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.787, Explained Variance Score Test: 0.253\n", "\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.897, R^2 test: -0.740\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.787, R^2 test: 0.122\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.700, R^2 test: 0.309\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.377\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.817, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.378\n", "AUC Test: 0.816, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.962, R^2 test: -1.290\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.846, R^2 test: 0.016\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.761, R^2 test: 0.174\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.423, R^2 test: 0.413\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.838, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.804, Explained Variance Score Test: 0.367\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.922, R^2 test: -1.260\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.710, R^2 test: -0.024\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.594, R^2 test: 0.130\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.224, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.224\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.803, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.945, R^2 test: -0.174\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.801, R^2 test: 0.285\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.695, R^2 test: 0.369\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.344\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.804, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.906, R^2 test: -2.675\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.733, R^2 test: -0.136\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.637, R^2 test: 0.124\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.328\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.799, Explained Variance Score Test: 0.347\n", "\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.878, R^2 test: -0.372\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.730, R^2 test: 0.184\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.619, R^2 test: 0.262\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.808, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.959, R^2 test: -2.686\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.840, R^2 test: -0.703\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.749, R^2 test: -0.590\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.049\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.806, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.954, R^2 test: -0.708\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.815, R^2 test: 0.039\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.731, R^2 test: 0.202\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.358, R^2 test: 0.388\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.793, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.815, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.954, R^2 test: -2.020\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.803, R^2 test: -0.381\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.685, R^2 test: -0.074\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.762, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.799, Explained Variance Score Test: 0.293\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.895, R^2 test: -3.888\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.709, R^2 test: -0.246\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.612, R^2 test: 0.066\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.209\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.311\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.790, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.913, R^2 test: -0.202\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.751, R^2 test: 0.339\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.626, R^2 test: 0.331\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.209, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.693, Explained Variance Score Train: 0.209\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.790, Explained Variance Score Test: 0.209\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.915, R^2 test: -1.830\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.764, R^2 test: -0.317\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.678, R^2 test: -0.060\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.250, R^2 test: 0.184\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.683, Explained Variance Score Train: 0.250\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.795, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.890, R^2 test: -1.766\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.765, R^2 test: -0.344\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.676, R^2 test: -0.004\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.408\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.824, Explained Variance Score Train: 0.333\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.440\n", "AUC Test: 0.800, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.962, R^2 test: -2.471\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.793, R^2 test: -0.182\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.667, R^2 test: 0.124\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.776, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.938, R^2 test: -3.992\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.748, R^2 test: -0.372\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.627, R^2 test: -0.035\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.251\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.792, Explained Variance Score Train: 0.305\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.811, Explained Variance Score Test: 0.311\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.965, R^2 test: -0.218\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.825, R^2 test: 0.070\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.733, R^2 test: 0.116\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.483, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.813, Explained Variance Score Test: 0.346\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.925, R^2 test: -1.372\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.336\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.759, R^2 test: -0.006\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.444, R^2 test: 0.424\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.848, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.425\n", "AUC Test: 0.818, Explained Variance Score Test: 0.389\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.958, R^2 test: -2.194\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.827, R^2 test: -0.390\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.715, R^2 test: -0.120\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.344, R^2 test: 0.204\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.344\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.809, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.947, R^2 test: -1.723\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.823, R^2 test: -0.608\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.752, R^2 test: -0.302\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.415, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.799, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.943, R^2 test: -1.244\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.836, R^2 test: -0.163\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.756, R^2 test: -0.014\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.460, R^2 test: 0.103\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.769, Explained Variance Score Train: 0.460\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.787, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.928, R^2 test: -0.721\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.787, R^2 test: 0.096\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.661, R^2 test: 0.335\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.367\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.262\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.803, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.916, R^2 test: -1.895\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.735, R^2 test: -0.068\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.637, R^2 test: 0.128\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.340, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.340\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.805, Explained Variance Score Test: 0.330\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.947, R^2 test: -0.598\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.799, R^2 test: 0.244\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.703, R^2 test: 0.347\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.464, R^2 test: 0.371\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.839, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.802, Explained Variance Score Test: 0.355\n", "\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.926, R^2 test: -1.100\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.830, R^2 test: -0.097\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.744, R^2 test: 0.086\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.365, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.757, Explained Variance Score Train: 0.365\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.806, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.950, R^2 test: -0.759\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.814, R^2 test: -0.130\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.701, R^2 test: 0.102\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.863, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.808, Explained Variance Score Test: 0.331\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.870, R^2 test: -1.266\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.708, R^2 test: 0.043\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.600, R^2 test: 0.135\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.863, Explained Variance Score Validation: 0.326\n", "AUC Test: 0.822, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.966, R^2 test: -1.318\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.839, R^2 test: -0.192\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.733, R^2 test: -0.002\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.296\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.847, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.802, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.918, R^2 test: -1.609\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.703, R^2 test: -0.245\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.566, R^2 test: 0.040\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.168\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.755, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.790, Explained Variance Score Test: 0.228\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.938, R^2 test: -0.453\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.781, R^2 test: -0.096\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.675, R^2 test: 0.062\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.419, R^2 test: 0.167\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.814, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.171\n", "AUC Test: 0.826, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.863, R^2 test: -0.877\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.697, R^2 test: -0.180\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.589, R^2 test: -0.040\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.245, R^2 test: 0.172\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.245\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.765, Explained Variance Score Test: 0.196\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.946, R^2 test: -1.117\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.762, R^2 test: 0.105\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.649, R^2 test: 0.300\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.412, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.884, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.853, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.812, Explained Variance Score Test: 0.339\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.885, R^2 test: -1.204\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.735, R^2 test: -0.092\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.643, R^2 test: 0.189\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.385, R^2 test: 0.387\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.385\n", "AUC Validation: 0.863, Explained Variance Score Validation: 0.405\n", "AUC Test: 0.819, Explained Variance Score Test: 0.340\n", "\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.944, R^2 test: -0.992\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.803, R^2 test: 0.103\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.700, R^2 test: 0.292\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.359, R^2 test: 0.398\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.822, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.414\n", "AUC Test: 0.791, Explained Variance Score Test: 0.307\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.941, R^2 test: -0.456\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.754, R^2 test: 0.166\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.620, R^2 test: 0.215\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.300, R^2 test: 0.272\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.800, Explained Variance Score Test: 0.278\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.951, R^2 test: -1.559\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.820, R^2 test: -0.351\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.729, R^2 test: -0.207\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.400, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.809, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.918, R^2 test: -0.888\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.780, R^2 test: -0.120\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.658, R^2 test: 0.048\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.771, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.219\n", "AUC Test: 0.771, Explained Variance Score Test: 0.245\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.942, R^2 test: -2.021\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.781, R^2 test: -0.578\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.658, R^2 test: -0.200\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.300, R^2 test: 0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.300\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.796, Explained Variance Score Test: 0.285\n", "\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.896, R^2 test: -1.772\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.747, R^2 test: -0.273\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.653, R^2 test: -0.020\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.281, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.795, Explained Variance Score Train: 0.281\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.803, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.975, R^2 test: -1.357\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.875, R^2 test: -0.017\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.803, R^2 test: 0.086\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.498, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.842, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.814, Explained Variance Score Test: 0.383\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.903, R^2 test: -1.149\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.750, R^2 test: -0.137\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.640, R^2 test: 0.070\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.781, Explained Variance Score Test: 0.270\n", "\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.949, R^2 test: -0.394\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.772, R^2 test: 0.198\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.642, R^2 test: 0.242\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.205\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.792, Explained Variance Score Test: 0.252\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.890, R^2 test: -1.524\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.684, R^2 test: -0.181\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.570, R^2 test: 0.041\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.160\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.797, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.973, R^2 test: -0.600\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.861, R^2 test: 0.008\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.749, R^2 test: 0.221\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.361, R^2 test: 0.376\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.361\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.804, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.966, R^2 test: -1.146\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.841, R^2 test: -0.091\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.760, R^2 test: 0.087\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.816, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.908, R^2 test: -2.898\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.729, R^2 test: -0.384\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.607, R^2 test: -0.136\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.253, R^2 test: 0.170\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.253\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.787, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.917, R^2 test: -2.142\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.781, R^2 test: -0.797\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.682, R^2 test: -0.247\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.383, R^2 test: 0.105\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.383\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.810, Explained Variance Score Test: 0.344\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.927, R^2 test: -1.618\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.794, R^2 test: -0.293\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.693, R^2 test: -0.007\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.800, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.811, Explained Variance Score Test: 0.345\n", "\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.898, R^2 test: -2.567\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.731, R^2 test: -0.106\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.658, R^2 test: -0.013\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.801, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.926, R^2 test: -1.378\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.788, R^2 test: -0.156\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.667, R^2 test: 0.101\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.810, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.913, R^2 test: -0.520\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.729, R^2 test: 0.183\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.639, R^2 test: 0.238\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.280, R^2 test: 0.199\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.905, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.754, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.969, R^2 test: -0.705\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.880, R^2 test: -0.129\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.802, R^2 test: 0.027\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.477, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.830, Explained Variance Score Train: 0.477\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.819, Explained Variance Score Test: 0.363\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.930, R^2 test: -0.773\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.772, R^2 test: -0.093\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.666, R^2 test: 0.113\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.234, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.758, Explained Variance Score Train: 0.234\n", "AUC Validation: 0.875, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.780, Explained Variance Score Test: 0.220\n", "\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.969, R^2 test: -1.052\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.828, R^2 test: -0.103\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.727, R^2 test: 0.128\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.389, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.814, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.894, R^2 test: -2.092\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.758, R^2 test: -0.410\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.676, R^2 test: -0.053\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.352\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.353\n", "AUC Test: 0.825, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.951, R^2 test: -1.937\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.785, R^2 test: -0.386\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.668, R^2 test: -0.043\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.320, R^2 test: 0.135\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.760, Explained Variance Score Train: 0.320\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.792, Explained Variance Score Test: 0.255\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.910, R^2 test: -0.843\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.773, R^2 test: 0.141\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.656, R^2 test: 0.280\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.833, Explained Variance Score Train: 0.317\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.824, Explained Variance Score Test: 0.332\n", "\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.966, R^2 test: -0.910\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.850, R^2 test: 0.003\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.767, R^2 test: 0.214\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.482, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.813, Explained Variance Score Test: 0.364\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.922, R^2 test: -2.331\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.736, R^2 test: -0.189\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.631, R^2 test: -0.072\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.373, R^2 test: 0.180\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.842, Explained Variance Score Train: 0.373\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.233\n", "AUC Test: 0.802, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.935, R^2 test: -2.673\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.772, R^2 test: -0.368\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.666, R^2 test: -0.062\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.243, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.243\n", "AUC Validation: 0.773, Explained Variance Score Validation: 0.347\n", "AUC Test: 0.790, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.946, R^2 test: -2.421\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.800, R^2 test: -0.201\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.716, R^2 test: 0.069\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.345, R^2 test: 0.364\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.790, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.818, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.935, R^2 test: -1.467\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.728, R^2 test: -0.200\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.613, R^2 test: -0.059\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.176\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.301\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.805, Explained Variance Score Test: 0.290\n", "\n", "total Variables 333 and total subjects: 1698\n", "->AUC validation: 0.772 95% CI: [0.760 , 0.783]\n", "->AUC test: 0.804 95% CI: [0.801 , 0.806]\n", "->R^2 validation: 0.270 95% CI: [0.255 , 0.286]\n", "->R^2 test: 0.310 95% CI: [0.301 , 0.318]\n", "->Explained Variance validation: 0.256 95% CI: [0.240 , 0.272]\n", "->Explained Variance test: 0.305 95% CI: [0.296 , 0.314]\n", "Test set metrics:\n", "@threshold:0.765, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.689, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:0.556, sens:0.036, spec:1.000, ppv:1.000, acc:0.844, f1:0.070, mcc:0.000, total+:2, total-:337\n", "@threshold:0.494, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:0.422, sens:0.055, spec:0.968, ppv:0.250, acc:0.820, f1:0.090, mcc:0.006, total+:12, total-:327\n", "@threshold:0.409, sens:0.073, spec:0.965, ppv:0.286, acc:0.820, f1:0.116, mcc:0.008, total+:14, total-:325\n", "@threshold:0.399, sens:0.091, spec:0.965, ppv:0.333, acc:0.823, f1:0.143, mcc:0.011, total+:15, total-:324\n", "@threshold:0.377, sens:0.109, spec:0.961, ppv:0.353, acc:0.823, f1:0.167, mcc:0.012, total+:17, total-:322\n", "@threshold:0.364, sens:0.127, spec:0.954, ppv:0.350, acc:0.820, f1:0.187, mcc:0.011, total+:20, total-:319\n", "@threshold:0.361, sens:0.145, spec:0.951, ppv:0.364, acc:0.820, f1:0.208, mcc:0.011, total+:22, total-:317\n", "@threshold:0.358, sens:0.164, spec:0.951, ppv:0.391, acc:0.823, f1:0.231, mcc:0.013, total+:23, total-:316\n", "@threshold:0.348, sens:0.200, spec:0.947, ppv:0.423, acc:0.826, f1:0.272, mcc:0.015, total+:26, total-:313\n", "@threshold:0.339, sens:0.218, spec:0.947, ppv:0.444, acc:0.829, f1:0.293, mcc:0.017, total+:27, total-:312\n", "@threshold:0.329, sens:0.291, spec:0.944, ppv:0.500, acc:0.838, f1:0.368, mcc:0.020, total+:32, total-:307\n", "@threshold:0.319, sens:0.309, spec:0.930, ppv:0.459, acc:0.829, f1:0.370, mcc:0.016, total+:37, total-:302\n", "@threshold:0.309, sens:0.364, spec:0.926, ppv:0.488, acc:0.835, f1:0.417, mcc:0.017, total+:41, total-:298\n", "@threshold:0.307, sens:0.382, spec:0.926, ppv:0.500, acc:0.838, f1:0.433, mcc:0.018, total+:42, total-:297\n", "@threshold:0.305, sens:0.382, spec:0.923, ppv:0.488, acc:0.835, f1:0.429, mcc:0.017, total+:43, total-:296\n", "@threshold:0.284, sens:0.400, spec:0.912, ppv:0.468, acc:0.829, f1:0.431, mcc:0.015, total+:47, total-:292\n", "@threshold:0.282, sens:0.418, spec:0.908, ppv:0.469, acc:0.829, f1:0.442, mcc:0.015, total+:49, total-:290\n", "@threshold:0.266, sens:0.436, spec:0.901, ppv:0.462, acc:0.826, f1:0.449, mcc:0.014, total+:52, total-:287\n", "@threshold:0.264, sens:0.436, spec:0.898, ppv:0.453, acc:0.823, f1:0.444, mcc:0.013, total+:53, total-:286\n", "@threshold:0.253, sens:0.455, spec:0.891, ppv:0.446, acc:0.820, f1:0.450, mcc:0.012, total+:56, total-:283\n", "@threshold:0.233, sens:0.473, spec:0.887, ppv:0.448, acc:0.820, f1:0.460, mcc:0.012, total+:58, total-:281\n", "@threshold:0.219, sens:0.491, spec:0.880, ppv:0.443, acc:0.817, f1:0.466, mcc:0.012, total+:61, total-:278\n", "@threshold:0.219, sens:0.491, spec:0.877, ppv:0.435, acc:0.814, f1:0.462, mcc:0.011, total+:62, total-:277\n", "@threshold:0.209, sens:0.509, spec:0.870, ppv:0.431, acc:0.811, f1:0.467, mcc:0.011, total+:65, total-:274\n", "@threshold:0.200, sens:0.527, spec:0.866, ppv:0.433, acc:0.811, f1:0.475, mcc:0.011, total+:67, total-:272\n", "@threshold:0.154, sens:0.545, spec:0.817, ppv:0.366, acc:0.773, f1:0.438, mcc:0.007, total+:82, total-:257\n", "@threshold:0.152, sens:0.545, spec:0.813, ppv:0.361, acc:0.770, f1:0.435, mcc:0.007, total+:83, total-:256\n", "@threshold:0.151, sens:0.564, spec:0.813, ppv:0.369, acc:0.773, f1:0.446, mcc:0.007, total+:84, total-:255\n", "@threshold:0.136, sens:0.564, spec:0.810, ppv:0.365, acc:0.770, f1:0.443, mcc:0.007, total+:85, total-:254\n", "@threshold:0.105, sens:0.582, spec:0.775, ppv:0.333, acc:0.743, f1:0.424, mcc:0.005, total+:96, total-:243\n", "@threshold:0.103, sens:0.582, spec:0.771, ppv:0.330, acc:0.740, f1:0.421, mcc:0.005, total+:97, total-:242\n", "@threshold:0.097, sens:0.600, spec:0.768, ppv:0.333, acc:0.740, f1:0.429, mcc:0.005, total+:99, total-:240\n", "@threshold:0.094, sens:0.600, spec:0.764, ppv:0.330, acc:0.737, f1:0.426, mcc:0.005, total+:100, total-:239\n", "@threshold:0.083, sens:0.618, spec:0.746, ppv:0.321, acc:0.726, f1:0.422, mcc:0.005, total+:106, total-:233\n", "@threshold:0.083, sens:0.618, spec:0.743, ppv:0.318, acc:0.723, f1:0.420, mcc:0.005, total+:107, total-:232\n", "@threshold:0.075, sens:0.636, spec:0.736, ppv:0.318, acc:0.720, f1:0.424, mcc:0.005, total+:110, total-:229\n", "@threshold:0.075, sens:0.636, spec:0.732, ppv:0.315, acc:0.717, f1:0.422, mcc:0.005, total+:111, total-:228\n", "@threshold:0.071, sens:0.655, spec:0.725, ppv:0.316, acc:0.714, f1:0.426, mcc:0.005, total+:114, total-:225\n", "@threshold:0.070, sens:0.655, spec:0.722, ppv:0.313, acc:0.711, f1:0.424, mcc:0.005, total+:115, total-:224\n", "@threshold:0.060, sens:0.673, spec:0.704, ppv:0.306, acc:0.699, f1:0.420, mcc:0.004, total+:121, total-:218\n", "@threshold:0.060, sens:0.673, spec:0.701, ppv:0.303, acc:0.696, f1:0.418, mcc:0.004, total+:122, total-:217\n", "@threshold:0.043, sens:0.691, spec:0.680, ppv:0.295, acc:0.681, f1:0.413, mcc:0.004, total+:129, total-:210\n", "@threshold:0.041, sens:0.709, spec:0.676, ppv:0.298, acc:0.681, f1:0.419, mcc:0.004, total+:131, total-:208\n", "@threshold:0.023, sens:0.727, spec:0.665, ppv:0.296, acc:0.676, f1:0.421, mcc:0.004, total+:135, total-:204\n", "@threshold:0.015, sens:0.727, spec:0.662, ppv:0.294, acc:0.673, f1:0.419, mcc:0.004, total+:136, total-:203\n", "@threshold:0.003, sens:0.745, spec:0.627, ppv:0.279, acc:0.646, f1:0.406, mcc:0.003, total+:147, total-:192\n", "@threshold:-0.002, sens:0.745, spec:0.623, ppv:0.277, acc:0.643, f1:0.404, mcc:0.003, total+:148, total-:191\n", "@threshold:-0.037, sens:0.764, spec:0.592, ppv:0.266, acc:0.619, f1:0.394, mcc:0.003, total+:158, total-:181\n", "@threshold:-0.038, sens:0.764, spec:0.588, ppv:0.264, acc:0.617, f1:0.393, mcc:0.003, total+:159, total-:180\n", "@threshold:-0.041, sens:0.782, spec:0.585, ppv:0.267, acc:0.617, f1:0.398, mcc:0.003, total+:161, total-:178\n", "@threshold:-0.043, sens:0.782, spec:0.581, ppv:0.265, acc:0.614, f1:0.396, mcc:0.003, total+:162, total-:177\n", "@threshold:-0.064, sens:0.818, spec:0.496, ppv:0.239, acc:0.549, f1:0.370, mcc:0.002, total+:188, total-:151\n", "@threshold:-0.065, sens:0.818, spec:0.493, ppv:0.238, acc:0.546, f1:0.369, mcc:0.002, total+:189, total-:150\n", "@threshold:-0.073, sens:0.836, spec:0.489, ppv:0.241, acc:0.546, f1:0.374, mcc:0.002, total+:191, total-:148\n", "@threshold:-0.074, sens:0.836, spec:0.486, ppv:0.240, acc:0.543, f1:0.372, mcc:0.002, total+:192, total-:147\n", "@threshold:-0.095, sens:0.855, spec:0.454, ppv:0.233, acc:0.519, f1:0.366, mcc:0.002, total+:202, total-:137\n", "@threshold:-0.099, sens:0.855, spec:0.451, ppv:0.232, acc:0.516, f1:0.364, mcc:0.002, total+:203, total-:136\n", "@threshold:-0.130, sens:0.873, spec:0.405, ppv:0.221, acc:0.481, f1:0.353, mcc:0.002, total+:217, total-:122\n", "@threshold:-0.139, sens:0.873, spec:0.401, ppv:0.220, acc:0.478, f1:0.352, mcc:0.002, total+:218, total-:121\n", "@threshold:-0.158, sens:0.891, spec:0.387, ppv:0.220, acc:0.469, f1:0.353, mcc:0.002, total+:223, total-:116\n", "@threshold:-0.160, sens:0.891, spec:0.384, ppv:0.219, acc:0.466, f1:0.351, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.168, sens:0.909, spec:0.370, ppv:0.218, acc:0.457, f1:0.352, mcc:0.002, total+:229, total-:110\n", "@threshold:-0.172, sens:0.909, spec:0.366, ppv:0.217, acc:0.454, f1:0.351, mcc:0.002, total+:230, total-:109\n", "@threshold:-0.184, sens:0.927, spec:0.349, ppv:0.216, acc:0.442, f1:0.351, mcc:0.002, total+:236, total-:103\n", "@threshold:-0.185, sens:0.927, spec:0.345, ppv:0.215, acc:0.440, f1:0.349, mcc:0.002, total+:237, total-:102\n", "@threshold:-0.209, sens:0.927, spec:0.327, ppv:0.211, acc:0.425, f1:0.343, mcc:0.002, total+:242, total-:97\n", "@threshold:-0.210, sens:0.927, spec:0.324, ppv:0.210, acc:0.422, f1:0.342, mcc:0.002, total+:243, total-:96\n", "@threshold:-0.212, sens:0.945, spec:0.320, ppv:0.212, acc:0.422, f1:0.347, mcc:0.002, total+:245, total-:94\n", "@threshold:-0.217, sens:0.945, spec:0.317, ppv:0.211, acc:0.419, f1:0.346, mcc:0.002, total+:246, total-:93\n", "@threshold:-0.232, sens:0.964, spec:0.289, ppv:0.208, acc:0.398, f1:0.342, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.236, sens:0.964, spec:0.285, ppv:0.207, acc:0.395, f1:0.341, mcc:0.002, total+:256, total-:83\n", "@threshold:-0.383, sens:0.982, spec:0.151, ppv:0.183, acc:0.286, f1:0.309, mcc:0.002, total+:295, total-:44\n", "@threshold:-0.395, sens:0.982, spec:0.148, ppv:0.182, acc:0.283, f1:0.308, mcc:0.002, total+:296, total-:43\n", "@threshold:-1.089, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.105 95% CI: [0.084 , 0.126] | OR_adj 1.111 [1.088 1.134] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", "* Vital: BMI-avg19to24 | coef 0.086 95% CI: [0.060 , 0.112] | OR_adj 1.090 [1.062 1.118] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", "\n", "* Vital: BMI-latest | coef 0.083 95% CI: [0.062 , 0.104] | OR_adj 1.086 [1.064 1.110] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.048\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", "* Vital: BMI-avg13to16 | coef 0.047 95% CI: [0.032 , 0.062] | OR_adj 1.048 [1.032 1.064] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs224:Ot perint dx:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs259:Unclassified:-0.049\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.039 95% CI: [0.026 , 0.052] | OR_adj 1.040 [1.026 1.053] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.028 95% CI: [0.019 , 0.037] | OR_adj 1.028 [1.019 1.037] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.053\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs213:Cardiac anom:-0.049\n", " Diagnosis:9ccs240:Burns:-0.049\n", "\n", "* Vital: Wt-latest | coef 0.026 95% CI: [0.018 , 0.034] | OR_adj 1.026 [1.018 1.034] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: BMI-gain0to24 | coef 0.023 95% CI: [0.011 , 0.035] | OR_adj 1.023 [1.011 1.036] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", "\n", "* Vital: Wt-avg19to24 | coef 0.018 95% CI: [0.008 , 0.028] | OR_adj 1.018 [1.008 1.028] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.047\n", " Diagnosis:9ccs143:Abdom hernia:0.045\n", " Diagnosis:9ccs89:Blindness:0.044\n", " Diagnosis:9ccs215:gu cong anom:0.041\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.017 95% CI: [0.011 , 0.023] | OR_adj 1.017 [1.011 1.023] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs244:Other injury:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.047\n", " Diagnosis:9ccs259:Unclassified:-0.045\n", " Diagnosis:9ccs63:Wht blood dx:-0.045\n", " Diagnosis:9ccs209:Ot acq defor:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.011 95% CI: [0.005 , 0.018] | OR_adj 1.011 [1.005 1.018] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", " Diagnosis:9ccs135:Intest infct:-0.065\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.011 95% CI: [0.004 , 0.017] | OR_adj 1.011 [1.004 1.017] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.043\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", "\n", "* Vital: Wt-gain0to24 | coef 0.010 95% CI: [0.003 , 0.018] | OR_adj 1.011 [1.003 1.018] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Diagnosis:9ccs89:Blindness:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", " Diagnosis:9ccs200:Oth skin dx:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Diagnosis:9ccs238:Complic proc:-0.040\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.010 95% CI: [0.002 , 0.017] | OR_adj 1.010 [1.002 1.017] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs168:PID:0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", " Diagnosis:9ccs89:Blindness:0.046\n", "\n", "* Vital: Wt Change-latest | coef 0.010 95% CI: [0.002 , 0.017] | OR_adj 1.010 [1.002 1.018] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:-0.069\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.009 95% CI: [0.003 , 0.015] | OR_adj 1.009 [1.003 1.015] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs133:Oth low resp:-0.056\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", "* Vital: Wt-avg16to19 | coef 0.009 95% CI: [0.003 , 0.015] | OR_adj 1.009 [1.003 1.015] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.007 95% CI: [0.003 , 0.012] | OR_adj 1.008 [1.003 1.012] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs91:Other eye dx:-0.056\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs200:Oth skin dx:-0.054\n", "\n", "* Vital: BMI-avg16to19 | coef 0.007 95% CI: [0.002 , 0.013] | OR_adj 1.007 [1.002 1.013] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.006 95% CI: [0.002 , 0.010] | OR_adj 1.006 [1.002 1.011] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Diagnosis:9ccs48:Thyroid dsor:-0.046\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", "* Vital: Wt-avg13to16 | coef 0.006 95% CI: [0.000 , 0.012] | OR_adj 1.006 [1.000 1.012] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs89:Blindness:0.055\n", " Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", "* Vital: Wt-gain7to13 | coef -0.006 95% CI: [-0.010 , -0.002] | OR_adj 0.994 [0.990 0.998] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Newborn Diagnosis:9ccs0:No DX:-0.039\n", " Diagnosis:9ccs217:Ot cong anom:-0.037\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.005 95% CI: [0.000 , 0.010] | OR_adj 1.005 [1.000 1.010] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs209:Ot acq defor:-0.046\n", " Diagnosis:9ccs167:Breast dx:-0.042\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.002 , 0.009] | OR_adj 1.005 [1.002 1.009] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.005 95% CI: [0.000 , 0.010] | OR_adj 1.005 [1.000 1.010] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " MatDeliveryAge:-0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.052\n", " Diagnosis:9ccs238:Complic proc:-0.050\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs208:Acq foot def:0.049\n", "\n", "* Vital: BMI-avg10to13 | coef 0.005 95% CI: [0.001 , 0.008] | OR_adj 1.005 [1.001 1.008] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", "* Number of Visits | coef -0.004 95% CI: [-0.007 , -0.001] | OR_adj 0.996 [0.993 0.999] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.004 95% CI: [0.001 , 0.007] | OR_adj 1.004 [1.001 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.047\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.046\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.004 95% CI: [-0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", "\n", "* Vital: BMI-avg3to5 | coef 0.004 95% CI: [-0.001 , 0.008] | OR_adj 1.004 [0.999 1.008] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.045\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", "* Vital: Wt-avg10to13 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Diagnosis:9ccs125:Bronchitis:0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.059\n", "\n", "* Vital: Wt Percentile-latest | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs253:Allergy:0.061\n", " Diagnosis:9ccs208:Acq foot def:0.056\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.051\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", " Diagnosis:9ccs89:Blindness:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", " Vital: Ht-avg7to10 | coef -0.003 95% CI: [-0.009 , 0.003] | OR_adj 0.997 [0.991 1.003] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.051\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.003 95% CI: [0.001 , 0.005] | OR_adj 1.003 [1.001 1.005] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.048\n", " Newborn Diagnosis:9ccs253:Allergy:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.047\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.046\n", "\n", " Vital: Temp-avg0to1 | coef -0.003 95% CI: [-0.005 , 0.000] | OR_adj 0.997 [0.995 1.000] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", " Vital: Ht-gain0to24 | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", "\n", " Vital: Wt Percentile-avg1to3 | coef -0.002 95% CI: [-0.006 , 0.002] | OR_adj 0.998 [0.994 1.002] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs208:Acq foot def:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.061\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Diagnosis:9ccs209:Ot acq defor:-0.049\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.048\n", "\n", " Vital: HC-gain5to10 | coef -0.002 95% CI: [-0.004 , 0.000] | OR_adj 0.998 [0.996 1.000] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.047\n", " Diagnosis:9ccs222:Perint jaund:-0.044\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs92:Otitis media:0.042\n", "\n", " Vital: HC-gain3to7 | coef 0.002 95% CI: [-0.002 , 0.006] | OR_adj 1.002 [0.998 1.006] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs90:Eye infectn:0.050\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.048\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef -0.002 95% CI: [-0.005 , 0.002] | OR_adj 0.998 [0.995 1.002] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", "* Vital: BMI-avg5to7 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.050\n", " Diagnosis:9ccs168:PID:0.048\n", " Diagnosis:9ccs155:Other GI dx:-0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.045\n", "\n", "* Vital: Wt-gain3to7 | coef 0.002 95% CI: [-0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Number of Visits:0.055\n", " Diagnosis:9ccs155:Other GI dx:-0.052\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.050\n", "\n", " MatDeliveryAge | coef 0.002 95% CI: [0.000 , 0.003] | OR_adj 1.002 [1.000 1.003] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", "* Vital: Wt-avg3to5 | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", " Diagnosis:9ccs238:Complic proc:-0.072\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [-0.001 , 0.004] | OR_adj 1.001 [0.999 1.004] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs205:Back problem:0.049\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", " Vital: Temp-avg13to16 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.996 1.001] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs4:Mycoses:0.046\n", " Diagnosis:9ccs243:Poisn nonmed:0.046\n", " Diagnosis:9ccs215:gu cong anom:0.046\n", "\n", " Vital: Wt-gain13to19 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Number of Visits:0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs161:Ot dx kidney:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", "\n", " Vital: HC-gain1to5 | coef -0.001 95% CI: [-0.004 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.051\n", "\n", "* Vital: BMI-avg7to10 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs238:Complic proc:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.046\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.046\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Diagnosis:9ccs128:Asthma:-0.049\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.045\n", " Diagnosis:9ccs259:Unclassified:0.045\n", "\n", " Vital: HR-latest | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", " Diagnosis:9ccs154:Gastroent:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Vital: Ht-avg0to1 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht-gain1to5 | coef -0.001 95% CI: [-0.002 , -0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", " Vital: HR-avg1to3 | coef -0.001 95% CI: [-0.003 , 0.001] | OR_adj 0.999 [0.997 1.001] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.052\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.038\n", " Diagnosis:9ccs159:UTI:0.038\n", "\n", " Vital: Wt-avg0to1 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", "* Vital: Wt-avg5to7 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.067\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Diagnosis:9ccs64:Ot hematl dx:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.046\n", "\n", " Vital: HC-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs128:Asthma:0.057\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.056\n", "\n", "* Vital: Wt-gain5to10 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", " Diagnosis:9ccs89:Blindness:0.052\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.045\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.042\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", " Diagnosis:9ccs258:Other screen:-0.053\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.047\n", "\n", " Vital: Ht-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", " Vital: Ht-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: Wt Change-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs136:Teeth dx:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:0.051\n", " Diagnosis:9ccs258:Other screen:0.046\n", " Diagnosis:9ccs92:Otitis media:-0.045\n", " Diagnosis:9ccs197:Skin infectn:-0.044\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Diagnosis:9ccs117:Ot circul dx:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.064\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs168:PID:0.058\n", "\n", " Vital: Ht-avg10to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", "* Vital: Wt-gain16to24 | coef 0.001 95% CI: [-0.002 , 0.003] | OR_adj 1.001 [0.998 1.003] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Number of Visits:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs257:Ot aftercare:-0.043\n", " Diagnosis:9ccs95:Oth nerv dx:0.042\n", "\n", "* Vital: BMI-gain7to13 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.051\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.048\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.045\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.041\n", " Newborn Diagnosis:9ccs253:Allergy:-0.040\n", " Diagnosis:9ccs253:Allergy:-0.039\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:0.095\n", " Number of Visits:-0.083\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.078\n", " Diagnosis:9ccs133:Oth low resp:-0.078\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Diagnosis:9ccs96:Hrt valve dx:-0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.062\n", "\n", " Vital: Wt Percentile-gain1to5 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs124:Tonsillitis:-0.061\n", " Diagnosis:9ccs256:Exam/eval:0.056\n", " Diagnosis:9ccs89:Blindness:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:-0.049\n", " Diagnosis:9ccs242:Poisn ot med:0.045\n", " Diagnosis:9ccs4:Mycoses:0.044\n", " Diagnosis:9ccs122:Pneumonia:-0.042\n", "\n", "* Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Diagnosis:9ccs47:Ot bnign neo:0.052\n", " Diagnosis:9ccs234:Crush injury:0.051\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Diagnosis:9ccs251:Abdomnl pain:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", " Diagnosis:9ccs216:Nerv cong an:0.042\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.001 95% CI: [-0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.047\n", " Diagnosis:9ccs212:Ot bone dx:-0.047\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs128:Asthma:-0.046\n", "\n", "* Vital: RR-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs209:Ot acq defor:-0.060\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: Temp-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs92:Otitis media:0.049\n", "\n", " Vital: HC-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Vital: Ht Percentile-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Vital: BMI-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.053\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: Ht Percentile-avg5to7 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", " Diagnosis:9ccs208:Acq foot def:0.058\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Number of Visits:0.055\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs244:Other injury:0.050\n", " Diagnosis:9ccs140:Gastritis:-0.050\n", " Diagnosis:9ccs76:Meningitis:-0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.044\n", " Diagnosis:9ccs8:Oth infectns:0.042\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.041\n", "\n", "* Vital: Ht Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", "* Vital: HC-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", " Diagnosis:9ccs62:Coag/hemr dx:0.044\n", " Diagnosis:9ccs205:Back problem:0.043\n", " Number of Visits:0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.041\n", "\n", " Vital: RR-avg13to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.043\n", "\n", " Diagnosis:9ccs4:Mycoses | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs197:Skin infectn:0.071\n", " Diagnosis:9ccs255:Social admin:0.068\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs239:Superfic inj:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Vital: Ht-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", " Vital: HR-avg0to1 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.051\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Diagnosis:9ccs151:Oth liver dx:-0.050\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.049\n", " Diagnosis:9ccs76:Meningitis:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:0.045\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.054\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs63:Wht blood dx:0.048\n", "\n", " Vital: Ht-avg1to3 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", " Diagnosis:9ccs175:Ot femal gen:0.049\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs239:Superfic inj:0.044\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.074\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.057\n", " Diagnosis:9ccs89:Blindness:0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", " Diagnosis:9ccs117:Ot circul dx:-0.047\n", " Diagnosis:9ccs242:Poisn ot med:0.046\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", "\n", " Vital: Ht-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", " Vital: Ht Percentile-avg7to10 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", "\n", "* Vital: HC-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.043\n", " Diagnosis:9ccs89:Blindness:0.043\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs89:Blindness:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs76:Meningitis:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:10ccs58:Ot nutrit dx:0.048\n", "\n", " Vital: HC-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", " Vital: BMI-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", " Number of Visits:0.048\n", " Diagnosis:9ccs123:Influenza:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.042\n", " Diagnosis:9ccs59:Anemia:0.039\n", " Diagnosis:9ccs175:Ot femal gen:-0.039\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs258:Other screen:-0.055\n", " Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.047\n", " Diagnosis:9ccs159:UTI:0.045\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.042\n", "\n", " Vital: HR-avg13to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs244:Other injury:0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", " Vital: Wt-gain10to16 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", " Diagnosis:9ccs123:Influenza:0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Newborn Diagnosis:9ccs253:Allergy:0.034\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.077\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Number of Visits:0.048\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.047\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", "* Vital: Wt-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs167:Breast dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.045\n", " Diagnosis:9ccs0:No DX:-0.045\n", " Diagnosis:9ccs96:Hrt valve dx:-0.044\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", "\n", " Vital: HC-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", " Diagnosis:9ccs239:Superfic inj:-0.045\n", "\n", " Vital: HC-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Vital: HR-avg7to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.061\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.059\n", "\n", " Vital: HC-avg1to3 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.058\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Diagnosis:9ccs63:Wht blood dx:0.099\n", " Diagnosis:9ccs59:Anemia:0.096\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:-0.057\n", " Number of Visits:0.053\n", " Diagnosis:9ccs92:Otitis media:0.048\n", " Diagnosis:9ccs62:Coag/hemr dx:0.046\n", "\n", " Vital: Ht-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Diagnosis:9ccs128:Asthma:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.114\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", "\n", " Vital: HC-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Diagnosis:9ccs212:Ot bone dx:-0.044\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.043\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs154:Gastroent:0.055\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs141:Ot dx stomch:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", " Diagnosis:9ccs76:Meningitis:0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Vital: BMI-gain5to10 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs89:Blindness:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.046\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.000 95% CI: [-0.003 , 0.003] | OR_adj 1.000 [0.997 1.003] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:-0.065\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", "Vital : 0.612765884848\n", "Number of Visits : -0.0042781288164\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Diagnosis : -0.00180965155097\n", "MatDeliveryAge : 0.00160516283714\n", "Newborn Diagnosis : 0.000284112869211\n", "Time to run analysis 0:00:39.085723\n", "Total Time elapsed 15:46:14.190964\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: 0.224\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.243\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.736, R^2 test: 0.272\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.783, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.221\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.224\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.244\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.798, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.240\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.242\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.254\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.633, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.970, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.804, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.226\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.249\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.264\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.639, R^2 test: 0.261\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.808, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.227\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.251\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.253\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.241\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.791, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.353\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.350\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.308\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.355\n", "AUC Test: 0.782, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.074\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.872, R^2 test: 0.082\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.758, R^2 test: 0.085\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.685, R^2 test: 0.091\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.810, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.917, R^2 test: 0.370\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: 0.391\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.785, R^2 test: 0.395\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.727, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.397\n", "AUC Test: 0.792, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.409\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.392\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.395\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.397\n", "AUC Test: 0.792, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.229\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.282\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.305\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.776, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.328\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.337\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.330\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.641, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.811, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.308\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.337\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.339\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.334\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.688\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.789, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.276\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.274\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.757, R^2 test: 0.258\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.683, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.822, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.327\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.329\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.320\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.638, R^2 test: 0.330\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.785, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.294\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.300\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.295\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.296\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.780, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.305\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.313\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.292\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.564, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.779, Explained Variance Score Test: 0.329\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.096\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.133\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.158\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.629\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.790, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.061\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.070\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.120\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.135\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.122\n", "AUC Test: 0.789, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.299\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.303\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.284\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.794, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.017\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: -0.102\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: -0.147\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: -0.063\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.798, Explained Variance Score Validation: -0.112\n", "AUC Test: 0.781, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.142\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.234\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.249\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.787, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.251\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.257\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: 0.257\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.794, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.313\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.883, R^2 test: 0.316\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.788, R^2 test: 0.315\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.730, R^2 test: 0.312\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.800, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.281\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.330\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.643, R^2 test: 0.311\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.565, R^2 test: 0.309\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.798, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.165\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.240\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.277\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.291\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.795, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.928, R^2 test: 0.066\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.883, R^2 test: 0.087\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.741, R^2 test: 0.113\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.663, R^2 test: 0.102\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.741\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.807, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.292\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.299\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.265\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.920, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.778, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.128\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.129\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.170\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.176\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.792, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: -0.041\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.861, R^2 test: -0.031\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.029\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.072\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.654\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.813, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.364\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.366\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.359\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.358\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.827\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.368\n", "AUC Test: 0.789, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.324\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.395\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.399\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.639, R^2 test: 0.393\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.938, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.794, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.334\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.305\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.333\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.808, Explained Variance Score Test: 0.329\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.088\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.115\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.765, R^2 test: 0.154\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.708, R^2 test: 0.164\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.765\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.154\n", "AUC Test: 0.800, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.283\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.276\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.244\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.232\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.788, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.066\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.048\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.050\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.079\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.641\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.792, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.206\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.197\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.158\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.778, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.764, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.192\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.185\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.751, R^2 test: 0.174\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.683, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.751\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.739, Explained Variance Score Test: 0.199\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: 0.409\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.427\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.453\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.674, R^2 test: 0.458\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.433\n", "AUC Test: 0.787, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.229\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.255\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.706, R^2 test: 0.281\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.280\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.792, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.210\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.212\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: 0.231\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.790, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.300\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.283\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.297\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.299\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.792, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.367\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.372\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.324\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.304\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.786, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: -0.029\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: -0.004\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.732, R^2 test: 0.058\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.107\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.795, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.913, R^2 test: -0.030\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.884, R^2 test: -0.045\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.038\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.040\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.786, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.132\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.084\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.193\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.198\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.798, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.222\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.254\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.270\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.871, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.798, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.231\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.235\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.240\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.809, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.235\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.209\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.263\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.814, Explained Variance Score Test: 0.380\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.170\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.180\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.715, R^2 test: 0.180\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.649, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.207\n", "AUC Test: 0.785, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.057\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.124\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.206\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.924, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.799, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.212\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.245\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.291\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.315\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.598\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.792, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: 0.320\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.333\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.302\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.756, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.263\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.822, R^2 test: 0.287\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.305\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.786, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.027\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.130\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.149\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.129\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.790, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.152\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.189\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.681, R^2 test: 0.228\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.792, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.258\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.254\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.198\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.199\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.818, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.385\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.358\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.681, R^2 test: 0.337\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.349\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.801, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.188\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.198\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.185\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.652, R^2 test: 0.193\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.780, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.159\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.202\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.236\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.633, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.633\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.788, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.218\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.224\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.744, R^2 test: 0.203\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.675, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.799, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.155\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.181\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.248\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.917, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.807, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.229\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.225\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.211\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.213\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.787, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.242\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.311\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.335\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.337\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.793, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.422\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.423\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.427\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.413\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.862, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.803, Explained Variance Score Test: 0.336\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.160\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.205\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.193\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.775, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.246\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.252\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.233\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.223\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.790, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.218\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.237\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.259\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.823, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.205\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.213\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.216\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.215\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.784\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.792, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.224\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.190\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.691, R^2 test: 0.190\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.200\n", "AUC Test: 0.778, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.177\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.218\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.235\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.799, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.166\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.880, R^2 test: 0.170\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.739, R^2 test: 0.146\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.147\n", "AUC Test: 0.794, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.194\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.200\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.215\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.794, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.239\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.247\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: 0.241\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.621, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.811, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.250\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: 0.217\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: 0.189\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.566, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.780, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.102\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.115\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.127\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.793, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.041\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.067\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.123\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.677, R^2 test: 0.136\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.801, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.225\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.251\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.249\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.592, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.776, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.320\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: 0.275\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.606, R^2 test: 0.285\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.536, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.793, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.027\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.045\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.083\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.090\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.812, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.196\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.169\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.082\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.799, Explained Variance Score Test: 0.338\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: -0.054\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.847, R^2 test: -0.047\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.690, R^2 test: 0.085\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.617, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.905, Explained Variance Score Train: 0.617\n", "AUC Validation: 0.897, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.802, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.276\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.283\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.721, R^2 test: 0.264\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.660, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.660\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.764, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.181\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.201\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.228\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.790, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.388\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.849, R^2 test: 0.381\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.362\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.783, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.918, R^2 test: 0.141\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.893, R^2 test: 0.136\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.796, R^2 test: 0.142\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.722, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.794, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.369\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.402\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.411\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.566, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.785, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.384\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.877, R^2 test: 0.416\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.774, R^2 test: 0.410\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.713, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.428\n", "AUC Test: 0.797, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.282\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.274\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.686, R^2 test: 0.310\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.612, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.686\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.312\n", "AUC Test: 0.809, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.288\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.335\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.351\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.349\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.762, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.370\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.378\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.396\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.402\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.803, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.130\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.143\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.725, R^2 test: 0.151\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.665, R^2 test: 0.150\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.563, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.822, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.149\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.218\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.236\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.238\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.605\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.779, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.186\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.185\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.172\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.814, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.220\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.168\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.198\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.209\n", "AUC Test: 0.783, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.369\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.377\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.724, R^2 test: 0.360\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.659, R^2 test: 0.346\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.394\n", "AUC Test: 0.815, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.096\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.095\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.098\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.648, R^2 test: 0.098\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.786, Explained Variance Score Test: 0.333\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.916, R^2 test: 0.036\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.895, R^2 test: 0.034\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.793, R^2 test: 0.090\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.733, R^2 test: 0.110\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.895\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.805, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.241\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.240\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.684, R^2 test: 0.257\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.684\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.804, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.100\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.156\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.161\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.819, Explained Variance Score Test: 0.382\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.921, R^2 test: 0.199\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.887, R^2 test: 0.164\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.776, R^2 test: 0.182\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.699, R^2 test: 0.191\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.787, Explained Variance Score Test: 0.285\n", "\n", "total Variables 333 and total subjects: 1698\n", "->AUC validation: 0.767 95% CI: [0.754 , 0.781]\n", "->AUC test: 0.793 95% CI: [0.791 , 0.796]\n", "->R^2 validation: 0.251 95% CI: [0.232 , 0.271]\n", "->R^2 test: 0.314 95% CI: [0.308 , 0.320]\n", "->Explained Variance validation: 0.237 95% CI: [0.217 , 0.256]\n", "->Explained Variance test: 0.309 95% CI: [0.303 , 0.316]\n", "Test set metrics:\n", "@threshold:2.062, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.062, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.033, sens:0.000, spec:0.993, ppv:0.000, acc:0.832, f1:0.000, mcc:-0.019, total+:2, total-:337\n", "@threshold:1.010, sens:0.000, spec:0.989, ppv:0.000, acc:0.829, f1:0.000, mcc:-0.015, total+:3, total-:336\n", "@threshold:1.005, sens:0.018, spec:0.989, ppv:0.250, acc:0.832, f1:0.034, mcc:0.010, total+:4, total-:335\n", "@threshold:0.893, sens:0.036, spec:0.986, ppv:0.333, acc:0.832, f1:0.066, mcc:0.017, total+:6, total-:333\n", "@threshold:0.893, sens:0.055, spec:0.986, ppv:0.429, acc:0.835, f1:0.097, mcc:0.029, total+:7, total-:332\n", "@threshold:0.888, sens:0.055, spec:0.982, ppv:0.375, acc:0.832, f1:0.095, mcc:0.020, total+:8, total-:331\n", "@threshold:0.868, sens:0.073, spec:0.982, ppv:0.444, acc:0.835, f1:0.125, mcc:0.028, total+:9, total-:330\n", "@threshold:0.861, sens:0.109, spec:0.979, ppv:0.500, acc:0.838, f1:0.179, mcc:0.032, total+:12, total-:327\n", "@threshold:0.837, sens:0.127, spec:0.975, ppv:0.500, acc:0.838, f1:0.203, mcc:0.030, total+:14, total-:325\n", "@threshold:0.796, sens:0.200, spec:0.972, ppv:0.579, acc:0.847, f1:0.297, mcc:0.038, total+:19, total-:320\n", "@threshold:0.784, sens:0.218, spec:0.972, ppv:0.600, acc:0.850, f1:0.320, mcc:0.041, total+:20, total-:319\n", "@threshold:0.735, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.718, sens:0.255, spec:0.961, ppv:0.560, acc:0.847, f1:0.350, mcc:0.030, total+:25, total-:314\n", "@threshold:0.699, sens:0.273, spec:0.958, ppv:0.556, acc:0.847, f1:0.366, mcc:0.029, total+:27, total-:312\n", "@threshold:0.691, sens:0.291, spec:0.954, ppv:0.552, acc:0.847, f1:0.381, mcc:0.027, total+:29, total-:310\n", "@threshold:0.690, sens:0.291, spec:0.951, ppv:0.533, acc:0.844, f1:0.376, mcc:0.025, total+:30, total-:309\n", "@threshold:0.681, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.671, sens:0.309, spec:0.947, ppv:0.531, acc:0.844, f1:0.391, mcc:0.024, total+:32, total-:307\n", "@threshold:0.663, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.638, sens:0.364, spec:0.944, ppv:0.556, acc:0.850, f1:0.440, mcc:0.025, total+:36, total-:303\n", "@threshold:0.617, sens:0.382, spec:0.940, ppv:0.553, acc:0.850, f1:0.452, mcc:0.024, total+:38, total-:301\n", "@threshold:0.615, sens:0.382, spec:0.937, ppv:0.538, acc:0.847, f1:0.447, mcc:0.022, total+:39, total-:300\n", "@threshold:0.573, sens:0.400, spec:0.923, ppv:0.500, acc:0.838, f1:0.444, mcc:0.018, total+:44, total-:295\n", "@threshold:0.573, sens:0.400, spec:0.919, ppv:0.489, acc:0.835, f1:0.440, mcc:0.017, total+:45, total-:294\n", "@threshold:0.561, sens:0.418, spec:0.919, ppv:0.500, acc:0.838, f1:0.455, mcc:0.017, total+:46, total-:293\n", "@threshold:0.554, sens:0.418, spec:0.915, ppv:0.489, acc:0.835, f1:0.451, mcc:0.016, total+:47, total-:292\n", "@threshold:0.544, sens:0.436, spec:0.912, ppv:0.490, acc:0.835, f1:0.462, mcc:0.016, total+:49, total-:290\n", "@threshold:0.517, sens:0.455, spec:0.908, ppv:0.490, acc:0.835, f1:0.472, mcc:0.016, total+:51, total-:288\n", "@threshold:0.512, sens:0.473, spec:0.905, ppv:0.491, acc:0.835, f1:0.481, mcc:0.016, total+:53, total-:286\n", "@threshold:0.494, sens:0.473, spec:0.901, ppv:0.481, acc:0.832, f1:0.477, mcc:0.015, total+:54, total-:285\n", "@threshold:0.481, sens:0.491, spec:0.901, ppv:0.491, acc:0.835, f1:0.491, mcc:0.016, total+:55, total-:284\n", "@threshold:0.466, sens:0.491, spec:0.898, ppv:0.482, acc:0.832, f1:0.486, mcc:0.015, total+:56, total-:283\n", "@threshold:0.433, sens:0.509, spec:0.880, ppv:0.452, acc:0.820, f1:0.479, mcc:0.012, total+:62, total-:277\n", "@threshold:0.417, sens:0.509, spec:0.877, ppv:0.444, acc:0.817, f1:0.475, mcc:0.012, total+:63, total-:276\n", "@threshold:0.345, sens:0.527, spec:0.824, ppv:0.367, acc:0.776, f1:0.433, mcc:0.007, total+:79, total-:260\n", "@threshold:0.343, sens:0.545, spec:0.820, ppv:0.370, acc:0.776, f1:0.441, mcc:0.007, total+:81, total-:258\n", "@threshold:0.330, sens:0.564, spec:0.817, ppv:0.373, acc:0.776, f1:0.449, mcc:0.007, total+:83, total-:256\n", "@threshold:0.327, sens:0.564, spec:0.813, ppv:0.369, acc:0.773, f1:0.446, mcc:0.007, total+:84, total-:255\n", "@threshold:0.324, sens:0.582, spec:0.813, ppv:0.376, acc:0.776, f1:0.457, mcc:0.007, total+:85, total-:254\n", "@threshold:0.323, sens:0.582, spec:0.810, ppv:0.372, acc:0.773, f1:0.454, mcc:0.007, total+:86, total-:253\n", "@threshold:0.299, sens:0.600, spec:0.803, ppv:0.371, acc:0.770, f1:0.458, mcc:0.007, total+:89, total-:250\n", "@threshold:0.262, sens:0.636, spec:0.799, ppv:0.380, acc:0.773, f1:0.476, mcc:0.007, total+:92, total-:247\n", "@threshold:0.240, sens:0.655, spec:0.796, ppv:0.383, acc:0.773, f1:0.483, mcc:0.007, total+:94, total-:245\n", "@threshold:0.223, sens:0.673, spec:0.792, ppv:0.385, acc:0.773, f1:0.490, mcc:0.008, total+:96, total-:243\n", "@threshold:0.145, sens:0.691, spec:0.732, ppv:0.333, acc:0.726, f1:0.450, mcc:0.005, total+:114, total-:225\n", "@threshold:0.139, sens:0.691, spec:0.729, ppv:0.330, acc:0.723, f1:0.447, mcc:0.005, total+:115, total-:224\n", "@threshold:0.116, sens:0.709, spec:0.715, ppv:0.325, acc:0.714, f1:0.446, mcc:0.005, total+:120, total-:219\n", "@threshold:0.115, sens:0.709, spec:0.711, ppv:0.322, acc:0.711, f1:0.443, mcc:0.005, total+:121, total-:218\n", "@threshold:0.061, sens:0.727, spec:0.673, ppv:0.301, acc:0.681, f1:0.426, mcc:0.004, total+:133, total-:206\n", "@threshold:0.055, sens:0.727, spec:0.669, ppv:0.299, acc:0.678, f1:0.423, mcc:0.004, total+:134, total-:205\n", "@threshold:0.039, sens:0.745, spec:0.658, ppv:0.297, acc:0.673, f1:0.425, mcc:0.004, total+:138, total-:201\n", "@threshold:0.033, sens:0.745, spec:0.655, ppv:0.295, acc:0.670, f1:0.423, mcc:0.004, total+:139, total-:200\n", "@threshold:-0.007, sens:0.764, spec:0.620, ppv:0.280, acc:0.643, f1:0.410, mcc:0.003, total+:150, total-:189\n", "@threshold:-0.010, sens:0.764, spec:0.616, ppv:0.278, acc:0.640, f1:0.408, mcc:0.003, total+:151, total-:188\n", "@threshold:-0.024, sens:0.782, spec:0.609, ppv:0.279, acc:0.637, f1:0.411, mcc:0.003, total+:154, total-:185\n", "@threshold:-0.028, sens:0.782, spec:0.606, ppv:0.277, acc:0.634, f1:0.410, mcc:0.003, total+:155, total-:184\n", "@threshold:-0.039, sens:0.800, spec:0.599, ppv:0.278, acc:0.631, f1:0.413, mcc:0.003, total+:158, total-:181\n", "@threshold:-0.044, sens:0.818, spec:0.595, ppv:0.281, acc:0.631, f1:0.419, mcc:0.004, total+:160, total-:179\n", "@threshold:-0.130, sens:0.836, spec:0.518, ppv:0.251, acc:0.569, f1:0.387, mcc:0.003, total+:183, total-:156\n", "@threshold:-0.132, sens:0.836, spec:0.514, ppv:0.250, acc:0.566, f1:0.385, mcc:0.003, total+:184, total-:155\n", "@threshold:-0.143, sens:0.855, spec:0.489, ppv:0.245, acc:0.549, f1:0.381, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.144, sens:0.855, spec:0.486, ppv:0.244, acc:0.546, f1:0.379, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.169, sens:0.873, spec:0.475, ppv:0.244, acc:0.540, f1:0.381, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.169, sens:0.873, spec:0.472, ppv:0.242, acc:0.537, f1:0.379, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.195, sens:0.891, spec:0.461, ppv:0.243, acc:0.531, f1:0.381, mcc:0.003, total+:202, total-:137\n", "@threshold:-0.198, sens:0.891, spec:0.458, ppv:0.241, acc:0.528, f1:0.380, mcc:0.003, total+:203, total-:136\n", "@threshold:-0.288, sens:0.909, spec:0.387, ppv:0.223, acc:0.472, f1:0.358, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.289, sens:0.909, spec:0.384, ppv:0.222, acc:0.469, f1:0.357, mcc:0.002, total+:225, total-:114\n", "@threshold:-0.321, sens:0.927, spec:0.352, ppv:0.217, acc:0.445, f1:0.352, mcc:0.002, total+:235, total-:104\n", "@threshold:-0.325, sens:0.927, spec:0.349, ppv:0.216, acc:0.442, f1:0.351, mcc:0.002, total+:236, total-:103\n", "@threshold:-0.408, sens:0.945, spec:0.292, ppv:0.206, acc:0.398, f1:0.338, mcc:0.002, total+:253, total-:86\n", "@threshold:-0.412, sens:0.964, spec:0.289, ppv:0.208, acc:0.398, f1:0.342, mcc:0.002, total+:255, total-:84\n", "@threshold:-0.710, sens:0.982, spec:0.123, ppv:0.178, acc:0.263, f1:0.302, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.713, sens:0.982, spec:0.120, ppv:0.178, acc:0.260, f1:0.301, mcc:0.001, total+:304, total-:35\n", "@threshold:-1.091, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.098 95% CI: [0.084 , 0.112] | OR_adj 1.103 [1.088 1.119] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.048\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", "* Vital: BMI-avg19to24 | coef 0.043 95% CI: [0.036 , 0.050] | OR_adj 1.044 [1.036 1.051] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.034 95% CI: [0.030 , 0.039] | OR_adj 1.035 [1.030 1.040] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.034 95% CI: [0.030 , 0.039] | OR_adj 1.035 [1.030 1.040] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", "* Vital: BMI-gain0to24 | coef 0.032 95% CI: [0.025 , 0.038] | OR_adj 1.032 [1.025 1.039] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.027 95% CI: [0.022 , 0.032] | OR_adj 1.027 [1.022 1.033] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs209:Ot acq defor:-0.046\n", " Diagnosis:9ccs167:Breast dx:-0.042\n", "\n", "* Vital: BMI-avg16to19 | coef 0.022 95% CI: [0.017 , 0.027] | OR_adj 1.022 [1.017 1.027] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.021 95% CI: [0.017 , 0.025] | OR_adj 1.021 [1.017 1.025] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs168:PID:0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", " Diagnosis:9ccs89:Blindness:0.046\n", "\n", "* Vital: Wt-latest | coef 0.020 95% CI: [0.015 , 0.025] | OR_adj 1.020 [1.015 1.025] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: BMI-avg13to16 | coef 0.020 95% CI: [0.015 , 0.024] | OR_adj 1.020 [1.015 1.024] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs224:Ot perint dx:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs259:Unclassified:-0.049\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.018 95% CI: [0.015 , 0.022] | OR_adj 1.019 [1.015 1.023] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", " MatDeliveryAge | coef 0.018 95% CI: [0.015 , 0.020] | OR_adj 1.018 [1.016 1.020] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", "* Vital: Wt-avg16to19 | coef 0.017 95% CI: [0.013 , 0.022] | OR_adj 1.017 [1.013 1.022] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", "* Number of Visits | coef 0.015 95% CI: [0.012 , 0.019] | OR_adj 1.016 [1.012 1.019] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.015 95% CI: [0.011 , 0.018] | OR_adj 1.015 [1.011 1.018] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.014 95% CI: [0.011 , 0.016] | OR_adj 1.014 [1.011 1.017] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.053\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs213:Cardiac anom:-0.049\n", " Diagnosis:9ccs240:Burns:-0.049\n", "\n", "* Vital: Wt-avg13to16 | coef 0.013 95% CI: [0.010 , 0.016] | OR_adj 1.013 [1.010 1.016] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs89:Blindness:0.055\n", " Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.013 95% CI: [0.009 , 0.016] | OR_adj 1.013 [1.009 1.016] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.043\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", "\n", "* Vital: Wt-avg19to24 | coef 0.011 95% CI: [0.008 , 0.013] | OR_adj 1.011 [1.008 1.013] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.047\n", " Diagnosis:9ccs143:Abdom hernia:0.045\n", " Diagnosis:9ccs89:Blindness:0.044\n", " Diagnosis:9ccs215:gu cong anom:0.041\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.014] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs167:Breast dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.045\n", " Diagnosis:9ccs0:No DX:-0.045\n", " Diagnosis:9ccs96:Hrt valve dx:-0.044\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.010 95% CI: [0.008 , 0.013] | OR_adj 1.010 [1.008 1.013] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " MatDeliveryAge:-0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.052\n", " Diagnosis:9ccs238:Complic proc:-0.050\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs208:Acq foot def:0.049\n", "\n", "* Vital: Wt-gain0to24 | coef 0.010 95% CI: [0.007 , 0.013] | OR_adj 1.010 [1.007 1.013] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Diagnosis:9ccs89:Blindness:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", " Diagnosis:9ccs200:Oth skin dx:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Diagnosis:9ccs238:Complic proc:-0.040\n", "\n", "* Vital: Wt-avg10to13 | coef 0.009 95% CI: [0.006 , 0.011] | OR_adj 1.009 [1.006 1.011] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Diagnosis:9ccs125:Bronchitis:0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.059\n", "\n", "* Vital: Wt-gain16to24 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Number of Visits:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs257:Ot aftercare:-0.043\n", " Diagnosis:9ccs95:Oth nerv dx:0.042\n", "\n", "* Vital: Wt Percentile-latest | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs253:Allergy:0.061\n", " Diagnosis:9ccs208:Acq foot def:0.056\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.051\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs133:Oth low resp:-0.056\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", "* Vital: BMI-avg10to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", "* Vital: BMI-gain16to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:-0.068\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.057\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs63:Wht blood dx:-0.049\n", " Diagnosis:9ccs234:Crush injury:-0.047\n", " Lab:292495 LEAD LEVEL - Sunrise:0.047\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs257:Ot aftercare:-0.045\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.006 95% CI: [0.003 , 0.010] | OR_adj 1.006 [1.003 1.010] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.047\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.046\n", "\n", "* Vital: BMI-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.045\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.008] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs238:Complic proc:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.046\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.046\n", "\n", "* Vital: Wt-gain7to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Newborn Diagnosis:9ccs0:No DX:-0.039\n", " Diagnosis:9ccs217:Ot cong anom:-0.037\n", "\n", "* Vital: Wt-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.067\n", "\n", " Vital: HC-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs244:Other injury:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.047\n", " Diagnosis:9ccs259:Unclassified:-0.045\n", " Diagnosis:9ccs63:Wht blood dx:-0.045\n", " Diagnosis:9ccs209:Ot acq defor:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", "\n", "* Vital: BMI-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.059\n", " Diagnosis:9ccs238:Complic proc:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.052\n", " Diagnosis:9ccs122:Pneumonia:0.047\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Diagnosis:9ccs47:Ot bnign neo:0.052\n", " Diagnosis:9ccs234:Crush injury:0.051\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Diagnosis:9ccs251:Abdomnl pain:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", " Diagnosis:9ccs216:Nerv cong an:0.042\n", "\n", "* Vital: Wt-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", "\n", " Vital: Temp-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs92:Otitis media:0.049\n", "\n", " Vital: Temp-avg7to10 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", "* Vital: BMI-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.051\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.048\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.045\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.041\n", " Newborn Diagnosis:9ccs253:Allergy:-0.040\n", " Diagnosis:9ccs253:Allergy:-0.039\n", "\n", "* Vital: Wt-gain0to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", " Diagnosis:9ccs76:Meningitis:0.044\n", " Diagnosis:9ccs214:GI cong anom:0.043\n", "\n", " Vital: Temp-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Number of Visits:0.051\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", " Diagnosis:9ccs127:COPD:0.049\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.048\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs91:Other eye dx:-0.056\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs200:Oth skin dx:-0.054\n", "\n", "* Vital: BMI-gain0to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.054\n", "\n", " Vital: Ht-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", "* Vital: BMI-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.057\n", " Diagnosis:9ccs89:Blindness:0.055\n", "\n", " Vital: Wt-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Number of Visits:0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs161:Ot dx kidney:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs128:Asthma:-0.046\n", "\n", " Vital: Temp-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", " Vital: Temp-avg19to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", "\n", " Vital: Temp-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Diagnosis:9ccs64:Ot hematl dx:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.046\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs154:Gastroent:0.055\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs141:Ot dx stomch:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", " Diagnosis:9ccs76:Meningitis:0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", "\n", " Vital: BMI-gain1to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs217:Ot cong anom:0.065\n", " Diagnosis:9ccs159:UTI:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs127:COPD:0.053\n", "\n", " Vital: Wt-gain10to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", " Diagnosis:9ccs123:Influenza:0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Newborn Diagnosis:9ccs253:Allergy:0.034\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs244:Other injury:0.050\n", " Diagnosis:9ccs140:Gastritis:-0.050\n", " Diagnosis:9ccs76:Meningitis:-0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.044\n", " Diagnosis:9ccs8:Oth infectns:0.042\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.041\n", "\n", " Vital: Ht-gain10to16 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs59:Anemia:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.046\n", " Diagnosis:9ccs123:Influenza:0.045\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Diagnosis:9ccs163:Other GU dx:-0.037\n", "\n", "* Vital: Wt-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", " Diagnosis:9ccs89:Blindness:0.052\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.045\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.042\n", "\n", " Vital: HC-gain0to3 | coef 0.004 95% CI: [0.004 , 0.004] | OR_adj 1.004 [1.004 1.004] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Diagnosis:9ccs212:Ot bone dx:-0.044\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.043\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.050\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.047\n", " Diagnosis:9ccs0:No DX:-0.045\n", " Diagnosis:9ccs216:Nerv cong an:0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.039\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.048\n", " Newborn Diagnosis:9ccs253:Allergy:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.047\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.046\n", "\n", "* Vital: Wt-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Number of Visits:0.055\n", " Diagnosis:9ccs155:Other GI dx:-0.052\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.050\n", "\n", " Vital: Wt-avg0to1 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", " Vital: Temp-avg16to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs126:Ot up rsp in:-0.093\n", " Diagnosis:9ccs7:Viral infect:-0.091\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.070\n", " Diagnosis:9ccs155:Other GI dx:-0.067\n", " Diagnosis:9ccs59:Anemia:-0.063\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs258:Other screen:-0.055\n", " Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.047\n", " Diagnosis:9ccs159:UTI:0.045\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.042\n", "\n", "* Vital: Ht-gain7to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", "* Vital: Wt-avg1to3 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.073\n", "\n", " Vital: Ht-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.042\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", "\n", " Vital: Temp-avg10to13 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.064\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", "\n", " Vital: Temp-avg3to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.058\n", " Diagnosis:9ccs216:Nerv cong an:0.057\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.054\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:-0.057\n", " Number of Visits:0.053\n", " Diagnosis:9ccs92:Otitis media:0.048\n", " Diagnosis:9ccs62:Coag/hemr dx:0.046\n", "\n", " Vital: Wt-gain1to5 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs4:Mycoses:0.061\n", "\n", " Vital: Ht-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Diagnosis:9ccs128:Asthma:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.114\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", "\n", " Vital: BMI-gain3to7 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.053\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", "\n", " Vital: BMI-gain10to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", " Number of Visits:0.048\n", " Diagnosis:9ccs123:Influenza:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.042\n", " Diagnosis:9ccs59:Anemia:0.039\n", " Diagnosis:9ccs175:Ot femal gen:-0.039\n", "\n", " Vital: Temp-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs4:Mycoses:0.046\n", " Diagnosis:9ccs243:Poisn nonmed:0.046\n", " Diagnosis:9ccs215:gu cong anom:0.046\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs128:Asthma:0.057\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.056\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.052\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.038\n", " Diagnosis:9ccs159:UTI:0.038\n", "\n", " Vital: Ht-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", "* Vital: Wt-avg3to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", " Diagnosis:9ccs238:Complic proc:-0.072\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Diagnosis:9ccs48:Thyroid dsor:-0.046\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", "* Vital: HC-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", " Diagnosis:9ccs62:Coag/hemr dx:0.044\n", " Diagnosis:9ccs205:Back problem:0.043\n", " Number of Visits:0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.041\n", "\n", " Vital: BMI-gain13to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.053\n", " Diagnosis:9ccs7:Viral infect:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Number of Visits:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", " Diagnosis:9ccs161:Ot dx kidney:0.041\n", " Diagnosis:9ccs133:Oth low resp:0.039\n", " Diagnosis:9ccs122:Pneumonia:0.039\n", " Diagnosis:9ccs96:Hrt valve dx:0.038\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", "* Vital: BMI-avg5to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.050\n", " Diagnosis:9ccs168:PID:0.048\n", " Diagnosis:9ccs155:Other GI dx:-0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.045\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.003 95% CI: [0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.113\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs253:Allergy:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.061\n", " Diagnosis:9ccs136:Teeth dx:0.060\n", " Diagnosis:9ccs137:Mouth dx:-0.059\n", " Diagnosis:9ccs250:Nausea/vomit:-0.056\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", "\n", " Vital: Ht-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", " Vital: Ht-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", " Vital: HR-latest | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", " Vital: HC-gain10to16 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", " Vital: BMI-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs89:Blindness:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.046\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", "\n", "* Vital: HC-avg16to19 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs92:Otitis media:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.044\n", "\n", " Vital: HC-gain1to5 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.051\n", "\n", " Vital: Ht-avg1to3 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", " Vital: HC-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.047\n", " Diagnosis:9ccs222:Perint jaund:-0.044\n", "\n", "* Vital: HC-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.035\n", " Diagnosis:9ccs137:Mouth dx:-0.034\n", "\n", " Vital: HC-gain7to13 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Vital: HC-gain13to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", " Vital: Ht-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: HC-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs247:Lymph enlarg:0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: HC-gain16to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", " Diagnosis:9ccs239:Superfic inj:-0.045\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.043\n", " Diagnosis:9ccs89:Blindness:0.043\n", "\n", " Vital: Ht-gain3to7 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", " Diagnosis:9ccs89:Blindness:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", "* Vital: HC-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Diagnosis:9ccs219:Low birth wt:-0.044\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Diagnosis:9ccs238:Complic proc:-0.043\n", " Diagnosis:9ccs95:Oth nerv dx:0.042\n", "\n", " Vital: HC-avg0to1 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", " Vital: Ht-avg7to10 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.051\n", "\n", " Vital: Ht-gain5to10 | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: Ht-avg5to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", " Vital: Ht-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.058\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", " Diagnosis:9ccs135:Intest infct:-0.065\n", "\n", " Vital: HC-gain3to7 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs90:Eye infectn:0.050\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.048\n", "\n", " Vital: HC-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.058\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs89:Blindness:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs76:Meningitis:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:10ccs58:Ot nutrit dx:0.048\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.077\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Number of Visits:0.048\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.047\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", "* Vital: Ht-avg13to16 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", "\n", "* Vital: Ht-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs205:Back problem:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", "* Vital: Wt Change-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:-0.069\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs92:Otitis media:0.042\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Number of Visits:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Diagnosis:9ccs91:Other eye dx:-0.046\n", " Diagnosis:9ccs141:Ot dx stomch:0.044\n", " Diagnosis:9ccs208:Acq foot def:0.044\n", " Diagnosis:9ccs250:Nausea/vomit:0.043\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs240:Burns:0.040\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.002 95% CI: [0.001 , 0.004] | OR_adj 1.002 [1.001 1.004] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.054\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs63:Wht blood dx:0.048\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", " Diagnosis:9ccs258:Other screen:-0.053\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.047\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", "* Vital: Ht Percentile-latest | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.047\n", " Diagnosis:9ccs212:Ot bone dx:-0.047\n", "\n", " Vital: Ht-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", "\n", " Vital: Ht-gain0to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", "* Vital: HC-avg19to24 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs253:Allergy:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs205:Back problem:0.048\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Diagnosis:9ccs3:Oth bact inf:0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", "\n", "* Vital: RR-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", " Diagnosis:9ccs92:Otitis media:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", "\n", " Vital: HR-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.061\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.059\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs204:Ot joint dx:0.059\n", " Diagnosis:9ccs117:Ot circul dx:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Diagnosis:9ccs48:Thyroid dsor:-0.046\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs2603:E Codes: Fall:0.049\n", "\n", " Vital: HR-avg1to3 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", " Diagnosis:9ccs175:Ot femal gen:0.049\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs239:Superfic inj:0.044\n", "\n", " Vital: HR-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", "\n", "* Vital: HC-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs205:Back problem:0.049\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:0.095\n", " Number of Visits:-0.083\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.078\n", " Diagnosis:9ccs133:Oth low resp:-0.078\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Diagnosis:9ccs96:Hrt valve dx:-0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.062\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.089\n", " Diagnosis:9ccs61:Sickle cell:0.082\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.074\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.057\n", " Diagnosis:9ccs89:Blindness:0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", " Diagnosis:9ccs117:Ot circul dx:-0.047\n", " Diagnosis:9ccs242:Poisn ot med:0.046\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:-0.065\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs124:Tonsillitis:-0.061\n", " Diagnosis:9ccs256:Exam/eval:0.056\n", " Diagnosis:9ccs89:Blindness:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:-0.049\n", " Diagnosis:9ccs242:Poisn ot med:0.045\n", " Diagnosis:9ccs4:Mycoses:0.044\n", " Diagnosis:9ccs122:Pneumonia:-0.042\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", " Diagnosis:9ccs163:Other GU dx:0.042\n", " Diagnosis:9ccs224:Ot perint dx:-0.041\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Vital: HR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs2:Septicemia:0.052\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.044\n", " Diagnosis:9ccs61:Sickle cell:-0.042\n", " Diagnosis:9ccs92:Otitis media:0.041\n", " Diagnosis:9ccs151:Oth liver dx:0.039\n", "\n", " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Diagnosis:9ccs137:Mouth dx:-0.069\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs250:Nausea/vomit:-0.062\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs238:Complic proc:-0.054\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs137:Mouth dx:-0.061\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs137:Mouth dx:-0.061\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs2:Septicemia:0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", " Diagnosis:9ccs247:Lymph enlarg:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.049\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs143:Abdom hernia:-0.046\n", " Diagnosis:9ccs153:GI hemorrhag:0.046\n", "\n", " Vital: RR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", " Diagnosis:9ccs200:Oth skin dx:-0.043\n", " Diagnosis:9ccs133:Oth low resp:0.041\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Vital: HR-avg19to24 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", " Diagnosis:9ccs3:Oth bact inf:0.052\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs212:Ot bone dx:0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.058\n", " Diagnosis:9ccs213:Cardiac anom:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Vital: Wt Percentile-gain5to10 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs244:Other injury:0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs167:Breast dx:0.053\n", " Diagnosis:9ccs140:Gastritis:0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:0.044\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.058\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:-0.055\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.077\n", " Diagnosis:9ccs257:Ot aftercare:0.061\n", " Diagnosis:9ccs89:Blindness:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs161:Ot dx kidney:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs258:Other screen:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.048\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:0.073\n", " Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.053\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.051\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.048\n", " Diagnosis:9ccs222:Perint jaund:0.048\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.045\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs197:Skin infectn:0.071\n", " Diagnosis:9ccs255:Social admin:0.068\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.050\n", " Diagnosis:9ccs89:Blindness:0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs47:Ot bnign neo:0.043\n", " Diagnosis:9ccs48:Thyroid dsor:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs175:Ot femal gen:0.040\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:-0.075\n", " Diagnosis:9ccs242:Poisn ot med:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs198:Ot infl skin:-0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.056\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs59:Anemia:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.053\n", " Number of Visits:-0.051\n", "\n", " Vital: RR-avg7to10 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", " Diagnosis:9ccs134:Ot uppr resp:0.061\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " MatDeliveryAge:0.058\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", " Diagnosis:9ccs208:Acq foot def:0.058\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Number of Visits:0.055\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Diagnosis:9ccs117:Ot circul dx:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.064\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs168:PID:0.058\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.074\n", " Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs211:Ot conn tiss:0.056\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", " Vital: RR-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs214:GI cong anom:-0.040\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Diagnosis:9ccs128:Asthma:-0.049\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.045\n", " Diagnosis:9ccs259:Unclassified:0.045\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Diagnosis:9ccs214:GI cong anom:0.097\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: HR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs136:Teeth dx:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:0.051\n", " Diagnosis:9ccs258:Other screen:0.046\n", " Diagnosis:9ccs92:Otitis media:-0.045\n", " Diagnosis:9ccs197:Skin infectn:-0.044\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.069\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", " Number of Visits:0.045\n", " Diagnosis:9ccs223:Birth trauma:0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.042\n", " Diagnosis:9ccs147:Anal/rectal:0.041\n", "\n", " Vital: HR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.051\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Diagnosis:9ccs151:Oth liver dx:-0.050\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.049\n", " Diagnosis:9ccs76:Meningitis:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:0.045\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs242:Poisn ot med:0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.067\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.055\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs147:Anal/rectal:0.073\n", " Diagnosis:9ccs117:Ot circul dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.065\n", " Diagnosis:9ccs124:Tonsillitis:0.061\n", " Diagnosis:9ccs211:Ot conn tiss:0.048\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs168:PID:0.042\n", " Diagnosis:9ccs61:Sickle cell:-0.040\n", "\n", " Vital: RR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs127:COPD:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Number of Visits:0.050\n", "\n", " Vital: RR-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.043\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", "\n", " Vital: HR-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", " Diagnosis:9ccs205:Back problem:0.085\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs127:COPD:0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", " Diagnosis:9ccs8:Oth infectns:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", "\n", "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs209:Ot acq defor:-0.060\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Diagnosis:9ccs4:Mycoses:0.060\n", " Diagnosis:9ccs215:gu cong anom:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.056\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs253:Allergy:0.033\n", "\n", " Vital: RR-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs219:Low birth wt:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Diagnosis:9ccs205:Back problem:0.071\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs61:Sickle cell:0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.060\n", " Diagnosis:9ccs151:Oth liver dx:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.072\n", " Diagnosis:9ccs163:Other GU dx:0.055\n", " Diagnosis:9ccs51:Ot endo dsor:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.053\n", " Diagnosis:9ccs244:Other injury:-0.051\n", " Diagnosis:9ccs209:Ot acq defor:-0.051\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs208:Acq foot def:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.061\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Diagnosis:9ccs209:Ot acq defor:-0.049\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.048\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Number of Visits:0.098\n", " Diagnosis:9ccs155:Other GI dx:0.072\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.056\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.083\n", " Diagnosis:10ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs89:Blindness:0.069\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs239:Superfic inj:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.062\n", " Diagnosis:9ccs140:Gastritis:0.062\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.073\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.040\n", " Diagnosis:9ccs219:Low birth wt:0.038\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.037\n", " Diagnosis:9ccs215:gu cong anom:-0.036\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs168:PID:-0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs212:Ot bone dx:0.051\n", " Diagnosis:9ccs259:Unclassified:0.047\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", " Diagnosis:9ccs154:Gastroent:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", " Diagnosis:9ccs204:Ot joint dx:0.090\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.080\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs126:Ot up rsp in:0.082\n", " Diagnosis:9ccs214:GI cong anom:0.081\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs234:Crush injury:0.066\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Diagnosis:9ccs7:Viral infect:0.047\n", " Diagnosis:9ccs216:Nerv cong an:0.047\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.044\n", " Diagnosis:9ccs253:Allergy:0.043\n", " Diagnosis:9ccs141:Ot dx stomch:0.040\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs161:Ot dx kidney:0.098\n", " Diagnosis:9ccs90:Eye infectn:0.090\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs154:Gastroent:0.079\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.056\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.074\n", " Diagnosis:9ccs209:Ot acq defor:0.072\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs124:Tonsillitis:0.097\n", " Diagnosis:9ccs159:UTI:0.087\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", " Diagnosis:9ccs151:Oth liver dx:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", " Diagnosis:9ccs134:Ot uppr resp:0.049\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Diagnosis:9ccs63:Wht blood dx:0.099\n", " Diagnosis:9ccs59:Anemia:0.096\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.057\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.085\n", " Number of Visits:0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.081\n", " Diagnosis:9ccs91:Other eye dx:0.077\n", " Diagnosis:9ccs141:Ot dx stomch:0.072\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", " Diagnosis:9ccs2:Septicemia:0.094\n", " Number of Visits:0.087\n", " Diagnosis:9ccs256:Exam/eval:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.080\n", " Diagnosis:9ccs216:Nerv cong an:0.079\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", " Diagnosis:9ccs238:Complic proc:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs134:Ot uppr resp:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs91:Other eye dx:0.058\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.089\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs175:Ot femal gen:0.058\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.055\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", " Diagnosis:9ccs140:Gastritis:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.059\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs140:Gastritis:0.064\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", " Diagnosis:9ccs205:Back problem:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Number of Visits:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:0.055\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Diagnosis:9ccs168:PID:-0.048\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", " Diagnosis:9ccs96:Hrt valve dx:-0.040\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Diagnosis:9ccs135:Intest infct:-0.054\n", " Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs59:Anemia:-0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", " Number of Visits:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs211:Ot conn tiss:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:0.062\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs90:Eye infectn:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.072\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Diagnosis:9ccs8:Oth infectns:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs7:Viral infect:-0.050\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", " Diagnosis:9ccs205:Back problem:0.090\n", " Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.054\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.070\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs251:Abdomnl pain:0.036\n", " Diagnosis:9ccs167:Breast dx:0.035\n", " Diagnosis:9ccs7:Viral infect:0.035\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.067\n", " Diagnosis:9ccs217:Ot cong anom:0.064\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs128:Asthma:0.058\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:-0.047\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Newborn Diagnosis:9ccs221:Resp distres:0.055\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.051\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", " Diagnosis:9ccs92:Otitis media:0.079\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs197:Skin infectn:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.075\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " MatDeliveryAge:-0.059\n", " Number of Visits:0.057\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs247:Lymph enlarg:0.069\n", " Diagnosis:9ccs92:Otitis media:-0.066\n", " Diagnosis:9ccs200:Oth skin dx:-0.059\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", " Diagnosis:9ccs127:COPD:0.068\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.062\n", " Diagnosis:9ccs155:Other GI dx:0.061\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.045\n", " Diagnosis:9ccs135:Intest infct:-0.040\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.069\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", " Diagnosis:9ccs205:Back problem:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.070\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs91:Other eye dx:0.072\n", " Diagnosis:9ccs167:Breast dx:0.067\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs92:Otitis media:0.037\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " MatDeliveryAge:0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Diagnosis:9ccs219:Low birth wt:0.065\n", " Diagnosis:9ccs143:Abdom hernia:-0.063\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", " Diagnosis:9ccs155:Other GI dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs224:Ot perint dx:0.036\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.059\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.089\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.059\n", " Diagnosis:9ccs198:Ot infl skin:0.058\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.090\n", " Diagnosis:9ccs239:Superfic inj:0.076\n", " Diagnosis:9ccs133:Oth low resp:0.065\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", " Diagnosis:9ccs94:Other ear dx:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.077\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:9ccs59:Anemia:0.056\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.040\n", " Diagnosis:9ccs138:Esophgeal dx:0.039\n", " Diagnosis:9ccs209:Ot acq defor:-0.037\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Diagnosis:9ccs250:Nausea/vomit:0.036\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.070\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.062\n", " MatDeliveryAge:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.040\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.083\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs92:Otitis media:0.063\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Diagnosis:9ccs213:Cardiac anom:-0.018\n", " Number of Visits:0.018\n", " Diagnosis:9ccs159:UTI:-0.014\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", "Vital : 0.940064307399\n", "MatDeliveryAge : 0.0176287712095\n", "Number of Visits : 0.015485046678\n", "Diagnosis : 0.0162532700519\n", "Newborn Diagnosis : 0.0102438603782\n", "Lab : 0.000324744283845\n", "Time to run analysis 0:21:15.319728\n", "Total Time elapsed 16:07:29.512423\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.400\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.390\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.423\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.872, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.780, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.189\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.188\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.826\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.784, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.177\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.157\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.935, R^2 test: 0.146\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.935\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.784, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.242\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.893, R^2 test: 0.223\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.755, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.258\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.301\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.288\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.779, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.281\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.260\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.276\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.807, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.265\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.319\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.951, R^2 test: 0.278\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.790, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.342\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.342\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.338\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.796, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.247\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.274\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.273\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.925\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.786, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.178\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.162\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.816, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.237\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.281\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.774, Explained Variance Score Test: 0.254\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: 0.178\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.182\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.715, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.795, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.250\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.190\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.884\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.784, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.380\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.324\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.391\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.753, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.200\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.216\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.246\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.878, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.751, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.130\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.122\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.937, R^2 test: 0.146\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.768, Explained Variance Score Test: 0.248\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.226\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.227\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.248\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.693\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.779, Explained Variance Score Test: 0.268\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.208\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.188\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.902, R^2 test: 0.189\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.769, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.377\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.337\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.395\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.804, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.339\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.341\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.362\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.794, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.383\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.391\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.389\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.793, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.196\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.264\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.249\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.795, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.685, R^2 test: 0.158\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.152\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.147\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.748\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.812, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.092\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.049\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.059\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.785, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.201\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.181\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.209\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.739, Explained Variance Score Test: 0.232\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.333\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.343\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.346\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.799, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.148\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.139\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.188\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.809, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.276\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.263\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.241\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.795, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.360\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.372\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.360\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.859\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.777, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.126\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.152\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.148\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.794, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.150\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.146\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.149\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.997, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.778, Explained Variance Score Test: 0.238\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.209\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.222\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.802\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.244\n", "AUC Test: 0.766, Explained Variance Score Test: 0.261\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.156\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.160\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.197\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.782, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.242\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.229\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.229\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.864\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.788, Explained Variance Score Test: 0.308\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.274\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.224\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.208\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.768, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.806, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.278\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.234\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.266\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.826\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.790, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.215\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.183\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.202\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.827, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.245\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.266\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.311\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.785, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.302\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.256\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.271\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.807, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.126\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.152\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.925, R^2 test: 0.154\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.994, Explained Variance Score Train: 0.918\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.795, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.142\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.208\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.126\n", "AUC Test: 0.764, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.082\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.050\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.070\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.763, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.221\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.239\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.786, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.140\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.182\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.131\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.789, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.225\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.245\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.265\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.783, Explained Variance Score Test: 0.257\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.147\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.153\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.895, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.138\n", "AUC Test: 0.790, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.398\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: 0.403\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.412\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.885, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.794, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.312\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.274\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.307\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.756, Explained Variance Score Test: 0.240\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.325\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.275\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.929, R^2 test: 0.362\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.781, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.202\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.197\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.189\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.819, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.207\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.266\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.934, R^2 test: 0.248\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.924\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.799, Explained Variance Score Test: 0.289\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.288\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.312\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.281\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.802, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.343\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.340\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.375\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.884\n", "AUC Validation: 0.832, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.811, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.672, R^2 test: 0.031\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.030\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.005\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.886\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.056\n", "AUC Test: 0.803, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.373\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.398\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.401\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.871, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.789, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.134\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.933, R^2 test: 0.117\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.951, R^2 test: 0.131\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.953\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.140\n", "AUC Test: 0.773, Explained Variance Score Test: 0.241\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.270\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.244\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.765, Explained Variance Score Test: 0.243\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.171\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.172\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.776, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.218\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.225\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.880, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.778, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: 0.221\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.189\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.794, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.257\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.256\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.912\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.780, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.175\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.309\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.175\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.793, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.210\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.202\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.861, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.752, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.788, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.238\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.235\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.868\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.787, Explained Variance Score Test: 0.300\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.236\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.238\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.231\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.772, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.223\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.277\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.246\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.809, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.160\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.910, R^2 test: 0.218\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.200\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.770, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.806, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.242\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.272\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.932, R^2 test: 0.295\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.988, Explained Variance Score Train: 0.927\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.777, Explained Variance Score Test: 0.273\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.211\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.215\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.190\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.786, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.169\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.203\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.144\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.791, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.190\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.897, R^2 test: 0.204\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.215\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.802, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.255\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.277\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.269\n", "AUC Test: 0.791, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.171\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.207\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.181\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.783, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.263\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.254\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.251\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.806, Explained Variance Score Test: 0.386\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.236\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.233\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.270\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.879\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.773, Explained Variance Score Test: 0.265\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.068\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: 0.076\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.140\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.763, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.373\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.396\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.401\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.793, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.366\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: 0.406\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.920, R^2 test: 0.376\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.909\n", "AUC Validation: 0.882, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.779, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.464\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.446\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.438\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.920, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.913, Explained Variance Score Validation: 0.437\n", "AUC Test: 0.791, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.229\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.203\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.775, Explained Variance Score Test: 0.263\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.256\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.247\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.261\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.748\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.751, Explained Variance Score Test: 0.201\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: 0.338\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.350\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.304\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.783, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.343\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.345\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.329\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.807, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.233\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.143\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.188\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.765\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.750, Explained Variance Score Test: 0.250\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.266\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.264\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.278\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.755\n", "AUC Validation: 0.869, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.799, Explained Variance Score Test: 0.238\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.099\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.086\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.762, Explained Variance Score Test: 0.239\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.603, R^2 test: 0.330\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.336\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.360\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.293\n", "AUC Test: 0.803, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.206\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.196\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.165\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.991, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.206\n", "AUC Test: 0.788, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.298\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.263\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.904, R^2 test: 0.355\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.774, Explained Variance Score Test: 0.273\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.245\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.232\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.940, R^2 test: 0.194\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.794, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.148\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.145\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.801, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.236\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.901, R^2 test: 0.219\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.176\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.984, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.793, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.278\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.253\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.795, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.258\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.278\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.806, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.235\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.218\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.782, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.155\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.137\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.082\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.796, Explained Variance Score Test: 0.318\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.115\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.082\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.068\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.153\n", "AUC Test: 0.778, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.245\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.261\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: 0.231\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.776, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.119\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.917, R^2 test: 0.163\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.931, R^2 test: 0.125\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.113\n", "AUC Test: 0.768, Explained Variance Score Test: 0.269\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.246\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.894, R^2 test: 0.261\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: 0.257\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.804, Explained Variance Score Test: 0.338\n", "\n", "total Variables 333 and total subjects: 1698\n", "->AUC validation: 0.762 95% CI: [0.749 , 0.775]\n", "->AUC test: 0.786 95% CI: [0.783 , 0.790]\n", "->R^2 validation: 0.249 95% CI: [0.232 , 0.266]\n", "->R^2 test: 0.291 95% CI: [0.285 , 0.297]\n", "->Explained Variance validation: 0.235 95% CI: [0.218 , 0.252]\n", "->Explained Variance test: 0.277 95% CI: [0.269 , 0.284]\n", "Test set metrics:\n", "@threshold:2.479, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.479, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.219, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:1.113, sens:0.055, spec:0.996, ppv:0.750, acc:0.844, f1:0.102, mcc:0.190, total+:4, total-:335\n", "@threshold:0.962, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:0.885, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:0.807, sens:0.145, spec:0.986, ppv:0.667, acc:0.850, f1:0.239, mcc:0.071, total+:12, total-:327\n", "@threshold:0.752, sens:0.164, spec:0.968, ppv:0.500, acc:0.838, f1:0.247, mcc:0.026, total+:18, total-:321\n", "@threshold:0.740, sens:0.182, spec:0.965, ppv:0.500, acc:0.838, f1:0.267, mcc:0.025, total+:20, total-:319\n", "@threshold:0.730, sens:0.200, spec:0.965, ppv:0.524, acc:0.841, f1:0.289, mcc:0.028, total+:21, total-:318\n", "@threshold:0.688, sens:0.218, spec:0.961, ppv:0.522, acc:0.841, f1:0.308, mcc:0.026, total+:23, total-:316\n", "@threshold:0.676, sens:0.236, spec:0.958, ppv:0.520, acc:0.841, f1:0.325, mcc:0.025, total+:25, total-:314\n", "@threshold:0.656, sens:0.255, spec:0.954, ppv:0.519, acc:0.841, f1:0.341, mcc:0.024, total+:27, total-:312\n", "@threshold:0.586, sens:0.273, spec:0.944, ppv:0.484, acc:0.835, f1:0.349, mcc:0.019, total+:31, total-:308\n", "@threshold:0.582, sens:0.273, spec:0.940, ppv:0.469, acc:0.832, f1:0.345, mcc:0.017, total+:32, total-:307\n", "@threshold:0.573, sens:0.291, spec:0.933, ppv:0.457, acc:0.829, f1:0.356, mcc:0.016, total+:35, total-:304\n", "@threshold:0.556, sens:0.309, spec:0.930, ppv:0.459, acc:0.829, f1:0.370, mcc:0.016, total+:37, total-:302\n", "@threshold:0.553, sens:0.327, spec:0.930, ppv:0.474, acc:0.832, f1:0.387, mcc:0.017, total+:38, total-:301\n", "@threshold:0.510, sens:0.327, spec:0.926, ppv:0.462, acc:0.829, f1:0.383, mcc:0.015, total+:39, total-:300\n", "@threshold:0.489, sens:0.345, spec:0.919, ppv:0.452, acc:0.826, f1:0.392, mcc:0.014, total+:42, total-:297\n", "@threshold:0.470, sens:0.364, spec:0.915, ppv:0.455, acc:0.826, f1:0.404, mcc:0.014, total+:44, total-:295\n", "@threshold:0.465, sens:0.382, spec:0.915, ppv:0.467, acc:0.829, f1:0.420, mcc:0.015, total+:45, total-:294\n", "@threshold:0.435, sens:0.382, spec:0.912, ppv:0.457, acc:0.826, f1:0.416, mcc:0.014, total+:46, total-:293\n", "@threshold:0.425, sens:0.400, spec:0.908, ppv:0.458, acc:0.826, f1:0.427, mcc:0.014, total+:48, total-:291\n", "@threshold:0.424, sens:0.418, spec:0.905, ppv:0.460, acc:0.826, f1:0.438, mcc:0.014, total+:50, total-:289\n", "@threshold:0.400, sens:0.436, spec:0.905, ppv:0.471, acc:0.829, f1:0.453, mcc:0.015, total+:51, total-:288\n", "@threshold:0.391, sens:0.455, spec:0.901, ppv:0.472, acc:0.829, f1:0.463, mcc:0.014, total+:53, total-:286\n", "@threshold:0.354, sens:0.473, spec:0.891, ppv:0.456, acc:0.823, f1:0.464, mcc:0.013, total+:57, total-:282\n", "@threshold:0.328, sens:0.491, spec:0.887, ppv:0.458, acc:0.823, f1:0.474, mcc:0.013, total+:59, total-:280\n", "@threshold:0.285, sens:0.509, spec:0.870, ppv:0.431, acc:0.811, f1:0.467, mcc:0.011, total+:65, total-:274\n", "@threshold:0.266, sens:0.527, spec:0.866, ppv:0.433, acc:0.811, f1:0.475, mcc:0.011, total+:67, total-:272\n", "@threshold:0.261, sens:0.545, spec:0.863, ppv:0.435, acc:0.811, f1:0.484, mcc:0.011, total+:69, total-:270\n", "@threshold:0.260, sens:0.545, spec:0.859, ppv:0.429, acc:0.808, f1:0.480, mcc:0.010, total+:70, total-:269\n", "@threshold:0.202, sens:0.564, spec:0.820, ppv:0.378, acc:0.779, f1:0.453, mcc:0.008, total+:82, total-:257\n", "@threshold:0.202, sens:0.564, spec:0.817, ppv:0.373, acc:0.776, f1:0.449, mcc:0.007, total+:83, total-:256\n", "@threshold:0.201, sens:0.582, spec:0.817, ppv:0.381, acc:0.779, f1:0.460, mcc:0.008, total+:84, total-:255\n", "@threshold:0.200, sens:0.582, spec:0.813, ppv:0.376, acc:0.776, f1:0.457, mcc:0.007, total+:85, total-:254\n", "@threshold:0.177, sens:0.600, spec:0.810, ppv:0.379, acc:0.776, f1:0.465, mcc:0.007, total+:87, total-:252\n", "@threshold:0.172, sens:0.600, spec:0.806, ppv:0.375, acc:0.773, f1:0.462, mcc:0.007, total+:88, total-:251\n", "@threshold:0.131, sens:0.618, spec:0.775, ppv:0.347, acc:0.749, f1:0.444, mcc:0.006, total+:98, total-:241\n", "@threshold:0.125, sens:0.636, spec:0.771, ppv:0.350, acc:0.749, f1:0.452, mcc:0.006, total+:100, total-:239\n", "@threshold:0.076, sens:0.655, spec:0.750, ppv:0.336, acc:0.735, f1:0.444, mcc:0.005, total+:107, total-:232\n", "@threshold:0.073, sens:0.655, spec:0.746, ppv:0.333, acc:0.732, f1:0.442, mcc:0.005, total+:108, total-:231\n", "@threshold:0.052, sens:0.673, spec:0.725, ppv:0.322, acc:0.717, f1:0.435, mcc:0.005, total+:115, total-:224\n", "@threshold:0.050, sens:0.673, spec:0.722, ppv:0.319, acc:0.714, f1:0.433, mcc:0.005, total+:116, total-:223\n", "@threshold:0.026, sens:0.691, spec:0.697, ppv:0.306, acc:0.696, f1:0.425, mcc:0.004, total+:124, total-:215\n", "@threshold:0.018, sens:0.691, spec:0.694, ppv:0.304, acc:0.693, f1:0.422, mcc:0.004, total+:125, total-:214\n", "@threshold:0.007, sens:0.709, spec:0.690, ppv:0.307, acc:0.693, f1:0.429, mcc:0.004, total+:127, total-:212\n", "@threshold:-0.002, sens:0.709, spec:0.687, ppv:0.305, acc:0.690, f1:0.426, mcc:0.004, total+:128, total-:211\n", "@threshold:-0.027, sens:0.727, spec:0.676, ppv:0.303, acc:0.684, f1:0.428, mcc:0.004, total+:132, total-:207\n", "@threshold:-0.033, sens:0.745, spec:0.673, ppv:0.306, acc:0.684, f1:0.434, mcc:0.004, total+:134, total-:205\n", "@threshold:-0.049, sens:0.764, spec:0.665, ppv:0.307, acc:0.681, f1:0.438, mcc:0.004, total+:137, total-:202\n", "@threshold:-0.064, sens:0.782, spec:0.662, ppv:0.309, acc:0.681, f1:0.443, mcc:0.004, total+:139, total-:200\n", "@threshold:-0.130, sens:0.800, spec:0.609, ppv:0.284, acc:0.640, f1:0.419, mcc:0.004, total+:155, total-:184\n", "@threshold:-0.134, sens:0.818, spec:0.606, ppv:0.287, acc:0.640, f1:0.425, mcc:0.004, total+:157, total-:182\n", "@threshold:-0.177, sens:0.836, spec:0.574, ppv:0.275, acc:0.617, f1:0.414, mcc:0.003, total+:167, total-:172\n", "@threshold:-0.177, sens:0.836, spec:0.570, ppv:0.274, acc:0.614, f1:0.413, mcc:0.003, total+:168, total-:171\n", "@threshold:-0.264, sens:0.855, spec:0.500, ppv:0.249, acc:0.558, f1:0.385, mcc:0.003, total+:189, total-:150\n", "@threshold:-0.266, sens:0.855, spec:0.496, ppv:0.247, acc:0.555, f1:0.384, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.277, sens:0.873, spec:0.489, ppv:0.249, acc:0.552, f1:0.387, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.281, sens:0.873, spec:0.486, ppv:0.247, acc:0.549, f1:0.386, mcc:0.003, total+:194, total-:145\n", "@threshold:-0.339, sens:0.891, spec:0.461, ppv:0.243, acc:0.531, f1:0.381, mcc:0.003, total+:202, total-:137\n", "@threshold:-0.344, sens:0.891, spec:0.458, ppv:0.241, acc:0.528, f1:0.380, mcc:0.003, total+:203, total-:136\n", "@threshold:-0.403, sens:0.909, spec:0.401, ppv:0.227, acc:0.484, f1:0.364, mcc:0.002, total+:220, total-:119\n", "@threshold:-0.405, sens:0.909, spec:0.398, ppv:0.226, acc:0.481, f1:0.362, mcc:0.002, total+:221, total-:118\n", "@threshold:-0.407, sens:0.927, spec:0.394, ppv:0.229, acc:0.481, f1:0.367, mcc:0.002, total+:223, total-:116\n", "@threshold:-0.418, sens:0.927, spec:0.391, ppv:0.228, acc:0.478, f1:0.366, mcc:0.002, total+:224, total-:115\n", "@threshold:-0.573, sens:0.945, spec:0.261, ppv:0.198, acc:0.372, f1:0.328, mcc:0.002, total+:262, total-:77\n", "@threshold:-0.575, sens:0.945, spec:0.257, ppv:0.198, acc:0.369, f1:0.327, mcc:0.002, total+:263, total-:76\n", "@threshold:-0.648, sens:0.964, spec:0.201, ppv:0.189, acc:0.324, f1:0.316, mcc:0.002, total+:280, total-:59\n", "@threshold:-0.649, sens:0.964, spec:0.197, ppv:0.189, acc:0.322, f1:0.315, mcc:0.002, total+:281, total-:58\n", "@threshold:-0.806, sens:0.982, spec:0.088, ppv:0.173, acc:0.233, f1:0.293, mcc:0.001, total+:313, total-:26\n", "@threshold:-0.815, sens:0.982, spec:0.085, ppv:0.172, acc:0.230, f1:0.293, mcc:0.001, total+:314, total-:25\n", "@threshold:-1.331, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:0.077\n", " Diagnosis:9ccs259:Unclassified:-0.071\n", " Diagnosis:9ccs126:Ot up rsp in:0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.048\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.048\n", " Diagnosis:9ccs94:Other ear dx:0.047\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.009 1.010] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Diagnosis:9ccs58:Ot nutrit dx:0.058\n", " Diagnosis:9ccs244:Other injury:0.050\n", " Diagnosis:9ccs140:Gastritis:-0.050\n", " Diagnosis:9ccs76:Meningitis:-0.048\n", " Diagnosis:9ccs209:Ot acq defor:0.044\n", " Diagnosis:9ccs8:Oth infectns:0.042\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.041\n", "\n", " Vital: Temp-avg0to1 | coef 0.009 95% CI: [0.008 , 0.011] | OR_adj 1.009 [1.008 1.011] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", " MatDeliveryAge | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.011] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", " Vital: Temp-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:9ccs4:Mycoses:0.046\n", " Diagnosis:9ccs243:Poisn nonmed:0.046\n", " Diagnosis:9ccs215:gu cong anom:0.046\n", "\n", " Vital: Temp-avg16to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Diagnosis:9ccs126:Ot up rsp in:-0.093\n", " Diagnosis:9ccs7:Viral infect:-0.091\n", " Diagnosis:9ccs239:Superfic inj:-0.070\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.070\n", " Diagnosis:9ccs155:Other GI dx:-0.067\n", " Diagnosis:9ccs59:Anemia:-0.063\n", "\n", "* Vital: BMI-avg16to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.070\n", " Diagnosis:9ccs48:Thyroid dsor:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs137:Mouth dx:-0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.009 95% CI: [0.008 , 0.009] | OR_adj 1.009 [1.008 1.009] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.089\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.069\n", " Diagnosis:9ccs258:Other screen:-0.055\n", " Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs95:Oth nerv dx:-0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.047\n", " Diagnosis:9ccs159:UTI:0.045\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.042\n", "\n", "* Vital: Wt-gain0to3 | coef 0.009 95% CI: [0.006 , 0.011] | OR_adj 1.009 [1.006 1.011] | occ: 1401 | OR_unadj: 1.349 [1.031 1.765] | indivs AUC:0.605\n", "Correlated most with:\n", "Number of Visits:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs92:Otitis media:0.100\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs137:Mouth dx:0.071\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs155:Other GI dx:0.045\n", " Diagnosis:9ccs76:Meningitis:0.044\n", " Diagnosis:9ccs214:GI cong anom:0.043\n", "\n", "* Number of Visits | coef 0.009 95% CI: [0.008 , 0.009] | OR_adj 1.009 [1.008 1.010] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " Vital: Temp-avg19to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.010] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", "\n", "* Vital: Wt-gain3to7 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1439 | OR_unadj: 1.333 [1.022 1.740] | indivs AUC:0.560\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Diagnosis:9ccs128:Asthma:0.068\n", " Diagnosis:9ccs126:Ot up rsp in:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Number of Visits:0.055\n", " Diagnosis:9ccs155:Other GI dx:-0.052\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.052\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.050\n", "\n", "* Vital: BMI-avg3to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1296 | OR_unadj: 1.871 [1.431 2.447] | indivs AUC:0.611\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.045\n", "\n", "* Vital: BMI-gain0to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1391 | OR_unadj: 1.452 [1.110 1.899] | indivs AUC:0.557\n", "Correlated most with:\n", "Number of Visits:0.140\n", " Diagnosis:9ccs126:Ot up rsp in:0.116\n", " Diagnosis:9ccs92:Otitis media:0.082\n", " Diagnosis:9ccs128:Asthma:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.054\n", "\n", " Vital: BMI-gain3to7 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1430 | OR_unadj: 1.091 [0.835 1.425] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.095\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs240:Burns:-0.059\n", " Diagnosis:9ccs7:Viral infect:0.057\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.053\n", " Diagnosis:9ccs89:Blindness:-0.052\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.048\n", "\n", " Vital: Temp-avg5to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs92:Otitis media:0.049\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs125:Bronchitis:0.053\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs244:Other injury:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.047\n", " Diagnosis:9ccs259:Unclassified:-0.045\n", " Diagnosis:9ccs63:Wht blood dx:-0.045\n", " Diagnosis:9ccs209:Ot acq defor:-0.044\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.043\n", "\n", " Vital: Wt for Length ZScore-gain10to16 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1476 | OR_unadj: 1.137 [0.870 1.485] | indivs AUC:0.558\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.058\n", " Diagnosis:9ccs47:Ot bnign neo:0.052\n", " Diagnosis:9ccs234:Crush injury:0.051\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Diagnosis:9ccs251:Abdomnl pain:0.049\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.042\n", " Diagnosis:9ccs216:Nerv cong an:0.042\n", "\n", " Vital: Wt-gain1to5 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1425 | OR_unadj: 1.212 [0.922 1.593] | indivs AUC:0.535\n", "Correlated most with:\n", "Number of Visits:0.186\n", " Diagnosis:9ccs126:Ot up rsp in:0.121\n", " Diagnosis:9ccs7:Viral infect:0.096\n", " Diagnosis:9ccs239:Superfic inj:0.084\n", " Diagnosis:9ccs154:Gastroent:-0.075\n", " Diagnosis:9ccs135:Intest infct:0.074\n", " Diagnosis:9ccs159:UTI:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs92:Otitis media:0.064\n", " Diagnosis:9ccs4:Mycoses:0.061\n", "\n", "* Vital: BMI-avg0to1 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1326 | OR_unadj: 1.323 [1.012 1.730] | indivs AUC:0.621\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.237\n", " Diagnosis:9ccs219:Low birth wt:-0.162\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.093\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.090\n", " Newborn Diagnosis:9ccs253:Allergy:-0.090\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.087\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.084\n", " Diagnosis:9ccs222:Perint jaund:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.057\n", " Diagnosis:9ccs89:Blindness:0.055\n", "\n", " Vital: Temp-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", " Vital: Temp-avg10to13 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.064\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.063\n", " Diagnosis:9ccs251:Abdomnl pain:0.054\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", "\n", "* Vital: BMI-avg10to13 | coef 0.008 95% CI: [0.006 , 0.010] | OR_adj 1.008 [1.006 1.010] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.072\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.071\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs48:Thyroid dsor:-0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs223:Birth trauma:-0.057\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs216:Nerv cong an:0.053\n", "\n", " Vital: Wt for Length ZScore-gain1to5 | coef 0.008 95% CI: [0.006 , 0.009] | OR_adj 1.008 [1.006 1.009] | occ: 1394 | OR_unadj: 1.181 [0.903 1.546] | indivs AUC:0.536\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.111\n", " Diagnosis:9ccs147:Anal/rectal:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs125:Bronchitis:0.064\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.063\n", " Diagnosis:9ccs74:Ot mentl cnd:0.062\n", " Newborn Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs61:Sickle cell:-0.054\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", "\n", "* Vital: Wt-gain16to24 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1425 | OR_unadj: 2.121 [1.581 2.845] | indivs AUC:0.582\n", "Correlated most with:\n", "Number of Visits:-0.074\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Diagnosis:9ccs4:Mycoses:-0.056\n", " Diagnosis:9ccs63:Wht blood dx:-0.055\n", " Diagnosis:9ccs128:Asthma:-0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs257:Ot aftercare:-0.043\n", " Diagnosis:9ccs95:Oth nerv dx:0.042\n", "\n", " Vital: HC-gain0to3 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Diagnosis:9ccs212:Ot bone dx:-0.044\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.043\n", "\n", "* Vital: BMI-avg13to16 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.085\n", " Diagnosis:9ccs153:GI hemorrhag:-0.068\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs133:Oth low resp:-0.055\n", " Diagnosis:9ccs224:Ot perint dx:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs259:Unclassified:-0.049\n", "\n", " Vital: Temp-avg1to3 | coef 0.008 95% CI: [0.007 , 0.008] | OR_adj 1.008 [1.007 1.008] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Number of Visits:0.051\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", " Diagnosis:9ccs127:COPD:0.049\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.048\n", "\n", "* Vital: Wt-gain7to13 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.066\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.061\n", " Diagnosis:9ccs153:GI hemorrhag:-0.058\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs197:Skin infectn:-0.051\n", " Diagnosis:9ccs138:Esophgeal dx:-0.045\n", " Diagnosis:9ccs239:Superfic inj:-0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Newborn Diagnosis:9ccs0:No DX:-0.039\n", " Diagnosis:9ccs217:Ot cong anom:-0.037\n", "\n", " Vital: HC-gain1to5 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.051\n", "\n", " Vital: Wt-avg0to1 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1336 | OR_unadj: 1.096 [0.838 1.434] | indivs AUC:0.526\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.362\n", " Diagnosis:9ccs219:Low birth wt:-0.222\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.150\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.139\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.130\n", " Newborn Diagnosis:9ccs253:Allergy:-0.111\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.105\n", " Diagnosis:9ccs222:Perint jaund:-0.098\n", " Diagnosis:9ccs143:Abdom hernia:-0.082\n", "\n", "* Vital: Wt for Length ZScore-gain13to19 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1451 | OR_unadj: 1.313 [1.006 1.713] | indivs AUC:0.514\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:-0.077\n", " Diagnosis:9ccs163:Other GU dx:-0.065\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.065\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs143:Abdom hernia:0.059\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:-0.057\n", " Number of Visits:0.053\n", " Diagnosis:9ccs92:Otitis media:0.048\n", " Diagnosis:9ccs62:Coag/hemr dx:0.046\n", "\n", "* Vital: BMI-avg19to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.064\n", " Diagnosis:9ccs198:Ot infl skin:-0.057\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", "\n", " Vital: Temp-avg3to5 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.058\n", " Diagnosis:9ccs216:Nerv cong an:0.057\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.054\n", "\n", " Vital: Wt for Length ZScore-gain3to7 | coef 0.007 95% CI: [0.007 , 0.008] | OR_adj 1.007 [1.007 1.008] | occ: 1431 | OR_unadj: 0.985 [0.752 1.290] | indivs AUC:0.510\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.085\n", " Diagnosis:9ccs127:COPD:0.056\n", " Diagnosis:9ccs95:Oth nerv dx:0.055\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.052\n", " Diagnosis:9ccs200:Oth skin dx:0.052\n", " Diagnosis:9ccs122:Pneumonia:-0.050\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Diagnosis:9ccs64:Ot hematl dx:0.046\n", " Diagnosis:9ccs91:Other eye dx:0.046\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.074\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs234:Crush injury:0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs125:Bronchitis:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.047\n", "\n", "* Vital: Wt Percentile-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.087\n", " Diagnosis:9ccs89:Blindness:0.066\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs253:Allergy:0.061\n", " Diagnosis:9ccs208:Acq foot def:0.056\n", " Diagnosis:9ccs128:Asthma:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.052\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.051\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Diagnosis:9ccs92:Otitis media:-0.142\n", " Diagnosis:9ccs126:Ot up rsp in:-0.126\n", " Diagnosis:9ccs133:Oth low resp:-0.099\n", " Diagnosis:9ccs125:Bronchitis:-0.085\n", " Diagnosis:9ccs127:COPD:-0.080\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.066\n", " Diagnosis:9ccs7:Viral infect:-0.066\n", " Diagnosis:9ccs135:Intest infct:-0.065\n", "\n", " Vital: Wt Percentile-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 961 | OR_unadj: 1.048 [0.733 1.496] | indivs AUC:0.531\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.084\n", " Diagnosis:9ccs74:Ot mentl cnd:0.077\n", " Diagnosis:9ccs63:Wht blood dx:-0.065\n", " Diagnosis:9ccs168:PID:-0.064\n", " Diagnosis:9ccs61:Sickle cell:-0.063\n", " Diagnosis:9ccs208:Acq foot def:-0.062\n", " Diagnosis:9ccs257:Ot aftercare:-0.059\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.059\n", " Lab:292495 LEAD LEVEL - Sunrise:0.054\n", " Diagnosis:9ccs51:Ot endo dsor:-0.052\n", "\n", " Vital: Ht-gain1to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", "* Vital: BMI-gain16to24 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1447 | OR_unadj: 1.625 [1.206 2.189] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:-0.068\n", " Diagnosis:9ccs4:Mycoses:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.057\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs138:Esophgeal dx:-0.052\n", " Diagnosis:9ccs63:Wht blood dx:-0.049\n", " Diagnosis:9ccs234:Crush injury:-0.047\n", " Lab:292495 LEAD LEVEL - Sunrise:0.047\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.047\n", " Diagnosis:9ccs257:Ot aftercare:-0.045\n", "\n", "* Vital: BMI-avg1to3 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1340 | OR_unadj: 1.980 [1.513 2.590] | indivs AUC:0.662\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.109\n", " Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs125:Bronchitis:0.071\n", " Diagnosis:9ccs147:Anal/rectal:0.070\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.059\n", " Diagnosis:9ccs238:Complic proc:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.055\n", " Diagnosis:9ccs197:Skin infectn:0.052\n", " Diagnosis:9ccs122:Pneumonia:0.047\n", "\n", " Vital: HR-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", "* Vital: Wt-avg1to3 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1353 | OR_unadj: 1.405 [1.071 1.842] | indivs AUC:0.600\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.278\n", " Diagnosis:9ccs219:Low birth wt:-0.169\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.136\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.113\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Diagnosis:9ccs143:Abdom hernia:-0.090\n", " Diagnosis:9ccs125:Bronchitis:0.087\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.075\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Diagnosis:9ccs222:Perint jaund:-0.073\n", "\n", "* Vital: Wt Change-latest | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Diagnosis:9ccs126:Ot up rsp in:-0.138\n", " Diagnosis:9ccs92:Otitis media:-0.120\n", " Diagnosis:9ccs125:Bronchitis:-0.110\n", " Diagnosis:9ccs133:Oth low resp:-0.082\n", " Newborn Diagnosis:9ccs0:No DX:0.081\n", " Diagnosis:9ccs135:Intest infct:-0.079\n", " Diagnosis:9ccs257:Ot aftercare:-0.078\n", " Diagnosis:9ccs7:Viral infect:-0.071\n", " Diagnosis:9ccs198:Ot infl skin:-0.069\n", "\n", "* Vital: BMI-gain7to13 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.059\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.056\n", " Diagnosis:9ccs153:GI hemorrhag:-0.054\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.051\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.048\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.045\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.041\n", " Newborn Diagnosis:9ccs253:Allergy:-0.040\n", " Diagnosis:9ccs253:Allergy:-0.039\n", "\n", " Vital: Temp-avg7to10 | coef 0.007 95% CI: [0.006 , 0.007] | OR_adj 1.007 [1.006 1.007] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", "* Vital: Wt for Length ZScore-avg19to24 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1347 | OR_unadj: 3.737 [2.826 4.943] | indivs AUC:0.763\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.091\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.052\n", " Diagnosis:9ccs143:Abdom hernia:0.051\n", " Diagnosis:9ccs133:Oth low resp:-0.051\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.046\n", " Diagnosis:9ccs0:No DX:-0.046\n", " Diagnosis:9ccs209:Ot acq defor:-0.046\n", " Diagnosis:9ccs167:Breast dx:-0.042\n", "\n", "* Vital: Wt-latest | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Diagnosis:9ccs126:Ot up rsp in:0.281\n", " Diagnosis:9ccs10:Immuniz/scrn:0.260\n", " Diagnosis:9ccs92:Otitis media:0.212\n", " Diagnosis:9ccs7:Viral infect:0.178\n", " Diagnosis:9ccs257:Ot aftercare:0.155\n", " Diagnosis:9ccs135:Intest infct:0.138\n", " Diagnosis:9ccs90:Eye infectn:0.129\n", " Diagnosis:9ccs125:Bronchitis:0.109\n", " Diagnosis:9ccs74:Ot mentl cnd:0.105\n", "\n", "* Vital: Ht-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", " Vital: BMI-gain10to16 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1448 | OR_unadj: 1.186 [0.893 1.575] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.051\n", " Newborn Diagnosis:9ccs253:Allergy:0.051\n", " Number of Visits:0.048\n", " Diagnosis:9ccs123:Influenza:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.042\n", " Diagnosis:9ccs59:Anemia:0.039\n", " Diagnosis:9ccs175:Ot femal gen:-0.039\n", "\n", " Vital: BMI-gain1to5 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1421 | OR_unadj: 1.007 [0.771 1.314] | indivs AUC:0.507\n", "Correlated most with:\n", "Number of Visits:0.129\n", " Diagnosis:9ccs126:Ot up rsp in:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs217:Ot cong anom:0.065\n", " Diagnosis:9ccs159:UTI:0.065\n", " Diagnosis:9ccs74:Ot mentl cnd:0.059\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs127:COPD:0.053\n", "\n", " Vital: Ht-gain16to24 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", " Vital: Wt-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1422 | OR_unadj: 1.239 [0.917 1.676] | indivs AUC:0.579\n", "Correlated most with:\n", "Number of Visits:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.063\n", " Diagnosis:9ccs92:Otitis media:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.061\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.052\n", " Diagnosis:9ccs123:Influenza:0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", " Diagnosis:9ccs90:Eye infectn:0.041\n", " Diagnosis:9ccs253:Allergy:0.035\n", " Newborn Diagnosis:9ccs253:Allergy:0.034\n", "\n", "* Vital: Ht Percentile-latest | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", "* Vital: Wt-avg5to7 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1315 | OR_unadj: 2.102 [1.606 2.750] | indivs AUC:0.606\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.190\n", " Diagnosis:9ccs238:Complic proc:-0.108\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.103\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Newborn Diagnosis:9ccs253:Allergy:-0.072\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.071\n", " Diagnosis:9ccs138:Esophgeal dx:-0.069\n", " Diagnosis:9ccs92:Otitis media:0.069\n", " Diagnosis:9ccs125:Bronchitis:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.067\n", "\n", " Vital: Ht-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.051\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.078\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs147:Anal/rectal:0.065\n", " Diagnosis:9ccs64:Ot hematl dx:-0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs91:Other eye dx:-0.056\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs200:Oth skin dx:-0.054\n", "\n", " Vital: Ht-gain0to3 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", "* Vital: Wt-gain5to10 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 1444 | OR_unadj: 1.450 [1.102 1.909] | indivs AUC:0.564\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.096\n", " Diagnosis:9ccs200:Oth skin dx:-0.066\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.065\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", " Diagnosis:9ccs89:Blindness:0.052\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs95:Oth nerv dx:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.045\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.042\n", "\n", "* Vital: BMI-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.064\n", " Diagnosis:9ccs217:Ot cong anom:-0.059\n", " Diagnosis:9ccs3:Oth bact inf:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.057\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.051\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs238:Complic proc:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.046\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.046\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Vital: Ht-gain10to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs59:Anemia:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.046\n", " Diagnosis:9ccs123:Influenza:0.045\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Diagnosis:9ccs163:Other GU dx:-0.037\n", "\n", "* Vital: BMI-avg5to7 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1293 | OR_unadj: 2.167 [1.657 2.835] | indivs AUC:0.634\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.089\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.067\n", " Diagnosis:9ccs219:Low birth wt:-0.059\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.054\n", " Newborn Diagnosis:9ccs253:Allergy:-0.052\n", " Diagnosis:9ccs92:Otitis media:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.050\n", " Diagnosis:9ccs168:PID:0.048\n", " Diagnosis:9ccs155:Other GI dx:-0.045\n", " Diagnosis:9ccs113:Late eff CVD:-0.045\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:0.105\n", " Lab:292495 LEAD LEVEL - Sunrise:0.094\n", " Diagnosis:9ccs200:Oth skin dx:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:-0.059\n", " Diagnosis:9ccs256:Exam/eval:-0.059\n", " Diagnosis:9ccs223:Birth trauma:-0.054\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.052\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.038\n", " Diagnosis:9ccs159:UTI:0.038\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", " Vital: HC-gain7to13 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Vital: BMI-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1455 | OR_unadj: 1.104 [0.834 1.462] | indivs AUC:0.488\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.095\n", " Diagnosis:9ccs256:Exam/eval:-0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.061\n", " Diagnosis:9ccs200:Oth skin dx:-0.061\n", " Diagnosis:9ccs89:Blindness:0.050\n", " Diagnosis:9ccs223:Birth trauma:-0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.046\n", " Diagnosis:9ccs136:Teeth dx:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", "\n", " Vital: Wt-gain13to19 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1408 | OR_unadj: 1.117 [0.855 1.458] | indivs AUC:0.590\n", "Correlated most with:\n", "Number of Visits:0.065\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs257:Ot aftercare:0.057\n", " Diagnosis:9ccs96:Hrt valve dx:0.050\n", " Diagnosis:9ccs250:Nausea/vomit:0.049\n", " Diagnosis:9ccs133:Oth low resp:0.047\n", " Diagnosis:9ccs128:Asthma:0.045\n", " Diagnosis:9ccs161:Ot dx kidney:0.045\n", " Diagnosis:9ccs155:Other GI dx:0.043\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", "\n", " Vital: Ht-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.058\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.093\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Number of Visits:0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", " Diagnosis:9ccs74:Ot mentl cnd:0.060\n", " Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs61:Sickle cell:-0.053\n", " Diagnosis:9ccs58:Ot nutrit dx:0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs7:Viral infect:0.051\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs242:Poisn ot med:0.065\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.061\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs168:PID:0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", " Diagnosis:9ccs89:Blindness:0.046\n", "\n", " Vital: HC-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Diagnosis:9ccs96:Hrt valve dx:0.100\n", "\n", " Vital: Ht-gain5to10 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: HC-gain5to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs95:Oth nerv dx:-0.047\n", " Diagnosis:9ccs222:Perint jaund:-0.044\n", "\n", "* Vital: BMI-gain0to24 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs48:Thyroid dsor:-0.079\n", " Diagnosis:9ccs133:Oth low resp:-0.066\n", " Diagnosis:9ccs198:Ot infl skin:-0.059\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Diagnosis:9ccs0:No DX:-0.051\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.050\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.049\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.048\n", "\n", " Vital: Wt for Length ZScore-gain16to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1432 | OR_unadj: 1.066 [0.815 1.393] | indivs AUC:0.594\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.055\n", " Diagnosis:9ccs154:Gastroent:0.055\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs141:Ot dx stomch:0.051\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs250:Nausea/vomit:0.045\n", " Diagnosis:9ccs76:Meningitis:0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.044\n", "\n", "* Vital: Wt-avg3to5 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1316 | OR_unadj: 1.676 [1.282 2.190] | indivs AUC:0.597\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.220\n", " Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.085\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.080\n", " Diagnosis:9ccs143:Abdom hernia:-0.078\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs125:Bronchitis:0.076\n", " Diagnosis:9ccs3:Oth bact inf:0.073\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.072\n", " Diagnosis:9ccs238:Complic proc:-0.072\n", "\n", " Vital: Ht-avg0to1 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", "* Vital: Wt-avg7to10 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1355 | OR_unadj: 2.480 [1.894 3.248] | indivs AUC:0.633\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.112\n", " Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs238:Complic proc:-0.079\n", " Diagnosis:9ccs125:Bronchitis:0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.059\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs143:Abdom hernia:-0.054\n", " Diagnosis:9ccs128:Asthma:0.053\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", "\n", " Vital: Wt for Len Percentile-gain7to13 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1290 | OR_unadj: 0.991 [0.753 1.305] | indivs AUC:0.576\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs153:GI hemorrhag:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.055\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.050\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.047\n", " Diagnosis:9ccs0:No DX:-0.045\n", " Diagnosis:9ccs216:Nerv cong an:0.042\n", " Diagnosis:9ccs95:Oth nerv dx:0.041\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.039\n", "\n", " Vital: HC-gain16to24 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", " Diagnosis:9ccs239:Superfic inj:-0.045\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:0.073\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.066\n", " Diagnosis:9ccs242:Poisn ot med:0.062\n", " Diagnosis:9ccs125:Bronchitis:0.060\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs133:Oth low resp:-0.056\n", " Diagnosis:9ccs259:Unclassified:-0.052\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.067\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.047\n", " Diagnosis:9ccs95:Oth nerv dx:-0.046\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.046\n", "\n", "* Vital: Wt-avg10to13 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 1399 | OR_unadj: 2.696 [2.056 3.535] | indivs AUC:0.688\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.094\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.074\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.070\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.070\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs217:Ot cong anom:-0.066\n", " Diagnosis:9ccs125:Bronchitis:0.065\n", " Diagnosis:9ccs48:Thyroid dsor:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.059\n", "\n", " Vital: Ht-avg10to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", " Vital: Wt Percentile-gain10to16 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 753 | OR_unadj: 0.793 [0.556 1.132] | indivs AUC:0.490\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.067\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs96:Hrt valve dx:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.048\n", " Diagnosis:9ccs137:Mouth dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.044\n", " Diagnosis:9ccs61:Sickle cell:-0.042\n", " Diagnosis:9ccs92:Otitis media:0.041\n", " Diagnosis:9ccs151:Oth liver dx:0.039\n", "\n", " Vital: Ht-gain3to7 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", " Diagnosis:9ccs89:Blindness:-0.051\n", " Diagnosis:9ccs238:Complic proc:0.049\n", "\n", " Vital: Ht-avg1to3 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", "* Vital: Ht-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", "\n", " Vital: HC-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", "* Vital: Wt for Length ZScore-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1297 | OR_unadj: 2.431 [1.856 3.184] | indivs AUC:0.646\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.091\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs155:Other GI dx:-0.048\n", " Newborn Diagnosis:9ccs253:Allergy:-0.048\n", " Diagnosis:9ccs113:Late eff CVD:-0.047\n", " Diagnosis:9ccs55:Fluid/elc dx:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.046\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs2603:E Codes: Fall:0.049\n", "\n", " Vital: Wt Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 698 | OR_unadj: 1.247 [0.851 1.830] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:-0.063\n", " Diagnosis:9ccs124:Tonsillitis:0.060\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.060\n", " Diagnosis:9ccs239:Superfic inj:-0.056\n", " Diagnosis:9ccs204:Ot joint dx:0.054\n", " Diagnosis:9ccs258:Other screen:-0.053\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.053\n", " Diagnosis:9ccs217:Ot cong anom:-0.051\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.047\n", "\n", " Vital: Wt for Len Percentile-gain16to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1289 | OR_unadj: 0.818 [0.613 1.091] | indivs AUC:0.488\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:-0.068\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Number of Visits:-0.062\n", " Diagnosis:9ccs4:Mycoses:-0.054\n", " Lab:292495 LEAD LEVEL - Sunrise:0.050\n", " Diagnosis:9ccs94:Other ear dx:-0.050\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.048\n", " Diagnosis:9ccs138:Esophgeal dx:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs128:Asthma:-0.046\n", "\n", " Vital: HC-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", "* Vital: Wt Percentile-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 826 | OR_unadj: 0.644 [0.432 0.961] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.076\n", " Diagnosis:9ccs91:Other eye dx:-0.063\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs208:Acq foot def:0.055\n", " Diagnosis:9ccs7:Viral infect:0.055\n", " Number of Visits:0.052\n", " Diagnosis:9ccs175:Ot femal gen:0.049\n", " Diagnosis:9ccs161:Ot dx kidney:0.046\n", " Diagnosis:9ccs239:Superfic inj:0.044\n", "\n", "* Vital: Wt-avg13to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.085\n", " Diagnosis:9ccs48:Thyroid dsor:-0.067\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs124:Tonsillitis:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.056\n", " Diagnosis:9ccs238:Complic proc:-0.056\n", " Diagnosis:9ccs89:Blindness:0.055\n", " Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", "\n", " Vital: HC-avg1to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.058\n", "\n", "* Vital: Wt for Len Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1273 | OR_unadj: 1.672 [1.280 2.183] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.077\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.056\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Number of Visits:0.048\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.048\n", " Diagnosis:9ccs96:Hrt valve dx:-0.047\n", " Diagnosis:9ccs239:Superfic inj:0.047\n", "\n", " Vital: Ht-gain13to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.042\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", " Diagnosis:9ccs155:Other GI dx:0.041\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", "\n", " Vital: BMI-gain13to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1431 | OR_unadj: 0.840 [0.643 1.097] | indivs AUC:0.566\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:0.065\n", " Diagnosis:9ccs141:Ot dx stomch:0.053\n", " Diagnosis:9ccs7:Viral infect:0.048\n", " Diagnosis:9ccs10:Immuniz/scrn:0.048\n", " Number of Visits:0.046\n", " Diagnosis:9ccs257:Ot aftercare:0.043\n", " Diagnosis:9ccs161:Ot dx kidney:0.041\n", " Diagnosis:9ccs133:Oth low resp:0.039\n", " Diagnosis:9ccs122:Pneumonia:0.039\n", " Diagnosis:9ccs96:Hrt valve dx:0.038\n", "\n", "* Vital: Wt Change-avg16to19 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 712 | OR_unadj: 1.794 [1.198 2.685] | indivs AUC:0.516\n", "Correlated most with:\n", "Number of Visits:-0.238\n", " Diagnosis:9ccs90:Eye infectn:-0.120\n", " Diagnosis:9ccs257:Ot aftercare:-0.120\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.119\n", " Diagnosis:9ccs135:Intest infct:-0.119\n", " Diagnosis:9ccs126:Ot up rsp in:-0.116\n", " Diagnosis:9ccs92:Otitis media:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.100\n", " Diagnosis:9ccs7:Viral infect:-0.099\n", " Diagnosis:9ccs133:Oth low resp:-0.093\n", "\n", "* Vital: Wt-avg16to19 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.070\n", " Diagnosis:9ccs128:Asthma:0.064\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.064\n", " Diagnosis:9ccs215:gu cong anom:0.061\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.060\n", " Diagnosis:9ccs238:Complic proc:-0.059\n", " Diagnosis:9ccs205:Back problem:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs124:Tonsillitis:0.050\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", " Vital: Wt Change-avg10to13 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 631 | OR_unadj: 1.185 [0.802 1.752] | indivs AUC:0.443\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:0.095\n", " Number of Visits:-0.083\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.078\n", " Diagnosis:9ccs133:Oth low resp:-0.078\n", " Diagnosis:9ccs136:Teeth dx:-0.078\n", " Diagnosis:9ccs125:Bronchitis:-0.077\n", " Diagnosis:9ccs96:Hrt valve dx:-0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.063\n", " Diagnosis:9ccs128:Asthma:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.062\n", "\n", " Vital: HC-gain3to7 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", " Diagnosis:9ccs125:Bronchitis:-0.054\n", " Diagnosis:9ccs89:Blindness:-0.050\n", " Diagnosis:9ccs90:Eye infectn:0.050\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.048\n", "\n", " Vital: HC-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", " Vital: Wt for Length ZScore-avg0to1 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", " Vital: Wt for Length ZScore-gain0to3 | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1309 | OR_unadj: 1.211 [0.926 1.584] | indivs AUC:0.579\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:-0.096\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.095\n", " Diagnosis:10ccs58:Ot nutrit dx:0.069\n", " Diagnosis:9ccs222:Perint jaund:-0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.057\n", " Diagnosis:9ccs161:Ot dx kidney:0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.054\n", " Diagnosis:9ccs117:Ot circul dx:-0.053\n", "\n", "* Vital: Ht-avg16to19 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs205:Back problem:-0.060\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.055\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", "\n", " Vital: Ht-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Diagnosis:9ccs128:Asthma:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.114\n", "\n", "* Vital: HC-avg7to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.035\n", " Diagnosis:9ccs137:Mouth dx:-0.034\n", "\n", "* Vital: HC-avg5to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.043\n", " Diagnosis:9ccs89:Blindness:0.043\n", "\n", "* Vital: HC-avg10to13 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", " Diagnosis:9ccs62:Coag/hemr dx:0.044\n", " Diagnosis:9ccs205:Back problem:0.043\n", " Number of Visits:0.041\n", " Diagnosis:9ccs64:Ot hematl dx:0.041\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", " Diagnosis:9ccs247:Lymph enlarg:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.049\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs143:Abdom hernia:-0.046\n", " Diagnosis:9ccs153:GI hemorrhag:0.046\n", "\n", " Vital: Ht-avg5to7 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", " Vital: Wt Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 582 | OR_unadj: 1.002 [0.659 1.525] | indivs AUC:0.473\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs89:Blindness:0.068\n", " Lab:292495 LEAD LEVEL - Sunrise:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:-0.059\n", " Diagnosis:9ccs244:Other injury:0.056\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs92:Otitis media:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Diagnosis:9ccs3:Oth bact inf:0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs2:Septicemia:0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", "\n", "* Vital: RR-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", " Diagnosis:9ccs92:Otitis media:-0.059\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", "\n", "* Vital: HC-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs92:Otitis media:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.044\n", "\n", " Vital: Wt for Len Percentile-gain13to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1254 | OR_unadj: 1.030 [0.785 1.351] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:0.069\n", " Diagnosis:9ccs163:Other GU dx:0.067\n", " Number of Visits:0.059\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Diagnosis:9ccs91:Other eye dx:-0.046\n", " Diagnosis:9ccs141:Ot dx stomch:0.044\n", " Diagnosis:9ccs208:Acq foot def:0.044\n", " Diagnosis:9ccs250:Nausea/vomit:0.043\n", " Diagnosis:9ccs94:Other ear dx:0.041\n", " Diagnosis:9ccs240:Burns:0.040\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.073\n", " Diagnosis:9ccs234:Crush injury:0.072\n", " Diagnosis:9ccs92:Otitis media:0.068\n", " Diagnosis:9ccs96:Hrt valve dx:-0.057\n", " MatDeliveryAge:-0.056\n", " Diagnosis:9ccs217:Ot cong anom:-0.053\n", " Diagnosis:9ccs125:Bronchitis:0.052\n", " Diagnosis:9ccs238:Complic proc:-0.050\n", " Diagnosis:9ccs219:Low birth wt:-0.050\n", " Diagnosis:9ccs208:Acq foot def:0.049\n", "\n", " Vital: Wt Change-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 654 | OR_unadj: 1.355 [0.943 1.946] | indivs AUC:0.524\n", "Correlated most with:\n", "Number of Visits:-0.118\n", " Diagnosis:9ccs126:Ot up rsp in:-0.089\n", " Diagnosis:9ccs63:Wht blood dx:0.082\n", " Diagnosis:9ccs155:Other GI dx:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.079\n", " Newborn Diagnosis:9ccs221:Resp distres:0.078\n", " Diagnosis:9ccs143:Abdom hernia:0.077\n", " Diagnosis:9ccs125:Bronchitis:-0.073\n", " Diagnosis:9ccs136:Teeth dx:-0.070\n", " Diagnosis:9ccs92:Otitis media:-0.065\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:0.073\n", " Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs125:Bronchitis:-0.065\n", " Diagnosis:9ccs259:Unclassified:-0.057\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.053\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Newborn Diagnosis:9ccs0:No DX:0.051\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.048\n", " Diagnosis:9ccs222:Perint jaund:0.048\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.045\n", "\n", " Vital: HC-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Diagnosis:9ccs247:Lymph enlarg:0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: HR-avg19to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", " Diagnosis:9ccs3:Oth bact inf:0.052\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs212:Ot bone dx:0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", "\n", " Vital: HR-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.061\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.059\n", "\n", " Vital: Ht-avg19to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", "\n", " Vital: Ht-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", "\n", "* Vital: Wt Percentile-avg10to13 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 664 | OR_unadj: 1.806 [1.346 2.423] | indivs AUC:0.618\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs208:Acq foot def:0.061\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.055\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.054\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", " Diagnosis:9ccs63:Wht blood dx:0.048\n", "\n", "* Vital: Wt-avg19to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.066\n", " Diagnosis:9ccs128:Asthma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.047\n", " Diagnosis:9ccs143:Abdom hernia:0.045\n", " Diagnosis:9ccs89:Blindness:0.044\n", " Diagnosis:9ccs215:gu cong anom:0.041\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", "\n", "* Vital: HC-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.051\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Diagnosis:9ccs219:Low birth wt:-0.044\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", " Diagnosis:9ccs238:Complic proc:-0.043\n", " Diagnosis:9ccs95:Oth nerv dx:0.042\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Newborn Diagnosis:9ccs221:Resp distres:0.053\n", " Diagnosis:9ccs96:Hrt valve dx:0.053\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", "* Vital: Wt Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.005] | OR_adj 1.003 [1.002 1.005] | occ: 548 | OR_unadj: 1.684 [1.224 2.316] | indivs AUC:0.570\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:-0.080\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.074\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.060\n", " Diagnosis:9ccs90:Eye infectn:0.057\n", " Diagnosis:9ccs89:Blindness:0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs259:Unclassified:-0.050\n", " Diagnosis:9ccs117:Ot circul dx:-0.047\n", " Diagnosis:9ccs242:Poisn ot med:0.046\n", "\n", " Vital: HR-avg10to13 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs167:Breast dx:0.053\n", " Diagnosis:9ccs140:Gastritis:0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.045\n", " Lab:292495 LEAD LEVEL - Sunrise:0.044\n", "\n", "* Vital: Wt for Len Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 947 | OR_unadj: 1.643 [1.240 2.177] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:-0.100\n", " Diagnosis:9ccs59:Anemia:0.062\n", " Diagnosis:9ccs211:Ot conn tiss:0.058\n", " Diagnosis:9ccs137:Mouth dx:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Diagnosis:9ccs140:Gastritis:-0.049\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs217:Ot cong anom:-0.047\n", " Diagnosis:9ccs212:Ot bone dx:-0.047\n", "\n", "* Vital: Wt-gain0to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.076\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.067\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", " Diagnosis:9ccs89:Blindness:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.043\n", " Diagnosis:9ccs200:Oth skin dx:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs2603:E Codes: Fall:0.041\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.040\n", " Diagnosis:9ccs238:Complic proc:-0.040\n", "\n", "* Vital: Wt for Len Percentile-avg7to10 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1304 | OR_unadj: 2.608 [1.991 3.417] | indivs AUC:0.622\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.070\n", " Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.056\n", " Diagnosis:9ccs222:Perint jaund:-0.052\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.050\n", " Lab:292495 LEAD LEVEL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.047\n", " Diagnosis:9ccs48:Thyroid dsor:-0.046\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", " Diagnosis:9ccs163:Other GU dx:0.042\n", " Diagnosis:9ccs224:Ot perint dx:-0.041\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.050\n", " Diagnosis:9ccs89:Blindness:0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs47:Ot bnign neo:0.043\n", " Diagnosis:9ccs48:Thyroid dsor:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs175:Ot femal gen:0.040\n", "\n", "* Vital: Wt Percentile-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 747 | OR_unadj: 1.781 [1.341 2.364] | indivs AUC:0.649\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.085\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs205:Back problem:-0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.064\n", " Diagnosis:9ccs89:Blindness:0.058\n", " Diagnosis:9ccs217:Ot cong anom:-0.058\n", " Diagnosis:9ccs215:gu cong anom:0.058\n", " Diagnosis:9ccs128:Asthma:0.057\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs76:Meningitis:0.056\n", "\n", " Vital: Wt Change-avg5to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 420 | OR_unadj: 0.968 [0.619 1.514] | indivs AUC:0.474\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:-0.068\n", " Diagnosis:9ccs47:Ot bnign neo:0.065\n", " Diagnosis:9ccs208:Acq foot def:0.059\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.054\n", " Diagnosis:9ccs243:Poisn nonmed:-0.053\n", " Diagnosis:9ccs136:Teeth dx:-0.052\n", " Diagnosis:9ccs151:Oth liver dx:0.051\n", " Diagnosis:9ccs258:Other screen:0.046\n", " Diagnosis:9ccs92:Otitis media:-0.045\n", " Diagnosis:9ccs197:Skin infectn:-0.044\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.058\n", " Diagnosis:9ccs213:Cardiac anom:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Vital: Wt Percentile-gain3to7 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 491 | OR_unadj: 0.943 [0.621 1.433] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.077\n", " Diagnosis:9ccs257:Ot aftercare:0.061\n", " Diagnosis:9ccs89:Blindness:-0.060\n", " Diagnosis:9ccs147:Anal/rectal:-0.056\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Diagnosis:9ccs161:Ot dx kidney:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Diagnosis:9ccs122:Pneumonia:0.049\n", "\n", "* Vital: Wt Percentile-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 921 | OR_unadj: 2.119 [1.615 2.779] | indivs AUC:0.706\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.066\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:9ccs253:Allergy:0.058\n", " Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Diagnosis:9ccs239:Superfic inj:0.053\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.052\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs2:Septicemia:0.052\n", "\n", " Vital: Wt Percentile-gain1to5 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 439 | OR_unadj: 1.179 [0.767 1.814] | indivs AUC:0.482\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", " Diagnosis:9ccs213:Cardiac anom:-0.062\n", " Diagnosis:9ccs124:Tonsillitis:-0.061\n", " Diagnosis:9ccs256:Exam/eval:0.056\n", " Diagnosis:9ccs89:Blindness:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:-0.049\n", " Diagnosis:9ccs242:Poisn ot med:0.045\n", " Diagnosis:9ccs4:Mycoses:0.044\n", " Diagnosis:9ccs122:Pneumonia:-0.042\n", "\n", " Vital: Wt Percentile-gain0to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 372 | OR_unadj: 0.999 [0.638 1.563] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:0.074\n", " Diagnosis:9ccs253:Allergy:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs211:Ot conn tiss:0.056\n", " Diagnosis:9ccs128:Asthma:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", " Diagnosis:9ccs92:Otitis media:0.048\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: HR-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", "\n", "* Vital: Wt for Len Percentile-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1379 | OR_unadj: 2.986 [2.269 3.930] | indivs AUC:0.700\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.079\n", " Diagnosis:9ccs48:Thyroid dsor:-0.075\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.071\n", " Diagnosis:9ccs219:Low birth wt:-0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.054\n", " Diagnosis:9ccs259:Unclassified:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.049\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.049\n", " Diagnosis:9ccs133:Oth low resp:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", "\n", "* Vital: Wt Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 679 | OR_unadj: 1.935 [1.451 2.581] | indivs AUC:0.643\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs204:Ot joint dx:0.059\n", " Diagnosis:9ccs117:Ot circul dx:-0.054\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", " Diagnosis:9ccs141:Ot dx stomch:-0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Diagnosis:9ccs138:Esophgeal dx:0.048\n", " Diagnosis:9ccs48:Thyroid dsor:-0.046\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Vital: Wt Change-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 329 | OR_unadj: 1.015 [0.648 1.588] | indivs AUC:0.511\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:0.088\n", " Diagnosis:9ccs147:Anal/rectal:0.073\n", " Diagnosis:9ccs117:Ot circul dx:-0.067\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.065\n", " Diagnosis:9ccs124:Tonsillitis:0.061\n", " Diagnosis:9ccs211:Ot conn tiss:0.048\n", " Diagnosis:9ccs4:Mycoses:-0.046\n", " Diagnosis:9ccs198:Ot infl skin:-0.044\n", " Diagnosis:9ccs168:PID:0.042\n", " Diagnosis:9ccs61:Sickle cell:-0.040\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs48:Thyroid dsor:-0.071\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.055\n", " Diagnosis:9ccs143:Abdom hernia:0.054\n", " Diagnosis:9ccs92:Otitis media:0.054\n", " Diagnosis:9ccs124:Tonsillitis:0.053\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs213:Cardiac anom:-0.049\n", " Diagnosis:9ccs240:Burns:-0.049\n", "\n", " Vital: Wt Change-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 376 | OR_unadj: 1.188 [0.778 1.816] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:-0.075\n", " Diagnosis:9ccs242:Poisn ot med:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.065\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs198:Ot infl skin:-0.058\n", " Diagnosis:9ccs250:Nausea/vomit:-0.056\n", " Diagnosis:9ccs209:Ot acq defor:0.055\n", " Diagnosis:9ccs59:Anemia:-0.053\n", " Diagnosis:9ccs138:Esophgeal dx:-0.053\n", " Number of Visits:-0.051\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs258:Other screen:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.048\n", "\n", "* Vital: HC-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs253:Allergy:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs205:Back problem:0.048\n", "\n", " Vital: HR-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", "* Vital: Wt Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 447 | OR_unadj: 1.467 [1.036 2.078] | indivs AUC:0.563\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs208:Acq foot def:0.086\n", " Diagnosis:9ccs217:Ot cong anom:-0.077\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Diagnosis:9ccs117:Ot circul dx:-0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.067\n", " Diagnosis:9ccs92:Otitis media:0.065\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.064\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs168:PID:0.058\n", "\n", "* Vital: Wt Percentile-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 408 | OR_unadj: 1.512 [1.054 2.171] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.095\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.094\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.089\n", " Diagnosis:9ccs242:Poisn ot med:0.079\n", " Diagnosis:9ccs217:Ot cong anom:-0.074\n", " Diagnosis:9ccs61:Sickle cell:-0.069\n", " Diagnosis:9ccs208:Acq foot def:0.067\n", " Diagnosis:9ccs256:Exam/eval:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.055\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", "* Vital: Wt for Len Percentile-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1351 | OR_unadj: 3.535 [2.668 4.684] | indivs AUC:0.770\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.086\n", " Diagnosis:9ccs143:Abdom hernia:0.058\n", " Diagnosis:9ccs167:Breast dx:-0.055\n", " Diagnosis:9ccs74:Ot mentl cnd:0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.043\n", "\n", " Vital: HR-avg3to5 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.051\n", "\n", "* Vital: Wt for Len Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1335 | OR_unadj: 3.367 [2.548 4.450] | indivs AUC:0.775\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.098\n", " Diagnosis:9ccs259:Unclassified:-0.084\n", " Diagnosis:9ccs167:Breast dx:-0.057\n", " Diagnosis:9ccs143:Abdom hernia:0.052\n", " Diagnosis:9ccs198:Ot infl skin:-0.048\n", " Diagnosis:9ccs61:Sickle cell:-0.048\n", " Diagnosis:9ccs74:Ot mentl cnd:0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.045\n", " Diagnosis:9ccs0:No DX:-0.045\n", " Diagnosis:9ccs96:Hrt valve dx:-0.044\n", "\n", "* Vital: Wt Percentile-gain0to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 906 | OR_unadj: 1.985 [1.512 2.606] | indivs AUC:0.707\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.101\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.065\n", " Diagnosis:9ccs89:Blindness:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", " Diagnosis:9ccs215:gu cong anom:0.056\n", " Diagnosis:9ccs76:Meningitis:0.055\n", " Diagnosis:9ccs239:Superfic inj:0.054\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:10ccs58:Ot nutrit dx:0.048\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", " Diagnosis:9ccs208:Acq foot def:0.058\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Number of Visits:0.055\n", "\n", "* Vital: HC-gain0to24 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs205:Back problem:0.049\n", "\n", " Vital: Wt Percentile-avg0to1 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 305 | OR_unadj: 0.948 [0.596 1.507] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.078\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.072\n", " Diagnosis:9ccs163:Other GU dx:0.055\n", " Diagnosis:9ccs51:Ot endo dsor:-0.054\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.053\n", " Diagnosis:9ccs244:Other injury:-0.051\n", " Diagnosis:9ccs209:Ot acq defor:-0.051\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs64:Ot hematl dx:0.051\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", " Diagnosis:9ccs134:Ot uppr resp:0.061\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " MatDeliveryAge:0.058\n", "\n", " Vital: Wt Percentile-avg1to3 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 358 | OR_unadj: 1.211 [0.811 1.809] | indivs AUC:0.584\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:-0.117\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.087\n", " Diagnosis:9ccs217:Ot cong anom:-0.068\n", " Diagnosis:9ccs208:Acq foot def:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.061\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Diagnosis:9ccs209:Ot acq defor:-0.049\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.049\n", " Diagnosis:9ccs122:Pneumonia:0.048\n", "\n", "* Vital: Wt for Len Percentile-avg5to7 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 966 | OR_unadj: 1.961 [1.497 2.571] | indivs AUC:0.562\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:-0.059\n", " Diagnosis:9ccs217:Ot cong anom:-0.055\n", " Diagnosis:9ccs213:Cardiac anom:-0.052\n", " Diagnosis:9ccs125:Bronchitis:0.050\n", " Diagnosis:9ccs211:Ot conn tiss:0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.046\n", " Diagnosis:9ccs96:Hrt valve dx:-0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", " Diagnosis:9ccs215:gu cong anom:0.045\n", " Diagnosis:9ccs92:Otitis media:0.042\n", "\n", "* Vital: BMI Percentile-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 288 | OR_unadj: 1.640 [1.099 2.447] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.113\n", " Diagnosis:9ccs215:gu cong anom:0.066\n", " Diagnosis:9ccs240:Burns:-0.063\n", " Diagnosis:9ccs253:Allergy:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:0.061\n", " Diagnosis:9ccs136:Teeth dx:0.060\n", " Diagnosis:9ccs137:Mouth dx:-0.059\n", " Diagnosis:9ccs250:Nausea/vomit:-0.056\n", " Diagnosis:9ccs48:Thyroid dsor:-0.056\n", " Diagnosis:9ccs223:Birth trauma:-0.055\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", " Diagnosis:9ccs8:Oth infectns:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", "\n", " Vital: RR-avg10to13 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", " Number of Visits:0.045\n", " Diagnosis:9ccs223:Birth trauma:0.044\n", " Diagnosis:9ccs257:Ot aftercare:0.042\n", " Diagnosis:9ccs147:Anal/rectal:0.041\n", "\n", " Vital: HR-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.051\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Diagnosis:9ccs151:Oth liver dx:-0.050\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.049\n", " Diagnosis:9ccs76:Meningitis:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:0.045\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs214:GI cong anom:-0.040\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", " Diagnosis:9ccs200:Oth skin dx:-0.043\n", " Diagnosis:9ccs133:Oth low resp:0.041\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs219:Low birth wt:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", "\n", "* Vital: RR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs209:Ot acq defor:-0.060\n", " Diagnosis:9ccs124:Tonsillitis:0.054\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", "\n", "* Vital: Wt for Len Percentile-latest | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1535 | OR_unadj: 4.512 [3.322 6.127] | indivs AUC:0.778\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.082\n", " Diagnosis:9ccs259:Unclassified:-0.073\n", " Diagnosis:9ccs74:Ot mentl cnd:0.061\n", " Diagnosis:9ccs143:Abdom hernia:0.056\n", " Diagnosis:9ccs167:Breast dx:-0.054\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs61:Sickle cell:-0.050\n", " Diagnosis:9ccs126:Ot up rsp in:0.047\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.043\n", " Diagnosis:9ccs125:Bronchitis:0.042\n", "\n", " Vital: Wt Change-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 0.616 [0.325 1.165] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.107\n", " Diagnosis:9ccs151:Oth liver dx:-0.084\n", " Diagnosis:9ccs214:GI cong anom:0.070\n", " Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs168:PID:-0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", " Diagnosis:9ccs76:Meningitis:0.054\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", " Diagnosis:9ccs134:Ot uppr resp:-0.050\n", " Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.046\n", " Diagnosis:9ccs135:Intest infct:0.043\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", " Diagnosis:9ccs127:COPD:0.054\n", " Diagnosis:9ccs153:GI hemorrhag:0.054\n", " Diagnosis:9ccs10:Immuniz/scrn:0.051\n", " Number of Visits:0.050\n", "\n", " Vital: RR-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.040\n", " Diagnosis:9ccs219:Low birth wt:0.038\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.037\n", " Diagnosis:9ccs215:gu cong anom:-0.036\n", "\n", " Vital: BMI Percentile-latest | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 258 | OR_unadj: 1.431 [0.924 2.214] | indivs AUC:0.525\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs215:gu cong anom:0.070\n", " Diagnosis:9ccs137:Mouth dx:-0.069\n", " Diagnosis:9ccs240:Burns:-0.068\n", " Diagnosis:9ccs250:Nausea/vomit:-0.062\n", " Diagnosis:9ccs253:Allergy:0.059\n", " Diagnosis:9ccs48:Thyroid dsor:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs238:Complic proc:-0.054\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Vital: Wt for Len Percentile-avg3to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 228 | OR_unadj: 1.556 [0.962 2.517] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:0.067\n", " Diagnosis:9ccs155:Other GI dx:0.066\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.063\n", " Diagnosis:9ccs127:COPD:-0.058\n", " Diagnosis:9ccs48:Thyroid dsor:-0.052\n", " Diagnosis:9ccs4:Mycoses:0.050\n", " Diagnosis:9ccs128:Asthma:-0.049\n", " Diagnosis:9ccs223:Birth trauma:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.045\n", " Diagnosis:9ccs259:Unclassified:0.045\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Vital: BMI Percentile-gain0to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs137:Mouth dx:-0.061\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Vital: BMI Percentile-gain16to24 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 241 | OR_unadj: 1.517 [0.978 2.352] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:-0.114\n", " Diagnosis:9ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Diagnosis:9ccs250:Nausea/vomit:-0.069\n", " Diagnosis:9ccs48:Thyroid dsor:-0.063\n", " Diagnosis:9ccs137:Mouth dx:-0.061\n", " Diagnosis:9ccs238:Complic proc:-0.058\n", " Diagnosis:9ccs256:Exam/eval:0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.053\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs61:Sickle cell:0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.060\n", " Diagnosis:9ccs151:Oth liver dx:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Newborn Diagnosis:9ccs217:Ot cong anom:-0.044\n", " Diagnosis:9ccs253:Allergy:0.043\n", " Diagnosis:9ccs141:Ot dx stomch:0.040\n", "\n", " Vital: Wt for Len Percentile-gain1to5 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 223 | OR_unadj: 1.424 [0.856 2.368] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:-0.094\n", " Newborn Diagnosis:9ccs253:Allergy:-0.084\n", " Diagnosis:9ccs4:Mycoses:0.060\n", " Diagnosis:9ccs215:gu cong anom:-0.058\n", " Diagnosis:9ccs134:Ot uppr resp:0.056\n", " Diagnosis:9ccs136:Teeth dx:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.053\n", " Diagnosis:9ccs259:Unclassified:0.053\n", " Diagnosis:9ccs124:Tonsillitis:0.048\n", " Diagnosis:9ccs90:Eye infectn:-0.047\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Diagnosis:9ccs205:Back problem:0.071\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.083\n", " Diagnosis:9ccs154:Gastroent:0.079\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.089\n", " Diagnosis:9ccs61:Sickle cell:0.082\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.069\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Diagnosis:9ccs214:GI cong anom:0.097\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs212:Ot bone dx:0.051\n", " Diagnosis:9ccs259:Unclassified:0.047\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs239:Superfic inj:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.073\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Diagnosis:9ccs63:Wht blood dx:0.099\n", " Diagnosis:9ccs59:Anemia:0.096\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs197:Skin infectn:0.071\n", " Diagnosis:9ccs255:Social admin:0.068\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs126:Ot up rsp in:0.082\n", " Diagnosis:9ccs214:GI cong anom:0.081\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs124:Tonsillitis:0.097\n", " Diagnosis:9ccs159:UTI:0.087\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", " Diagnosis:9ccs205:Back problem:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Number of Visits:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:0.055\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Number of Visits:0.098\n", " Diagnosis:9ccs155:Other GI dx:0.072\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.056\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs127:COPD:0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs175:Ot femal gen:0.058\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.085\n", " Number of Visits:0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.081\n", " Diagnosis:9ccs91:Other eye dx:0.077\n", " Diagnosis:9ccs141:Ot dx stomch:0.072\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.062\n", " Diagnosis:9ccs140:Gastritis:0.062\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.058\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:-0.055\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.074\n", " Diagnosis:9ccs209:Ot acq defor:0.072\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs91:Other eye dx:0.072\n", " Diagnosis:9ccs167:Breast dx:0.067\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", " Diagnosis:9ccs154:Gastroent:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.083\n", " Diagnosis:10ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs89:Blindness:0.069\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs134:Ot uppr resp:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs91:Other eye dx:0.058\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", " Diagnosis:9ccs204:Ot joint dx:0.090\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.080\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Diagnosis:9ccs7:Viral infect:0.047\n", " Diagnosis:9ccs216:Nerv cong an:0.047\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Diagnosis:9ccs168:PID:-0.048\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs197:Skin infectn:0.047\n", " Diagnosis:9ccs151:Oth liver dx:0.045\n", " Diagnosis:9ccs96:Hrt valve dx:-0.040\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs161:Ot dx kidney:0.098\n", " Diagnosis:9ccs90:Eye infectn:0.090\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", " Diagnosis:9ccs238:Complic proc:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " MatDeliveryAge:-0.059\n", " Number of Visits:0.057\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", " Diagnosis:9ccs2:Septicemia:0.094\n", " Number of Visits:0.087\n", " Diagnosis:9ccs256:Exam/eval:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.080\n", " Diagnosis:9ccs216:Nerv cong an:0.079\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", " Diagnosis:9ccs205:Back problem:0.090\n", " Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Diagnosis:9ccs222:Perint jaund:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.070\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs234:Crush injury:0.066\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.055\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", " Diagnosis:9ccs92:Otitis media:0.079\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs247:Lymph enlarg:0.069\n", " Diagnosis:9ccs92:Otitis media:-0.066\n", " Diagnosis:9ccs200:Oth skin dx:-0.059\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.089\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.054\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", " Number of Visits:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs211:Ot conn tiss:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:0.062\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.056\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Diagnosis:9ccs200:Oth skin dx:0.037\n", " Diagnosis:9ccs257:Ot aftercare:0.033\n", " Diagnosis:9ccs253:Allergy:0.032\n", " Diagnosis:9ccs213:Cardiac anom:-0.018\n", " Number of Visits:0.018\n", " Diagnosis:9ccs159:UTI:-0.014\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Newborn Diagnosis:9ccs221:Resp distres:0.055\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.051\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.069\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs239:Superfic inj:0.057\n", " Diagnosis:9ccs58:Ot nutrit dx:0.054\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", " Diagnosis:9ccs205:Back problem:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.070\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", " Diagnosis:9ccs151:Oth liver dx:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", " Diagnosis:9ccs134:Ot uppr resp:0.049\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.072\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", " Diagnosis:9ccs140:Gastritis:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.059\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", " Diagnosis:9ccs94:Other ear dx:0.065\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs140:Gastritis:0.064\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Diagnosis:9ccs250:Nausea/vomit:0.036\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Diagnosis:9ccs135:Intest infct:-0.054\n", " Diagnosis:9ccs253:Allergy:-0.053\n", " Diagnosis:9ccs59:Anemia:-0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:-0.047\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Diagnosis:9ccs92:Otitis media:0.055\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs153:GI hemorrhag:0.062\n", " Diagnosis:9ccs155:Other GI dx:0.061\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.067\n", " Diagnosis:9ccs217:Ot cong anom:0.064\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Diagnosis:9ccs126:Ot up rsp in:-0.040\n", " Diagnosis:9ccs255:Social admin:-0.038\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.035\n", " Diagnosis:9ccs253:Allergy:0.033\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.089\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Diagnosis:9ccs8:Oth infectns:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs7:Viral infect:-0.050\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs92:Otitis media:0.063\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs197:Skin infectn:-0.078\n", " Diagnosis:9ccs59:Anemia:-0.075\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", " Diagnosis:9ccs127:COPD:0.068\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", " Diagnosis:9ccs94:Other ear dx:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.077\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs90:Eye infectn:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.045\n", " Diagnosis:9ccs135:Intest infct:-0.040\n", " Diagnosis:9ccs125:Bronchitis:-0.040\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.062\n", " MatDeliveryAge:0.043\n", " Diagnosis:9ccs217:Ot cong anom:0.040\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", " Diagnosis:9ccs247:Lymph enlarg:0.040\n", " Diagnosis:9ccs138:Esophgeal dx:0.039\n", " Diagnosis:9ccs209:Ot acq defor:-0.037\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Diagnosis:9ccs219:Low birth wt:0.065\n", " Diagnosis:9ccs143:Abdom hernia:-0.063\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.070\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs251:Abdomnl pain:0.036\n", " Diagnosis:9ccs167:Breast dx:0.035\n", " Diagnosis:9ccs7:Viral infect:0.035\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:9ccs59:Anemia:0.056\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.090\n", " Diagnosis:9ccs239:Superfic inj:0.076\n", " Diagnosis:9ccs133:Oth low resp:0.065\n", "\n", " Vital: Wt for Len Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.489\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:0.068\n", " Newborn Diagnosis:9ccs253:Allergy:0.060\n", " Diagnosis:9ccs256:Exam/eval:-0.058\n", " Diagnosis:9ccs258:Other screen:-0.057\n", " Diagnosis:9ccs215:gu cong anom:0.048\n", " Diagnosis:9ccs92:Otitis media:0.037\n", " Diagnosis:9ccs155:Other GI dx:0.032\n", " MatDeliveryAge:0.031\n", " Diagnosis:9ccs7:Viral infect:0.028\n", " Diagnosis:9ccs224:Ot perint dx:0.026\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", " Diagnosis:9ccs200:Oth skin dx:0.059\n", " Diagnosis:9ccs198:Ot infl skin:0.058\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", " Diagnosis:9ccs205:Back problem:0.085\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.059\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.083\n", "\n", " Vital: Wt for Len Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):0.133\n", " Newborn Diagnosis:9ccs221:Resp distres:0.095\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs239:Superfic inj:-0.068\n", " Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.065\n", " Diagnosis:9ccs90:Eye infectn:0.046\n", " Diagnosis:9ccs155:Other GI dx:0.044\n", " MatDeliveryAge:0.044\n", " Diagnosis:9ccs224:Ot perint dx:0.036\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs128:Asthma:0.058\n", "\n", "Vital : 0.946662490025\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0089231357481\n", "Number of Visits : 0.00851864350426\n", "Diagnosis : 0.0294475476065\n", "Lab : 0.00234046313057\n", "Newborn Diagnosis : 0.0041077199855\n", "Time to run analysis 0:09:51.031833\n", "Total Time elapsed 16:17:20.544496\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.792, R^2 test: -2.504\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.592, R^2 test: -0.702\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.426, R^2 test: -0.270\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.025, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.660, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.488, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.536, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.881, R^2 test: -0.999\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.674, R^2 test: -0.296\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.518, R^2 test: -0.121\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.070, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.723, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.521, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.617, Explained Variance Score Test: 0.035\n", "\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.874, R^2 test: -2.471\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.713, R^2 test: -1.020\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.594, R^2 test: -0.575\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.087, R^2 test: -0.097\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.087\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.089\n", "AUC Test: 0.547, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.890, R^2 test: -1.336\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.647, R^2 test: -0.292\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.499, R^2 test: -0.195\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.020, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.686, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.454, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.488, Explained Variance Score Test: -0.005\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.926, R^2 test: -1.884\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.737, R^2 test: -0.695\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.570, R^2 test: -0.409\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.020, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.511, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.574, Explained Variance Score Test: 0.015\n", "\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.901, R^2 test: -1.649\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.728, R^2 test: -0.342\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.601, R^2 test: -0.104\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.065, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.065\n", "AUC Validation: 0.531, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.550, Explained Variance Score Test: 0.007\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.834, R^2 test: -1.312\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.612, R^2 test: -0.080\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.471, R^2 test: 0.016\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.023, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.709, Explained Variance Score Train: 0.023\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.625, Explained Variance Score Test: 0.012\n", "\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.836, R^2 test: -1.719\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.622, R^2 test: -0.414\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.441, R^2 test: -0.093\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.068, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.068\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.574, Explained Variance Score Test: 0.019\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.860, R^2 test: -4.357\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.595, R^2 test: -0.940\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.434, R^2 test: -0.416\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.714, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.572, Explained Variance Score Test: -0.001\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.825, R^2 test: -1.772\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.602, R^2 test: -0.405\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.461, R^2 test: -0.202\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.043, R^2 test: -0.025\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.690, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.484, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.576, Explained Variance Score Test: 0.004\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.895, R^2 test: -0.792\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.686, R^2 test: -0.192\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.479, R^2 test: 0.031\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.618, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.355, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.585, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.854, R^2 test: -1.773\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.605, R^2 test: -0.291\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.472, R^2 test: -0.043\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.031, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.591, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.814, R^2 test: -1.487\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.609, R^2 test: -0.339\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.453, R^2 test: -0.133\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.035, R^2 test: 0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.543, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.549, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.884, R^2 test: -0.574\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.661, R^2 test: -0.193\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.497, R^2 test: -0.013\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.006, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.591, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.442, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.523, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.844, R^2 test: -2.710\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.649, R^2 test: -0.742\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.276\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.047, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.664, Explained Variance Score Train: 0.047\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.567, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.868, R^2 test: -3.139\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.697, R^2 test: -1.298\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.577, R^2 test: -0.677\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.081, R^2 test: 0.052\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.684, Explained Variance Score Train: 0.081\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.605, Explained Variance Score Test: 0.038\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.818, R^2 test: -3.934\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.630, R^2 test: -1.169\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.466, R^2 test: -0.682\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.043, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.740, Explained Variance Score Train: 0.043\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.521, Explained Variance Score Test: 0.002\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.799, R^2 test: -2.936\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.609, R^2 test: -1.044\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.448, R^2 test: -0.460\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.020, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.588, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.401, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.576, Explained Variance Score Test: 0.005\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.856, R^2 test: -2.137\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.655, R^2 test: -0.601\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.527, R^2 test: -0.322\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.031, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.630, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.437, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.536, Explained Variance Score Test: 0.008\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.864, R^2 test: -3.940\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.603\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.273\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.080, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.720, Explained Variance Score Train: 0.080\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.543, Explained Variance Score Test: 0.000\n", "\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.843, R^2 test: -2.637\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.679, R^2 test: -0.744\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.537, R^2 test: -0.340\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.594, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.482, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.587, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.899, R^2 test: -1.946\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.720, R^2 test: -0.518\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.579, R^2 test: -0.293\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.099, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.099\n", "AUC Validation: 0.548, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.625, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.919\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.696, R^2 test: -0.252\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.561, R^2 test: -0.023\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.096, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.662, Explained Variance Score Train: 0.096\n", "AUC Validation: 0.518, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.546, Explained Variance Score Test: 0.019\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.872, R^2 test: -3.415\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.686, R^2 test: -0.807\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.520, R^2 test: -0.469\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.051\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.629, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.467, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.617, Explained Variance Score Test: 0.017\n", "\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.834, R^2 test: -3.421\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.637, R^2 test: -1.041\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.513, R^2 test: -0.655\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.130, R^2 test: -0.077\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.720, Explained Variance Score Train: 0.130\n", "AUC Validation: 0.408, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.591, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.860, R^2 test: -2.735\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.661, R^2 test: -0.955\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.540, R^2 test: -0.632\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.646, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.510, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.592, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.915, R^2 test: -3.649\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.680, R^2 test: -1.005\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.516, R^2 test: -0.540\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.079, R^2 test: -0.041\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.663, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.483, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.534, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.834, R^2 test: -1.042\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.692, R^2 test: -0.335\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.575, R^2 test: -0.243\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.018, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.533, Explained Variance Score Train: 0.018\n", "AUC Validation: 0.540, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.517, Explained Variance Score Test: 0.006\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.819, R^2 test: -1.914\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.586, R^2 test: -0.520\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.460, R^2 test: -0.286\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.048, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.654, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.548, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.538, Explained Variance Score Test: 0.014\n", "\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.860, R^2 test: -3.127\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.702, R^2 test: -0.905\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.565, R^2 test: -0.420\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.712, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.631, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.851, R^2 test: -1.615\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.646, R^2 test: -0.413\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.525, R^2 test: -0.198\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.713, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.555, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.891, R^2 test: -0.563\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.679, R^2 test: -0.042\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.511, R^2 test: 0.040\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.030, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.594, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.505, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.596, Explained Variance Score Test: 0.025\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.880, R^2 test: -2.415\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.713, R^2 test: -1.033\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.557, R^2 test: -0.588\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.102, R^2 test: -0.114\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.723, Explained Variance Score Train: 0.102\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.601, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.874, R^2 test: -2.194\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.621\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.550, R^2 test: -0.377\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.055, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.692, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.614, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.878, R^2 test: -4.984\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.686, R^2 test: -1.446\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.627\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.053, R^2 test: 0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.664, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.586, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.550, Explained Variance Score Test: 0.015\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.850, R^2 test: -2.334\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.718, R^2 test: -0.631\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.597, R^2 test: -0.161\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.052, R^2 test: -0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.754, Explained Variance Score Train: 0.052\n", "AUC Validation: 0.561, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.582, Explained Variance Score Test: 0.016\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.913, R^2 test: -2.611\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.694, R^2 test: -1.531\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.556, R^2 test: -0.943\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.678, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.646, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.887, R^2 test: -1.959\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.665, R^2 test: -0.579\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.508, R^2 test: -0.301\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.039, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.670, Explained Variance Score Train: 0.039\n", "AUC Validation: 0.481, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.579, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.830, R^2 test: -1.938\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.664, R^2 test: -0.461\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.540, R^2 test: -0.222\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.032, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.593, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.674, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.564, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.851, R^2 test: -2.591\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.699, R^2 test: -0.808\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.567, R^2 test: -0.378\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.103, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.728, Explained Variance Score Train: 0.103\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.582, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.884, R^2 test: -1.277\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.704, R^2 test: -0.512\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.558, R^2 test: -0.238\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.081, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.081\n", "AUC Validation: 0.516, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.580, Explained Variance Score Test: 0.016\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.872, R^2 test: -1.769\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.645\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.569, R^2 test: -0.396\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.036, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.669, Explained Variance Score Train: 0.036\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.558, Explained Variance Score Test: 0.005\n", "\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.880, R^2 test: -3.478\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.677, R^2 test: -1.460\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.538, R^2 test: -1.013\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.070, R^2 test: -0.072\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.637, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.451, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.553, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.862, R^2 test: -3.818\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.556\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.493, R^2 test: -0.335\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.091, R^2 test: 0.051\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.091\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.622, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.880, R^2 test: -1.471\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.365\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.531, R^2 test: -0.212\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.510, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.805, R^2 test: -5.160\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.612, R^2 test: -1.122\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.494, R^2 test: -0.594\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.104\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.654, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.593, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.837, R^2 test: -3.131\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.626, R^2 test: -0.642\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.476, R^2 test: -0.301\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.049, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.765, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.547, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.535, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.802, R^2 test: -2.045\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.568, R^2 test: -0.369\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.444, R^2 test: -0.194\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.068, R^2 test: -0.028\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.068\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.593, Explained Variance Score Test: 0.004\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.826, R^2 test: -2.059\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.636, R^2 test: -0.440\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.472, R^2 test: -0.134\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.024, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.619, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.512, Explained Variance Score Test: -0.005\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.863, R^2 test: -1.407\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.646, R^2 test: -0.328\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.498, R^2 test: -0.163\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.020, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.683, Explained Variance Score Train: 0.020\n", "AUC Validation: 0.578, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.565, Explained Variance Score Test: 0.005\n", "\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.878, R^2 test: -3.808\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.685\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.477, R^2 test: -0.110\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.301, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.478, Explained Variance Score Test: -0.008\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.851, R^2 test: -3.037\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.640, R^2 test: -0.961\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.489, R^2 test: -0.549\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.052, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.627, Explained Variance Score Train: 0.052\n", "AUC Validation: 0.566, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.567, Explained Variance Score Test: 0.021\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.871, R^2 test: -1.896\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.705, R^2 test: -0.616\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.589, R^2 test: -0.441\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.084, R^2 test: 0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.084\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.600, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.878, R^2 test: -0.502\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.693, R^2 test: -0.179\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.551, R^2 test: -0.092\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.117, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.759, Explained Variance Score Train: 0.117\n", "AUC Validation: 0.461, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.630, Explained Variance Score Test: 0.046\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.885, R^2 test: -1.404\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.664, R^2 test: -0.492\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.500, R^2 test: -0.306\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.105, R^2 test: 0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.523, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.587, Explained Variance Score Test: 0.011\n", "\n", "\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.826, R^2 test: -1.416\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.610, R^2 test: -0.449\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.477, R^2 test: -0.316\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.009, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.617, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.465, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.912, R^2 test: -4.924\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.718, R^2 test: -1.303\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.557, R^2 test: -0.600\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.070, R^2 test: -0.030\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.709, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.473, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.568, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.870, R^2 test: -1.136\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.696, R^2 test: -0.407\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.570, R^2 test: -0.230\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.079, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.612, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.859, R^2 test: -1.984\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.617, R^2 test: -0.490\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.474, R^2 test: -0.189\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.078, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.078\n", "AUC Validation: 0.428, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.558, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.799, R^2 test: -1.757\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.564, R^2 test: -0.553\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.440, R^2 test: -0.315\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.649, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.396, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.466, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.900, R^2 test: -1.646\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.720, R^2 test: -0.616\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.578, R^2 test: -0.291\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.025, R^2 test: -0.028\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.670, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.013\n", "AUC Test: 0.616, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.847, R^2 test: -1.913\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.622, R^2 test: -0.442\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.506, R^2 test: -0.187\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.031, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.616, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.634, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.795, R^2 test: -1.601\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.560, R^2 test: -0.161\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.434, R^2 test: -0.023\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.541, Explained Variance Score Train: 0.006\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.592, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.886, R^2 test: -2.675\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.702, R^2 test: -0.881\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.563, R^2 test: -0.373\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.039\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.682, Explained Variance Score Train: 0.046\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.586, Explained Variance Score Test: 0.019\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.810, R^2 test: -1.237\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.632, R^2 test: -0.393\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.504, R^2 test: -0.223\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.030, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.655, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.547, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.737, R^2 test: -1.207\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.480, R^2 test: -0.238\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.371, R^2 test: -0.115\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.005, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.574, Explained Variance Score Train: 0.005\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.532, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.845, R^2 test: -2.915\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.655, R^2 test: -0.920\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.522, R^2 test: -0.599\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.111, R^2 test: 0.050\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.668, Explained Variance Score Train: 0.111\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.614, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.834, R^2 test: -3.866\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.672, R^2 test: -1.653\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.550, R^2 test: -0.937\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.076, R^2 test: -0.153\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.646, Explained Variance Score Train: 0.076\n", "AUC Validation: 0.540, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.543, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.868, R^2 test: -2.042\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.625, R^2 test: -0.422\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.522, R^2 test: -0.204\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.035, R^2 test: 0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.602, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.555, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.557, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.879, R^2 test: -1.298\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.670, R^2 test: -0.280\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.522, R^2 test: -0.127\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.012, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.666, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.442, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.488, Explained Variance Score Test: 0.001\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.825, R^2 test: -2.154\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.615, R^2 test: -0.525\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.479, R^2 test: -0.152\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.527, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.490, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.541, Explained Variance Score Test: 0.005\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.802, R^2 test: -2.448\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.591, R^2 test: -0.699\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.428, R^2 test: -0.355\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.022, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.652, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.640, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.603, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.861, R^2 test: -2.144\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.672, R^2 test: -0.565\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.485, R^2 test: -0.231\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.009, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.656, Explained Variance Score Train: 0.009\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.472, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.866, R^2 test: -2.204\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.625, R^2 test: -0.701\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.481, R^2 test: -0.450\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.049, R^2 test: -0.061\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.601, Explained Variance Score Train: 0.049\n", "AUC Validation: 0.436, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.552, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.815, R^2 test: -0.880\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.638, R^2 test: -0.340\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.490, R^2 test: -0.138\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.026, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.519, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.906, R^2 test: -4.373\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.725, R^2 test: -1.509\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.581, R^2 test: -0.652\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.048, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.646, Explained Variance Score Train: 0.048\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.499, Explained Variance Score Test: -0.004\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.885, R^2 test: -3.178\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.662, R^2 test: -1.016\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.523, R^2 test: -0.456\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.643, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.562, Explained Variance Score Test: 0.000\n", "\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.856, R^2 test: -2.020\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.691, R^2 test: -0.665\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.573, R^2 test: -0.371\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.051, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.693, Explained Variance Score Train: 0.051\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.492, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.911, R^2 test: -2.521\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.668, R^2 test: -0.878\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.533, R^2 test: -0.672\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.057, R^2 test: -0.053\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.701, Explained Variance Score Train: 0.057\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.551, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.897, R^2 test: -2.325\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.686, R^2 test: -0.604\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.548, R^2 test: -0.288\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.070, R^2 test: 0.039\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.070\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.568, Explained Variance Score Test: 0.027\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.848, R^2 test: -1.444\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.489\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.535, R^2 test: -0.284\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.791, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.554, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.888, R^2 test: -4.475\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.730, R^2 test: -0.823\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.589, R^2 test: -0.355\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.053, R^2 test: -0.080\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.690, Explained Variance Score Train: 0.053\n", "AUC Validation: 0.632, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.589, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.874, R^2 test: -2.286\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.660, R^2 test: -0.468\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.509, R^2 test: -0.185\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.057, R^2 test: 0.012\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.057\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.570, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.885, R^2 test: -3.705\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.701, R^2 test: -0.797\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.615, R^2 test: -0.475\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.057, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.702, Explained Variance Score Train: 0.057\n", "AUC Validation: 0.475, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.578, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.898, R^2 test: -1.035\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.706, R^2 test: -0.460\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.556, R^2 test: -0.366\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.736, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.557, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.581, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.842, R^2 test: -2.618\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.626, R^2 test: -0.998\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.499, R^2 test: -0.587\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.014, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.657, Explained Variance Score Train: 0.014\n", "AUC Validation: 0.474, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.490, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.820, R^2 test: -3.915\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.607, R^2 test: -0.545\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.475, R^2 test: -0.230\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.022, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.635, Explained Variance Score Train: 0.022\n", "AUC Validation: 0.494, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.604, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.901, R^2 test: -1.550\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.680, R^2 test: -0.290\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.513, R^2 test: -0.133\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.651, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.517, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.502, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.831, R^2 test: -2.885\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.587, R^2 test: -0.525\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.415, R^2 test: -0.121\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.003, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.554, Explained Variance Score Train: 0.003\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.003\n", "AUC Test: 0.560, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.874, R^2 test: -1.492\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.707, R^2 test: -0.821\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.560, R^2 test: -0.459\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.642, Explained Variance Score Train: 0.019\n", "AUC Validation: 0.446, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.530, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.855, R^2 test: -0.960\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.393\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.534, R^2 test: -0.261\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.066\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.610, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.492, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.814, R^2 test: -3.421\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.645, R^2 test: -0.964\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.524, R^2 test: -0.568\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.060, R^2 test: 0.050\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.726, Explained Variance Score Train: 0.060\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.612, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.898, R^2 test: -3.370\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.708, R^2 test: -1.339\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.563, R^2 test: -0.594\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.079, R^2 test: 0.020\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.635, Explained Variance Score Train: 0.079\n", "AUC Validation: 0.566, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.601, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.882, R^2 test: -1.151\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.666, R^2 test: -0.143\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.540, R^2 test: -0.083\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.035, R^2 test: 0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.613, Explained Variance Score Train: 0.035\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.506, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.877, R^2 test: -2.151\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.679, R^2 test: -0.754\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.571, R^2 test: -0.468\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.096, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.096\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.540, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.788, R^2 test: -1.762\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.611, R^2 test: -0.765\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.498, R^2 test: -0.479\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.083, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.083\n", "AUC Validation: 0.514, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.557, Explained Variance Score Test: 0.023\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.865, R^2 test: -1.947\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.564, R^2 test: -0.329\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.429, R^2 test: -0.237\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.670, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.590, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.860, R^2 test: -3.826\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.703, R^2 test: -1.324\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.553, R^2 test: -0.680\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.058, R^2 test: -0.070\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.666, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.588, Explained Variance Score Test: 0.029\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.825, R^2 test: -5.524\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.633, R^2 test: -0.881\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.497, R^2 test: -0.216\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.037, R^2 test: 0.055\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.575, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.572, Explained Variance Score Test: 0.020\n", "\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.866, R^2 test: -2.123\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.642, R^2 test: -0.427\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.512, R^2 test: -0.225\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.066, R^2 test: 0.016\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.692, Explained Variance Score Train: 0.066\n", "AUC Validation: 0.551, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.593, Explained Variance Score Test: 0.041\n", "\n", "total Variables 259 and total subjects: 1698\n", "->AUC validation: 0.543 95% CI: [0.527 , 0.559]\n", "->AUC test: 0.563 95% CI: [0.555 , 0.571]\n", "->R^2 validation: 0.004 95% CI: [-0.000 , 0.009]\n", "->R^2 test: 0.014 95% CI: [0.011 , 0.017]\n", "->Explained Variance validation: -0.010 95% CI: [-0.016 , -0.003]\n", "->Explained Variance test: 0.008 95% CI: [0.005 , 0.011]\n", "Test set metrics:\n", "@threshold:0.057, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.030, sens:0.018, spec:0.986, ppv:0.200, acc:0.829, f1:0.033, mcc:0.003, total+:5, total-:334\n", "@threshold:0.026, sens:0.055, spec:0.982, ppv:0.375, acc:0.832, f1:0.095, mcc:0.020, total+:8, total-:331\n", "@threshold:0.024, 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total-:292\n", "@threshold:0.000, sens:0.218, spec:0.873, ppv:0.250, acc:0.767, f1:0.233, mcc:0.003, total+:48, total-:291\n", "@threshold:-0.003, sens:0.236, spec:0.863, ppv:0.250, acc:0.761, f1:0.243, mcc:0.003, total+:52, total-:287\n", "@threshold:-0.003, sens:0.236, spec:0.859, ppv:0.245, acc:0.758, f1:0.241, mcc:0.003, total+:53, total-:286\n", "@threshold:-0.004, sens:0.255, spec:0.859, ppv:0.259, acc:0.761, f1:0.257, mcc:0.003, total+:54, total-:285\n", "@threshold:-0.010, sens:0.255, spec:0.778, ppv:0.182, acc:0.693, f1:0.212, mcc:0.001, total+:77, total-:262\n", "@threshold:-0.010, sens:0.255, spec:0.775, ppv:0.179, acc:0.690, f1:0.211, mcc:0.000, total+:78, total-:261\n", "@threshold:-0.013, sens:0.273, spec:0.746, ppv:0.172, acc:0.670, f1:0.211, mcc:0.000, total+:87, total-:252\n", "@threshold:-0.013, sens:0.291, spec:0.743, ppv:0.180, acc:0.670, f1:0.222, mcc:0.000, total+:89, total-:250\n", "@threshold:-0.014, sens:0.309, spec:0.739, ppv:0.187, acc:0.670, f1:0.233, mcc:0.001, total+:91, total-:248\n", "@threshold:-0.015, sens:0.309, spec:0.736, ppv:0.185, acc:0.667, f1:0.231, mcc:0.001, total+:92, total-:247\n", "@threshold:-0.015, sens:0.345, spec:0.729, ppv:0.198, acc:0.667, f1:0.252, mcc:0.001, total+:96, total-:243\n", "@threshold:-0.018, sens:0.364, spec:0.704, ppv:0.192, acc:0.649, f1:0.252, mcc:0.001, total+:104, total-:235\n", "@threshold:-0.018, sens:0.364, spec:0.701, ppv:0.190, acc:0.646, f1:0.250, mcc:0.001, total+:105, total-:234\n", "@threshold:-0.020, sens:0.364, spec:0.676, ppv:0.179, acc:0.625, f1:0.240, mcc:0.000, total+:112, total-:227\n", "@threshold:-0.021, sens:0.364, spec:0.673, ppv:0.177, acc:0.622, f1:0.238, mcc:0.000, total+:113, total-:226\n", "@threshold:-0.021, sens:0.382, spec:0.662, ppv:0.179, acc:0.617, f1:0.244, mcc:0.000, total+:117, total-:222\n", "@threshold:-0.021, sens:0.382, spec:0.658, ppv:0.178, acc:0.614, f1:0.243, mcc:0.000, total+:118, total-:221\n", "@threshold:-0.022, sens:0.400, spec:0.658, 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"@threshold:-0.026, sens:0.491, spec:0.609, ppv:0.196, acc:0.590, f1:0.280, mcc:0.001, total+:138, total-:201\n", "@threshold:-0.026, sens:0.509, spec:0.606, ppv:0.200, acc:0.590, f1:0.287, mcc:0.001, total+:140, total-:199\n", "@threshold:-0.026, sens:0.509, spec:0.602, ppv:0.199, acc:0.587, f1:0.286, mcc:0.001, total+:141, total-:198\n", "@threshold:-0.028, sens:0.509, spec:0.570, ppv:0.187, acc:0.560, f1:0.273, mcc:0.001, total+:150, total-:189\n", "@threshold:-0.028, sens:0.509, spec:0.567, ppv:0.185, acc:0.558, f1:0.272, mcc:0.001, total+:151, total-:188\n", "@threshold:-0.029, sens:0.527, spec:0.567, ppv:0.191, acc:0.560, f1:0.280, mcc:0.001, total+:152, total-:187\n", "@threshold:-0.029, sens:0.527, spec:0.563, ppv:0.190, acc:0.558, f1:0.279, mcc:0.001, total+:153, total-:186\n", "@threshold:-0.030, sens:0.545, spec:0.563, ppv:0.195, acc:0.560, f1:0.287, mcc:0.001, total+:154, total-:185\n", "@threshold:-0.030, sens:0.545, spec:0.560, ppv:0.194, acc:0.558, f1:0.286, mcc:0.001, total+:155, total-:184\n", "@threshold:-0.031, sens:0.545, spec:0.546, ppv:0.189, acc:0.546, f1:0.280, mcc:0.001, total+:159, total-:180\n", "@threshold:-0.032, sens:0.545, spec:0.542, ppv:0.188, acc:0.543, f1:0.279, mcc:0.001, total+:160, total-:179\n", "@threshold:-0.033, sens:0.545, spec:0.528, ppv:0.183, acc:0.531, f1:0.274, mcc:0.001, total+:164, total-:175\n", "@threshold:-0.034, sens:0.545, spec:0.525, ppv:0.182, acc:0.528, f1:0.273, mcc:0.001, total+:165, total-:174\n", "@threshold:-0.035, sens:0.564, spec:0.521, ppv:0.186, acc:0.528, f1:0.279, mcc:0.001, total+:167, total-:172\n", "@threshold:-0.036, sens:0.582, spec:0.493, ppv:0.182, acc:0.507, f1:0.277, mcc:0.001, total+:176, total-:163\n", "@threshold:-0.037, sens:0.582, spec:0.489, ppv:0.181, acc:0.504, f1:0.276, mcc:0.001, total+:177, total-:162\n", "@threshold:-0.037, sens:0.600, spec:0.489, ppv:0.185, acc:0.507, f1:0.283, mcc:0.001, total+:178, total-:161\n", "@threshold:-0.038, sens:0.600, spec:0.486, ppv:0.184, 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sens:0.655, spec:0.363, ppv:0.166, acc:0.410, f1:0.265, mcc:0.000, total+:217, total-:122\n", "@threshold:-0.046, sens:0.673, spec:0.342, ppv:0.165, acc:0.395, f1:0.265, mcc:0.000, total+:224, total-:115\n", "@threshold:-0.047, sens:0.691, spec:0.338, ppv:0.168, acc:0.395, f1:0.270, mcc:0.000, total+:226, total-:113\n", "@threshold:-0.048, sens:0.709, spec:0.306, ppv:0.165, acc:0.372, f1:0.268, mcc:0.000, total+:236, total-:103\n", "@threshold:-0.049, sens:0.709, spec:0.303, ppv:0.165, acc:0.369, f1:0.267, mcc:0.000, total+:237, total-:102\n", "@threshold:-0.049, sens:0.727, spec:0.303, ppv:0.168, acc:0.372, f1:0.273, mcc:0.000, total+:238, total-:101\n", "@threshold:-0.049, sens:0.727, spec:0.299, ppv:0.167, acc:0.369, f1:0.272, mcc:0.000, total+:239, total-:100\n", "@threshold:-0.049, sens:0.745, spec:0.296, ppv:0.170, acc:0.369, f1:0.277, mcc:0.000, total+:241, total-:98\n", "@threshold:-0.049, sens:0.745, spec:0.292, ppv:0.169, acc:0.366, f1:0.276, mcc:0.000, total+:242, total-:97\n", "@threshold:-0.050, sens:0.764, spec:0.278, ppv:0.170, acc:0.357, f1:0.278, mcc:0.000, total+:247, total-:92\n", "@threshold:-0.052, sens:0.782, spec:0.275, ppv:0.173, acc:0.357, f1:0.283, mcc:0.000, total+:249, total-:90\n", "@threshold:-0.053, sens:0.800, spec:0.271, ppv:0.175, acc:0.357, f1:0.288, mcc:0.001, total+:251, total-:88\n", "@threshold:-0.053, sens:0.800, spec:0.268, ppv:0.175, acc:0.354, f1:0.287, mcc:0.001, total+:252, total-:87\n", "@threshold:-0.054, sens:0.800, spec:0.254, ppv:0.172, acc:0.342, f1:0.283, mcc:0.000, total+:256, total-:83\n", "@threshold:-0.054, sens:0.800, spec:0.250, ppv:0.171, acc:0.339, f1:0.282, mcc:0.000, total+:257, total-:82\n", "@threshold:-0.055, sens:0.818, spec:0.250, ppv:0.174, acc:0.342, f1:0.288, mcc:0.001, total+:258, total-:81\n", "@threshold:-0.056, sens:0.818, spec:0.246, ppv:0.174, acc:0.339, f1:0.287, mcc:0.001, total+:259, total-:80\n", "@threshold:-0.056, sens:0.836, spec:0.243, ppv:0.176, acc:0.339, f1:0.291, mcc:0.001, total+:261, total-:78\n", "@threshold:-0.056, sens:0.873, spec:0.239, ppv:0.182, acc:0.342, f1:0.301, mcc:0.001, total+:264, total-:75\n", "@threshold:-0.059, sens:0.891, spec:0.229, ppv:0.183, acc:0.336, f1:0.303, mcc:0.001, total+:268, total-:71\n", "@threshold:-0.060, sens:0.891, spec:0.225, ppv:0.182, acc:0.333, f1:0.302, mcc:0.001, total+:269, total-:70\n", "@threshold:-0.060, sens:0.891, spec:0.218, ppv:0.181, acc:0.327, f1:0.301, mcc:0.001, total+:271, total-:68\n", "@threshold:-0.063, sens:0.909, spec:0.194, ppv:0.179, acc:0.310, f1:0.299, mcc:0.001, total+:279, total-:60\n", "@threshold:-0.064, sens:0.909, spec:0.190, ppv:0.179, acc:0.307, f1:0.299, mcc:0.001, total+:280, total-:59\n", "@threshold:-0.064, sens:0.927, spec:0.190, ppv:0.181, acc:0.310, f1:0.304, mcc:0.001, total+:281, total-:58\n", "@threshold:-0.064, sens:0.927, spec:0.187, ppv:0.181, acc:0.307, f1:0.303, mcc:0.001, total+:282, total-:57\n", "@threshold:-0.064, sens:0.945, spec:0.187, ppv:0.184, acc:0.310, f1:0.308, mcc:0.001, total+:283, total-:56\n", "@threshold:-0.066, sens:0.945, spec:0.183, ppv:0.183, acc:0.307, f1:0.307, mcc:0.001, total+:284, total-:55\n", "@threshold:-0.068, sens:0.964, spec:0.169, ppv:0.183, acc:0.298, f1:0.308, mcc:0.001, total+:289, total-:50\n", "@threshold:-0.070, sens:0.982, spec:0.165, ppv:0.186, acc:0.298, f1:0.312, mcc:0.002, total+:291, total-:48\n", "@threshold:-0.074, sens:1.000, spec:0.155, ppv:0.186, acc:0.292, f1:0.314, mcc:0.002, total+:295, total-:44\n", "@threshold:-0.076, sens:1.000, spec:0.151, ppv:0.186, acc:0.289, f1:0.313, mcc:0.002, total+:296, total-:43\n", "@threshold:-0.134, sens:1.000, spec:0.063, ppv:0.171, acc:0.215, f1:0.293, mcc:0.002, total+:321, total-:18\n", "@threshold:-0.139, sens:1.000, spec:0.060, ppv:0.171, acc:0.212, f1:0.292, mcc:0.002, total+:322, total-:17\n", "@threshold:-0.217, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: HC-latest | coef 0.024 95% CI: [0.016 , 0.032] | OR_adj 1.024 [1.016 1.033] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", "* Vital: HC-avg10to13 | coef 0.018 95% CI: [0.007 , 0.029] | OR_adj 1.018 [1.007 1.029] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", "* Vital: Ht Percentile-latest | coef 0.011 95% CI: [0.005 , 0.016] | OR_adj 1.011 [1.005 1.016] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.009 95% CI: [0.004 , 0.015] | OR_adj 1.009 [1.004 1.015] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.009 95% CI: [0.002 , 0.015] | OR_adj 1.009 [1.002 1.015] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", "\n", "* Vital: Ht-avg13to16 | coef 0.008 95% CI: [0.002 , 0.013] | OR_adj 1.008 [1.002 1.014] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", "\n", " MatDeliveryAge | coef 0.005 95% CI: [0.002 , 0.008] | OR_adj 1.005 [1.002 1.008] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", "* Number of Visits | coef -0.005 95% CI: [-0.008 , -0.001] | OR_adj 0.995 [0.992 0.999] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.001 , 0.009] | OR_adj 1.005 [1.001 1.009] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: Ht-avg16to19 | coef 0.005 95% CI: [0.001 , 0.008] | OR_adj 1.005 [1.001 1.008] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs205:Back problem:-0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.059\n", "\n", " Vital: Temp-latest | coef 0.005 95% CI: [0.002 , 0.007] | OR_adj 1.005 [1.002 1.007] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", " Vital: Ht-avg10to13 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", " Vital: Ht-gain3to7 | coef 0.004 95% CI: [0.001 , 0.008] | OR_adj 1.004 [1.001 1.008] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", "\n", " Vital: HR-latest | coef -0.004 95% CI: [-0.008 , -0.001] | OR_adj 0.996 [0.993 0.999] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", "* Vital: HC-avg13to16 | coef 0.004 95% CI: [0.000 , 0.007] | OR_adj 1.004 [1.000 1.007] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Diagnosis:9ccs219:Low birth wt:-0.044\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", "\n", " Vital: Ht-latest | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.004 [1.001 1.006] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", "* Vital: HC-avg5to7 | coef 0.003 95% CI: [0.001 , 0.006] | OR_adj 1.003 [1.001 1.006] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.003 95% CI: [-0.000 , 0.007] | OR_adj 1.003 [1.000 1.007] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.003 95% CI: [-0.000 , 0.006] | OR_adj 1.003 [1.000 1.006] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: Ht-gain0to3 | coef 0.003 95% CI: [0.000 , 0.005] | OR_adj 1.003 [1.000 1.005] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", " Vital: Ht-gain16to24 | coef 0.003 95% CI: [-0.001 , 0.006] | OR_adj 1.003 [0.999 1.006] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", "* Vital: Ht-gain7to13 | coef 0.002 95% CI: [-0.002 , 0.007] | OR_adj 1.002 [0.998 1.007] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.002 95% CI: [0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", " Vital: Ht-avg1to3 | coef 0.002 95% CI: [-0.000 , 0.005] | OR_adj 1.002 [1.000 1.005] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.002 95% CI: [-0.001 , 0.006] | OR_adj 1.002 [0.999 1.006] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Diagnosis:9ccs3:Oth bact inf:0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", "\n", " Vital: Ht-avg0to1 | coef 0.002 95% CI: [-0.001 , 0.006] | OR_adj 1.002 [0.999 1.006] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: HC-gain3to7 | coef 0.002 95% CI: [0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.002 95% CI: [-0.000 , 0.004] | OR_adj 1.002 [1.000 1.004] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.053\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.002 95% CI: [-0.001 , 0.004] | OR_adj 1.002 [0.999 1.004] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Vital: Ht-gain5to10 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: Ht-gain13to19 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.042\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.001 95% CI: [-0.000 , 0.003] | OR_adj 1.001 [1.000 1.003] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Vital: HC-gain1to5 | coef -0.001 95% CI: [-0.003 , 0.000] | OR_adj 0.999 [0.997 1.000] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.053\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.001 95% CI: [-0.001 , 0.003] | OR_adj 1.001 [0.999 1.003] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Vital: Ht Percentile-gain5to10 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", " Diagnosis:9ccs247:Lymph enlarg:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.049\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", "\n", " Vital: Ht-gain10to16 | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs59:Anemia:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.046\n", " Diagnosis:9ccs123:Influenza:0.045\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.041\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef -0.001 95% CI: [-0.002 , 0.000] | OR_adj 0.999 [0.998 1.000] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: Ht-avg5to7 | coef 0.001 95% CI: [-0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", " Vital: HC-gain0to3 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.047\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.001 95% CI: [-0.001 , 0.002] | OR_adj 1.001 [0.999 1.002] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", "\n", " Vital: Temp-avg0to1 | coef -0.001 95% CI: [-0.002 , 0.001] | OR_adj 0.999 [0.998 1.001] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef -0.001 95% CI: [-0.001 , 0.000] | OR_adj 0.999 [0.999 1.000] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs2603:E Codes: Fall:0.049\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: HC-gain10to16 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", " Vital: Ht-gain1to5 | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", " Vital: HC-gain16to24 | coef 0.000 95% CI: [-0.002 , 0.003] | OR_adj 1.000 [0.998 1.003] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Vital: Temp-avg5to7 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef -0.000 95% CI: [-0.001 , 0.000] | OR_adj 1.000 [0.999 1.000] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Vital: HC-gain7to13 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: HC-gain5to10 | coef 0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.058\n", " Diagnosis:9ccs213:Cardiac anom:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs258:Other screen:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.048\n", "\n", " Vital: HC-gain13to19 | coef -0.000 95% CI: [-0.001 , 0.001] | OR_adj 1.000 [0.999 1.001] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", " Vital: HR-avg13to16 | coef -0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.054\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", "Vital : 0.113805684164\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Census : 0.0232093844615\n", "MatDeliveryAge : 0.00501244130522\n", "Number of Visits : -0.00477753122582\n", "Time to run analysis 0:00:41.925928\n", "Total Time elapsed 16:18:02.471480\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.003\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.011\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: 0.019\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.536, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.583, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: 0.080\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: 0.076\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.600, R^2 test: 0.071\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: 0.074\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.498\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.585, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.124\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: -0.052\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: -0.033\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.552, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.552\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.522, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.832, R^2 test: -0.031\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: 0.021\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.541, R^2 test: 0.052\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.464, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.541\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.053\n", "AUC Test: 0.570, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: -0.037\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: -0.026\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: -0.006\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.513, R^2 test: 0.023\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.587, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.068\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.047\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: -0.018\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: -0.022\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.558, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.564, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.014\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.010\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.595, R^2 test: -0.037\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.511, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.502, Explained Variance Score Test: -0.027\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.131\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.750, R^2 test: -0.084\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.537, R^2 test: -0.006\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.537\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.559, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: -0.002\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.004\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.645, R^2 test: 0.016\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.996, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.601, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: 0.048\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.735, R^2 test: 0.050\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.535, R^2 test: 0.064\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: 0.071\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.555, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.068\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.739, R^2 test: -0.009\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: 0.046\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.624, Explained Variance Score Test: 0.065\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.111\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.079\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.087\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.477, R^2 test: -0.092\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.576\n", "AUC Validation: 0.583, Explained Variance Score Validation: -0.073\n", "AUC Test: 0.511, Explained Variance Score Test: -0.068\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.037\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.056\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: -0.002\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.515, R^2 test: 0.004\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.474, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.596, Explained Variance Score Test: 0.056\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.050\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.747, R^2 test: -0.018\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: 0.055\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.436, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.549, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: 0.044\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.727, R^2 test: 0.076\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.507, R^2 test: 0.107\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.427, R^2 test: 0.115\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.583, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.012\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.764, R^2 test: 0.017\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: 0.039\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.487, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.552, Explained Variance Score Test: 0.015\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.063\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: 0.002\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: 0.015\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: 0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.541, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.059\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.042\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.585, R^2 test: -0.013\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.614, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.547, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.005\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.014\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.631, R^2 test: 0.022\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.532, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.547, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.095\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: -0.091\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: -0.049\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.546, R^2 test: -0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.546\n", "AUC Validation: 0.523, Explained Variance Score Validation: -0.031\n", "AUC Test: 0.610, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.098\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: -0.022\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.049\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.463, Explained Variance Score Validation: -0.046\n", "AUC Test: 0.536, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.046\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.038\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: 0.028\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: 0.021\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.523, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: 0.009\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: 0.018\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.614, R^2 test: 0.035\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: 0.039\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.566, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: 0.014\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: 0.037\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.572, R^2 test: 0.051\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.482, R^2 test: 0.052\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.541, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: 0.044\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.044\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.032\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.543, R^2 test: 0.045\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.543\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.559, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.120\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: -0.079\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: -0.056\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: -0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.482, Explained Variance Score Validation: -0.027\n", "AUC Test: 0.534, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.101\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.098\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: 0.058\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: 0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.600, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.009\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.011\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.618, R^2 test: 0.004\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.796\n", "AUC Validation: 0.543, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.513, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.194\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.742, R^2 test: -0.072\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: -0.009\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: 0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.496\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.554, Explained Variance Score Test: 0.019\n", "\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.044\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.018\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.562, R^2 test: -0.047\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.461, R^2 test: -0.039\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.545, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.609, Explained Variance Score Test: 0.044\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.838, R^2 test: -0.362\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.177\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: -0.091\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: -0.075\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.073\n", "AUC Test: 0.553, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: -0.125\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.734, R^2 test: -0.078\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.522, R^2 test: -0.032\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.013\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.602, Explained Variance Score Test: 0.029\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.133\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.114\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: 0.113\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: 0.121\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.608, Explained Variance Score Test: 0.056\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.330\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.102\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: -0.008\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.548, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.229\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: -0.125\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: -0.037\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.529, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.529\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.564, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.200\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.791, R^2 test: -0.185\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.573, R^2 test: -0.133\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.483, R^2 test: -0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.483\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.590, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.173\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.139\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: -0.013\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.471, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.581, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: 0.033\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.735, R^2 test: 0.028\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.543, R^2 test: 0.021\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.582, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.076\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.739, R^2 test: -0.027\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: 0.003\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.565, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.252\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.201\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.592, R^2 test: -0.103\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.500, R^2 test: -0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.455, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.576, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.840, R^2 test: 0.029\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: 0.006\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: 0.016\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.489, R^2 test: -0.000\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.490\n", "AUC Validation: 0.512, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.565, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.190\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: -0.130\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.534, R^2 test: -0.053\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: -0.048\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.954, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.582, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.830, R^2 test: -0.166\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.706, R^2 test: -0.134\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.512, R^2 test: -0.090\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: -0.057\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.550, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.050\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: -0.001\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.015\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: 0.015\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.595, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: 0.026\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: 0.061\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.557, R^2 test: 0.070\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: 0.069\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.557\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.089\n", "AUC Test: 0.595, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.026\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: -0.049\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: 0.026\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.448, R^2 test: 0.052\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.650, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.596, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.052\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.028\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.000\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: 0.001\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.492, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.553, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: 0.044\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.040\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.611, R^2 test: 0.036\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.518, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.611\n", "AUC Validation: 0.571, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.557, Explained Variance Score Test: 0.002\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.054\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: 0.031\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.085\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.485\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.094\n", "AUC Test: 0.523, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.825, R^2 test: -0.085\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.705, R^2 test: -0.045\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.509, R^2 test: 0.036\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.414, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.583, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.590, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.000\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.003\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.610, R^2 test: 0.022\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.513, R^2 test: 0.028\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.569, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.104\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.112\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.539, R^2 test: -0.058\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.442, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.487, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.596, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.828, R^2 test: 0.079\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.721, R^2 test: 0.080\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.517, R^2 test: 0.085\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.428, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.117\n", "AUC Test: 0.589, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.052\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: -0.045\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: -0.017\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.518, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.518\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.546, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.021\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: -0.013\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: -0.020\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.611, Explained Variance Score Test: 0.073\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.411\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.186\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.566, R^2 test: -0.109\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.478\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.585, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.131\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: -0.108\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.024\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.619, Explained Variance Score Validation: 0.058\n", "AUC Test: 0.543, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.493\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.706, R^2 test: -0.001\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.515, R^2 test: 0.011\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.440, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.682, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.620, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.205\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.153\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.108\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.481, R^2 test: -0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.555, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.345\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.725, R^2 test: -0.266\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: -0.157\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.426, R^2 test: -0.132\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.426\n", "AUC Validation: 0.535, Explained Variance Score Validation: -0.123\n", "AUC Test: 0.613, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.136\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.067\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.028\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.469, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.432, Explained Variance Score Validation: -0.134\n", "AUC Test: 0.594, Explained Variance Score Test: 0.056\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.060\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.704, R^2 test: -0.020\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.509, R^2 test: -0.085\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.081\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.953, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.533, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.550, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.835, R^2 test: 0.057\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.694, R^2 test: 0.038\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.487, R^2 test: 0.018\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.403, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.634, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.195\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: -0.191\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.619, R^2 test: -0.189\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.521, R^2 test: -0.191\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.452, Explained Variance Score Validation: -0.189\n", "AUC Test: 0.539, Explained Variance Score Test: -0.012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.051\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.024\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.586, R^2 test: 0.007\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.502, R^2 test: 0.004\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.502\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.535, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: -0.427\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: -0.467\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: -0.436\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.519, R^2 test: -0.430\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.376\n", "AUC Test: 0.544, Explained Variance Score Test: -0.032\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.009\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: -0.010\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: -0.037\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.563, R^2 test: -0.042\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.563\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.558, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.001\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: 0.013\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.555, R^2 test: 0.029\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.584, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.840, R^2 test: -0.061\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.746, R^2 test: -0.031\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: -0.042\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.447, R^2 test: -0.030\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.506, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.565, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.913\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.662, R^2 test: -0.090\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.486, R^2 test: 0.114\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.414, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.563, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.079\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: 0.086\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: 0.085\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.471, R^2 test: 0.077\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.568\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.088\n", "AUC Test: 0.566, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: 0.013\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: 0.008\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.014\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.562, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.622\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.747\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: -0.563\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: -0.463\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.200\n", "AUC Test: 0.552, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.836, R^2 test: -0.232\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.705, R^2 test: -0.225\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.513, R^2 test: -0.126\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.428, R^2 test: -0.088\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.428\n", "AUC Validation: 0.462, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.553, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: 0.061\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: 0.015\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.565, R^2 test: -0.011\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.469\n", "AUC Validation: 0.581, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.553, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.305\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.734, R^2 test: -0.102\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.537, R^2 test: 0.012\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.537\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.564, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.835, R^2 test: -0.041\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: -0.005\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.559, R^2 test: 0.006\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.473, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.576, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.036\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.028\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: -0.029\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.521, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.520, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.570, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.016\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: -0.011\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.576, R^2 test: -0.007\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.488, R^2 test: 0.005\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.548, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.604, Explained Variance Score Test: 0.060\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.127\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.154\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: -0.144\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.478, R^2 test: -0.141\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.111\n", "AUC Test: 0.613, Explained Variance Score Test: 0.055\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.001\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.007\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.043\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.539, R^2 test: 0.062\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.539\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.064\n", "AUC Test: 0.545, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.840, R^2 test: -0.022\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: -0.006\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.575, R^2 test: 0.019\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.485, R^2 test: 0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.029\n", "AUC Test: 0.595, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.111\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.071\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.592, R^2 test: -0.043\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.592\n", "AUC Validation: 0.630, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.571, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.018\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.031\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.580, R^2 test: -0.000\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.484, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.547, Explained Variance Score Test: 0.026\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.104\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.071\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: -0.065\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.507, R^2 test: -0.056\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.071\n", "AUC Test: 0.537, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.105\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: -0.099\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: -0.082\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.549, R^2 test: -0.068\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.459, Explained Variance Score Validation: -0.064\n", "AUC Test: 0.554, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.200\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.788, R^2 test: -0.145\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.606, R^2 test: -0.033\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.524, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.719, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.533, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: 0.019\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.018\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.616, R^2 test: 0.018\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.530, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.645, Explained Variance Score Test: 0.081\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.838, R^2 test: -0.005\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: 0.008\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.587, R^2 test: 0.059\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.501, R^2 test: 0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.501\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.606, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: 0.046\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.030\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.020\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.554, R^2 test: 0.029\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.997, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.567, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.584, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.161\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: -0.121\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.069\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.465, R^2 test: -0.067\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.570\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.535, Explained Variance Score Test: -0.001\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.104\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.799, R^2 test: -0.099\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: -0.064\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.511, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.511\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.043\n", "AUC Test: 0.569, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: -0.167\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: -0.176\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.627, R^2 test: -0.063\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.553, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.556\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.156\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.554, R^2 test: -0.042\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: -0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.628, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.554, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.062\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.709, R^2 test: 0.068\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.509, R^2 test: 0.102\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.429, R^2 test: 0.111\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.509\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.105\n", "AUC Test: 0.565, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.837, R^2 test: -0.093\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.700, R^2 test: -0.073\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.487, R^2 test: -0.044\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.390, R^2 test: -0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.542, Explained Variance Score Test: -0.013\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.874, R^2 test: -0.053\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: -0.066\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: -0.030\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: -0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.551\n", "AUC Validation: 0.482, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.590, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.835, R^2 test: -0.484\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.711, R^2 test: -0.038\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: 0.031\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.413, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.580, Explained Variance Score Test: 0.039\n", "\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.049\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.023\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: -0.014\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: 0.012\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.565, Explained Variance Score Test: 0.006\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.164\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.123\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.548, R^2 test: -0.070\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: -0.067\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.548\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.591, Explained Variance Score Test: 0.049\n", "\n", "total Variables 259 and total subjects: 1698\n", "->AUC validation: 0.588 95% CI: [0.572 , 0.604]\n", "->AUC test: 0.569 95% CI: [0.563 , 0.574]\n", "->R^2 validation: 0.002 95% CI: [-0.011 , 0.016]\n", "->R^2 test: 0.023 95% CI: [0.019 , 0.028]\n", "->Explained Variance validation: -0.015 95% CI: [-0.032 , 0.003]\n", "->Explained Variance test: 0.018 95% CI: [0.013 , 0.023]\n", "Test set metrics:\n", "@threshold:1.004, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.774, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:0.761, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:0.732, sens:0.036, spec:0.989, ppv:0.400, acc:0.835, f1:0.067, mcc:0.029, total+:5, total-:334\n", "@threshold:0.688, sens:0.036, spec:0.986, ppv:0.333, acc:0.832, f1:0.066, mcc:0.017, total+:6, total-:333\n", "@threshold:0.623, sens:0.055, spec:0.975, ppv:0.300, acc:0.826, f1:0.092, mcc:0.010, total+:10, total-:329\n", "@threshold:0.597, sens:0.073, spec:0.972, ppv:0.333, acc:0.826, f1:0.119, mcc:0.012, total+:12, total-:327\n", "@threshold:0.519, sens:0.091, spec:0.958, ppv:0.294, acc:0.817, f1:0.139, mcc:0.008, total+:17, total-:322\n", "@threshold:0.513, sens:0.091, spec:0.954, ppv:0.278, acc:0.814, f1:0.137, mcc:0.006, total+:18, total-:321\n", "@threshold:0.463, sens:0.109, spec:0.937, ppv:0.250, acc:0.802, f1:0.152, mcc:0.004, total+:24, total-:315\n", "@threshold:0.445, sens:0.127, spec:0.933, ppv:0.269, acc:0.802, f1:0.173, mcc:0.005, total+:26, total-:313\n", "@threshold:0.400, sens:0.145, spec:0.901, ppv:0.222, acc:0.779, f1:0.176, mcc:0.002, total+:36, total-:303\n", "@threshold:0.397, sens:0.145, spec:0.898, ppv:0.216, acc:0.776, f1:0.174, mcc:0.002, total+:37, total-:302\n", "@threshold:0.368, sens:0.164, spec:0.887, ppv:0.220, acc:0.770, f1:0.188, mcc:0.002, total+:41, total-:298\n", "@threshold:0.358, sens:0.164, spec:0.884, ppv:0.214, acc:0.767, f1:0.186, mcc:0.002, total+:42, total-:297\n", "@threshold:0.347, sens:0.182, spec:0.880, ppv:0.227, acc:0.767, f1:0.202, mcc:0.002, total+:44, total-:295\n", "@threshold:0.336, sens:0.218, spec:0.877, ppv:0.255, acc:0.770, f1:0.235, mcc:0.003, total+:47, total-:292\n", "@threshold:0.312, sens:0.236, spec:0.859, ppv:0.245, acc:0.758, f1:0.241, mcc:0.003, total+:53, total-:286\n", "@threshold:0.303, sens:0.236, spec:0.856, ppv:0.241, acc:0.755, f1:0.239, mcc:0.003, total+:54, total-:285\n", "@threshold:0.298, sens:0.255, spec:0.856, ppv:0.255, acc:0.758, f1:0.255, mcc:0.003, total+:55, total-:284\n", "@threshold:0.294, sens:0.255, spec:0.852, ppv:0.250, acc:0.755, f1:0.252, mcc:0.003, total+:56, total-:283\n", "@threshold:0.281, sens:0.273, spec:0.845, ppv:0.254, acc:0.752, f1:0.263, mcc:0.003, total+:59, total-:280\n", "@threshold:0.280, sens:0.273, spec:0.842, ppv:0.250, acc:0.749, f1:0.261, mcc:0.003, total+:60, total-:279\n", "@threshold:0.253, sens:0.291, spec:0.831, ppv:0.250, acc:0.743, f1:0.269, mcc:0.003, total+:64, total-:275\n", "@threshold:0.252, sens:0.291, spec:0.827, ppv:0.246, acc:0.740, f1:0.267, mcc:0.003, total+:65, total-:274\n", "@threshold:0.193, sens:0.309, spec:0.792, ppv:0.224, acc:0.714, f1:0.260, mcc:0.002, total+:76, total-:263\n", "@threshold:0.193, sens:0.309, spec:0.789, ppv:0.221, acc:0.711, f1:0.258, mcc:0.002, total+:77, total-:262\n", "@threshold:0.170, sens:0.327, spec:0.764, ppv:0.212, acc:0.693, f1:0.257, mcc:0.001, total+:85, total-:254\n", "@threshold:0.170, sens:0.327, spec:0.761, ppv:0.209, acc:0.690, f1:0.255, mcc:0.001, total+:86, total-:253\n", "@threshold:0.165, sens:0.345, spec:0.754, ppv:0.213, acc:0.687, f1:0.264, mcc:0.001, total+:89, total-:250\n", "@threshold:0.161, sens:0.364, spec:0.750, ppv:0.220, acc:0.687, f1:0.274, mcc:0.002, total+:91, total-:248\n", "@threshold:0.137, sens:0.382, spec:0.718, ppv:0.208, acc:0.664, f1:0.269, mcc:0.001, total+:101, total-:238\n", "@threshold:0.122, sens:0.382, spec:0.715, ppv:0.206, acc:0.661, f1:0.268, mcc:0.001, total+:102, total-:237\n", "@threshold:0.114, sens:0.400, spec:0.701, ppv:0.206, acc:0.652, f1:0.272, mcc:0.001, total+:107, total-:232\n", "@threshold:0.111, sens:0.400, spec:0.697, ppv:0.204, acc:0.649, f1:0.270, mcc:0.001, total+:108, total-:231\n", "@threshold:0.109, sens:0.418, spec:0.690, ppv:0.207, acc:0.646, f1:0.277, mcc:0.001, total+:111, total-:228\n", "@threshold:0.109, sens:0.418, spec:0.687, ppv:0.205, acc:0.643, f1:0.275, mcc:0.001, total+:112, total-:227\n", "@threshold:0.026, sens:0.436, spec:0.574, ppv:0.166, acc:0.552, f1:0.240, mcc:0.000, total+:145, total-:194\n", "@threshold:0.023, sens:0.455, spec:0.570, ppv:0.170, acc:0.552, f1:0.248, mcc:0.000, total+:147, total-:192\n", "@threshold:0.022, sens:0.473, spec:0.570, ppv:0.176, acc:0.555, f1:0.256, mcc:0.000, total+:148, total-:191\n", "@threshold:0.021, sens:0.491, spec:0.567, ppv:0.180, acc:0.555, f1:0.263, mcc:0.001, total+:150, total-:189\n", "@threshold:0.006, sens:0.509, spec:0.546, ppv:0.178, acc:0.540, f1:0.264, mcc:0.000, total+:157, total-:182\n", "@threshold:0.002, sens:0.527, spec:0.542, ppv:0.182, acc:0.540, f1:0.271, mcc:0.001, total+:159, total-:180\n", "@threshold:-0.001, sens:0.545, spec:0.535, ppv:0.185, acc:0.537, f1:0.276, mcc:0.001, total+:162, total-:177\n", "@threshold:-0.003, sens:0.545, spec:0.532, ppv:0.184, acc:0.534, f1:0.275, mcc:0.001, total+:163, total-:176\n", "@threshold:-0.019, sens:0.564, spec:0.511, ppv:0.182, acc:0.519, f1:0.276, mcc:0.001, total+:170, total-:169\n", "@threshold:-0.023, sens:0.564, spec:0.507, ppv:0.181, acc:0.516, f1:0.274, mcc:0.001, total+:171, total-:168\n", "@threshold:-0.037, sens:0.582, spec:0.475, ppv:0.177, acc:0.493, f1:0.271, mcc:0.000, total+:181, total-:158\n", "@threshold:-0.039, sens:0.582, spec:0.472, ppv:0.176, acc:0.490, f1:0.270, mcc:0.000, total+:182, total-:157\n", "@threshold:-0.040, sens:0.600, spec:0.472, ppv:0.180, acc:0.493, f1:0.277, mcc:0.001, total+:183, total-:156\n", "@threshold:-0.040, sens:0.600, spec:0.468, ppv:0.179, acc:0.490, f1:0.276, mcc:0.001, total+:184, total-:155\n", "@threshold:-0.054, sens:0.618, spec:0.454, ppv:0.180, acc:0.481, f1:0.279, mcc:0.001, total+:189, total-:150\n", "@threshold:-0.054, sens:0.618, spec:0.451, ppv:0.179, acc:0.478, f1:0.278, mcc:0.001, total+:190, total-:149\n", "@threshold:-0.059, sens:0.636, spec:0.440, ppv:0.180, acc:0.472, f1:0.281, mcc:0.001, total+:194, total-:145\n", "@threshold:-0.060, sens:0.636, spec:0.437, ppv:0.179, acc:0.469, f1:0.280, mcc:0.001, total+:195, total-:144\n", "@threshold:-0.073, sens:0.655, spec:0.412, ppv:0.177, acc:0.451, f1:0.279, mcc:0.001, total+:203, total-:136\n", "@threshold:-0.073, sens:0.655, spec:0.408, ppv:0.176, acc:0.448, f1:0.278, mcc:0.000, total+:204, total-:135\n", "@threshold:-0.079, sens:0.673, spec:0.401, ppv:0.179, acc:0.445, f1:0.282, mcc:0.001, total+:207, total-:132\n", "@threshold:-0.082, sens:0.691, spec:0.398, ppv:0.182, acc:0.445, f1:0.288, mcc:0.001, total+:209, total-:130\n", "@threshold:-0.091, sens:0.709, spec:0.384, ppv:0.182, acc:0.437, f1:0.290, mcc:0.001, total+:214, total-:125\n", "@threshold:-0.092, sens:0.709, spec:0.380, ppv:0.181, acc:0.434, f1:0.289, mcc:0.001, total+:215, total-:124\n", "@threshold:-0.104, sens:0.727, spec:0.345, ppv:0.177, acc:0.407, f1:0.285, mcc:0.001, total+:226, total-:113\n", "@threshold:-0.104, sens:0.727, spec:0.342, ppv:0.176, acc:0.404, f1:0.284, mcc:0.001, total+:227, total-:112\n", "@threshold:-0.125, sens:0.745, spec:0.292, ppv:0.169, acc:0.366, f1:0.276, mcc:0.000, total+:242, total-:97\n", "@threshold:-0.126, sens:0.745, spec:0.289, ppv:0.169, acc:0.363, f1:0.275, mcc:0.000, total+:243, total-:96\n", "@threshold:-0.129, sens:0.764, spec:0.271, ppv:0.169, acc:0.351, f1:0.276, mcc:0.000, total+:249, total-:90\n", "@threshold:-0.134, sens:0.782, spec:0.268, ppv:0.171, acc:0.351, f1:0.281, mcc:0.000, total+:251, total-:88\n", "@threshold:-0.149, sens:0.800, spec:0.250, ppv:0.171, acc:0.339, f1:0.282, mcc:0.000, total+:257, total-:82\n", "@threshold:-0.150, sens:0.818, spec:0.246, ppv:0.174, acc:0.339, f1:0.287, mcc:0.001, total+:259, total-:80\n", "@threshold:-0.167, sens:0.836, spec:0.222, ppv:0.172, acc:0.322, f1:0.286, mcc:0.001, total+:267, total-:72\n", "@threshold:-0.169, sens:0.836, spec:0.218, ppv:0.172, acc:0.319, f1:0.285, mcc:0.001, total+:268, total-:71\n", "@threshold:-0.186, sens:0.855, spec:0.176, ppv:0.167, acc:0.286, f1:0.280, mcc:0.000, total+:281, total-:58\n", "@threshold:-0.188, sens:0.855, spec:0.173, ppv:0.167, acc:0.283, f1:0.279, mcc:0.000, total+:282, total-:57\n", "@threshold:-0.197, sens:0.873, spec:0.158, ppv:0.167, acc:0.274, f1:0.281, mcc:0.000, total+:287, total-:52\n", "@threshold:-0.199, sens:0.873, spec:0.155, ppv:0.167, acc:0.271, f1:0.280, mcc:0.000, total+:288, total-:51\n", "@threshold:-0.216, sens:0.891, spec:0.137, ppv:0.167, acc:0.260, f1:0.281, mcc:0.000, total+:294, total-:45\n", "@threshold:-0.217, sens:0.891, spec:0.134, ppv:0.166, acc:0.257, f1:0.280, mcc:0.000, total+:295, total-:44\n", "@threshold:-0.223, sens:0.909, spec:0.130, ppv:0.168, acc:0.257, f1:0.284, mcc:0.001, total+:297, total-:42\n", "@threshold:-0.226, sens:0.909, spec:0.127, ppv:0.168, acc:0.254, f1:0.283, mcc:0.000, total+:298, total-:41\n", "@threshold:-0.249, sens:0.927, spec:0.113, ppv:0.168, acc:0.245, f1:0.285, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.250, sens:0.927, spec:0.109, ppv:0.168, acc:0.242, f1:0.284, mcc:0.001, total+:304, total-:35\n", "@threshold:-0.288, sens:0.945, spec:0.053, ppv:0.162, acc:0.198, f1:0.277, mcc:-0.000, total+:321, total-:18\n", "@threshold:-0.290, sens:0.945, spec:0.049, ppv:0.161, acc:0.195, f1:0.276, mcc:-0.000, total+:322, total-:17\n", "@threshold:-0.348, sens:0.964, spec:0.011, ppv:0.159, acc:0.165, f1:0.272, mcc:-0.004, total+:334, total-:5\n", "@threshold:-0.356, sens:0.982, spec:0.007, ppv:0.161, acc:0.165, f1:0.276, mcc:-0.002, total+:336, total-:3\n", "@threshold:-0.422, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: Ht-gain16to24 | coef 0.028 95% CI: [0.023 , 0.033] | OR_adj 1.028 [1.023 1.033] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", " MatDeliveryAge | coef 0.025 95% CI: [0.022 , 0.027] | OR_adj 1.025 [1.023 1.027] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", "* Vital: HC-avg7to10 | coef 0.024 95% CI: [0.020 , 0.029] | OR_adj 1.025 [1.020 1.029] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.050\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", "\n", " Vital: HC-latest | coef 0.022 95% CI: [0.018 , 0.026] | OR_adj 1.022 [1.018 1.026] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", " Vital: Ht-gain13to19 | coef 0.020 95% CI: [0.015 , 0.025] | OR_adj 1.020 [1.016 1.025] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.042\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", "* Number of Visits | coef 0.020 95% CI: [0.017 , 0.023] | OR_adj 1.020 [1.017 1.023] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", "* Vital: Ht-gain7to13 | coef 0.019 95% CI: [0.016 , 0.023] | OR_adj 1.020 [1.016 1.023] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", " Vital: Temp-avg19to24 | coef 0.018 95% CI: [0.015 , 0.022] | OR_adj 1.018 [1.015 1.022] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", "\n", "* Vital: HC-avg10to13 | coef 0.017 95% CI: [0.014 , 0.021] | OR_adj 1.018 [1.014 1.021] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", " Vital: HC-avg3to5 | coef 0.017 95% CI: [0.014 , 0.020] | OR_adj 1.017 [1.014 1.020] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", "\n", " Vital: Temp-avg1to3 | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.013 1.019] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Number of Visits:0.051\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", "\n", "* Vital: HC-avg5to7 | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.013 1.019] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", "\n", "* Vital: HC-avg16to19 | coef 0.016 95% CI: [0.013 , 0.018] | OR_adj 1.016 [1.013 1.018] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs92:Otitis media:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.044\n", "\n", " Vital: HC-gain0to3 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.047\n", "\n", " Vital: HC-avg1to3 | coef 0.014 95% CI: [0.012 , 0.017] | OR_adj 1.015 [1.012 1.017] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.058\n", "\n", " Vital: Ht-gain10to16 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs59:Anemia:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.046\n", " Diagnosis:9ccs123:Influenza:0.045\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.041\n", "\n", " Vital: Temp-avg0to1 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", "* Vital: HC-avg13to16 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Diagnosis:9ccs219:Low birth wt:-0.044\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", "\n", " Vital: HC-gain1to5 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.053\n", "\n", " Vital: Temp-latest | coef 0.013 95% CI: [0.012 , 0.014] | OR_adj 1.013 [1.012 1.014] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", " Vital: Ht-gain3to7 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", "\n", " Vital: Temp-avg7to10 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Temp-avg10to13 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.070\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Vital: Ht-gain0to3 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", " Vital: Ht-avg1to3 | coef 0.012 95% CI: [0.010 , 0.015] | OR_adj 1.012 [1.010 1.015] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", " Vital: Temp-avg16to19 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", " Vital: HC-gain16to24 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", " Vital: Ht-avg7to10 | coef 0.012 95% CI: [0.010 , 0.014] | OR_adj 1.012 [1.010 1.014] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.051\n", "\n", " Vital: Ht-latest | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: Temp-avg5to7 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Temp-avg13to16 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.052\n", " Diagnosis:9ccs4:Mycoses:0.046\n", "\n", " Vital: Ht-gain1to5 | coef 0.011 95% CI: [0.010 , 0.012] | OR_adj 1.011 [1.010 1.012] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", " Vital: HC-gain3to7 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", " Vital: HC-gain7to13 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", " Vital: HC-gain13to19 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", " Vital: Temp-avg3to5 | coef 0.011 95% CI: [0.010 , 0.011] | OR_adj 1.011 [1.010 1.011] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.058\n", " Diagnosis:9ccs216:Nerv cong an:0.057\n", "\n", "* Vital: Ht-avg16to19 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs205:Back problem:-0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.059\n", "\n", " Vital: Ht-gain5to10 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: Ht-avg5to7 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.012] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", "* Vital: Ht Percentile-latest | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", " Vital: Ht-avg10to13 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", " Vital: Ht-avg0to1 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", " Vital: HC-avg0to1 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Vital: Ht-avg13to16 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", "\n", " Vital: HC-gain5to10 | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", "\n", "* Vital: HC-avg19to24 | coef 0.008 95% CI: [0.006 , 0.011] | OR_adj 1.008 [1.006 1.011] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs253:Allergy:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs205:Back problem:0.048\n", "\n", " Vital: HC-gain10to16 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", " Vital: HR-latest | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", " Vital: Ht-avg19to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.056\n", "\n", " Vital: Ht-avg3to5 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.060\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", "* Vital: HC-gain0to24 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs205:Back problem:0.049\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Vital: Ht-gain0to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.008] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", "\n", " Vital: HR-avg7to10 | coef 0.006 95% CI: [0.004 , 0.009] | OR_adj 1.006 [1.004 1.009] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.061\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.059\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.006 95% CI: [0.005 , 0.008] | OR_adj 1.006 [1.005 1.008] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.006 95% CI: [0.004 , 0.008] | OR_adj 1.006 [1.004 1.008] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Diagnosis:9ccs3:Oth bact inf:0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.006 95% CI: [0.004 , 0.007] | OR_adj 1.006 [1.004 1.007] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs2603:E Codes: Fall:0.049\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", " Diagnosis:9ccs163:Other GU dx:0.042\n", " Diagnosis:9ccs224:Ot perint dx:-0.041\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.004 95% CI: [0.002 , 0.006] | OR_adj 1.004 [1.002 1.006] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", " Diagnosis:9ccs208:Acq foot def:0.058\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Number of Visits:0.055\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs258:Other screen:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.048\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.004 95% CI: [0.003 , 0.005] | OR_adj 1.004 [1.003 1.005] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.058\n", " Diagnosis:9ccs213:Cardiac anom:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: HR-avg13to16 | coef 0.004 95% CI: [0.002 , 0.005] | OR_adj 1.004 [1.002 1.005] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.054\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", " Diagnosis:9ccs247:Lymph enlarg:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.049\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.053\n", "\n", " Vital: HR-avg16to19 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", "* Vital: RR-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Vital: HR-avg19to24 | coef 0.003 95% CI: [0.002 , 0.004] | OR_adj 1.003 [1.002 1.004] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", " Diagnosis:9ccs3:Oth bact inf:0.052\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs212:Ot bone dx:0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.089\n", " Diagnosis:9ccs61:Sickle cell:0.082\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.050\n", " Diagnosis:9ccs89:Blindness:0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs47:Ot bnign neo:0.043\n", " Diagnosis:9ccs48:Thyroid dsor:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs175:Ot femal gen:0.040\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Vital: RR-avg7to10 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", " Diagnosis:9ccs134:Ot uppr resp:0.061\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " MatDeliveryAge:0.058\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", " Vital: HR-avg10to13 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs167:Breast dx:0.053\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.048\n", " Diagnosis:9ccs140:Gastritis:0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", " Vital: HR-avg1to3 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", " Vital: HR-avg3to5 | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.053\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Diagnosis:9ccs214:GI cong anom:0.097\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Vital: RR-avg16to19 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.051\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Vital: HR-avg0to1 | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.051\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Diagnosis:9ccs151:Oth liver dx:-0.050\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.049\n", " Diagnosis:9ccs76:Meningitis:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:0.045\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.000 , 0.002] | OR_adj 1.001 [1.000 1.002] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Vital: HR-avg5to7 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", " Vital: RR-avg3to5 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.073\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.070\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", " Diagnosis:9ccs8:Oth infectns:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Number of Visits:0.098\n", " Diagnosis:9ccs155:Other GI dx:0.072\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.062\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.062\n", "\n", " Vital: RR-avg13to16 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.051\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Vital: RR-avg1to3 | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.073\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "* Vital: RR-avg5to7 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs128:Asthma:0.062\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.058\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:-0.055\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Diagnosis:9ccs205:Back problem:0.071\n", "\n", " Vital: RR-avg10to13 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.049\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", " Diagnosis:9ccs2:Septicemia:0.094\n", " Number of Visits:0.087\n", " Diagnosis:9ccs256:Exam/eval:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.080\n", " Diagnosis:9ccs216:Nerv cong an:0.079\n", "\n", " Vital: RR-avg19to24 | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.049\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs61:Sickle cell:0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.060\n", " Diagnosis:9ccs151:Oth liver dx:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", " Vital: HC Percentile-latest | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Diagnosis:9ccs7:Viral infect:0.047\n", " Diagnosis:9ccs216:Nerv cong an:0.047\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs161:Ot dx kidney:0.098\n", " Diagnosis:9ccs90:Eye infectn:0.090\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs197:Skin infectn:0.071\n", " Diagnosis:9ccs255:Social admin:0.068\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.069\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.051\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs127:COPD:0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [-0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.090\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs126:Ot up rsp in:0.082\n", " Diagnosis:9ccs214:GI cong anom:0.081\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.099\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", "\n", " Vital: RR-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.040\n", " Diagnosis:9ccs219:Low birth wt:0.038\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.037\n", " Diagnosis:9ccs215:gu cong anom:-0.036\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", " Diagnosis:9ccs154:Gastroent:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.062\n", " Diagnosis:9ccs140:Gastritis:0.062\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.085\n", " Number of Visits:0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.081\n", " Diagnosis:9ccs91:Other eye dx:0.077\n", " Diagnosis:9ccs141:Ot dx stomch:0.072\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs239:Superfic inj:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs247:Lymph enlarg:0.069\n", " Diagnosis:9ccs92:Otitis media:-0.066\n", " Diagnosis:9ccs200:Oth skin dx:-0.059\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.056\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.054\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.083\n", " Diagnosis:10ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs89:Blindness:0.069\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.074\n", " Diagnosis:9ccs209:Ot acq defor:0.072\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", " Diagnosis:9ccs205:Back problem:0.090\n", " Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.051\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", " Diagnosis:9ccs204:Ot joint dx:0.090\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.080\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs234:Crush injury:0.066\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Diagnosis:9ccs63:Wht blood dx:0.099\n", " Diagnosis:9ccs59:Anemia:0.096\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.058\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.055\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.089\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.067\n", " Diagnosis:9ccs217:Ot cong anom:0.064\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", " Diagnosis:9ccs205:Back problem:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Number of Visits:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:0.055\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.054\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs124:Tonsillitis:0.097\n", " Diagnosis:9ccs159:UTI:0.087\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Diagnosis:9ccs219:Low birth wt:0.065\n", " Diagnosis:9ccs143:Abdom hernia:-0.063\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs134:Ot uppr resp:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs91:Other eye dx:0.058\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs175:Ot femal gen:0.058\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.083\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Diagnosis:9ccs8:Oth infectns:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs90:Eye infectn:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " MatDeliveryAge:-0.059\n", " Number of Visits:0.057\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs91:Other eye dx:0.072\n", " Diagnosis:9ccs167:Breast dx:0.067\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs92:Otitis media:0.057\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs128:Asthma:0.058\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.055\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.049\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs251:Abdomnl pain:0.036\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:-0.047\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.056\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.064\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.069\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", " Diagnosis:9ccs127:COPD:0.068\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.090\n", " Diagnosis:9ccs239:Superfic inj:0.076\n", " Diagnosis:9ccs133:Oth low resp:0.065\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", " Diagnosis:9ccs238:Complic proc:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.064\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.064\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.067\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Newborn Diagnosis:9ccs221:Resp distres:0.055\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.051\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", " Diagnosis:9ccs140:Gastritis:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.059\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", " Number of Visits:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs211:Ot conn tiss:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:0.062\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.066\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.072\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", " Diagnosis:9ccs92:Otitis media:0.079\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.089\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", " Diagnosis:9ccs205:Back problem:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.070\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.091\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.091\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.069\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.063\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs92:Otitis media:0.063\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.048\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", " Diagnosis:9ccs94:Other ear dx:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.077\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.070\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.049\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:9ccs59:Anemia:0.056\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.040\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.043\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [-0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.059\n", "\n", "Vital : 0.747750542376\n", "MatDeliveryAge : 0.024544679049\n", "Number of Visits : 0.0199606746742\n", "Census : 0.155360998027\n", "Diagnosis : 0.0385319757267\n", "Newborn Diagnosis : 0.0130983728269\n", "Lab : 0.000752757319489\n", "Time to run analysis 0:16:49.752131\n", "Total Time elapsed 16:34:52.224359\n", "-----------------------------------------------------\n", "\n", "girls min_5 no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.021\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.027\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: -0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.586, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.492, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.544, R^2 test: -0.114\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.174\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.422, Explained Variance Score Validation: -0.162\n", "AUC Test: 0.564, Explained Variance Score Test: -0.075\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.038\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: -0.004\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.029\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.489, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.021\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.028\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.013\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.489, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.587, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: -0.083\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.049\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.915, R^2 test: -0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.584, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: -0.084\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.780, R^2 test: -0.108\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: -0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.578, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.133\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.112\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: -0.102\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.514, Explained Variance Score Validation: -0.101\n", "AUC Test: 0.585, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.003\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: -0.064\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: -0.079\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.768\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.480, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.040\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.013\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.034\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.683\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.533, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.524, R^2 test: -0.043\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.018\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: -0.011\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.750\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.077\n", "AUC Test: 0.552, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.022\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: -0.013\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: -0.030\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.565, Explained Variance Score Validation: 0.000\n", "AUC Test: 0.498, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.084\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: -0.047\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: -0.043\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.572, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.597, R^2 test: 0.006\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.613, R^2 test: -0.017\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: 0.054\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.658, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.558, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.072\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.076\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.081\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.066\n", "AUC Test: 0.599, Explained Variance Score Test: 0.028\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.126\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.164\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.125\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.546, Explained Variance Score Test: -0.078\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.061\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: 0.051\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.518, Explained Variance Score Test: -0.054\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.613, R^2 test: -0.035\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.063\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.537\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.544, Explained Variance Score Test: 0.014\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.541, R^2 test: -0.132\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.631, R^2 test: -0.154\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: -0.233\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.376, Explained Variance Score Validation: -0.137\n", "AUC Test: 0.560, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.163\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: -0.206\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: -0.202\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.782\n", "AUC Validation: 0.434, Explained Variance Score Validation: -0.166\n", "AUC Test: 0.599, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: -0.001\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.051\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: -0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.543, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.022\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.039\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: -0.056\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.688, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.565, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.660, R^2 test: -0.063\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.082\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.059\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.534, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.517, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: -0.013\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: -0.034\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.019\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.757\n", "AUC Validation: 0.407, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.559, Explained Variance Score Test: -0.005\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.064\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: -0.070\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: -0.082\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.544, Explained Variance Score Validation: -0.038\n", "AUC Test: 0.563, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.581, R^2 test: -0.086\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.100\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: -0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.641\n", "AUC Validation: 0.565, Explained Variance Score Validation: -0.050\n", "AUC Test: 0.549, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.038\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.004\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.038\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.538, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.587, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.145\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.116\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: -0.136\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.455, Explained Variance Score Validation: -0.153\n", "AUC Test: 0.516, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.482, R^2 test: -0.030\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.033\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.038\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.032\n", "AUC Test: 0.521, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.613, R^2 test: 0.054\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.024\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.055\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.979, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.615, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.485, R^2 test: -0.092\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.505, R^2 test: -0.138\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.565, R^2 test: -0.118\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.637\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.501, Explained Variance Score Test: -0.056\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.029\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.026\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.766\n", "AUC Validation: 0.618, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.492, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.119\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.116\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.226\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.553, Explained Variance Score Validation: -0.170\n", "AUC Test: 0.622, Explained Variance Score Test: -0.023\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: 0.024\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: -0.017\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: -0.008\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.698\n", "AUC Validation: 0.570, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.485, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: -0.021\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: -0.041\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.069\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.632, Explained Variance Score Test: 0.026\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.060\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.085\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: -0.103\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.953, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.463, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.526, Explained Variance Score Test: -0.040\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.660, R^2 test: -0.024\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: -0.003\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.040\n", "AUC Test: 0.587, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: -0.143\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: -0.160\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: -0.152\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.799\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.562, Explained Variance Score Test: -0.006\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: -0.064\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: -0.074\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: -0.057\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.917, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.539, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.568, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.096\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.112\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: -0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.726\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.544, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.018\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.051\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: -0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.583, Explained Variance Score Test: -0.010\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.034\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: -0.003\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.912, R^2 test: 0.034\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.606, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.599, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.684, R^2 test: 0.030\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.002\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.038\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.721\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.549, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: -0.006\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.001\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: -0.043\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.751\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.582, Explained Variance Score Test: 0.018\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.008\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.013\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.005\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.581, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.156\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: -0.107\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.126\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.713\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.575, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.076\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.067\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.531, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.582, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.598, R^2 test: 0.021\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: -0.018\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.519, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.035\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: -0.042\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: -0.080\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.475, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.608, Explained Variance Score Test: 0.001\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.079\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.035\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.928, R^2 test: 0.001\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.073\n", "AUC Test: 0.616, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.511, R^2 test: -0.031\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: -0.037\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.610, R^2 test: -0.023\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.561\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.002\n", "AUC Test: 0.556, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: -0.089\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: -0.256\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.883, R^2 test: -0.211\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.480, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.538, Explained Variance Score Test: -0.014\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: -0.007\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.005\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: -0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.467, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.545, Explained Variance Score Test: -0.015\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.026\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.067\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: -0.036\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.628\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.546, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: 0.038\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.068\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.119\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.689\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.489, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.246\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: -0.218\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: -0.213\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.321, Explained Variance Score Validation: -0.206\n", "AUC Test: 0.576, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.628, R^2 test: -0.000\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.009\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.734, R^2 test: -0.028\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.578, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.613, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: -0.008\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.096\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.657\n", "AUC Validation: 0.630, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.478, Explained Variance Score Test: -0.043\n", "\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: -0.012\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.593, R^2 test: -0.017\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: -0.098\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.520, Explained Variance Score Validation: -0.026\n", "AUC Test: 0.599, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: -0.011\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: -0.027\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.596, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.501, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: -0.131\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.165\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.135\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.126\n", "AUC Test: 0.592, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: -0.027\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: -0.040\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: -0.016\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.541, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: -0.031\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.032\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.017\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.712\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.498, Explained Variance Score Test: -0.051\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: -0.072\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: -0.085\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: -0.081\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.498, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.574, Explained Variance Score Test: 0.006\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: -0.175\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.640, R^2 test: -0.204\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.229\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.563, Explained Variance Score Validation: -0.188\n", "AUC Test: 0.606, Explained Variance Score Test: 0.047\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: -0.058\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: -0.096\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.143\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.949, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.570, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.615, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: 0.043\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.810, R^2 test: 0.054\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.927, Explained Variance Score Train: 0.639\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.557, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.577, R^2 test: -0.187\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: -0.254\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.662\n", "AUC Validation: 0.513, Explained Variance Score Validation: -0.251\n", "AUC Test: 0.535, Explained Variance Score Test: -0.042\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.621, R^2 test: 0.014\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.016\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: 0.016\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.643\n", "AUC Validation: 0.554, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.510, Explained Variance Score Test: -0.012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.068\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: -0.115\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: -0.107\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.570, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.581, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.081\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.119\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: -0.125\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.168\n", "AUC Test: 0.595, Explained Variance Score Test: -0.014\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.119\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.092\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.038\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.125\n", "AUC Test: 0.563, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: 0.190\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.179\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.175\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.504, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: -0.015\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: -0.024\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.000\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.600, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.571, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.018\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: -0.006\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: -0.010\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.764\n", "AUC Validation: 0.551, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.599, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.592, R^2 test: 0.003\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.029\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: -0.040\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.563, Explained Variance Score Validation: -0.044\n", "AUC Test: 0.546, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: -0.030\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: -0.075\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: -0.090\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.547, Explained Variance Score Validation: -0.066\n", "AUC Test: 0.569, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: -0.059\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: -0.062\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: -0.105\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.873\n", "AUC Validation: 0.538, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.592, Explained Variance Score Test: 0.031\n", "\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.560, R^2 test: 0.042\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: 0.016\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.066\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.588, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.600, Explained Variance Score Test: 0.019\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.475, R^2 test: -0.095\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: -0.066\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.632, R^2 test: -0.110\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.615\n", "AUC Validation: 0.509, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.507, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.654, R^2 test: -0.169\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: -0.144\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: -0.206\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.700\n", "AUC Validation: 0.517, Explained Variance Score Validation: -0.128\n", "AUC Test: 0.549, Explained Variance Score Test: -0.020\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: -0.059\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.027\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: -0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.573, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.152\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.146\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.178\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.506, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.594, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.163\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.148\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: -0.122\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.553, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.018\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: -0.003\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: -0.017\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.589, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.553, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.016\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.018\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: -0.023\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.738\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.516, Explained Variance Score Test: -0.040\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.069\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.088\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: -0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.618\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.535, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.661, R^2 test: -0.057\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: -0.152\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: -0.067\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.685, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.554, Explained Variance Score Test: 0.010\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.121\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: -0.097\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: -0.115\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.460, Explained Variance Score Validation: -0.095\n", "AUC Test: 0.490, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.016\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.026\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: -0.024\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.706\n", "AUC Validation: 0.611, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.561, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: -0.037\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: -0.064\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.926, R^2 test: -0.161\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.739, Explained Variance Score Validation: -0.078\n", "AUC Test: 0.575, Explained Variance Score Test: -0.009\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: -0.115\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: -0.087\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: -0.143\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.478, Explained Variance Score Validation: -0.058\n", "AUC Test: 0.582, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.624, R^2 test: -0.082\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.072\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: -0.091\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.723\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.570, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.762, R^2 test: -0.008\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: -0.002\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.889, R^2 test: -0.010\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.518, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.591, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: 0.032\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.037\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.033\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.532, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: 0.013\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: -0.025\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.029\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.550, Explained Variance Score Test: -0.044\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.072\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: -0.083\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.637, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.551, Explained Variance Score Test: -0.024\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: -0.033\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.039\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.010\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.724\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.521, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: -0.044\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.065\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: -0.050\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.504, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.054\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.073\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: -0.066\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.976, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.569, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.527, Explained Variance Score Test: -0.036\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: -0.105\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.117\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: -0.062\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.390, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.554, Explained Variance Score Test: -0.017\n", "\n", "total Variables 259 and total subjects: 1698\n", "->AUC validation: 0.568 95% CI: [0.551 , 0.585]\n", "->AUC test: 0.555 95% CI: [0.548 , 0.562]\n", "->R^2 validation: -0.023 95% CI: [-0.037 , -0.008]\n", "->R^2 test: -0.002 95% CI: [-0.007 , 0.004]\n", "->Explained Variance validation: -0.044 95% CI: [-0.059 , -0.029]\n", "->Explained Variance test: -0.029 95% CI: [-0.035 , -0.023]\n", "Test set metrics:\n", "@threshold:2.164, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.164, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.763, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:0.664, sens:0.018, spec:0.986, ppv:0.200, acc:0.829, f1:0.033, mcc:0.003, total+:5, total-:334\n", "@threshold:0.589, sens:0.036, spec:0.982, ppv:0.286, acc:0.829, f1:0.065, mcc:0.011, total+:7, total-:332\n", "@threshold:0.571, sens:0.055, spec:0.979, ppv:0.333, acc:0.829, f1:0.094, mcc:0.014, total+:9, total-:330\n", "@threshold:0.529, sens:0.055, spec:0.975, ppv:0.300, acc:0.826, f1:0.092, mcc:0.010, total+:10, total-:329\n", "@threshold:0.521, sens:0.073, spec:0.975, ppv:0.364, acc:0.829, f1:0.121, mcc:0.016, total+:11, total-:328\n", "@threshold:0.504, sens:0.073, spec:0.972, ppv:0.333, acc:0.826, f1:0.119, mcc:0.012, total+:12, total-:327\n", "@threshold:0.494, sens:0.091, spec:0.972, ppv:0.385, acc:0.829, f1:0.147, mcc:0.017, total+:13, total-:326\n", "@threshold:0.489, sens:0.091, spec:0.968, ppv:0.357, acc:0.826, f1:0.145, mcc:0.013, total+:14, total-:325\n", "@threshold:0.431, sens:0.109, spec:0.958, ppv:0.333, acc:0.820, f1:0.164, mcc:0.010, total+:18, total-:321\n", "@threshold:0.427, sens:0.109, spec:0.954, ppv:0.316, acc:0.817, f1:0.162, mcc:0.009, total+:19, total-:320\n", "@threshold:0.419, sens:0.127, spec:0.951, ppv:0.333, acc:0.817, f1:0.184, mcc:0.009, total+:21, total-:318\n", "@threshold:0.405, sens:0.127, spec:0.947, ppv:0.318, acc:0.814, f1:0.182, mcc:0.008, total+:22, total-:317\n", "@threshold:0.346, sens:0.145, spec:0.937, ppv:0.308, acc:0.808, f1:0.198, mcc:0.007, total+:26, total-:313\n", "@threshold:0.344, sens:0.145, spec:0.933, ppv:0.296, acc:0.805, f1:0.195, mcc:0.006, total+:27, total-:312\n", "@threshold:0.335, sens:0.164, spec:0.933, ppv:0.321, acc:0.808, f1:0.217, mcc:0.008, total+:28, total-:311\n", "@threshold:0.331, sens:0.164, spec:0.930, ppv:0.310, acc:0.805, f1:0.214, mcc:0.007, total+:29, total-:310\n", "@threshold:0.307, sens:0.182, spec:0.923, ppv:0.312, acc:0.802, f1:0.230, mcc:0.007, total+:32, total-:307\n", "@threshold:0.297, sens:0.200, spec:0.919, ppv:0.324, acc:0.802, f1:0.247, mcc:0.007, total+:34, total-:305\n", "@threshold:0.226, sens:0.218, spec:0.905, ppv:0.308, acc:0.794, f1:0.255, mcc:0.006, total+:39, total-:300\n", "@threshold:0.223, sens:0.218, spec:0.901, ppv:0.300, acc:0.791, f1:0.253, mcc:0.006, total+:40, total-:299\n", "@threshold:0.220, sens:0.236, spec:0.901, ppv:0.317, acc:0.794, f1:0.271, mcc:0.006, total+:41, total-:298\n", "@threshold:0.215, sens:0.236, spec:0.898, ppv:0.310, acc:0.791, f1:0.268, mcc:0.006, total+:42, total-:297\n", "@threshold:0.158, sens:0.255, spec:0.859, ppv:0.259, acc:0.761, f1:0.257, mcc:0.003, total+:54, total-:285\n", "@threshold:0.156, sens:0.255, spec:0.856, ppv:0.255, acc:0.758, f1:0.255, mcc:0.003, total+:55, total-:284\n", "@threshold:0.150, sens:0.273, spec:0.856, ppv:0.268, acc:0.761, f1:0.270, mcc:0.004, total+:56, total-:283\n", "@threshold:0.149, sens:0.273, spec:0.852, ppv:0.263, acc:0.758, f1:0.268, mcc:0.003, total+:57, total-:282\n", "@threshold:0.131, sens:0.291, spec:0.838, ppv:0.258, acc:0.749, f1:0.274, mcc:0.003, total+:62, total-:277\n", "@threshold:0.130, sens:0.291, spec:0.835, ppv:0.254, acc:0.746, f1:0.271, mcc:0.003, total+:63, total-:276\n", "@threshold:0.114, sens:0.309, spec:0.824, ppv:0.254, acc:0.740, f1:0.279, mcc:0.003, total+:67, total-:272\n", "@threshold:0.112, sens:0.309, spec:0.820, ppv:0.250, acc:0.737, f1:0.276, mcc:0.003, total+:68, total-:271\n", "@threshold:0.081, sens:0.327, spec:0.785, ppv:0.228, acc:0.711, f1:0.269, mcc:0.002, total+:79, total-:260\n", "@threshold:0.076, sens:0.327, spec:0.782, ppv:0.225, acc:0.708, f1:0.267, mcc:0.002, total+:80, total-:259\n", "@threshold:0.044, sens:0.345, spec:0.754, ppv:0.213, acc:0.687, f1:0.264, mcc:0.001, total+:89, total-:250\n", "@threshold:0.044, sens:0.345, spec:0.750, ppv:0.211, acc:0.684, f1:0.262, mcc:0.001, total+:90, total-:249\n", "@threshold:0.027, sens:0.364, spec:0.732, ppv:0.208, acc:0.673, f1:0.265, mcc:0.001, total+:96, total-:243\n", "@threshold:0.019, sens:0.382, spec:0.729, ppv:0.214, acc:0.673, f1:0.275, mcc:0.001, total+:98, total-:241\n", "@threshold:0.015, sens:0.400, spec:0.722, ppv:0.218, acc:0.670, f1:0.282, mcc:0.002, total+:101, total-:238\n", "@threshold:0.015, sens:0.400, spec:0.718, ppv:0.216, acc:0.667, f1:0.280, mcc:0.002, total+:102, total-:237\n", "@threshold:0.001, sens:0.418, spec:0.704, ppv:0.215, acc:0.658, f1:0.284, mcc:0.001, total+:107, total-:232\n", "@threshold:0.001, sens:0.418, spec:0.701, ppv:0.213, acc:0.655, f1:0.282, mcc:0.001, total+:108, total-:231\n", "@threshold:-0.015, sens:0.436, spec:0.680, ppv:0.209, acc:0.640, f1:0.282, mcc:0.001, total+:115, total-:224\n", "@threshold:-0.018, sens:0.436, spec:0.676, ppv:0.207, acc:0.637, f1:0.281, mcc:0.001, total+:116, total-:223\n", "@threshold:-0.023, sens:0.455, spec:0.662, ppv:0.207, acc:0.628, f1:0.284, mcc:0.001, total+:121, total-:218\n", "@threshold:-0.023, sens:0.455, spec:0.658, ppv:0.205, acc:0.625, f1:0.282, mcc:0.001, total+:122, total-:217\n", "@threshold:-0.028, sens:0.473, spec:0.644, ppv:0.205, acc:0.617, f1:0.286, mcc:0.001, total+:127, total-:212\n", "@threshold:-0.030, sens:0.473, spec:0.641, ppv:0.203, acc:0.614, f1:0.284, mcc:0.001, total+:128, total-:211\n", "@threshold:-0.055, sens:0.491, spec:0.609, ppv:0.196, acc:0.590, f1:0.280, mcc:0.001, total+:138, total-:201\n", "@threshold:-0.057, sens:0.491, spec:0.606, ppv:0.194, acc:0.587, f1:0.278, mcc:0.001, total+:139, total-:200\n", "@threshold:-0.066, sens:0.509, spec:0.581, ppv:0.190, acc:0.569, f1:0.277, mcc:0.001, total+:147, total-:192\n", "@threshold:-0.066, sens:0.509, spec:0.577, ppv:0.189, acc:0.566, f1:0.276, mcc:0.001, total+:148, total-:191\n", "@threshold:-0.067, sens:0.527, spec:0.577, ppv:0.195, acc:0.569, f1:0.284, mcc:0.001, total+:149, total-:190\n", "@threshold:-0.068, sens:0.527, spec:0.574, ppv:0.193, acc:0.566, f1:0.283, mcc:0.001, total+:150, total-:189\n", "@threshold:-0.069, sens:0.545, spec:0.574, ppv:0.199, acc:0.569, f1:0.291, mcc:0.001, total+:151, total-:188\n", "@threshold:-0.070, sens:0.545, spec:0.570, ppv:0.197, acc:0.566, f1:0.290, mcc:0.001, total+:152, total-:187\n", "@threshold:-0.073, sens:0.564, spec:0.570, ppv:0.203, acc:0.569, f1:0.298, mcc:0.001, total+:153, total-:186\n", "@threshold:-0.081, sens:0.600, spec:0.567, ppv:0.212, acc:0.572, f1:0.313, mcc:0.001, total+:156, total-:183\n", "@threshold:-0.090, sens:0.618, spec:0.546, ppv:0.209, acc:0.558, f1:0.312, mcc:0.001, total+:163, total-:176\n", "@threshold:-0.091, sens:0.618, spec:0.542, ppv:0.207, acc:0.555, f1:0.311, mcc:0.001, total+:164, total-:175\n", "@threshold:-0.101, sens:0.636, spec:0.532, ppv:0.208, acc:0.549, f1:0.314, mcc:0.001, total+:168, total-:171\n", "@threshold:-0.105, sens:0.636, spec:0.528, ppv:0.207, acc:0.546, f1:0.312, mcc:0.001, total+:169, total-:170\n", "@threshold:-0.108, sens:0.655, spec:0.525, ppv:0.211, acc:0.546, f1:0.319, mcc:0.001, total+:171, total-:168\n", "@threshold:-0.108, sens:0.655, spec:0.521, ppv:0.209, acc:0.543, f1:0.317, mcc:0.001, total+:172, total-:167\n", "@threshold:-0.110, sens:0.673, spec:0.514, ppv:0.211, acc:0.540, f1:0.322, mcc:0.001, total+:175, total-:164\n", "@threshold:-0.113, sens:0.673, spec:0.511, ppv:0.210, acc:0.537, f1:0.320, mcc:0.001, total+:176, total-:163\n", "@threshold:-0.113, sens:0.691, spec:0.511, ppv:0.215, acc:0.540, f1:0.328, mcc:0.002, total+:177, total-:162\n", "@threshold:-0.120, sens:0.691, spec:0.507, ppv:0.213, acc:0.537, f1:0.326, mcc:0.002, total+:178, total-:161\n", "@threshold:-0.128, sens:0.709, spec:0.482, ppv:0.210, acc:0.519, f1:0.324, mcc:0.001, total+:186, total-:153\n", "@threshold:-0.129, sens:0.709, spec:0.479, ppv:0.209, acc:0.516, f1:0.322, mcc:0.001, total+:187, total-:152\n", "@threshold:-0.139, sens:0.727, spec:0.465, ppv:0.208, acc:0.507, f1:0.324, mcc:0.001, total+:192, total-:147\n", "@threshold:-0.140, sens:0.727, spec:0.461, ppv:0.207, acc:0.504, f1:0.323, mcc:0.001, total+:193, total-:146\n", "@threshold:-0.172, sens:0.745, spec:0.387, ppv:0.191, acc:0.445, f1:0.304, mcc:0.001, total+:215, total-:124\n", "@threshold:-0.174, sens:0.745, spec:0.384, ppv:0.190, acc:0.442, f1:0.303, mcc:0.001, total+:216, total-:123\n", "@threshold:-0.178, sens:0.745, spec:0.377, ppv:0.188, acc:0.437, f1:0.300, mcc:0.001, total+:218, total-:121\n", "@threshold:-0.179, sens:0.745, spec:0.373, ppv:0.187, acc:0.434, f1:0.299, mcc:0.001, total+:219, total-:120\n", "@threshold:-0.180, sens:0.764, spec:0.373, ppv:0.191, acc:0.437, f1:0.305, mcc:0.001, total+:220, total-:119\n", "@threshold:-0.180, sens:0.764, spec:0.370, ppv:0.190, acc:0.434, f1:0.304, mcc:0.001, total+:221, total-:118\n", "@threshold:-0.197, sens:0.782, spec:0.356, ppv:0.190, acc:0.425, f1:0.306, mcc:0.001, total+:226, total-:113\n", "@threshold:-0.207, sens:0.782, spec:0.352, ppv:0.189, acc:0.422, f1:0.305, mcc:0.001, total+:227, total-:112\n", "@threshold:-0.224, sens:0.800, spec:0.324, ppv:0.186, acc:0.401, f1:0.302, mcc:0.001, total+:236, total-:103\n", "@threshold:-0.225, sens:0.800, spec:0.320, ppv:0.186, acc:0.398, f1:0.301, mcc:0.001, total+:237, total-:102\n", "@threshold:-0.226, sens:0.818, spec:0.317, ppv:0.188, acc:0.398, f1:0.306, mcc:0.001, total+:239, total-:100\n", "@threshold:-0.230, sens:0.836, spec:0.313, ppv:0.191, acc:0.398, f1:0.311, mcc:0.001, total+:241, total-:98\n", "@threshold:-0.247, sens:0.855, spec:0.303, ppv:0.192, acc:0.392, f1:0.313, mcc:0.001, total+:245, total-:94\n", "@threshold:-0.249, sens:0.855, spec:0.299, ppv:0.191, acc:0.389, f1:0.312, mcc:0.001, total+:246, total-:93\n", "@threshold:-0.267, sens:0.873, spec:0.271, ppv:0.188, acc:0.369, f1:0.310, mcc:0.001, total+:255, total-:84\n", "@threshold:-0.269, sens:0.873, spec:0.268, ppv:0.188, acc:0.366, f1:0.309, mcc:0.001, total+:256, total-:83\n", "@threshold:-0.271, sens:0.891, spec:0.264, ppv:0.190, acc:0.366, f1:0.313, mcc:0.001, total+:258, total-:81\n", "@threshold:-0.271, sens:0.891, spec:0.261, ppv:0.189, acc:0.363, f1:0.312, mcc:0.001, total+:259, total-:80\n", "@threshold:-0.349, sens:0.909, spec:0.158, ppv:0.173, acc:0.280, f1:0.291, mcc:0.001, total+:289, total-:50\n", "@threshold:-0.349, sens:0.909, spec:0.155, ppv:0.172, acc:0.277, f1:0.290, mcc:0.001, total+:290, total-:49\n", "@threshold:-0.444, sens:0.927, spec:0.085, ppv:0.164, acc:0.221, f1:0.279, mcc:0.000, total+:311, total-:28\n", "@threshold:-0.446, sens:0.927, spec:0.081, ppv:0.163, acc:0.218, f1:0.278, mcc:0.000, total+:312, total-:27\n", "@threshold:-0.453, sens:0.945, spec:0.081, ppv:0.166, acc:0.221, f1:0.283, mcc:0.001, total+:313, total-:26\n", "@threshold:-0.457, sens:0.945, spec:0.077, ppv:0.166, acc:0.218, f1:0.282, mcc:0.000, total+:314, total-:25\n", "@threshold:-0.525, sens:0.964, spec:0.056, ppv:0.165, acc:0.204, f1:0.282, mcc:0.001, total+:321, total-:18\n", "@threshold:-0.540, sens:0.982, spec:0.053, ppv:0.167, acc:0.204, f1:0.286, mcc:0.001, total+:323, total-:16\n", "@threshold:-0.848, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: Temp-avg10to13 | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.014 1.019] | occ: 1399 | OR_unadj: 1.016 [0.764 1.351] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:-0.199\n", " Diagnosis:9ccs223:Birth trauma:-0.120\n", " Diagnosis:9ccs247:Lymph enlarg:-0.090\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.079\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.079\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.071\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.070\n", " MatDeliveryAge:-0.070\n", " Diagnosis:9ccs259:Unclassified:-0.067\n", "\n", " Vital: HR-latest | coef 0.016 95% CI: [0.013 , 0.019] | OR_adj 1.016 [1.013 1.019] | occ: 1010 | OR_unadj: 0.762 [0.553 1.050] | indivs AUC:0.540\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.112\n", " Diagnosis:9ccs217:Ot cong anom:0.083\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.069\n", " Diagnosis:9ccs47:Ot bnign neo:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.063\n", " Diagnosis:9ccs92:Otitis media:-0.060\n", " Diagnosis:9ccs167:Breast dx:0.060\n", " Diagnosis:9ccs128:Asthma:-0.057\n", " Diagnosis:9ccs151:Oth liver dx:0.057\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.055\n", "\n", " Vital: Temp-avg5to7 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.018] | occ: 1315 | OR_unadj: 1.008 [0.763 1.331] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:0.078\n", " Diagnosis:9ccs123:Influenza:0.061\n", " Diagnosis:9ccs234:Crush injury:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", " Number of Visits:0.054\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.052\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: Temp-avg0to1 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.092\n", " Diagnosis:9ccs76:Meningitis:0.063\n", " Diagnosis:9ccs216:Nerv cong an:0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs7:Viral infect:-0.061\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs214:GI cong anom:0.056\n", " Diagnosis:9ccs155:Other GI dx:-0.054\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.053\n", " Diagnosis:9ccs154:Gastroent:-0.052\n", "\n", " Vital: Temp-avg3to5 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1313 | OR_unadj: 0.989 [0.753 1.299] | indivs AUC:0.470\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:0.102\n", " Number of Visits:0.090\n", " Diagnosis:9ccs234:Crush injury:0.062\n", " Diagnosis:9ccs247:Lymph enlarg:0.061\n", " Diagnosis:9ccs217:Ot cong anom:-0.060\n", " Diagnosis:9ccs197:Skin infectn:-0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.058\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.058\n", " Diagnosis:9ccs216:Nerv cong an:0.057\n", "\n", " Vital: HC-latest | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Diagnosis:9ccs126:Ot up rsp in:0.252\n", " Diagnosis:9ccs10:Immuniz/scrn:0.246\n", " Diagnosis:9ccs92:Otitis media:0.214\n", " Diagnosis:9ccs257:Ot aftercare:0.211\n", " Diagnosis:9ccs7:Viral infect:0.160\n", " Diagnosis:9ccs125:Bronchitis:0.152\n", " Diagnosis:9ccs135:Intest infct:0.150\n", " Diagnosis:9ccs90:Eye infectn:0.137\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.111\n", "\n", " Vital: Temp-avg1to3 | coef 0.015 95% CI: [0.013 , 0.016] | OR_adj 1.015 [1.013 1.016] | occ: 1348 | OR_unadj: 1.102 [0.834 1.456] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:-0.077\n", " Diagnosis:9ccs7:Viral infect:-0.077\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.068\n", " Diagnosis:9ccs154:Gastroent:-0.067\n", " Diagnosis:9ccs197:Skin infectn:-0.058\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs253:Allergy:0.052\n", " Number of Visits:0.051\n", " Diagnosis:9ccs94:Other ear dx:0.051\n", "\n", " Vital: Temp-avg13to16 | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1313 | OR_unadj: 1.227 [0.936 1.609] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs124:Tonsillitis:0.081\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Number of Visits:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.052\n", " Diagnosis:9ccs4:Mycoses:0.046\n", "\n", "* Number of Visits | coef 0.014 95% CI: [0.012 , 0.016] | OR_adj 1.014 [1.012 1.016] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " Diagnosis:9ccs126:Ot up rsp in:0.430\n", " Diagnosis:9ccs92:Otitis media:0.408\n", " Diagnosis:9ccs7:Viral infect:0.408\n", " Diagnosis:9ccs133:Oth low resp:0.337\n", " Diagnosis:9ccs257:Ot aftercare:0.325\n", " Diagnosis:9ccs135:Intest infct:0.310\n", " Diagnosis:9ccs155:Other GI dx:0.304\n", " Diagnosis:9ccs90:Eye infectn:0.286\n", " Diagnosis:9ccs10:Immuniz/scrn:0.277\n", "\n", " Vital: Temp-avg19to24 | coef 0.014 95% CI: [0.012 , 0.015] | OR_adj 1.014 [1.012 1.015] | occ: 1373 | OR_unadj: 1.181 [0.894 1.561] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:-0.092\n", " Diagnosis:9ccs154:Gastroent:-0.068\n", " Diagnosis:9ccs92:Otitis media:0.066\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.065\n", " Diagnosis:9ccs238:Complic proc:0.065\n", " Diagnosis:9ccs200:Oth skin dx:-0.060\n", " Diagnosis:9ccs242:Poisn ot med:-0.055\n", " Diagnosis:9ccs125:Bronchitis:0.055\n", " Diagnosis:9ccs258:Other screen:-0.054\n", " Diagnosis:9ccs219:Low birth wt:-0.053\n", "\n", " Vital: Temp-latest | coef 0.013 95% CI: [0.012 , 0.015] | OR_adj 1.013 [1.012 1.015] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:-0.089\n", " Diagnosis:9ccs167:Breast dx:0.063\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Diagnosis:9ccs126:Ot up rsp in:0.052\n", " Diagnosis:9ccs258:Other screen:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.050\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", " Diagnosis:9ccs117:Ot circul dx:0.049\n", " Diagnosis:9ccs219:Low birth wt:-0.047\n", "\n", " Vital: Ht-gain3to7 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.016] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:-0.091\n", " Diagnosis:9ccs240:Burns:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs113:Late eff CVD:0.069\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs92:Otitis media:0.060\n", " Diagnosis:9ccs126:Ot up rsp in:0.057\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.055\n", "\n", " Vital: Ht-gain16to24 | coef 0.013 95% CI: [0.012 , 0.014] | OR_adj 1.013 [1.012 1.014] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:-0.065\n", " Number of Visits:-0.061\n", " Diagnosis:9ccs138:Esophgeal dx:-0.058\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.052\n", " Diagnosis:9ccs61:Sickle cell:-0.052\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.050\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", " Diagnosis:9ccs259:Unclassified:0.048\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.047\n", " Diagnosis:9ccs198:Ot infl skin:-0.046\n", "\n", " Vital: HC-gain0to3 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1332 | OR_unadj: 0.871 [0.636 1.192] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.117\n", " Diagnosis:9ccs126:Ot up rsp in:0.073\n", " Diagnosis:9ccs137:Mouth dx:0.072\n", " Diagnosis:9ccs92:Otitis media:0.062\n", " Diagnosis:9ccs159:UTI:0.055\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.054\n", " Diagnosis:9ccs76:Meningitis:0.052\n", " Diagnosis:9ccs175:Ot femal gen:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.047\n", "\n", " Vital: Temp-avg7to10 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1351 | OR_unadj: 0.832 [0.534 1.296] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.195\n", " Diagnosis:9ccs255:Social admin:-0.173\n", " Diagnosis:9ccs7:Viral infect:-0.111\n", " Number of Visits:-0.107\n", " Diagnosis:9ccs126:Ot up rsp in:-0.105\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.095\n", " Diagnosis:9ccs217:Ot cong anom:-0.094\n", " Diagnosis:9ccs257:Ot aftercare:-0.090\n", " Diagnosis:9ccs197:Skin infectn:-0.074\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.066\n", "\n", " Vital: Ht-gain0to3 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs10:Immuniz/scrn:0.076\n", " Diagnosis:9ccs92:Otitis media:0.074\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.068\n", " Diagnosis:9ccs122:Pneumonia:0.064\n", " Diagnosis:9ccs128:Asthma:0.060\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Diagnosis:9ccs214:GI cong anom:0.052\n", " Diagnosis:9ccs219:Low birth wt:0.048\n", "\n", " MatDeliveryAge | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Newborn Diagnosis:9ccs259:Unclassified:0.105\n", " Number of Visits:0.088\n", " Diagnosis:9ccs136:Teeth dx:0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Diagnosis:9ccs126:Ot up rsp in:0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.059\n", " Diagnosis:9ccs259:Unclassified:0.057\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:0.102\n", " Diagnosis:9ccs258:Other screen:-0.095\n", " Diagnosis:9ccs51:Ot endo dsor:-0.076\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.066\n", " Diagnosis:9ccs213:Cardiac anom:-0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.062\n", " Diagnosis:9ccs8:Oth infectns:0.061\n", " Diagnosis:9ccs168:PID:-0.061\n", " Lab:292495 LEAD LEVEL - Sunrise:0.057\n", "\n", " Vital: Ht-avg0to1 | coef 0.012 95% CI: [0.010 , 0.015] | OR_adj 1.012 [1.010 1.015] | occ: 1326 | OR_unadj: 0.954 [0.722 1.262] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.348\n", " Diagnosis:9ccs219:Low birth wt:-0.204\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.162\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.135\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.126\n", " Diagnosis:9ccs143:Abdom hernia:-0.112\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.103\n", " Newborn Diagnosis:9ccs253:Allergy:-0.101\n", " Diagnosis:9ccs200:Oth skin dx:0.079\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.074\n", "\n", "* Vital: Ht Percentile-latest | coef 0.012 95% CI: [0.010 , 0.015] | OR_adj 1.012 [1.010 1.015] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.098\n", " Diagnosis:9ccs89:Blindness:0.081\n", " Diagnosis:9ccs128:Asthma:0.065\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.059\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Diagnosis:9ccs2:Septicemia:0.054\n", " Diagnosis:9ccs137:Mouth dx:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.050\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.048\n", "\n", " Vital: HC-gain16to24 | coef 0.012 95% CI: [0.009 , 0.015] | OR_adj 1.012 [1.009 1.015] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.060\n", " Diagnosis:9ccs209:Ot acq defor:0.056\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.054\n", " Diagnosis:9ccs214:GI cong anom:-0.049\n", " Diagnosis:9ccs251:Abdomnl pain:-0.049\n", " Diagnosis:9ccs95:Oth nerv dx:0.048\n", " Diagnosis:9ccs140:Gastritis:0.048\n", " Diagnosis:9ccs256:Exam/eval:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Diagnosis:9ccs213:Cardiac anom:-0.046\n", "\n", " Vital: Ht-gain1to5 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 1420 | OR_unadj: 0.786 [0.598 1.035] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.163\n", " Diagnosis:9ccs126:Ot up rsp in:0.103\n", " Diagnosis:9ccs135:Intest infct:0.079\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.067\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs7:Viral infect:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.058\n", " Diagnosis:9ccs92:Otitis media:0.056\n", "\n", "* Vital: Ht-gain7to13 | coef 0.012 95% CI: [0.011 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.057\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.054\n", " Diagnosis:9ccs153:GI hemorrhag:-0.053\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.051\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.049\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.048\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.046\n", " Diagnosis:9ccs125:Bronchitis:0.044\n", " Newborn Diagnosis:9ccs253:Allergy:-0.042\n", "\n", "* Vital: HC-avg16to19 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.010 1.013] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:-0.094\n", " Diagnosis:9ccs204:Ot joint dx:-0.075\n", " Diagnosis:9ccs253:Allergy:0.064\n", " Diagnosis:9ccs59:Anemia:-0.060\n", " Diagnosis:9ccs134:Ot uppr resp:0.060\n", " Diagnosis:9ccs143:Abdom hernia:0.057\n", " Diagnosis:9ccs90:Eye infectn:0.053\n", " Diagnosis:9ccs92:Otitis media:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.044\n", "\n", " Vital: Ht-gain10to16 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1404 | OR_unadj: 1.132 [0.839 1.528] | indivs AUC:0.537\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.067\n", " Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Number of Visits:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:-0.053\n", " Newborn Diagnosis:9ccs253:Allergy:0.048\n", " Diagnosis:9ccs59:Anemia:0.047\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.046\n", " Diagnosis:9ccs123:Influenza:0.045\n", " Diagnosis:9ccs136:Teeth dx:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.041\n", "\n", " Vital: Ht-avg1to3 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1348 | OR_unadj: 0.914 [0.694 1.204] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.303\n", " Diagnosis:9ccs219:Low birth wt:-0.175\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.123\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.117\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.112\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:-0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", "\n", " Vital: Ht-gain5to10 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.062\n", " Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Diagnosis:9ccs136:Teeth dx:-0.050\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.049\n", " Diagnosis:9ccs256:Exam/eval:-0.048\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.045\n", " Number of Visits:0.044\n", "\n", " Vital: Temp-avg16to19 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1297 | OR_unadj: 0.872 [0.571 1.331] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:-0.143\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.132\n", " Number of Visits:-0.118\n", " Diagnosis:9ccs257:Ot aftercare:-0.106\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.102\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.102\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.097\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.097\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.094\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.094\n", "\n", " Vital: HC-gain1to5 | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1346 | OR_unadj: 0.866 [0.657 1.140] | indivs AUC:0.519\n", "Correlated most with:\n", "Number of Visits:0.099\n", " Diagnosis:9ccs125:Bronchitis:0.091\n", " Diagnosis:9ccs154:Gastroent:-0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Diagnosis:9ccs163:Other GU dx:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.063\n", " Diagnosis:9ccs7:Viral infect:0.062\n", " Diagnosis:9ccs113:Late eff CVD:-0.059\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.053\n", "\n", " Vital: Ht Percentile-gain13to19 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 832 | OR_unadj: 0.955 [0.693 1.316] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:-0.064\n", " Diagnosis:9ccs163:Other GU dx:0.057\n", " Diagnosis:9ccs208:Acq foot def:0.051\n", " Diagnosis:9ccs211:Ot conn tiss:0.051\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.051\n", " Diagnosis:9ccs125:Bronchitis:0.051\n", " Diagnosis:9ccs143:Abdom hernia:-0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.048\n", " Diagnosis:9ccs147:Anal/rectal:0.044\n", "\n", " Vital: HC-gain5to10 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:0.079\n", " Diagnosis:9ccs251:Abdomnl pain:-0.067\n", " Diagnosis:9ccs234:Crush injury:-0.064\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.057\n", " Diagnosis:9ccs8:Oth infectns:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.051\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.051\n", " Diagnosis:9ccs92:Otitis media:0.050\n", " Diagnosis:9ccs125:Bronchitis:0.049\n", "\n", "* Vital: HC-avg5to7 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.014] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.085\n", " Diagnosis:9ccs219:Low birth wt:-0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.062\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.062\n", " Diagnosis:9ccs147:Anal/rectal:0.061\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.060\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.053\n", " Diagnosis:9ccs143:Abdom hernia:0.046\n", "\n", " Vital: HC-gain3to7 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.071\n", " Diagnosis:9ccs113:Late eff CVD:0.059\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.057\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.057\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Diagnosis:9ccs240:Burns:-0.055\n", " Diagnosis:9ccs8:Oth infectns:0.054\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.054\n", "\n", " Vital: Ht-gain13to19 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 1378 | OR_unadj: 0.895 [0.685 1.171] | indivs AUC:0.438\n", "Correlated most with:\n", "Number of Visits:0.054\n", " Diagnosis:9ccs7:Viral infect:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.053\n", " Diagnosis:9ccs163:Other GU dx:0.050\n", " Diagnosis:9ccs133:Oth low resp:0.048\n", " Diagnosis:9ccs257:Ot aftercare:0.046\n", " Diagnosis:9ccs161:Ot dx kidney:0.044\n", " Diagnosis:9ccs96:Hrt valve dx:0.042\n", " Diagnosis:9ccs122:Pneumonia:0.042\n", "\n", " Vital: Ht Percentile-gain10to16 | coef 0.011 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 768 | OR_unadj: 0.941 [0.680 1.302] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:-0.077\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.069\n", " Diagnosis:9ccs0:No DX:0.063\n", " Diagnosis:9ccs96:Hrt valve dx:-0.062\n", " Diagnosis:9ccs223:Birth trauma:-0.053\n", " Diagnosis:9ccs2:Septicemia:-0.051\n", " Lab:292495 LEAD LEVEL - Sunrise:0.048\n", " Newborn Diagnosis:9ccs213:Cardiac anom:-0.047\n", " Diagnosis:9ccs208:Acq foot def:-0.046\n", " Diagnosis:9ccs213:Cardiac anom:-0.045\n", "\n", " Vital: HC-avg3to5 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1129 | OR_unadj: 1.116 [0.845 1.474] | indivs AUC:0.490\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.133\n", " Diagnosis:9ccs219:Low birth wt:-0.093\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.092\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.057\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.057\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", "\n", "* Vital: HC-avg7to10 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 1133 | OR_unadj: 1.714 [1.288 2.282] | indivs AUC:0.535\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:0.068\n", " Diagnosis:9ccs133:Oth low resp:-0.067\n", " Diagnosis:9ccs123:Influenza:-0.058\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.050\n", " Newborn Diagnosis:9ccs259:Unclassified:0.048\n", " Diagnosis:9ccs159:UTI:-0.048\n", " Diagnosis:9ccs92:Otitis media:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", " Diagnosis:9ccs197:Skin infectn:-0.040\n", "\n", " Vital: HC-avg1to3 | coef 0.010 95% CI: [0.009 , 0.011] | OR_adj 1.010 [1.009 1.011] | occ: 1229 | OR_unadj: 0.920 [0.701 1.208] | indivs AUC:0.492\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.212\n", " Diagnosis:9ccs219:Low birth wt:-0.111\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.090\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.079\n", " Newborn Diagnosis:9ccs253:Allergy:-0.077\n", " Diagnosis:9ccs123:Influenza:0.077\n", " Diagnosis:9ccs200:Oth skin dx:0.070\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.061\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.058\n", "\n", " Vital: Ht Percentile-gain5to10 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.013] | occ: 606 | OR_unadj: 0.842 [0.579 1.225] | indivs AUC:0.463\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:0.063\n", " Diagnosis:9ccs214:GI cong anom:0.059\n", " Diagnosis:9ccs167:Breast dx:-0.059\n", " Diagnosis:9ccs113:Late eff CVD:-0.053\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.051\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.050\n", " Diagnosis:9ccs211:Ot conn tiss:-0.050\n", " Diagnosis:9ccs247:Lymph enlarg:0.050\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.049\n", " Diagnosis:9ccs63:Wht blood dx:-0.048\n", "\n", "* Vital: HC-avg13to16 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs90:Eye infectn:0.056\n", " Diagnosis:9ccs253:Allergy:0.053\n", " Diagnosis:9ccs147:Anal/rectal:0.053\n", " Diagnosis:9ccs251:Abdomnl pain:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.049\n", " Diagnosis:9ccs223:Birth trauma:-0.046\n", " Diagnosis:9ccs219:Low birth wt:-0.044\n", " Diagnosis:9ccs151:Oth liver dx:-0.043\n", "\n", " Vital: HR-avg7to10 | coef 0.010 95% CI: [0.008 , 0.012] | OR_adj 1.010 [1.008 1.012] | occ: 420 | OR_unadj: 0.906 [0.585 1.403] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.089\n", " Diagnosis:9ccs217:Ot cong anom:0.086\n", " Diagnosis:9ccs125:Bronchitis:0.082\n", " Diagnosis:9ccs257:Ot aftercare:0.064\n", " Diagnosis:9ccs7:Viral infect:0.063\n", " Diagnosis:9ccs76:Meningitis:-0.063\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.061\n", " Diagnosis:9ccs140:Gastritis:0.061\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.060\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.059\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.010 95% CI: [0.008 , 0.011] | OR_adj 1.010 [1.008 1.011] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.072\n", " Diagnosis:9ccs217:Ot cong anom:-0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:10ccs58:Ot nutrit dx:0.065\n", " Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs143:Abdom hernia:0.060\n", " Diagnosis:9ccs147:Anal/rectal:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:0.050\n", " Diagnosis:9ccs2:Septicemia:0.049\n", " Diagnosis:9ccs2603:E Codes: Fall:0.049\n", "\n", " Vital: HR-avg19to24 | coef 0.009 95% CI: [0.007 , 0.012] | OR_adj 1.009 [1.007 1.012] | occ: 442 | OR_unadj: 0.945 [0.614 1.454] | indivs AUC:0.567\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:-0.072\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.060\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs151:Oth liver dx:0.054\n", " Diagnosis:9ccs3:Oth bact inf:0.052\n", " Diagnosis:9ccs96:Hrt valve dx:-0.052\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs212:Ot bone dx:0.050\n", " Diagnosis:9ccs113:Late eff CVD:0.049\n", "\n", " Vital: Ht-avg7to10 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1332 | OR_unadj: 1.262 [0.963 1.654] | indivs AUC:0.531\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.129\n", " Diagnosis:9ccs219:Low birth wt:-0.079\n", " Diagnosis:9ccs238:Complic proc:-0.075\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.069\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Diagnosis:9ccs208:Acq foot def:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.066\n", " Diagnosis:9ccs200:Oth skin dx:0.056\n", " Diagnosis:9ccs216:Nerv cong an:-0.054\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.051\n", "\n", " Vital: HC-gain10to16 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1222 | OR_unadj: 1.142 [0.874 1.492] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:-0.077\n", " Diagnosis:9ccs154:Gastroent:-0.070\n", " Diagnosis:9ccs92:Otitis media:0.056\n", " Diagnosis:9ccs48:Thyroid dsor:0.055\n", " Diagnosis:9ccs250:Nausea/vomit:-0.055\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.054\n", " Diagnosis:9ccs96:Hrt valve dx:-0.053\n", " Diagnosis:9ccs64:Ot hematl dx:-0.050\n", " Diagnosis:9ccs133:Oth low resp:-0.049\n", " Diagnosis:9ccs200:Oth skin dx:-0.049\n", "\n", " Vital: HC-gain7to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1298 | OR_unadj: 1.240 [0.922 1.668] | indivs AUC:0.586\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:-0.069\n", " Diagnosis:9ccs251:Abdomnl pain:0.066\n", " Diagnosis:9ccs211:Ot conn tiss:0.052\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.049\n", " Diagnosis:9ccs214:GI cong anom:-0.048\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.046\n", " Diagnosis:9ccs51:Ot endo dsor:-0.045\n", " Diagnosis:9ccs135:Intest infct:0.045\n", " Diagnosis:9ccs222:Perint jaund:0.043\n", " Diagnosis:9ccs96:Hrt valve dx:0.041\n", "\n", "* Vital: HC-avg10to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.064\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.064\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.056\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.056\n", " Diagnosis:9ccs147:Anal/rectal:0.054\n", " Diagnosis:9ccs163:Other GU dx:0.053\n", " Diagnosis:9ccs238:Complic proc:-0.052\n", " Diagnosis:9ccs242:Poisn ot med:0.049\n", " Diagnosis:9ccs90:Eye infectn:0.047\n", " Diagnosis:9ccs92:Otitis media:0.044\n", "\n", " Vital: Ht-avg10to13 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.118\n", " Diagnosis:9ccs238:Complic proc:-0.074\n", " Diagnosis:9ccs64:Ot hematl dx:0.073\n", " Diagnosis:9ccs208:Acq foot def:0.069\n", " Diagnosis:9ccs2:Septicemia:0.067\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.061\n", " Diagnosis:9ccs219:Low birth wt:-0.057\n", " Diagnosis:9ccs128:Asthma:0.055\n", " Diagnosis:9ccs223:Birth trauma:0.055\n", " Diagnosis:9ccs0:No DX:0.054\n", "\n", " Vital: Ht Percentile-avg10to13 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 671 | OR_unadj: 1.232 [0.896 1.694] | indivs AUC:0.559\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.102\n", " Diagnosis:9ccs89:Blindness:0.061\n", " Diagnosis:10ccs58:Ot nutrit dx:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.055\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.052\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Diagnosis:9ccs55:Fluid/elc dx:0.047\n", " Diagnosis:9ccs135:Intest infct:0.046\n", " Diagnosis:9ccs3:Oth bact inf:0.045\n", " Diagnosis:9ccs59:Anemia:0.045\n", "\n", " Vital: HC-avg0to1 | coef 0.009 95% CI: [0.008 , 0.010] | OR_adj 1.009 [1.008 1.010] | occ: 1191 | OR_unadj: 1.052 [0.803 1.378] | indivs AUC:0.538\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.256\n", " Diagnosis:9ccs219:Low birth wt:-0.160\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.107\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.091\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.089\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.083\n", " Diagnosis:9ccs63:Wht blood dx:-0.064\n", " Diagnosis:9ccs197:Skin infectn:0.062\n", " Diagnosis:9ccs222:Perint jaund:-0.061\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.061\n", "\n", "* Vital: Ht-avg13to16 | coef 0.009 95% CI: [0.007 , 0.011] | OR_adj 1.009 [1.007 1.011] | occ: 1287 | OR_unadj: 1.332 [1.019 1.741] | indivs AUC:0.515\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Diagnosis:9ccs2:Septicemia:0.082\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.073\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Diagnosis:9ccs222:Perint jaund:0.059\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.058\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.057\n", " Diagnosis:10ccs58:Ot nutrit dx:0.055\n", " Diagnosis:9ccs64:Ot hematl dx:0.055\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.052\n", "\n", " Vital: HC-gain13to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1080 | OR_unadj: 0.985 [0.755 1.286] | indivs AUC:0.482\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.079\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.070\n", " Diagnosis:9ccs96:Hrt valve dx:0.058\n", " Diagnosis:9ccs10:Immuniz/scrn:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.050\n", " Diagnosis:9ccs243:Poisn nonmed:-0.049\n", " Diagnosis:9ccs163:Other GU dx:0.048\n", " Diagnosis:9ccs244:Other injury:0.046\n", " Diagnosis:9ccs240:Burns:0.046\n", " Diagnosis:9ccs122:Pneumonia:0.044\n", "\n", "* Vital: Ht-avg16to19 | coef 0.009 95% CI: [0.007 , 0.010] | OR_adj 1.009 [1.007 1.010] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.072\n", " Diagnosis:9ccs128:Asthma:0.067\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs137:Mouth dx:0.066\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.063\n", " Diagnosis:9ccs205:Back problem:-0.060\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.059\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.059\n", "\n", " Vital: Ht-latest | coef 0.008 95% CI: [0.007 , 0.010] | OR_adj 1.008 [1.007 1.010] | occ: 1614 | OR_unadj: 1.271 [0.956 1.688] | indivs AUC:0.560\n", "Correlated most with:\n", "Number of Visits:0.447\n", " Diagnosis:9ccs10:Immuniz/scrn:0.345\n", " Diagnosis:9ccs126:Ot up rsp in:0.315\n", " Diagnosis:9ccs92:Otitis media:0.265\n", " Diagnosis:9ccs7:Viral infect:0.206\n", " Diagnosis:9ccs257:Ot aftercare:0.188\n", " Diagnosis:9ccs135:Intest infct:0.156\n", " Diagnosis:9ccs90:Eye infectn:0.148\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.138\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.137\n", "\n", " Vital: Ht Percentile-avg16to19 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 749 | OR_unadj: 1.248 [0.920 1.693] | indivs AUC:0.505\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.081\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.078\n", " Diagnosis:9ccs128:Asthma:0.071\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs51:Ot endo dsor:0.060\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.060\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.058\n", " Diagnosis:9ccs147:Anal/rectal:0.058\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.053\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.052\n", "\n", " Vital: Ht-avg3to5 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1296 | OR_unadj: 0.876 [0.661 1.159] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.251\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.104\n", " Diagnosis:9ccs219:Low birth wt:-0.099\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.097\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.091\n", " Diagnosis:9ccs143:Abdom hernia:-0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.077\n", " Newborn Diagnosis:9ccs253:Allergy:-0.076\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.060\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:0.085\n", " Diagnosis:9ccs136:Teeth dx:0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:0.066\n", " Diagnosis:9ccs113:Late eff CVD:0.062\n", " Diagnosis:9ccs161:Ot dx kidney:0.061\n", " Diagnosis:9ccs59:Anemia:0.060\n", " Diagnosis:9ccs125:Bronchitis:0.058\n", " Diagnosis:9ccs213:Cardiac anom:0.056\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs126:Ot up rsp in:0.048\n", "\n", " Vital: Ht-avg5to7 | coef 0.008 95% CI: [0.007 , 0.009] | OR_adj 1.008 [1.007 1.009] | occ: 1293 | OR_unadj: 1.103 [0.839 1.451] | indivs AUC:0.484\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.219\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.116\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.087\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs124:Tonsillitis:0.072\n", " Diagnosis:9ccs238:Complic proc:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.068\n", "\n", " Vital: Ht Percentile-avg7to10 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 564 | OR_unadj: 1.079 [0.760 1.532] | indivs AUC:0.530\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.104\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.086\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.066\n", " Diagnosis:9ccs167:Breast dx:-0.064\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.062\n", " Diagnosis:9ccs168:PID:0.059\n", " Diagnosis:9ccs208:Acq foot def:0.057\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.051\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.049\n", "\n", "* Vital: RR-latest | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 725 | OR_unadj: 0.663 [0.457 0.960] | indivs AUC:0.444\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", " Diagnosis:9ccs222:Perint jaund:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.071\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs223:Birth trauma:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.064\n", " Diagnosis:9ccs128:Asthma:0.063\n", "\n", "* Vital: Ht Percentile-avg19to24 | coef 0.007 95% CI: [0.006 , 0.009] | OR_adj 1.007 [1.006 1.009] | occ: 916 | OR_unadj: 1.365 [1.025 1.817] | indivs AUC:0.591\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.091\n", " Diagnosis:9ccs128:Asthma:0.079\n", " Diagnosis:9ccs89:Blindness:0.079\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.056\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.053\n", "\n", " Vital: Ht Percentile-avg5to7 | coef 0.007 95% CI: [0.005 , 0.009] | OR_adj 1.007 [1.005 1.009] | occ: 465 | OR_unadj: 1.007 [0.684 1.483] | indivs AUC:0.524\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.108\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.081\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.069\n", " Diagnosis:9ccs63:Wht blood dx:0.065\n", " Diagnosis:9ccs222:Perint jaund:0.062\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs140:Gastritis:-0.058\n", " Diagnosis:9ccs208:Acq foot def:0.058\n", " Diagnosis:9ccs125:Bronchitis:0.056\n", " Number of Visits:0.055\n", "\n", " Vital: Ht Percentile-avg3to5 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.005 1.009] | occ: 415 | OR_unadj: 0.745 [0.479 1.157] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.097\n", " Diagnosis:9ccs61:Sickle cell:-0.068\n", " Newborn Diagnosis:9ccs253:Allergy:-0.067\n", " Diagnosis:9ccs175:Ot femal gen:0.066\n", " Diagnosis:9ccs168:PID:0.065\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.064\n", " Diagnosis:9ccs242:Poisn ot med:0.052\n", " Diagnosis:9ccs258:Other screen:0.049\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.048\n", "\n", " Vital: HR-avg10to13 | coef 0.007 95% CI: [0.006 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 403 | OR_unadj: 1.043 [0.671 1.621] | indivs AUC:0.460\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Diagnosis:9ccs212:Ot bone dx:0.069\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs117:Ot circul dx:0.055\n", " Diagnosis:9ccs251:Abdomnl pain:0.055\n", " Diagnosis:9ccs167:Breast dx:0.053\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.048\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.048\n", " Diagnosis:9ccs140:Gastritis:0.047\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.083\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs128:Asthma:0.077\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.064\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.062\n", " Diagnosis:9ccs64:Ot hematl dx:0.061\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.055\n", " Diagnosis:9ccs137:Mouth dx:0.055\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.054\n", "\n", " Vital: Ht-avg19to24 | coef 0.007 95% CI: [0.005 , 0.008] | OR_adj 1.007 [1.006 1.008] | occ: 1340 | OR_unadj: 1.266 [0.970 1.652] | indivs AUC:0.550\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.088\n", " Number of Visits:0.085\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs200:Oth skin dx:0.083\n", " Diagnosis:9ccs64:Ot hematl dx:0.074\n", " Diagnosis:9ccs259:Unclassified:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.065\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.056\n", "\n", " Vital: Ht Percentile-gain1to5 | coef 0.006 95% CI: [0.006 , 0.007] | OR_adj 1.006 [1.006 1.007] | occ: 465 | OR_unadj: 0.736 [0.477 1.135] | indivs AUC:0.478\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs140:Gastritis:-0.061\n", " Diagnosis:9ccs48:Thyroid dsor:-0.060\n", " Diagnosis:9ccs96:Hrt valve dx:-0.058\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.056\n", " Diagnosis:9ccs213:Cardiac anom:-0.051\n", " Diagnosis:9ccs47:Ot bnign neo:-0.048\n", " Diagnosis:9ccs151:Oth liver dx:-0.042\n", " Diagnosis:9ccs163:Other GU dx:0.042\n", " Diagnosis:9ccs224:Ot perint dx:-0.041\n", "\n", " Vital: Ht Percentile-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 688 | OR_unadj: 1.313 [0.962 1.791] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:0.089\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.071\n", " Diagnosis:9ccs242:Poisn ot med:0.066\n", " Diagnosis:9ccs2603:E Codes: Fall:0.060\n", " Diagnosis:9ccs90:Eye infectn:0.058\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.057\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.053\n", " Diagnosis:9ccs167:Breast dx:-0.050\n", "\n", " Vital: HR-avg13to16 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 363 | OR_unadj: 1.048 [0.669 1.642] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:0.111\n", " Diagnosis:9ccs240:Burns:0.076\n", " Diagnosis:9ccs168:PID:0.074\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Diagnosis:9ccs257:Ot aftercare:0.065\n", " Diagnosis:9ccs159:UTI:0.062\n", " Diagnosis:9ccs234:Crush injury:0.055\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.054\n", "\n", " Vital: Ht Percentile-gain0to3 | coef 0.006 95% CI: [0.005 , 0.007] | OR_adj 1.006 [1.005 1.007] | occ: 390 | OR_unadj: 0.716 [0.445 1.152] | indivs AUC:0.420\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:-0.060\n", " Diagnosis:9ccs122:Pneumonia:0.055\n", " Diagnosis:9ccs200:Oth skin dx:0.051\n", " Diagnosis:9ccs161:Ot dx kidney:0.050\n", " Diagnosis:9ccs89:Blindness:0.048\n", " Diagnosis:9ccs113:Late eff CVD:0.047\n", " Diagnosis:9ccs47:Ot bnign neo:0.043\n", " Diagnosis:9ccs48:Thyroid dsor:0.042\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.041\n", " Diagnosis:9ccs175:Ot femal gen:0.040\n", "\n", " Vital: Ht Percentile-avg1to3 | coef 0.006 95% CI: [0.005 , 0.006] | OR_adj 1.006 [1.005 1.006] | occ: 375 | OR_unadj: 0.643 [0.396 1.043] | indivs AUC:0.469\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:-0.107\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.076\n", " Diagnosis:9ccs208:Acq foot def:0.072\n", " Diagnosis:9ccs168:PID:0.066\n", " Diagnosis:9ccs8:Oth infectns:0.066\n", " Diagnosis:9ccs224:Ot perint dx:0.063\n", " Diagnosis:9ccs211:Ot conn tiss:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", " Diagnosis:9ccs219:Low birth wt:-0.052\n", "\n", " Vital: HR-avg1to3 | coef 0.005 95% CI: [0.004 , 0.007] | OR_adj 1.005 [1.004 1.007] | occ: 273 | OR_unadj: 0.877 [0.537 1.434] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:0.089\n", " Diagnosis:9ccs259:Unclassified:0.080\n", " Diagnosis:9ccs214:GI cong anom:-0.079\n", " Diagnosis:9ccs167:Breast dx:0.072\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.072\n", " Diagnosis:9ccs244:Other injury:0.063\n", " Diagnosis:9ccs122:Pneumonia:-0.062\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.060\n", " Diagnosis:9ccs10:Immuniz/scrn:0.057\n", " Diagnosis:9ccs198:Ot infl skin:0.057\n", "\n", "* Vital: HC-avg19to24 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 917 | OR_unadj: 1.767 [1.333 2.341] | indivs AUC:0.534\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.119\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.101\n", " Diagnosis:9ccs90:Eye infectn:0.070\n", " Diagnosis:9ccs94:Other ear dx:-0.063\n", " Diagnosis:9ccs247:Lymph enlarg:0.062\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs253:Allergy:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs205:Back problem:0.048\n", "\n", " Vital: Ht-gain0to24 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1325 | OR_unadj: 1.215 [0.931 1.585] | indivs AUC:0.551\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:0.088\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.087\n", " Diagnosis:9ccs128:Asthma:0.083\n", " Number of Visits:0.082\n", " Diagnosis:9ccs64:Ot hematl dx:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.067\n", " Diagnosis:9ccs2603:E Codes: Fall:0.062\n", " Diagnosis:9ccs137:Mouth dx:0.056\n", " Diagnosis:9ccs134:Ot uppr resp:0.055\n", "\n", " Vital: HR-avg16to19 | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 364 | OR_unadj: 0.933 [0.582 1.496] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.086\n", " Diagnosis:9ccs217:Ot cong anom:0.077\n", " Diagnosis:9ccs161:Ot dx kidney:0.073\n", " Diagnosis:9ccs63:Wht blood dx:0.071\n", " Diagnosis:9ccs90:Eye infectn:0.071\n", " Diagnosis:9ccs219:Low birth wt:0.070\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.061\n", " Diagnosis:9ccs251:Abdomnl pain:0.056\n", " Diagnosis:9ccs10:Immuniz/scrn:0.054\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.278\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.163\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.162\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.151\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1057 | OR_unadj: 1.248 [0.940 1.656] | indivs AUC:0.485\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.465\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.254\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest | coef 0.005 95% CI: [0.005 , 0.006] | OR_adj 1.005 [1.005 1.006] | occ: 1060 | OR_unadj: 1.261 [0.951 1.673] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:0.999\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.360\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.360\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.255\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.252\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.241\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.239\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1060 | OR_unadj: 1.433 [1.080 1.900] | indivs AUC:0.564\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.523\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.516\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.497\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.490\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.476\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.470\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.399\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.394\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.277\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.276\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.188\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.164\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.164\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.153\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.153\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.991\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.521\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.520\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.495\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.493\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.475\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.474\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.397\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.397\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 1046 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.527\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.465\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.379\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.268\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.219\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.217\n", "\n", " Vital: HR-avg5to7 | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 274 | OR_unadj: 0.881 [0.526 1.476] | indivs AUC:0.533\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:-0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.075\n", " Diagnosis:9ccs125:Bronchitis:0.073\n", " Diagnosis:9ccs244:Other injury:0.068\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.065\n", " Number of Visits:0.065\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.063\n", " Diagnosis:9ccs128:Asthma:0.062\n", " Diagnosis:9ccs90:Eye infectn:0.059\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest | coef 0.005 95% CI: [0.004 , 0.006] | OR_adj 1.005 [1.004 1.006] | occ: 997 | OR_unadj: 1.196 [0.884 1.617] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.459\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.450\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.339\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1013 | OR_unadj: 0.877 [0.644 1.195] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.483\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.476\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.474\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", "* Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1043 | OR_unadj: 1.400 [1.051 1.866] | indivs AUC:0.532\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.998\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.466\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.466\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:-0.267\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.218\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.217\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1053 | OR_unadj: 1.251 [0.935 1.674] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.296\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.278\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.277\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.270\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.269\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.250\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.249\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth | coef 0.005 95% CI: [0.004 , 0.005] | OR_adj 1.005 [1.004 1.005] | occ: 1010 | OR_unadj: 0.881 [0.647 1.199] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.587\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.586\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.582\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.581\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.482\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.481\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.475\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.474\n", "\n", " Vital: HR-avg0to1 | coef 0.005 95% CI: [0.002 , 0.007] | OR_adj 1.005 [1.002 1.007] | occ: 209 | OR_unadj: 0.618 [0.317 1.205] | indivs AUC:0.448\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.137\n", " Newborn Diagnosis:9ccs253:Allergy:0.094\n", " Diagnosis:9ccs224:Ot perint dx:0.052\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.051\n", " Diagnosis:9ccs175:Ot femal gen:-0.050\n", " Diagnosis:9ccs151:Oth liver dx:-0.050\n", " Diagnosis:9ccs91:Other eye dx:0.049\n", " Diagnosis:9ccs96:Hrt valve dx:0.049\n", " Diagnosis:9ccs76:Meningitis:-0.047\n", " Diagnosis:9ccs10:Immuniz/scrn:0.045\n", "\n", " Vital: Ht Percentile-avg0to1 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 307 | OR_unadj: 0.763 [0.457 1.274] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:0.085\n", " Newborn Diagnosis:9ccs200:Oth skin dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.074\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.074\n", " Diagnosis:9ccs140:Gastritis:0.066\n", " Diagnosis:9ccs168:PID:0.060\n", " Diagnosis:9ccs208:Acq foot def:0.060\n", " Diagnosis:9ccs224:Ot perint dx:0.059\n", " Diagnosis:9ccs8:Oth infectns:0.055\n", " Diagnosis:9ccs94:Other ear dx:0.052\n", "\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 994 | OR_unadj: 1.205 [0.891 1.630] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.458\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.457\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.449\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.448\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.403\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.402\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.342\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.341\n", "\n", " Vital: HR-avg3to5 | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 237 | OR_unadj: 0.904 [0.524 1.561] | indivs AUC:0.523\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:0.091\n", " Diagnosis:9ccs167:Breast dx:0.081\n", " MatDeliveryAge:0.068\n", " Newborn Diagnosis:9ccs221:Resp distres:0.067\n", " Diagnosis:9ccs161:Ot dx kidney:0.066\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.064\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.061\n", " Diagnosis:9ccs7:Viral infect:0.054\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.054\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.053\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1060 | OR_unadj: 1.146 [0.862 1.522] | indivs AUC:0.533\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.381\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.340\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1060 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.475\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.695\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.695\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.350\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth | coef 0.004 95% CI: [0.004 , 0.005] | OR_adj 1.004 [1.004 1.005] | occ: 1057 | OR_unadj: 1.125 [0.846 1.496] | indivs AUC:0.529\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.394\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.393\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.391\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.391\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.380\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.379\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.341\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.340\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth | coef 0.004 95% CI: [0.004 , 0.004] | OR_adj 1.004 [1.004 1.004] | occ: 1057 | OR_unadj: 0.956 [0.714 1.280] | indivs AUC:0.483\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.696\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.694\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.655\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.634\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.351\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.350\n", "\n", "* Vital: HC-gain0to24 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 903 | OR_unadj: 1.731 [1.303 2.298] | indivs AUC:0.539\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:-0.120\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.102\n", " Diagnosis:9ccs90:Eye infectn:0.069\n", " Diagnosis:9ccs94:Other ear dx:-0.066\n", " Diagnosis:9ccs247:Lymph enlarg:0.058\n", " Diagnosis:9ccs208:Acq foot def:-0.052\n", " Diagnosis:9ccs89:Blindness:0.051\n", " Diagnosis:9ccs238:Complic proc:-0.051\n", " Diagnosis:9ccs253:Allergy:0.050\n", " Diagnosis:9ccs205:Back problem:0.049\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1059 | OR_unadj: 1.147 [0.861 1.527] | indivs AUC:0.541\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.655\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.634\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.608\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.605\n", "\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1056 | OR_unadj: 1.154 [0.867 1.537] | indivs AUC:0.546\n", "Correlated most with:\n", "Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:1.000\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.999\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:-0.731\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.656\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.654\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.636\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.635\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.609\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.607\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1058 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.492\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.730\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.718\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.652\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.650\n", "\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1055 | OR_unadj: 1.063 [0.788 1.433] | indivs AUC:0.501\n", "Correlated most with:\n", "Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:1.000\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.998\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:-0.731\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.731\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.719\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.718\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.653\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.652\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 1059 | OR_unadj: 1.048 [0.775 1.417] | indivs AUC:0.436\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.705\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.665\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1056 | OR_unadj: 1.052 [0.778 1.422] | indivs AUC:0.441\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.999\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.930\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.928\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.706\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.704\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.664\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.663\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1060 | OR_unadj: 0.950 [0.691 1.307] | indivs AUC:0.516\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.915\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.708\n", "\n", " Vital: RR-avg7to10 | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 231 | OR_unadj: 0.785 [0.423 1.459] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:0.128\n", " Diagnosis:9ccs125:Bronchitis:0.117\n", " Diagnosis:9ccs257:Ot aftercare:0.095\n", " Diagnosis:9ccs90:Eye infectn:0.083\n", " Diagnosis:9ccs7:Viral infect:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.073\n", " Diagnosis:9ccs133:Oth low resp:0.062\n", " Diagnosis:9ccs134:Ot uppr resp:0.061\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.061\n", " MatDeliveryAge:0.058\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest | coef 0.003 95% CI: [0.003 , 0.004] | OR_adj 1.003 [1.003 1.004] | occ: 1059 | OR_unadj: 1.001 [0.752 1.332] | indivs AUC:0.494\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.722\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.710\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.689\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.687\n", "\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.003] | occ: 1057 | OR_unadj: 0.957 [0.702 1.304] | indivs AUC:0.506\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.997\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.914\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.719\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.711\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.708\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth | coef 0.003 95% CI: [0.003 , 0.003] | OR_adj 1.003 [1.003 1.004] | occ: 1056 | OR_unadj: 0.986 [0.740 1.313] | indivs AUC:0.488\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.999\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.933\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.931\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:-0.721\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.720\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.709\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.708\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.688\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.686\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1060 | OR_unadj: 1.111 [0.830 1.488] | indivs AUC:0.504\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.767\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.760\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.714\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.711\n", "\n", " Vital: RR-avg10to13 | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 215 | OR_unadj: 1.323 [0.778 2.248] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.108\n", " Diagnosis:9ccs48:Thyroid dsor:0.088\n", " Diagnosis:9ccs10:Immuniz/scrn:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.081\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.081\n", " Diagnosis:9ccs234:Crush injury:0.073\n", " Diagnosis:9ccs7:Viral infect:0.071\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.049\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.047\n", "\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth | coef 0.003 95% CI: [0.002 , 0.003] | OR_adj 1.003 [1.002 1.003] | occ: 1057 | OR_unadj: 1.115 [0.833 1.493] | indivs AUC:0.511\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.997\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.947\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.769\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.768\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.759\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.757\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.713\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.711\n", "\n", " Vital: RR-avg16to19 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 154 | OR_unadj: 1.347 [0.768 2.362] | indivs AUC:0.513\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:0.091\n", " Diagnosis:9ccs125:Bronchitis:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.053\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.052\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.051\n", " Diagnosis:9ccs239:Superfic inj:0.051\n", " Diagnosis:9ccs2:Septicemia:0.051\n", " Diagnosis:9ccs133:Oth low resp:0.050\n", " Diagnosis:9ccs123:Influenza:0.049\n", " Diagnosis:9ccs197:Skin infectn:0.041\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1060 | OR_unadj: 1.130 [0.854 1.496] | indivs AUC:0.496\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-latest:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.915\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.779\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.760\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.757\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1059 | OR_unadj: 1.050 [0.773 1.426] | indivs AUC:0.466\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-latest:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.945\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.779\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.722\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.722\n", "\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 1057 | OR_unadj: 1.134 [0.857 1.501] | indivs AUC:0.502\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent high school graduate or higher-birth:1.000\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.933\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.931\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.914\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:-0.912\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.778\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.759\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.757\n", "\n", " Vital: RR-avg19to24 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 166 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:0.137\n", " Diagnosis:9ccs59:Anemia:0.100\n", " Diagnosis:9ccs89:Blindness:0.069\n", " Diagnosis:9ccs168:PID:0.053\n", " Diagnosis:9ccs151:Oth liver dx:0.052\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:-0.050\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.049\n", " Diagnosis:9ccs222:Perint jaund:0.047\n", " Diagnosis:9ccs141:Ot dx stomch:-0.045\n", "\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 1056 | OR_unadj: 1.054 [0.776 1.431] | indivs AUC:0.473\n", "Correlated most with:\n", "Census:Percent; Estimate; Percent bachelor's degree or higher-birth:1.000\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:0.998\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.947\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.944\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:0.930\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:0.928\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.778\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.776\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.721\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:-0.721\n", "\n", "* Vital: RR-avg5to7 | coef 0.002 95% CI: [0.002 , 0.003] | OR_adj 1.002 [1.002 1.003] | occ: 164 | OR_unadj: 0.339 [0.136 0.845] | indivs AUC:0.492\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.128\n", " Number of Visits:0.095\n", " Diagnosis:9ccs10:Immuniz/scrn:0.092\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.086\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.070\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.070\n", " Diagnosis:9ccs135:Intest infct:0.068\n", " Diagnosis:9ccs0:No DX:0.065\n", " Diagnosis:9ccs128:Asthma:0.062\n", "\n", " Diagnosis:9ccs7:Viral infect | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 718 | OR_unadj: 0.855 [0.651 1.122] | indivs AUC:0.467\n", "Correlated most with:\n", "Diagnosis:9ccs7:Viral infect:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.236\n", " Diagnosis:9ccs10:Immuniz/scrn:0.207\n", " Diagnosis:9ccs90:Eye infectn:0.205\n", " Diagnosis:9ccs255:Social admin:0.187\n", " Diagnosis:9ccs133:Oth low resp:0.182\n", " Diagnosis:9ccs92:Otitis media:0.174\n", " Diagnosis:9ccs257:Ot aftercare:0.169\n", " Diagnosis:9ccs125:Bronchitis:0.159\n", "\n", " Vital: RR-avg0to1 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.003] | occ: 140 | OR_unadj: 0.974 [0.474 2.002] | indivs AUC:0.496\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:-0.086\n", " Diagnosis:9ccs224:Ot perint dx:0.079\n", " Diagnosis:9ccs175:Ot femal gen:-0.064\n", " Diagnosis:9ccs143:Abdom hernia:-0.049\n", " Diagnosis:9ccs126:Ot up rsp in:-0.044\n", " Diagnosis:9ccs10:Immuniz/scrn:0.041\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.040\n", " Diagnosis:9ccs219:Low birth wt:0.038\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.037\n", " Diagnosis:9ccs215:gu cong anom:-0.036\n", "\n", " Vital: RR-avg1to3 | coef 0.002 95% CI: [0.002 , 0.002] | OR_adj 1.002 [1.002 1.002] | occ: 162 | OR_unadj: 1.250 [0.715 2.185] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:-0.097\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.092\n", " Diagnosis:9ccs74:Ot mentl cnd:0.089\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.085\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.085\n", " Diagnosis:9ccs153:GI hemorrhag:0.084\n", " Newborn Diagnosis:9ccs259:Unclassified:0.072\n", " Diagnosis:9ccs143:Abdom hernia:-0.070\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Diagnosis:9ccs7:Viral infect:0.067\n", "\n", " Vital: RR-avg13to16 | coef 0.002 95% CI: [0.001 , 0.003] | OR_adj 1.002 [1.001 1.003] | occ: 163 | OR_unadj: 0.770 [0.363 1.632] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:0.100\n", " Diagnosis:9ccs141:Ot dx stomch:-0.093\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs113:Late eff CVD:-0.060\n", " Diagnosis:9ccs128:Asthma:0.058\n", " Diagnosis:9ccs247:Lymph enlarg:0.057\n", " Diagnosis:9ccs95:Oth nerv dx:-0.056\n", " Diagnosis:9ccs91:Other eye dx:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.051\n", "\n", " Vital: RR-avg3to5 | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 144 | OR_unadj: 0.813 [0.383 1.729] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:0.103\n", " Diagnosis:9ccs219:Low birth wt:0.083\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.073\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.073\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:-0.071\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.070\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", "\n", " Lab:295669 BILIRUBIN DIRECT - LMC | coef 0.002 95% CI: [0.001 , 0.002] | OR_adj 1.002 [1.001 1.002] | occ: 116 | OR_unadj: 1.341 [0.705 2.553] | indivs AUC:0.522\n", "Correlated most with:\n", "Lab:295669 BILIRUBIN DIRECT - LMC:1.000\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.191\n", " Diagnosis:9ccs234:Crush injury:-0.085\n", " Diagnosis:9ccs140:Gastritis:-0.082\n", " Diagnosis:9ccs223:Birth trauma:0.079\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs61:Sickle cell:0.070\n", " Diagnosis:9ccs113:Late eff CVD:0.060\n", " Diagnosis:9ccs151:Oth liver dx:0.058\n", " Diagnosis:9ccs224:Ot perint dx:-0.058\n", "\n", " Diagnosis:9ccs90:Eye infectn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 400 | OR_unadj: 1.181 [0.871 1.601] | indivs AUC:0.560\n", "Correlated most with:\n", "Diagnosis:9ccs90:Eye infectn:1.000\n", " Number of Visits:0.286\n", " Diagnosis:9ccs92:Otitis media:0.231\n", " Diagnosis:9ccs7:Viral infect:0.205\n", " Diagnosis:9ccs126:Ot up rsp in:0.191\n", " Diagnosis:9ccs10:Immuniz/scrn:0.143\n", " Diagnosis:9ccs125:Bronchitis:0.129\n", " Diagnosis:9ccs255:Social admin:0.125\n", " Diagnosis:9ccs133:Oth low resp:0.117\n", " Diagnosis:9ccs135:Intest infct:0.112\n", "\n", " Diagnosis:9ccs253:Allergy | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 840 | OR_unadj: 0.970 [0.744 1.266] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs253:Allergy:1.000\n", " Number of Visits:0.271\n", " Diagnosis:9ccs255:Social admin:0.212\n", " Diagnosis:9ccs200:Oth skin dx:0.201\n", " Diagnosis:9ccs10:Immuniz/scrn:0.179\n", " Diagnosis:9ccs4:Mycoses:0.177\n", " Diagnosis:9ccs126:Ot up rsp in:0.157\n", " Diagnosis:9ccs257:Ot aftercare:0.157\n", " Diagnosis:9ccs7:Viral infect:0.155\n", " Diagnosis:9ccs239:Superfic inj:0.139\n", "\n", "* Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 1406 | OR_unadj: 0.719 [0.517 0.999] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Diagnosis:9ccs255:Social admin:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.312\n", " Number of Visits:0.277\n", " Diagnosis:9ccs7:Viral infect:0.207\n", " Diagnosis:9ccs257:Ot aftercare:0.194\n", " Diagnosis:9ccs92:Otitis media:0.191\n", " Diagnosis:9ccs253:Allergy:0.179\n", " Diagnosis:9ccs135:Intest infct:0.147\n", " Diagnosis:9ccs90:Eye infectn:0.143\n", "\n", " Diagnosis:9ccs257:Ot aftercare | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 730 | OR_unadj: 0.962 [0.735 1.259] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs257:Ot aftercare:1.000\n", " Number of Visits:0.325\n", " Diagnosis:9ccs126:Ot up rsp in:0.228\n", " Diagnosis:9ccs92:Otitis media:0.226\n", " Diagnosis:9ccs125:Bronchitis:0.216\n", " Diagnosis:9ccs10:Immuniz/scrn:0.194\n", " Diagnosis:9ccs255:Social admin:0.190\n", " Diagnosis:9ccs7:Viral infect:0.169\n", " Diagnosis:9ccs253:Allergy:0.157\n", " Diagnosis:9ccs128:Asthma:0.152\n", "\n", "* Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 174 | OR_unadj: 0.582 [0.346 0.978] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs222:Perint jaund:1.000\n", " Diagnosis:9ccs151:Oth liver dx:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.151\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.115\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.077\n", " Diagnosis:9ccs154:Gastroent:0.075\n", " Diagnosis:9ccs242:Poisn ot med:0.069\n", " Diagnosis:9ccs250:Nausea/vomit:0.069\n", "\n", " Lab:294203 BILIRUBIN TOTAL - LMC | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 115 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.512\n", "Correlated most with:\n", "Lab:294203 BILIRUBIN TOTAL - LMC:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.191\n", " Diagnosis:9ccs222:Perint jaund:-0.151\n", " Diagnosis:9ccs151:Oth liver dx:-0.128\n", " Diagnosis:9ccs58:Ot nutrit dx:0.092\n", " Diagnosis:9ccs234:Crush injury:-0.080\n", " Diagnosis:9ccs89:Blindness:-0.064\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:0.056\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:0.056\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.054\n", "\n", " Diagnosis:9ccs239:Superfic inj | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.002] | occ: 152 | OR_unadj: 0.949 [0.591 1.522] | indivs AUC:0.469\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs253:Allergy:0.139\n", " Diagnosis:9ccs200:Oth skin dx:0.138\n", " Diagnosis:9ccs155:Other GI dx:0.136\n", " Diagnosis:9ccs256:Exam/eval:0.120\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs133:Oth low resp:0.112\n", " Diagnosis:9ccs7:Viral infect:0.107\n", " Diagnosis:9ccs214:GI cong anom:0.097\n", "\n", " Diagnosis:9ccs217:Ot cong anom | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 148 | OR_unadj: 0.870 [0.532 1.422] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs89:Blindness:0.259\n", " Diagnosis:9ccs91:Other eye dx:0.181\n", " Diagnosis:9ccs47:Ot bnign neo:0.154\n", " Diagnosis:9ccs95:Oth nerv dx:0.112\n", " Number of Visits:0.110\n", " Diagnosis:9ccs257:Ot aftercare:0.107\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.101\n", " Diagnosis:9ccs74:Ot mentl cnd:0.099\n", "\n", " Diagnosis:9ccs135:Intest infct | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 394 | OR_unadj: 1.151 [0.847 1.565] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs135:Intest infct:1.000\n", " Number of Visits:0.310\n", " Diagnosis:9ccs126:Ot up rsp in:0.190\n", " Diagnosis:9ccs92:Otitis media:0.183\n", " Diagnosis:9ccs7:Viral infect:0.156\n", " Diagnosis:9ccs10:Immuniz/scrn:0.147\n", " Diagnosis:9ccs125:Bronchitis:0.131\n", " Diagnosis:9ccs253:Allergy:0.129\n", " Diagnosis:9ccs255:Social admin:0.124\n", " Diagnosis:9ccs257:Ot aftercare:0.120\n", "\n", " Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 129 | OR_unadj: 0.612 [0.339 1.102] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs256:Exam/eval:1.000\n", " Number of Visits:0.179\n", " Diagnosis:9ccs133:Oth low resp:0.146\n", " Diagnosis:9ccs200:Oth skin dx:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.120\n", " Diagnosis:9ccs155:Other GI dx:0.112\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-birth:-0.099\n", " Census:Percent; Estimate; Population 25 years and over - High school graduate (includes equivalency)-latest:-0.099\n", " Diagnosis:9ccs7:Viral infect:0.092\n", " Diagnosis:9ccs58:Ot nutrit dx:0.090\n", "\n", " Diagnosis:9ccs155:Other GI dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 446 | OR_unadj: 0.796 [0.581 1.090] | indivs AUC:0.428\n", "Correlated most with:\n", "Diagnosis:9ccs155:Other GI dx:1.000\n", " Number of Visits:0.304\n", " Diagnosis:9ccs200:Oth skin dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.153\n", " Diagnosis:9ccs126:Ot up rsp in:0.144\n", " Diagnosis:9ccs239:Superfic inj:0.136\n", " Diagnosis:9ccs10:Immuniz/scrn:0.130\n", " Diagnosis:9ccs250:Nausea/vomit:0.124\n", " Diagnosis:9ccs133:Oth low resp:0.116\n", " Diagnosis:9ccs91:Other eye dx:0.113\n", "\n", " Diagnosis:9ccs198:Ot infl skin | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 195 | OR_unadj: 0.769 [0.490 1.205] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs198:Ot infl skin:1.000\n", " Diagnosis:9ccs253:Allergy:0.131\n", " Diagnosis:9ccs200:Oth skin dx:0.104\n", " Diagnosis:9ccs94:Other ear dx:0.084\n", " Diagnosis:9ccs133:Oth low resp:0.084\n", " Number of Visits:0.083\n", " Diagnosis:9ccs211:Ot conn tiss:0.081\n", " Diagnosis:9ccs61:Sickle cell:0.075\n", " Diagnosis:9ccs257:Ot aftercare:0.075\n", " Diagnosis:9ccs259:Unclassified:0.074\n", "\n", " Diagnosis:9ccs122:Pneumonia | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 123 | OR_unadj: 1.174 [0.719 1.916] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs122:Pneumonia:1.000\n", " Number of Visits:0.235\n", " Diagnosis:9ccs128:Asthma:0.211\n", " Diagnosis:9ccs125:Bronchitis:0.164\n", " Diagnosis:9ccs133:Oth low resp:0.161\n", " Diagnosis:9ccs127:COPD:0.147\n", " Diagnosis:9ccs92:Otitis media:0.145\n", " Diagnosis:9ccs126:Ot up rsp in:0.115\n", " Diagnosis:9ccs59:Anemia:0.103\n", " Diagnosis:9ccs90:Eye infectn:0.091\n", "\n", " Diagnosis:9ccs0:No DX | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 84 | OR_unadj: 0.664 [0.328 1.344] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs0:No DX:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.104\n", " Diagnosis:9ccs159:UTI:0.067\n", " Diagnosis:9ccs123:Influenza:0.066\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.062\n", " Diagnosis:9ccs250:Nausea/vomit:-0.054\n", " Diagnosis:9ccs243:Poisn nonmed:0.053\n", " Diagnosis:9ccs212:Ot bone dx:0.046\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.044\n", " Diagnosis:9ccs59:Anemia:0.043\n", "\n", " Diagnosis:9ccs4:Mycoses | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 178 | OR_unadj: 0.912 [0.584 1.423] | indivs AUC:0.473\n", "Correlated most with:\n", "Diagnosis:9ccs4:Mycoses:1.000\n", " Diagnosis:9ccs253:Allergy:0.177\n", " Number of Visits:0.151\n", " Diagnosis:9ccs200:Oth skin dx:0.102\n", " Diagnosis:9ccs7:Viral infect:0.077\n", " Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs126:Ot up rsp in:0.072\n", " Diagnosis:9ccs197:Skin infectn:0.071\n", " Diagnosis:9ccs255:Social admin:0.068\n", " Diagnosis:9ccs239:Superfic inj:0.068\n", "\n", "* Newborn Diagnosis:9ccs256:Exam/eval | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 105 | OR_unadj: 1.637 [1.010 2.653] | indivs AUC:0.517\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs256:Exam/eval:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.306\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.206\n", " Newborn Diagnosis:9ccs221:Resp distres:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.192\n", " Diagnosis:9ccs219:Low birth wt:0.187\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.127\n", " Newborn Diagnosis:9ccs253:Allergy:0.108\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.089\n", " Diagnosis:9ccs61:Sickle cell:0.082\n", "\n", " Diagnosis:9ccs94:Other ear dx | coef 0.001 95% CI: [0.001 , 0.002] | OR_adj 1.001 [1.001 1.002] | occ: 136 | OR_unadj: 0.734 [0.428 1.260] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs94:Other ear dx:1.000\n", " Number of Visits:0.213\n", " Diagnosis:9ccs113:Late eff CVD:0.141\n", " Diagnosis:9ccs126:Ot up rsp in:0.123\n", " Diagnosis:9ccs74:Ot mentl cnd:0.111\n", " Diagnosis:9ccs155:Other GI dx:0.100\n", " Diagnosis:9ccs257:Ot aftercare:0.099\n", " Diagnosis:9ccs135:Intest infct:0.095\n", " Diagnosis:9ccs239:Superfic inj:0.090\n", " Diagnosis:9ccs128:Asthma:0.086\n", "\n", "* Diagnosis:9ccs200:Oth skin dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 461 | OR_unadj: 0.717 [0.522 0.985] | indivs AUC:0.465\n", "Correlated most with:\n", "Diagnosis:9ccs200:Oth skin dx:1.000\n", " Number of Visits:0.231\n", " Diagnosis:9ccs253:Allergy:0.201\n", " Diagnosis:9ccs155:Other GI dx:0.168\n", " Diagnosis:9ccs7:Viral infect:0.158\n", " Diagnosis:9ccs256:Exam/eval:0.140\n", " Diagnosis:9ccs239:Superfic inj:0.138\n", " Diagnosis:9ccs126:Ot up rsp in:0.119\n", " Diagnosis:9ccs255:Social admin:0.113\n", " Diagnosis:9ccs10:Immuniz/scrn:0.106\n", "\n", " Diagnosis:9ccs126:Ot up rsp in | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 1234 | OR_unadj: 1.180 [0.868 1.604] | indivs AUC:0.541\n", "Correlated most with:\n", "Diagnosis:9ccs126:Ot up rsp in:1.000\n", " Number of Visits:0.430\n", " Diagnosis:9ccs255:Social admin:0.355\n", " Diagnosis:9ccs92:Otitis media:0.337\n", " Diagnosis:9ccs10:Immuniz/scrn:0.312\n", " Diagnosis:9ccs7:Viral infect:0.236\n", " Diagnosis:9ccs257:Ot aftercare:0.228\n", " Diagnosis:9ccs90:Eye infectn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.190\n", " Diagnosis:9ccs133:Oth low resp:0.167\n", "\n", " Diagnosis:9ccs197:Skin infectn | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 171 | OR_unadj: 1.339 [0.889 2.017] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs197:Skin infectn:1.000\n", " Number of Visits:0.102\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs136:Teeth dx:0.088\n", " Diagnosis:9ccs137:Mouth dx:0.083\n", " Diagnosis:9ccs239:Superfic inj:0.080\n", " Diagnosis:9ccs2:Septicemia:0.079\n", " Diagnosis:9ccs90:Eye infectn:0.077\n", " Diagnosis:9ccs255:Social admin:0.075\n", " Diagnosis:9ccs7:Viral infect:0.074\n", "\n", " Diagnosis:9ccs74:Ot mentl cnd | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 146 | OR_unadj: 1.311 [0.844 2.037] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs74:Ot mentl cnd:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.195\n", " Diagnosis:9ccs113:Late eff CVD:0.180\n", " Number of Visits:0.177\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.126\n", " Diagnosis:9ccs159:UTI:0.115\n", " Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs58:Ot nutrit dx:0.102\n", " Diagnosis:9ccs238:Complic proc:0.100\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", "\n", " Diagnosis:9ccs133:Oth low resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 189 | OR_unadj: 0.638 [0.393 1.036] | indivs AUC:0.466\n", "Correlated most with:\n", "Diagnosis:9ccs133:Oth low resp:1.000\n", " Number of Visits:0.337\n", " Diagnosis:9ccs128:Asthma:0.220\n", " Diagnosis:9ccs7:Viral infect:0.182\n", " Diagnosis:9ccs126:Ot up rsp in:0.167\n", " Diagnosis:9ccs127:COPD:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.161\n", " Diagnosis:9ccs125:Bronchitis:0.156\n", " Diagnosis:9ccs257:Ot aftercare:0.147\n", " Diagnosis:9ccs256:Exam/eval:0.146\n", "\n", " Newborn Diagnosis:9ccs222:Perint jaund | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 169 | OR_unadj: 1.244 [0.818 1.892] | indivs AUC:0.503\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs222:Perint jaund:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.264\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.192\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.181\n", " Newborn Diagnosis:9ccs253:Allergy:0.154\n", " Newborn Diagnosis:9ccs221:Resp distres:0.149\n", " Diagnosis:9ccs219:Low birth wt:0.119\n", " Diagnosis:9ccs222:Perint jaund:0.115\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.105\n", " Number of Visits:0.103\n", "\n", " Diagnosis:9ccs125:Bronchitis | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 394 | OR_unadj: 0.939 [0.683 1.292] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs125:Bronchitis:1.000\n", " Number of Visits:0.248\n", " Diagnosis:9ccs128:Asthma:0.241\n", " Diagnosis:9ccs92:Otitis media:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.216\n", " Diagnosis:9ccs126:Ot up rsp in:0.165\n", " Diagnosis:9ccs122:Pneumonia:0.164\n", " Diagnosis:9ccs7:Viral infect:0.159\n", " Diagnosis:9ccs133:Oth low resp:0.156\n", " Diagnosis:9ccs135:Intest infct:0.131\n", "\n", " Newborn Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 491 | OR_unadj: 0.892 [0.662 1.202] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs224:Ot perint dx:1.000\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.129\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.127\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.105\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.085\n", " Diagnosis:9ccs253:Allergy:-0.080\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.070\n", " Newborn Diagnosis:9ccs253:Allergy:0.070\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.060\n", " Diagnosis:9ccs234:Crush injury:-0.056\n", "\n", "* Diagnosis:9ccs58:Ot nutrit dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 160 | OR_unadj: 1.600 [1.067 2.397] | indivs AUC:0.527\n", "Correlated most with:\n", "Diagnosis:9ccs58:Ot nutrit dx:1.000\n", " Number of Visits:0.140\n", " Diagnosis:9ccs74:Ot mentl cnd:0.102\n", " Lab:294203 BILIRUBIN TOTAL - LMC:0.092\n", " Diagnosis:9ccs256:Exam/eval:0.090\n", " Diagnosis:9ccs253:Allergy:0.088\n", " Diagnosis:9ccs155:Other GI dx:0.087\n", " Diagnosis:9ccs134:Ot uppr resp:0.085\n", " Diagnosis:9ccs250:Nausea/vomit:0.078\n", " Diagnosis:9ccs257:Ot aftercare:0.074\n", "\n", " Diagnosis:9ccs151:Oth liver dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 168 | OR_unadj: 0.696 [0.423 1.144] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs151:Oth liver dx:1.000\n", " Diagnosis:9ccs222:Perint jaund:0.187\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.128\n", " Diagnosis:9ccs10:Immuniz/scrn:0.099\n", " Number of Visits:0.095\n", " Diagnosis:9ccs224:Ot perint dx:0.092\n", " Diagnosis:9ccs257:Ot aftercare:0.087\n", " Diagnosis:9ccs126:Ot up rsp in:0.079\n", " Diagnosis:9ccs140:Gastritis:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", "\n", " Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 113 | OR_unadj: 0.653 [0.353 1.206] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs259:Unclassified:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.111\n", " Number of Visits:0.108\n", " Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.093\n", " Diagnosis:9ccs134:Ot uppr resp:0.077\n", " Diagnosis:9ccs55:Fluid/elc dx:0.076\n", " Diagnosis:9ccs250:Nausea/vomit:0.075\n", " Diagnosis:9ccs198:Ot infl skin:0.074\n", " Diagnosis:9ccs209:Ot acq defor:0.072\n", "\n", " Newborn Diagnosis:9ccs259:Unclassified | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 74 | OR_unadj: 1.095 [0.581 2.061] | indivs AUC:0.506\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs259:Unclassified:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.304\n", " MatDeliveryAge:0.105\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.093\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.080\n", " Diagnosis:9ccs147:Anal/rectal:0.069\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.066\n", " Diagnosis:9ccs125:Bronchitis:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:-0.051\n", "\n", " Diagnosis:9ccs250:Nausea/vomit | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 89 | OR_unadj: 1.460 [0.855 2.494] | indivs AUC:0.543\n", "Correlated most with:\n", "Diagnosis:9ccs250:Nausea/vomit:1.000\n", " Number of Visits:0.168\n", " Diagnosis:9ccs155:Other GI dx:0.124\n", " Diagnosis:9ccs141:Ot dx stomch:0.120\n", " Diagnosis:9ccs200:Oth skin dx:0.100\n", " Diagnosis:9ccs135:Intest infct:0.090\n", " Diagnosis:9ccs138:Esophgeal dx:0.090\n", " Diagnosis:9ccs90:Eye infectn:0.087\n", " Diagnosis:9ccs154:Gastroent:0.084\n", " Diagnosis:9ccs10:Immuniz/scrn:0.079\n", "\n", " Diagnosis:9ccs137:Mouth dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 67 | OR_unadj: 0.988 [0.498 1.960] | indivs AUC:0.532\n", "Correlated most with:\n", "Diagnosis:9ccs137:Mouth dx:1.000\n", " Number of Visits:0.135\n", " Diagnosis:9ccs7:Viral infect:0.127\n", " Diagnosis:9ccs92:Otitis media:0.103\n", " Diagnosis:9ccs197:Skin infectn:0.083\n", " Diagnosis:9ccs136:Teeth dx:0.078\n", " Diagnosis:9ccs126:Ot up rsp in:0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.065\n", " Diagnosis:9ccs151:Oth liver dx:0.065\n", " Diagnosis:9ccs51:Ot endo dsor:0.055\n", "\n", " Diagnosis:9ccs91:Other eye dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 140 | OR_unadj: 0.818 [0.490 1.368] | indivs AUC:0.508\n", "Correlated most with:\n", "Diagnosis:9ccs91:Other eye dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.181\n", " Number of Visits:0.151\n", " Diagnosis:9ccs155:Other GI dx:0.113\n", " Diagnosis:9ccs90:Eye infectn:0.101\n", " Diagnosis:9ccs10:Immuniz/scrn:0.086\n", " Diagnosis:9ccs253:Allergy:0.080\n", " Diagnosis:9ccs239:Superfic inj:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs59:Anemia | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 135 | OR_unadj: 0.978 [0.596 1.604] | indivs AUC:0.528\n", "Correlated most with:\n", "Diagnosis:9ccs59:Anemia:1.000\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.165\n", " Diagnosis:9ccs122:Pneumonia:0.103\n", " Diagnosis:9ccs159:UTI:0.096\n", " Diagnosis:9ccs243:Poisn nonmed:0.091\n", " Number of Visits:0.090\n", " Diagnosis:9ccs92:Otitis media:0.090\n", " Diagnosis:9ccs10:Immuniz/scrn:0.088\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.084\n", " Diagnosis:9ccs126:Ot up rsp in:0.078\n", "\n", " Diagnosis:9ccs136:Teeth dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 130 | OR_unadj: 0.777 [0.452 1.334] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs136:Teeth dx:1.000\n", " Number of Visits:0.169\n", " Diagnosis:9ccs258:Other screen:0.143\n", " Diagnosis:9ccs7:Viral infect:0.130\n", " Diagnosis:9ccs10:Immuniz/scrn:0.102\n", " Diagnosis:9ccs140:Gastritis:0.096\n", " Diagnosis:9ccs133:Oth low resp:0.088\n", " Diagnosis:9ccs197:Skin infectn:0.088\n", " Diagnosis:9ccs126:Ot up rsp in:0.082\n", " Diagnosis:9ccs214:GI cong anom:0.081\n", "\n", " Diagnosis:9ccs134:Ot uppr resp | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 127 | OR_unadj: 1.126 [0.691 1.835] | indivs AUC:0.494\n", "Correlated most with:\n", "Diagnosis:9ccs134:Ot uppr resp:1.000\n", " Number of Visits:0.199\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs133:Oth low resp:0.134\n", " Diagnosis:9ccs126:Ot up rsp in:0.114\n", " Diagnosis:9ccs90:Eye infectn:0.095\n", " Diagnosis:9ccs123:Influenza:0.093\n", " Diagnosis:9ccs58:Ot nutrit dx:0.085\n", " Diagnosis:9ccs259:Unclassified:0.077\n", " Diagnosis:9ccs94:Other ear dx:0.073\n", "\n", " Diagnosis:9ccs113:Late eff CVD | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 85 | OR_unadj: 1.437 [0.830 2.488] | indivs AUC:0.503\n", "Correlated most with:\n", "Diagnosis:9ccs113:Late eff CVD:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.180\n", " Diagnosis:9ccs94:Other ear dx:0.141\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.113\n", " Number of Visits:0.098\n", " Diagnosis:9ccs155:Other GI dx:0.072\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.069\n", " Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-latest:-0.062\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.062\n", "\n", " Diagnosis:9ccs92:Otitis media | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 737 | OR_unadj: 1.137 [0.871 1.485] | indivs AUC:0.553\n", "Correlated most with:\n", "Diagnosis:9ccs92:Otitis media:1.000\n", " Number of Visits:0.408\n", " Diagnosis:9ccs126:Ot up rsp in:0.337\n", " Diagnosis:9ccs90:Eye infectn:0.231\n", " Diagnosis:9ccs125:Bronchitis:0.228\n", " Diagnosis:9ccs257:Ot aftercare:0.226\n", " Diagnosis:9ccs255:Social admin:0.192\n", " Diagnosis:9ccs10:Immuniz/scrn:0.191\n", " Diagnosis:9ccs135:Intest infct:0.183\n", " Diagnosis:9ccs7:Viral infect:0.174\n", "\n", " Diagnosis:9ccs96:Hrt valve dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 155 | OR_unadj: 0.872 [0.539 1.410] | indivs AUC:0.480\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.525\n", " Diagnosis:9ccs117:Ot circul dx:0.230\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.181\n", " Diagnosis:9ccs259:Unclassified:0.096\n", " Diagnosis:9ccs10:Immuniz/scrn:0.090\n", " Diagnosis:9ccs257:Ot aftercare:0.088\n", " Number of Visits:0.077\n", " Diagnosis:9ccs205:Back problem:0.071\n", "\n", " Diagnosis:9ccs255:Social admin | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1616 | OR_unadj: 0.664 [0.382 1.152] | indivs AUC:0.505\n", "Correlated most with:\n", "Diagnosis:9ccs255:Social admin:1.000\n", " Diagnosis:9ccs10:Immuniz/scrn:0.458\n", " Diagnosis:9ccs126:Ot up rsp in:0.355\n", " Diagnosis:9ccs253:Allergy:0.212\n", " Diagnosis:9ccs92:Otitis media:0.192\n", " Diagnosis:9ccs257:Ot aftercare:0.190\n", " Diagnosis:9ccs7:Viral infect:0.187\n", " Number of Visits:0.148\n", " Diagnosis:9ccs90:Eye infectn:0.125\n", " Diagnosis:9ccs125:Bronchitis:0.124\n", "\n", " Diagnosis:9ccs138:Esophgeal dx | coef 0.001 95% CI: [0.001 , 0.001] | OR_adj 1.001 [1.001 1.001] | occ: 56 | OR_unadj: 0.668 [0.283 1.575] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs138:Esophgeal dx:1.000\n", " Diagnosis:9ccs89:Blindness:0.117\n", " Diagnosis:9ccs238:Complic proc:0.112\n", " Diagnosis:9ccs250:Nausea/vomit:0.090\n", " Diagnosis:9ccs247:Lymph enlarg:0.087\n", " Diagnosis:9ccs155:Other GI dx:0.085\n", " Number of Visits:0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.081\n", " Diagnosis:9ccs91:Other eye dx:0.077\n", " Diagnosis:9ccs141:Ot dx stomch:0.072\n", "\n", " Diagnosis:9ccs127:COPD | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 77 | OR_unadj: 0.936 [0.487 1.798] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs127:COPD:1.000\n", " Number of Visits:0.203\n", " Diagnosis:9ccs133:Oth low resp:0.166\n", " Diagnosis:9ccs122:Pneumonia:0.147\n", " Diagnosis:9ccs240:Burns:0.117\n", " Diagnosis:9ccs125:Bronchitis:0.115\n", " Diagnosis:9ccs128:Asthma:0.109\n", " Diagnosis:9ccs126:Ot up rsp in:0.108\n", " Diagnosis:9ccs124:Tonsillitis:0.097\n", " Diagnosis:9ccs159:UTI:0.087\n", "\n", " Diagnosis:9ccs159:UTI | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 90 | OR_unadj: 1.134 [0.641 2.008] | indivs AUC:0.523\n", "Correlated most with:\n", "Diagnosis:9ccs159:UTI:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.240\n", " Number of Visits:0.205\n", " Diagnosis:9ccs257:Ot aftercare:0.118\n", " Diagnosis:9ccs74:Ot mentl cnd:0.115\n", " Diagnosis:9ccs125:Bronchitis:0.113\n", " Diagnosis:9ccs92:Otitis media:0.106\n", " Diagnosis:9ccs163:Other GU dx:0.106\n", " Diagnosis:9ccs63:Wht blood dx:0.099\n", " Diagnosis:9ccs59:Anemia:0.096\n", "\n", " Diagnosis:9ccs224:Ot perint dx | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 0.917 [0.429 1.960] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs224:Ot perint dx:1.000\n", " Diagnosis:9ccs168:PID:0.178\n", " Diagnosis:9ccs205:Back problem:0.140\n", " Diagnosis:9ccs219:Low birth wt:0.110\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs151:Oth liver dx:0.092\n", " Diagnosis:9ccs76:Meningitis:0.091\n", " Diagnosis:9ccs204:Ot joint dx:0.090\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.084\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.080\n", "\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 1611 | OR_unadj: 1.569 [0.777 3.170] | indivs AUC:0.512\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs10:Immuniz/scrn:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.316\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.312\n", " Newborn Diagnosis:9ccs259:Unclassified:-0.304\n", " Newborn Diagnosis:9ccs0:No DX:-0.234\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.206\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.181\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.140\n", " Diagnosis:9ccs219:Low birth wt:-0.123\n", " Newborn Diagnosis:9ccs253:Allergy:-0.122\n", "\n", " Diagnosis:9ccs128:Asthma | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 105 | OR_unadj: 1.094 [0.640 1.873] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs128:Asthma:1.000\n", " Number of Visits:0.250\n", " Diagnosis:9ccs125:Bronchitis:0.241\n", " Diagnosis:9ccs133:Oth low resp:0.220\n", " Diagnosis:9ccs122:Pneumonia:0.211\n", " Diagnosis:9ccs257:Ot aftercare:0.152\n", " Diagnosis:9ccs92:Otitis media:0.150\n", " Diagnosis:9ccs126:Ot up rsp in:0.130\n", " Diagnosis:9ccs7:Viral infect:0.112\n", " Diagnosis:9ccs127:COPD:0.109\n", "\n", " Vital: HC Percentile-latest | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 57 | OR_unadj: 1.129 [0.428 2.977] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.169\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.122\n", " Diagnosis:9ccs163:Other GU dx:0.068\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.059\n", " Diagnosis:9ccs59:Anemia:0.058\n", " Diagnosis:9ccs204:Ot joint dx:0.056\n", " Diagnosis:9ccs242:Poisn ot med:0.056\n", " Diagnosis:9ccs138:Esophgeal dx:-0.050\n", " Diagnosis:9ccs7:Viral infect:0.047\n", " Diagnosis:9ccs216:Nerv cong an:0.047\n", "\n", " Lab:297262 HEMOGLOBIN (HEMOCUE) | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 37 | OR_unadj: nan [ nan nan] | indivs AUC:0.501\n", "Correlated most with:\n", "Lab:297262 HEMOGLOBIN (HEMOCUE):1.000\n", " Diagnosis:9ccs59:Anemia:-0.165\n", " Diagnosis:9ccs76:Meningitis:-0.120\n", " Diagnosis:9ccs224:Ot perint dx:-0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", " Diagnosis:9ccs238:Complic proc:-0.066\n", " Diagnosis:9ccs62:Coag/hemr dx:-0.066\n", " Diagnosis:9ccs96:Hrt valve dx:-0.065\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.055\n", " Diagnosis:9ccs95:Oth nerv dx:-0.054\n", "\n", " Newborn Diagnosis:9ccs219:Low birth wt | coef 0.001 95% CI: [0.000 , 0.001] | OR_adj 1.001 [1.000 1.001] | occ: 102 | OR_unadj: 1.051 [0.606 1.824] | indivs AUC:0.494\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs219:Low birth wt:1.000\n", " Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.312\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.306\n", " Newborn Diagnosis:9ccs221:Resp distres:0.272\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.264\n", " Newborn Diagnosis:9ccs253:Allergy:0.240\n", " Diagnosis:9ccs74:Ot mentl cnd:0.126\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.120\n", " Diagnosis:9ccs143:Abdom hernia:0.104\n", "\n", " Newborn Diagnosis:9ccs217:Ot cong anom | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 52 | OR_unadj: 1.025 [0.477 2.203] | indivs AUC:0.481\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs217:Ot cong anom:1.000\n", " Diagnosis:9ccs211:Ot conn tiss:0.107\n", " Diagnosis:9ccs217:Ot cong anom:0.090\n", " Diagnosis:9ccs147:Anal/rectal:0.089\n", " Newborn Diagnosis:9ccs253:Allergy:0.076\n", " Diagnosis:9ccs208:Acq foot def:0.071\n", " Diagnosis:9ccs205:Back problem:0.067\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.067\n", " Diagnosis:9ccs127:COPD:0.060\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Newborn Diagnosis:9ccs94:Other ear dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 1642 | OR_unadj: 1.497 [0.635 3.528] | indivs AUC:0.509\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs94:Other ear dx:1.000\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.316\n", " Newborn Diagnosis:9ccs0:No DX:-0.294\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.120\n", " Newborn Diagnosis:9ccs253:Allergy:-0.115\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.071\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.062\n", " Diagnosis:9ccs219:Low birth wt:-0.058\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:-0.056\n", " Diagnosis:9ccs94:Other ear dx:-0.055\n", "\n", " Diagnosis:9ccs143:Abdom hernia | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 49 | OR_unadj: 1.277 [0.612 2.665] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs143:Abdom hernia:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.131\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.104\n", " Diagnosis:9ccs219:Low birth wt:0.093\n", " Diagnosis:9ccs215:gu cong anom:0.092\n", " Diagnosis:9ccs63:Wht blood dx:0.091\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.088\n", " Diagnosis:9ccs257:Ot aftercare:0.071\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.062\n", " Diagnosis:9ccs140:Gastritis:0.062\n", "\n", " Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 54 | OR_unadj: 0.697 [0.295 1.646] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs96:Hrt valve dx:0.525\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs117:Ot circul dx:0.310\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.280\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.074\n", " Diagnosis:9ccs205:Back problem:0.065\n", " Diagnosis:9ccs217:Ot cong anom:0.063\n", " Number of Visits:0.061\n", " Diagnosis:9ccs55:Fluid/elc dx:0.055\n", "\n", " Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 42 | OR_unadj: 1.336 [0.611 2.920] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs74:Ot mentl cnd:0.195\n", " Diagnosis:9ccs143:Abdom hernia:0.131\n", " Diagnosis:9ccs208:Acq foot def:0.129\n", " Number of Visits:0.116\n", " Diagnosis:9ccs217:Ot cong anom:0.112\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.108\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs161:Ot dx kidney:0.098\n", " Diagnosis:9ccs90:Eye infectn:0.090\n", "\n", " Diagnosis:9ccs244:Other injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 57 | OR_unadj: 1.363 [0.696 2.667] | indivs AUC:0.512\n", "Correlated most with:\n", "Diagnosis:9ccs244:Other injury:1.000\n", " Number of Visits:0.151\n", " Diagnosis:9ccs163:Other GU dx:0.101\n", " Diagnosis:9ccs2603:E Codes: Fall:0.092\n", " Diagnosis:9ccs135:Intest infct:0.091\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs126:Ot up rsp in:0.085\n", " Diagnosis:9ccs125:Bronchitis:0.083\n", " Diagnosis:10ccs58:Ot nutrit dx:0.073\n", " Diagnosis:9ccs89:Blindness:0.069\n", "\n", " Diagnosis:9ccs209:Ot acq defor | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 30 | OR_unadj: 0.191 [0.026 1.409] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs209:Ot acq defor:1.000\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs208:Acq foot def:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.095\n", " Diagnosis:9ccs212:Ot bone dx:0.095\n", " Newborn Diagnosis:9ccs0:No DX:0.075\n", " Diagnosis:9ccs238:Complic proc:0.075\n", " Diagnosis:9ccs259:Unclassified:0.072\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-latest:0.064\n", " Census:Estimate; Median household income in the past 12 months (in 2015 Inflation-adjusted dollars)-birth:0.064\n", "\n", " Diagnosis:9ccs251:Abdomnl pain | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 13 | OR_unadj: 0.467 [0.060 3.610] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.120\n", " Diagnosis:9ccs204:Ot joint dx:0.100\n", " Diagnosis:9ccs242:Poisn ot med:0.100\n", " Diagnosis:9ccs175:Ot femal gen:0.100\n", " Diagnosis:9ccs168:PID:0.093\n", " Diagnosis:9ccs155:Other GI dx:0.086\n", " Diagnosis:9ccs163:Other GU dx:0.073\n", " Diagnosis:9ccs91:Other eye dx:0.072\n", " Diagnosis:9ccs167:Breast dx:0.067\n", "\n", "* Diagnosis:9ccs234:Crush injury | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 2.704 [1.154 6.333] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs234:Crush injury:1.000\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.085\n", " Diagnosis:9ccs238:Complic proc:0.084\n", " Lab:294203 BILIRUBIN TOTAL - LMC:-0.080\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Diagnosis:9ccs127:COPD:0.067\n", " Diagnosis:9ccs247:Lymph enlarg:0.066\n", " Newborn Diagnosis:9ccs221:Resp distres:0.063\n", " Diagnosis:9ccs64:Ot hematl dx:0.063\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", "\n", " Diagnosis:9ccs2603:E Codes: Fall | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 1.006 [0.385 2.630] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2603:E Codes: Fall:1.000\n", " Diagnosis:10ccs58:Ot nutrit dx:0.756\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.150\n", " Diagnosis:9ccs244:Other injury:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.090\n", " Number of Visits:0.073\n", " Newborn Diagnosis:9ccs0:No DX:0.071\n", " Diagnosis:9ccs7:Viral infect:0.061\n", " Diagnosis:9ccs200:Oth skin dx:0.058\n", " Diagnosis:9ccs175:Ot femal gen:0.058\n", "\n", " Diagnosis:9ccs124:Tonsillitis | coef 0.000 95% CI: [0.000 , 0.001] | OR_adj 1.000 [1.000 1.001] | occ: 31 | OR_unadj: 0.832 [0.289 2.398] | indivs AUC:0.486\n", "Correlated most with:\n", "Diagnosis:9ccs124:Tonsillitis:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.097\n", " Diagnosis:9ccs127:COPD:0.097\n", " Diagnosis:9ccs92:Otitis media:0.094\n", " Number of Visits:0.082\n", " Diagnosis:9ccs135:Intest infct:0.071\n", " Diagnosis:9ccs48:Thyroid dsor:0.066\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Diagnosis:9ccs128:Asthma:0.056\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.054\n", "\n", " Diagnosis:9ccs47:Ot bnign neo | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 37 | OR_unadj: 0.878 [0.339 2.274] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs47:Ot bnign neo:1.000\n", " Diagnosis:9ccs217:Ot cong anom:0.154\n", " Diagnosis:9ccs123:Influenza:0.115\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:-0.104\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.099\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:-0.097\n", " Diagnosis:9ccs10:Immuniz/scrn:0.068\n", " Diagnosis:9ccs134:Ot uppr resp:0.065\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.064\n", " Diagnosis:9ccs91:Other eye dx:0.058\n", "\n", " Diagnosis:9ccs247:Lymph enlarg | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 25 | OR_unadj: 1.416 [0.527 3.808] | indivs AUC:0.515\n", "Correlated most with:\n", "Diagnosis:9ccs247:Lymph enlarg:1.000\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.206\n", " Diagnosis:9ccs138:Esophgeal dx:0.087\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.080\n", " Diagnosis:9ccs223:Birth trauma:0.077\n", " Diagnosis:9ccs48:Thyroid dsor:0.075\n", " Lab:292495 LEAD LEVEL - Sunrise:0.069\n", " Diagnosis:9ccs242:Poisn ot med:0.068\n", " Number of Visits:0.068\n", " Diagnosis:9ccs234:Crush injury:0.066\n", "\n", " Vital: BP-latest | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 27 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs251:Abdomnl pain:0.196\n", " Diagnosis:9ccs214:GI cong anom:0.093\n", " Diagnosis:9ccs4:Mycoses:0.087\n", " Diagnosis:9ccs222:Perint jaund:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.068\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.067\n", " Diagnosis:9ccs200:Oth skin dx:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.051\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:-0.051\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.051\n", "\n", " Lab:292495 LEAD LEVEL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.502\n", "Correlated most with:\n", "Lab:292495 LEAD LEVEL - Sunrise:1.000\n", " Diagnosis:9ccs243:Poisn nonmed:-0.414\n", " Diagnosis:9ccs204:Ot joint dx:0.103\n", " Diagnosis:9ccs124:Tonsillitis:-0.097\n", " Diagnosis:9ccs213:Cardiac anom:-0.074\n", " Number of Visits:-0.074\n", " Diagnosis:9ccs76:Meningitis:-0.072\n", " Diagnosis:9ccs247:Lymph enlarg:0.069\n", " Diagnosis:9ccs92:Otitis media:-0.066\n", " Diagnosis:9ccs200:Oth skin dx:-0.059\n", "\n", " Vital: HC Percentile-avg0to1 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.137\n", " Diagnosis:9ccs242:Poisn ot med:-0.137\n", " Diagnosis:9ccs251:Abdomnl pain:-0.100\n", " Diagnosis:9ccs167:Breast dx:-0.097\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.085\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.077\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-birth:-0.077\n", " Census:Percent; Estimate; Percent high school graduate or higher-latest:-0.077\n", " Diagnosis:9ccs3:Oth bact inf:0.074\n", "\n", " Diagnosis:9ccs167:Breast dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.431 [0.056 3.310] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs167:Breast dx:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.104\n", " Diagnosis:9ccs204:Ot joint dx:0.096\n", " Diagnosis:9ccs242:Poisn ot med:0.096\n", " Diagnosis:9ccs168:PID:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs51:Ot endo dsor:0.070\n", " Diagnosis:9ccs251:Abdomnl pain:0.067\n", " Diagnosis:9ccs140:Gastritis:0.064\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.059\n", "\n", " Diagnosis:9ccs258:Other screen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.384 [0.091 1.618] | indivs AUC:0.497\n", "Correlated most with:\n", "Diagnosis:9ccs258:Other screen:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.143\n", " Diagnosis:9ccs239:Superfic inj:0.096\n", " Diagnosis:9ccs214:GI cong anom:0.094\n", " Diagnosis:9ccs133:Oth low resp:0.092\n", " Diagnosis:9ccs155:Other GI dx:0.079\n", " Number of Visits:0.076\n", " Diagnosis:9ccs151:Oth liver dx:0.073\n", " Diagnosis:9ccs211:Ot conn tiss:0.067\n", " Diagnosis:9ccs10:Immuniz/scrn:0.062\n", "\n", " Diagnosis:10ccs58:Ot nutrit dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.057 [0.306 3.653] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:10ccs58:Ot nutrit dx:1.000\n", " Diagnosis:9ccs2603:E Codes: Fall:0.756\n", " Diagnosis:9ccs155:Other GI dx:0.089\n", " Diagnosis:9ccs175:Ot femal gen:0.081\n", " Diagnosis:9ccs219:Low birth wt:0.078\n", " Diagnosis:9ccs244:Other injury:0.073\n", " Diagnosis:9ccs239:Superfic inj:0.065\n", " Diagnosis:9ccs125:Bronchitis:0.061\n", " MatDeliveryAge:-0.059\n", " Number of Visits:0.057\n", "\n", " Diagnosis:9ccs243:Poisn nonmed | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs243:Poisn nonmed:1.000\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.414\n", " Diagnosis:9ccs242:Poisn ot med:0.115\n", " Diagnosis:9ccs59:Anemia:0.091\n", " Diagnosis:9ccs163:Other GU dx:0.085\n", " Diagnosis:9ccs76:Meningitis:0.078\n", " Diagnosis:9ccs55:Fluid/elc dx:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.060\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:0.060\n", " Diagnosis:9ccs92:Otitis media:0.057\n", "\n", " Diagnosis:9ccs8:Oth infectns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 31 | OR_unadj: 0.599 [0.181 1.985] | indivs AUC:0.518\n", "Correlated most with:\n", "Diagnosis:9ccs8:Oth infectns:1.000\n", " Diagnosis:9ccs253:Allergy:0.085\n", " Number of Visits:0.079\n", " Diagnosis:9ccs200:Oth skin dx:0.075\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.069\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.060\n", " Newborn Diagnosis:9ccs221:Resp distres:0.055\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs117:Ot circul dx:0.051\n", "\n", " Diagnosis:9ccs55:Fluid/elc dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.400 [0.052 3.055] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs55:Fluid/elc dx:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.092\n", " Diagnosis:9ccs242:Poisn ot med:0.092\n", " Diagnosis:9ccs219:Low birth wt:0.091\n", " Diagnosis:9ccs239:Superfic inj:0.081\n", " Diagnosis:9ccs89:Blindness:0.078\n", " Diagnosis:9ccs259:Unclassified:0.076\n", " Diagnosis:9ccs243:Poisn nonmed:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.066\n", " Diagnosis:9ccs95:Oth nerv dx:0.066\n", "\n", " Diagnosis:9ccs219:Low birth wt | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 26 | OR_unadj: 0.732 [0.218 2.455] | indivs AUC:0.499\n", "Correlated most with:\n", "Diagnosis:9ccs219:Low birth wt:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.413\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.187\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.123\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.119\n", " Diagnosis:9ccs224:Ot perint dx:0.110\n", " Diagnosis:9ccs140:Gastritis:0.095\n", " Diagnosis:9ccs143:Abdom hernia:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.091\n", " Number of Visits:0.089\n", "\n", " Diagnosis:9ccs153:GI hemorrhag | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 0.749 [0.170 3.295] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs153:GI hemorrhag:1.000\n", " Diagnosis:9ccs154:Gastroent:0.188\n", " Diagnosis:9ccs147:Anal/rectal:0.113\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.101\n", " Diagnosis:9ccs159:UTI:0.082\n", " Number of Visits:0.078\n", " Diagnosis:9ccs217:Ot cong anom:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.068\n", " Diagnosis:9ccs222:Perint jaund:0.064\n", "\n", " Vital: HC Percentile-gain0to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 35 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.502\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:0.119\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.116\n", " Diagnosis:9ccs238:Complic proc:0.102\n", " Diagnosis:9ccs216:Nerv cong an:0.092\n", " Diagnosis:9ccs250:Nausea/vomit:0.085\n", " Diagnosis:9ccs214:GI cong anom:0.077\n", " Diagnosis:9ccs138:Esophgeal dx:0.076\n", " Diagnosis:9ccs163:Other GU dx:0.074\n", " Diagnosis:9ccs155:Other GI dx:0.058\n", " Diagnosis:9ccs59:Anemia:0.056\n", "\n", " Diagnosis:9ccs147:Anal/rectal | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs147:Anal/rectal:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.113\n", " Diagnosis:9ccs211:Ot conn tiss:0.102\n", " Diagnosis:9ccs155:Other GI dx:0.094\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.069\n", "\n", " Diagnosis:9ccs123:Influenza | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 0.866 [0.194 3.859] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs123:Influenza:1.000\n", " Number of Visits:0.125\n", " Diagnosis:9ccs47:Ot bnign neo:0.115\n", " Diagnosis:9ccs134:Ot uppr resp:0.093\n", " Diagnosis:9ccs122:Pneumonia:0.071\n", " Diagnosis:9ccs133:Oth low resp:0.067\n", " Diagnosis:9ccs0:No DX:0.066\n", " Diagnosis:9ccs126:Ot up rsp in:0.058\n", " Diagnosis:9ccs128:Asthma:0.054\n", " Diagnosis:9ccs138:Esophgeal dx:0.053\n", "\n", " Diagnosis:9ccs211:Ot conn tiss | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.623 [0.144 2.701] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs211:Ot conn tiss:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.163\n", " Diagnosis:9ccs208:Acq foot def:0.127\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.111\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.107\n", " Diagnosis:9ccs147:Anal/rectal:0.102\n", " Diagnosis:9ccs74:Ot mentl cnd:0.083\n", " Diagnosis:9ccs198:Ot infl skin:0.081\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.079\n", " Diagnosis:9ccs216:Nerv cong an:0.072\n", "\n", " Diagnosis:9ccs76:Meningitis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 0.938 [0.209 4.218] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs76:Meningitis:1.000\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:0.208\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.120\n", " Diagnosis:9ccs224:Ot perint dx:0.091\n", " Number of Visits:0.087\n", " Diagnosis:9ccs243:Poisn nonmed:0.078\n", " Lab:292495 LEAD LEVEL - Sunrise:-0.072\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.064\n", "\n", " Diagnosis:9ccs83:Epilepsy/cnv | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.209 [0.345 4.239] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs83:Epilepsy/cnv:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.193\n", " Diagnosis:9ccs113:Late eff CVD:0.113\n", " Diagnosis:9ccs238:Complic proc:0.104\n", " Diagnosis:9ccs2:Septicemia:0.094\n", " Number of Visits:0.087\n", " Diagnosis:9ccs256:Exam/eval:0.083\n", " Diagnosis:9ccs138:Esophgeal dx:0.081\n", " Diagnosis:9ccs224:Ot perint dx:0.080\n", " Diagnosis:9ccs216:Nerv cong an:0.079\n", "\n", " Diagnosis:9ccs154:Gastroent | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 24 | OR_unadj: nan [ nan nan] | indivs AUC:0.489\n", "Correlated most with:\n", "Diagnosis:9ccs154:Gastroent:1.000\n", " Diagnosis:9ccs153:GI hemorrhag:0.188\n", " Diagnosis:9ccs155:Other GI dx:0.099\n", " Diagnosis:9ccs62:Coag/hemr dx:0.086\n", " Diagnosis:9ccs250:Nausea/vomit:0.084\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.082\n", " Diagnosis:9ccs253:Allergy:0.081\n", " Diagnosis:9ccs256:Exam/eval:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.075\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.075\n", "\n", " Newborn Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 19 | OR_unadj: 1.510 [0.497 4.587] | indivs AUC:0.504\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs223:Birth trauma:1.000\n", " Diagnosis:9ccs223:Birth trauma:0.196\n", " Diagnosis:9ccs153:GI hemorrhag:0.102\n", " Diagnosis:9ccs47:Ot bnign neo:0.099\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.089\n", " Diagnosis:9ccs154:Gastroent:0.082\n", " Diagnosis:9ccs242:Poisn ot med:0.081\n", " Diagnosis:9ccs247:Lymph enlarg:0.080\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.077\n", " Newborn Diagnosis:9ccs221:Resp distres:0.074\n", "\n", " Diagnosis:9ccs64:Ot hematl dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs64:Ot hematl dx:1.000\n", " Diagnosis:9ccs61:Sickle cell:0.232\n", " Diagnosis:9ccs62:Coag/hemr dx:0.155\n", " Newborn Diagnosis:9ccs253:Allergy:0.107\n", " Diagnosis:9ccs59:Anemia:0.075\n", " Diagnosis:9ccs154:Gastroent:0.065\n", " Diagnosis:9ccs234:Crush injury:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.053\n", " Diagnosis:9ccs89:Blindness:0.053\n", " Diagnosis:9ccs259:Unclassified:0.051\n", "\n", " Diagnosis:9ccs3:Oth bact inf | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 2.431 [0.624 9.463] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:1.000\n", " Number of Visits:0.094\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs200:Oth skin dx:0.074\n", " Diagnosis:9ccs257:Ot aftercare:0.073\n", " Diagnosis:9ccs92:Otitis media:0.057\n", " Diagnosis:9ccs154:Gastroent:0.056\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.052\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.052\n", " Diagnosis:9ccs250:Nausea/vomit:0.051\n", "\n", " Vital: BP-avg19to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:-0.124\n", " Diagnosis:9ccs159:UTI:0.085\n", " Diagnosis:9ccs58:Ot nutrit dx:0.083\n", " Diagnosis:9ccs224:Ot perint dx:-0.082\n", " Diagnosis:9ccs83:Epilepsy/cnv:-0.074\n", " Diagnosis:9ccs208:Acq foot def:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:0.068\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-birth:-0.058\n", " Census:Percent; Estimate; Population 18 to 24 years - Some college or associate's degree-latest:-0.058\n", "\n", " Diagnosis:9ccs223:Birth trauma | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 20 | OR_unadj: 0.994 [0.289 3.416] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs223:Birth trauma:1.000\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.196\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.079\n", " Diagnosis:9ccs247:Lymph enlarg:0.077\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.067\n", " Diagnosis:9ccs257:Ot aftercare:0.060\n", " Diagnosis:9ccs259:Unclassified:0.058\n", " Diagnosis:9ccs212:Ot bone dx:0.056\n", " Diagnosis:9ccs51:Ot endo dsor:0.056\n", " Diagnosis:9ccs151:Oth liver dx:0.055\n", "\n", " Diagnosis:9ccs89:Blindness | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 33 | OR_unadj: 0.773 [0.270 2.219] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs89:Blindness:1.000\n", " Diagnosis:9ccs91:Other eye dx:0.284\n", " Diagnosis:9ccs217:Ot cong anom:0.259\n", " Diagnosis:9ccs62:Coag/hemr dx:0.150\n", " Diagnosis:9ccs138:Esophgeal dx:0.117\n", " Number of Visits:0.101\n", " Diagnosis:9ccs212:Ot bone dx:0.090\n", " Diagnosis:9ccs205:Back problem:0.090\n", " Diagnosis:9ccs55:Fluid/elc dx:0.078\n", " Diagnosis:9ccs200:Oth skin dx:0.077\n", "\n", " Diagnosis:9ccs168:PID | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs168:PID:1.000\n", " Diagnosis:9ccs205:Back problem:0.200\n", " Diagnosis:9ccs163:Other GU dx:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.178\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Diagnosis:9ccs251:Abdomnl pain:0.093\n", " Diagnosis:9ccs167:Breast dx:0.089\n", " Diagnosis:9ccs215:gu cong anom:0.082\n", " Diagnosis:9ccs147:Anal/rectal:0.082\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", "\n", " Diagnosis:9ccs208:Acq foot def | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs208:Acq foot def:1.000\n", " Diagnosis:9ccs95:Oth nerv dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.102\n", " Diagnosis:9ccs209:Ot acq defor:0.101\n", " Diagnosis:9ccs51:Ot endo dsor:0.081\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.071\n", " Diagnosis:9ccs259:Unclassified:0.067\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs92:Otitis media:0.063\n", "\n", " Diagnosis:9ccs61:Sickle cell | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs61:Sickle cell:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.232\n", " Diagnosis:9ccs259:Unclassified:0.111\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.082\n", " Diagnosis:9ccs198:Ot infl skin:0.075\n", " Lab:295669 BILIRUBIN DIRECT - LMC:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.062\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:-0.048\n", "\n", " Diagnosis:9ccs240:Burns | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs240:Burns:1.000\n", " Diagnosis:9ccs127:COPD:0.117\n", " Diagnosis:9ccs2:Septicemia:0.113\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs141:Ot dx stomch:0.085\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs239:Superfic inj:0.072\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-birth:0.067\n", " Census:Percent; Estimate; Population 25 years and over - Less than 9th grade-latest:0.067\n", " Diagnosis:9ccs128:Asthma:0.066\n", "\n", " Diagnosis:9ccs51:Ot endo dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs51:Ot endo dsor:1.000\n", " Diagnosis:9ccs48:Thyroid dsor:0.113\n", " Diagnosis:9ccs217:Ot cong anom:0.099\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs208:Acq foot def:0.081\n", " Diagnosis:9ccs212:Ot bone dx:0.077\n", " Diagnosis:9ccs167:Breast dx:0.070\n", " Diagnosis:9ccs128:Asthma:0.066\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.062\n", " Diagnosis:9ccs253:Allergy:0.057\n", "\n", " Diagnosis:9ccs212:Ot bone dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 1.128 [0.246 5.176] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs212:Ot bone dx:1.000\n", " Diagnosis:9ccs62:Coag/hemr dx:0.125\n", " Diagnosis:9ccs209:Ot acq defor:0.095\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Diagnosis:9ccs51:Ot endo dsor:0.077\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.070\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.066\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.065\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.058\n", " Diagnosis:9ccs223:Birth trauma:0.056\n", "\n", " Diagnosis:9ccs2:Septicemia | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs2:Septicemia:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.132\n", " Diagnosis:9ccs240:Burns:0.113\n", " Diagnosis:9ccs215:gu cong anom:0.097\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.094\n", " Diagnosis:9ccs197:Skin infectn:0.079\n", " Diagnosis:9ccs89:Blindness:0.064\n", " Diagnosis:9ccs122:Pneumonia:0.060\n", " Diagnosis:9ccs256:Exam/eval:0.058\n", " Diagnosis:9ccs4:Mycoses:0.044\n", "\n", " Vital: HC Percentile-gain1to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 21 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:-0.088\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.085\n", " Diagnosis:10ccs58:Ot nutrit dx:0.079\n", " Diagnosis:9ccs134:Ot uppr resp:0.074\n", " Diagnosis:9ccs216:Nerv cong an:-0.067\n", " Diagnosis:9ccs3:Oth bact inf:-0.067\n", " Diagnosis:9ccs257:Ot aftercare:-0.065\n", " Diagnosis:9ccs214:GI cong anom:-0.057\n", " Diagnosis:9ccs7:Viral infect:-0.051\n", " Diagnosis:9ccs250:Nausea/vomit:-0.047\n", "\n", " Newborn Diagnosis:9ccs213:Cardiac anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 1.303 [0.369 4.607] | indivs AUC:0.496\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs213:Cardiac anom:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.330\n", " Diagnosis:9ccs96:Hrt valve dx:0.181\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.089\n", " Diagnosis:9ccs59:Anemia:0.084\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", " Newborn Diagnosis:9ccs253:Allergy:0.072\n", " Diagnosis:9ccs212:Ot bone dx:0.065\n", " Diagnosis:9ccs91:Other eye dx:0.059\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.059\n", "\n", " Diagnosis:9ccs161:Ot dx kidney | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.745 [0.564 5.394] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs161:Ot dx kidney:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.400\n", " Diagnosis:9ccs159:UTI:0.240\n", " Diagnosis:9ccs95:Oth nerv dx:0.098\n", " Diagnosis:9ccs74:Ot mentl cnd:0.096\n", " Diagnosis:9ccs175:Ot femal gen:0.086\n", " Diagnosis:9ccs257:Ot aftercare:0.080\n", " Diagnosis:9ccs168:PID:0.079\n", " Diagnosis:9ccs63:Wht blood dx:0.079\n", " Diagnosis:9ccs92:Otitis media:0.079\n", "\n", " Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 16 | OR_unadj: 0.803 [0.181 3.555] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs215:gu cong anom:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.245\n", " Newborn Diagnosis:9ccs253:Allergy:0.152\n", " Diagnosis:9ccs163:Other GU dx:0.137\n", " Diagnosis:9ccs2:Septicemia:0.097\n", " Diagnosis:9ccs143:Abdom hernia:0.092\n", " Diagnosis:9ccs175:Ot femal gen:0.089\n", " Diagnosis:9ccs219:Low birth wt:0.087\n", " Diagnosis:9ccs168:PID:0.082\n", " Newborn Diagnosis:9ccs221:Resp distres:0.082\n", "\n", " Newborn Diagnosis:9ccs200:Oth skin dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.263 [0.437 11.728] | indivs AUC:0.500\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs200:Oth skin dx:1.000\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.122\n", " Diagnosis:9ccs95:Oth nerv dx:0.108\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.100\n", " Newborn Diagnosis:9ccs213:Cardiac anom:0.089\n", " Diagnosis:9ccs255:Social admin:-0.071\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.060\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.060\n", " Diagnosis:9ccs92:Otitis media:-0.056\n", " Diagnosis:9ccs74:Ot mentl cnd:0.046\n", "\n", " Diagnosis:9ccs117:Ot circul dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs117:Ot circul dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.310\n", " Diagnosis:9ccs96:Hrt valve dx:0.230\n", " Diagnosis:9ccs205:Back problem:0.091\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.083\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.057\n", " Diagnosis:9ccs124:Tonsillitis:0.051\n", " Diagnosis:9ccs8:Oth infectns:0.051\n", " Diagnosis:9ccs258:Other screen:0.051\n", " Diagnosis:9ccs200:Oth skin dx:-0.045\n", "\n", " Diagnosis:9ccs140:Gastritis | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.506\n", "Correlated most with:\n", "Diagnosis:9ccs140:Gastritis:1.000\n", " Diagnosis:9ccs136:Teeth dx:0.096\n", " Diagnosis:9ccs219:Low birth wt:0.095\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Lab:295669 BILIRUBIN DIRECT - LMC:-0.082\n", " Diagnosis:9ccs7:Viral infect:0.080\n", " Diagnosis:9ccs151:Oth liver dx:0.079\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.067\n", " Diagnosis:9ccs91:Other eye dx:0.067\n", " Diagnosis:9ccs217:Ot cong anom:0.064\n", "\n", " Newborn Diagnosis:9ccs215:gu cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: 0.703 [0.088 5.644] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs215:gu cong anom:1.000\n", " Diagnosis:9ccs161:Ot dx kidney:0.400\n", " Diagnosis:9ccs215:gu cong anom:0.245\n", " Diagnosis:9ccs2:Septicemia:0.132\n", " Newborn Diagnosis:9ccs200:Oth skin dx:0.122\n", " Diagnosis:9ccs141:Ot dx stomch:0.100\n", " Diagnosis:9ccs223:Birth trauma:0.067\n", " Diagnosis:9ccs234:Crush injury:0.058\n", " Number of Visits:0.055\n", " Diagnosis:9ccs257:Ot aftercare:0.051\n", "\n", " Vital: HC Percentile-gain5to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: 1.127 [0.131 9.687] | indivs AUC:0.514\n", "Correlated most with:\n", "Diagnosis:9ccs3:Oth bact inf:0.124\n", " Diagnosis:9ccs163:Other GU dx:0.114\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:-0.101\n", " Diagnosis:9ccs238:Complic proc:-0.084\n", " Diagnosis:9ccs216:Nerv cong an:-0.080\n", " Diagnosis:9ccs8:Oth infectns:0.071\n", " Diagnosis:9ccs198:Ot infl skin:0.060\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.058\n", " Diagnosis:9ccs138:Esophgeal dx:-0.056\n", "\n", " Diagnosis:9ccs214:GI cong anom | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.504\n", "Correlated most with:\n", "Diagnosis:9ccs214:GI cong anom:1.000\n", " Newborn Diagnosis:9ccs0:No DX:0.125\n", " Number of Visits:0.101\n", " Diagnosis:9ccs239:Superfic inj:0.097\n", " Diagnosis:9ccs258:Other screen:0.094\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.091\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.091\n", " Diagnosis:9ccs133:Oth low resp:0.082\n", " Diagnosis:9ccs136:Teeth dx:0.081\n", " Diagnosis:9ccs4:Mycoses:0.063\n", "\n", " Vital: HC Percentile-gain7to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 13 | OR_unadj: nan [ nan nan] | indivs AUC:0.484\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:-0.148\n", " Diagnosis:9ccs242:Poisn ot med:-0.148\n", " Diagnosis:9ccs3:Oth bact inf:-0.121\n", " Diagnosis:9ccs251:Abdomnl pain:-0.109\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.106\n", " Diagnosis:9ccs167:Breast dx:-0.105\n", " Diagnosis:9ccs238:Complic proc:0.096\n", " Diagnosis:9ccs216:Nerv cong an:0.084\n", " Diagnosis:9ccs8:Oth infectns:-0.069\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.067\n", "\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:306605 BILIRUBIN DIRECT - Sunrise:1.000\n", " Diagnosis:9ccs247:Lymph enlarg:0.206\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.105\n", " Diagnosis:9ccs47:Ot bnign neo:-0.097\n", " Diagnosis:9ccs138:Esophgeal dx:-0.070\n", " Newborn Diagnosis:9ccs259:Unclassified:0.066\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise:0.065\n", " Diagnosis:9ccs0:No DX:0.062\n", " Diagnosis:9ccs126:Ot up rsp in:0.054\n", " Diagnosis:9ccs217:Ot cong anom:-0.050\n", "\n", " Vital: HC Percentile-gain3to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 17 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.491\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:0.127\n", " Diagnosis:9ccs216:Nerv cong an:0.100\n", " Diagnosis:9ccs163:Other GU dx:-0.088\n", " Diagnosis:10ccs58:Ot nutrit dx:-0.077\n", " Diagnosis:9ccs7:Viral infect:0.067\n", " Diagnosis:9ccs258:Other screen:-0.060\n", " Diagnosis:9ccs2603:E Codes: Fall:-0.059\n", " Diagnosis:9ccs8:Oth infectns:-0.057\n", " Diagnosis:9ccs90:Eye infectn:0.048\n", " Diagnosis:9ccs124:Tonsillitis:0.047\n", "\n", " Lab:321981 BILIRUBIN TOTAL - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 2.824 [0.255 31.255] | indivs AUC:0.507\n", "Correlated most with:\n", "Lab:321981 BILIRUBIN TOTAL - Sunrise:1.000\n", " Diagnosis:9ccs47:Ot bnign neo:-0.104\n", " Diagnosis:9ccs222:Perint jaund:0.077\n", " Lab:306605 BILIRUBIN DIRECT - Sunrise:0.065\n", " Diagnosis:9ccs217:Ot cong anom:-0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-latest:0.054\n", " Diagnosis:9ccs239:Superfic inj:-0.053\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-birth:-0.049\n", " Census:Percent; Estimate; Population 25 years and over - Some college, no degree-latest:-0.049\n", "\n", " Diagnosis:9ccs242:Poisn ot med | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs242:Poisn ot med:1.000\n", " Diagnosis:9ccs204:Ot joint dx:0.283\n", " Diagnosis:9ccs243:Poisn nonmed:0.115\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs259:Unclassified:0.093\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.070\n", "\n", " Diagnosis:9ccs205:Back problem | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: 0.510 [0.066 3.969] | indivs AUC:0.507\n", "Correlated most with:\n", "Diagnosis:9ccs205:Back problem:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs224:Ot perint dx:0.140\n", " Number of Visits:0.101\n", " Diagnosis:9ccs117:Ot circul dx:0.091\n", " Diagnosis:9ccs89:Blindness:0.090\n", " Newborn Diagnosis:9ccs253:Allergy:0.085\n", " Diagnosis:9ccs257:Ot aftercare:0.083\n", " Diagnosis:9ccs94:Other ear dx:0.079\n", " Diagnosis:9ccs163:Other GU dx:0.077\n", "\n", " Diagnosis:9ccs204:Ot joint dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 0.939 [0.113 7.829] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:1.000\n", " Diagnosis:9ccs242:Poisn ot med:0.283\n", " Diagnosis:9ccs211:Ot conn tiss:0.163\n", " Lab:292495 LEAD LEVEL - Sunrise:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs167:Breast dx:0.096\n", " Diagnosis:9ccs55:Fluid/elc dx:0.092\n", " Diagnosis:9ccs224:Ot perint dx:0.090\n", " Diagnosis:9ccs239:Superfic inj:0.076\n", " Diagnosis:9ccs133:Oth low resp:0.065\n", "\n", " Diagnosis:9ccs175:Ot femal gen | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs175:Ot femal gen:1.000\n", " Diagnosis:9ccs240:Burns:0.104\n", " Diagnosis:9ccs163:Other GU dx:0.104\n", " Diagnosis:9ccs251:Abdomnl pain:0.100\n", " Diagnosis:9ccs215:gu cong anom:0.089\n", " Diagnosis:9ccs161:Ot dx kidney:0.086\n", " Diagnosis:10ccs58:Ot nutrit dx:0.081\n", " Diagnosis:9ccs198:Ot infl skin:0.063\n", " Diagnosis:9ccs2603:E Codes: Fall:0.058\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:-0.056\n", "\n", " Diagnosis:9ccs163:Other GU dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 12 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:1.000\n", " Diagnosis:9ccs168:PID:0.200\n", " Diagnosis:9ccs215:gu cong anom:0.137\n", " Diagnosis:9ccs159:UTI:0.106\n", " Diagnosis:9ccs242:Poisn ot med:0.104\n", " Diagnosis:9ccs175:Ot femal gen:0.104\n", " Diagnosis:9ccs244:Other injury:0.101\n", " Diagnosis:9ccs224:Ot perint dx:0.101\n", " Number of Visits:0.089\n", " Diagnosis:9ccs243:Poisn nonmed:0.085\n", "\n", " Vital: HC Percentile-avg7to10 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.511\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.367\n", " Diagnosis:9ccs204:Ot joint dx:0.161\n", " Diagnosis:9ccs242:Poisn ot med:0.161\n", " Diagnosis:9ccs95:Oth nerv dx:-0.128\n", " Diagnosis:9ccs143:Abdom hernia:-0.119\n", " Diagnosis:9ccs251:Abdomnl pain:0.118\n", " Diagnosis:9ccs167:Breast dx:0.114\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.111\n", " Diagnosis:9ccs138:Esophgeal dx:-0.111\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.089\n", "\n", " Diagnosis:9ccs48:Thyroid dsor | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs48:Thyroid dsor:1.000\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.193\n", " Diagnosis:9ccs51:Ot endo dsor:0.113\n", " Diagnosis:9ccs167:Breast dx:0.104\n", " Diagnosis:9ccs247:Lymph enlarg:0.075\n", " Number of Visits:0.071\n", " Diagnosis:9ccs7:Viral infect:0.070\n", " Diagnosis:9ccs124:Tonsillitis:0.066\n", " Diagnosis:9ccs59:Anemia:0.056\n", " Newborn Diagnosis:9ccs217:Ot cong anom:0.047\n", "\n", " Vital: HC Percentile-avg3to5 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.885 [0.378 9.389] | indivs AUC:0.509\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:-0.292\n", " Diagnosis:9ccs138:Esophgeal dx:-0.108\n", " Diagnosis:9ccs250:Nausea/vomit:-0.100\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.082\n", " Diagnosis:9ccs133:Oth low resp:-0.071\n", " Newborn Diagnosis:9ccs222:Perint jaund:-0.068\n", " Diagnosis:9ccs198:Ot infl skin:-0.066\n", " Diagnosis:9ccs58:Ot nutrit dx:-0.063\n", " Diagnosis:9ccs134:Ot uppr resp:-0.059\n", " Diagnosis:10ccs58:Ot nutrit dx:0.045\n", "\n", " Diagnosis:9ccs216:Nerv cong an | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs216:Nerv cong an:1.000\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.155\n", " Diagnosis:9ccs208:Acq foot def:0.102\n", " Diagnosis:9ccs217:Ot cong anom:0.101\n", " Diagnosis:9ccs95:Oth nerv dx:0.100\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.089\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.079\n", " Diagnosis:9ccs155:Other GI dx:0.076\n", " Diagnosis:9ccs211:Ot conn tiss:0.072\n", " Diagnosis:9ccs127:COPD:0.068\n", "\n", " Vital: HC Percentile-avg1to3 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 15 | OR_unadj: nan [ nan nan] | indivs AUC:0.495\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.304\n", " Diagnosis:9ccs3:Oth bact inf:0.144\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Diagnosis:9ccs143:Abdom hernia:-0.099\n", " Diagnosis:9ccs204:Ot joint dx:-0.091\n", " Diagnosis:9ccs242:Poisn ot med:-0.091\n", " Newborn Diagnosis:9ccs0:No DX:0.090\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-birth:-0.082\n", " Census:Percent; Estimate; Population 25 years and over - Graduate or professional degree-latest:-0.082\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.081\n", "\n", " Diagnosis:9ccs141:Ot dx stomch | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 0.624 [0.079 4.950] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs141:Ot dx stomch:1.000\n", " Diagnosis:9ccs250:Nausea/vomit:0.120\n", " Newborn Diagnosis:9ccs215:gu cong anom:0.100\n", " Diagnosis:9ccs240:Burns:0.085\n", " Diagnosis:9ccs215:gu cong anom:0.072\n", " Diagnosis:9ccs138:Esophgeal dx:0.072\n", " Diagnosis:9ccs224:Ot perint dx:0.071\n", " Diagnosis:9ccs161:Ot dx kidney:0.070\n", " Diagnosis:9ccs136:Teeth dx:0.065\n", " Diagnosis:9ccs155:Other GI dx:0.059\n", "\n", " Diagnosis:9ccs63:Wht blood dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Diagnosis:9ccs63:Wht blood dx:1.000\n", " Diagnosis:9ccs209:Ot acq defor:0.121\n", " Newborn Diagnosis:9ccs221:Resp distres:0.121\n", " Diagnosis:9ccs168:PID:0.121\n", " Diagnosis:9ccs159:UTI:0.099\n", " Diagnosis:9ccs143:Abdom hernia:0.091\n", " Diagnosis:9ccs161:Ot dx kidney:0.079\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-birth:0.069\n", " Census:Percent; Estimate; Population 25 years and over - Bachelor's degree-latest:0.069\n", " Census:Percent; Estimate; Percent bachelor's degree or higher-birth:0.063\n", "\n", " Diagnosis:9ccs62:Coag/hemr dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs62:Coag/hemr dx:1.000\n", " Diagnosis:9ccs64:Ot hematl dx:0.155\n", " Diagnosis:9ccs134:Ot uppr resp:0.150\n", " Diagnosis:9ccs89:Blindness:0.150\n", " Diagnosis:9ccs212:Ot bone dx:0.125\n", " Diagnosis:9ccs251:Abdomnl pain:0.120\n", " Diagnosis:9ccs154:Gastroent:0.086\n", " Lab:297262 HEMOGLOBIN (HEMOCUE):-0.066\n", " Number of Visits:0.063\n", " Diagnosis:9ccs91:Other eye dx:0.063\n", "\n", " Newborn Diagnosis:9ccs96:Hrt valve dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 1.543 [0.427 5.568] | indivs AUC:0.511\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs96:Hrt valve dx:1.000\n", " Diagnosis:9ccs213:Cardiac anom:0.280\n", " Diagnosis:9ccs96:Hrt valve dx:0.220\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.129\n", " Diagnosis:9ccs211:Ot conn tiss:0.111\n", " Diagnosis:9ccs216:Nerv cong an:0.089\n", " Newborn Diagnosis:9ccs221:Resp distres:0.089\n", " Diagnosis:9ccs117:Ot circul dx:0.083\n", " Diagnosis:9ccs205:Back problem:0.070\n", " Diagnosis:9ccs212:Ot bone dx:0.070\n", "\n", " Diagnosis:9ccs238:Complic proc | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.496\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:1.000\n", " Diagnosis:9ccs138:Esophgeal dx:0.112\n", " Diagnosis:9ccs83:Epilepsy/cnv:0.104\n", " Diagnosis:9ccs74:Ot mentl cnd:0.100\n", " Diagnosis:9ccs234:Crush injury:0.084\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.078\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.076\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs90:Eye infectn:0.072\n", " Diagnosis:9ccs256:Exam/eval:0.066\n", "\n", " Newborn Diagnosis:9ccs221:Resp distres | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 8 | OR_unadj: 0.804 [0.098 6.562] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs221:Resp distres:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.272\n", " Newborn Diagnosis:9ccs253:Allergy:0.220\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.197\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.149\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.140\n", " Diagnosis:9ccs63:Wht blood dx:0.121\n", " Lab:323825 STREP SCREEN THROAT - Sunrise:-0.117\n", " Diagnosis:9ccs140:Gastritis:0.089\n", " Diagnosis:9ccs167:Breast dx:0.089\n", "\n", " Newborn Diagnosis:9ccs253:Allergy | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 10 | OR_unadj: 1.411 [0.298 6.685] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs253:Allergy:1.000\n", " Newborn Diagnosis:9ccs219:Low birth wt:0.240\n", " Newborn Diagnosis:9ccs221:Resp distres:0.220\n", " Newborn Diagnosis:9ccs222:Perint jaund:0.154\n", " Diagnosis:9ccs215:gu cong anom:0.152\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.122\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.115\n", " Newborn Diagnosis:9ccs256:Exam/eval:0.108\n", " Diagnosis:9ccs64:Ot hematl dx:0.107\n", " Census:Percent; Estimate; Population 25 years and over - 9th to 12th grade, no diploma-birth:0.090\n", "\n", " Vital: HC Percentile-avg5to7 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 11 | OR_unadj: 1.614 [0.333 7.814] | indivs AUC:0.502\n", "Correlated most with:\n", "Diagnosis:9ccs239:Superfic inj:-0.080\n", " Newborn Diagnosis:9ccs95:Oth nerv dx:0.068\n", " Diagnosis:9ccs10:Immuniz/scrn:0.060\n", " Diagnosis:9ccs216:Nerv cong an:0.054\n", " Diagnosis:9ccs204:Ot joint dx:0.050\n", " Diagnosis:9ccs242:Poisn ot med:0.050\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-birth:-0.049\n", " Census:Percent; Estimate; Population 18 to 24 years - High school graduate (includes equivalency)-latest:-0.049\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.040\n", " Diagnosis:9ccs251:Abdomnl pain:0.036\n", "\n", " Vital: HC Percentile-gain10to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 14 | OR_unadj: 2.831 [0.516 15.536] | indivs AUC:0.516\n", "Correlated most with:\n", "Diagnosis:9ccs204:Ot joint dx:0.133\n", " Diagnosis:9ccs242:Poisn ot med:0.133\n", " Diagnosis:9ccs251:Abdomnl pain:0.098\n", " Diagnosis:9ccs167:Breast dx:0.094\n", " Diagnosis:9ccs238:Complic proc:-0.090\n", " Diagnosis:9ccs153:GI hemorrhag:0.086\n", " Newborn Diagnosis:9ccs223:Birth trauma:0.081\n", " Diagnosis:9ccs154:Gastroent:0.072\n", " Diagnosis:9ccs219:Low birth wt:0.065\n", " Diagnosis:9ccs143:Abdom hernia:-0.063\n", "\n", " Newborn Diagnosis:9ccs95:Oth nerv dx | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:1.000\n", " Diagnosis:9ccs216:Nerv cong an:0.155\n", " Diagnosis:9ccs2603:E Codes: Fall:0.150\n", " Newborn Diagnosis:9ccs224:Ot perint dx:0.085\n", " Diagnosis:9ccs10:Immuniz/scrn:-0.062\n", " Diagnosis:9ccs95:Oth nerv dx:0.061\n", " Diagnosis:9ccs138:Esophgeal dx:0.051\n", " Diagnosis:9ccs257:Ot aftercare:-0.047\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.043\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-latest:-0.043\n", "\n", " Vital: BP-avg16to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.498\n", "Correlated most with:\n", "Diagnosis:9ccs96:Hrt valve dx:-0.068\n", " Diagnosis:9ccs59:Anemia:0.066\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-birth:0.048\n", " Census:Percent households receiving food stamps/SNAP; Estimate; Households-latest:0.048\n", " Diagnosis:9ccs197:Skin infectn:-0.047\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-birth:-0.044\n", " Census:Percent; Estimate; Population 18 to 24 years - Less than high school graduate-latest:-0.044\n", " Diagnosis:9ccs90:Eye infectn:0.042\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-birth:0.040\n", " Census:Percent; Estimate; Population 18 to 24 years - Bachelor's degree or higher-latest:0.040\n", "\n", " Lab:323825 STREP SCREEN THROAT - Sunrise | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: nan [ nan nan] | indivs AUC:0.504\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:1.000\n", " Diagnosis:9ccs76:Meningitis:0.208\n", " Newborn Diagnosis:9ccs221:Resp distres:-0.117\n", " Diagnosis:9ccs159:UTI:0.084\n", " Diagnosis:9ccs211:Ot conn tiss:-0.079\n", " Diagnosis:9ccs128:Asthma:0.078\n", " Diagnosis:9ccs250:Nausea/vomit:-0.072\n", " Diagnosis:9ccs59:Anemia:0.070\n", " Diagnosis:9ccs94:Other ear dx:0.069\n", " Diagnosis:9ccs239:Superfic inj:0.066\n", "\n", " Newborn Diagnosis:9ccs0:No DX | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 5 | OR_unadj: 1.410 [0.157 12.665] | indivs AUC:0.498\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs0:No DX:1.000\n", " Newborn Diagnosis:9ccs94:Other ear dx:-0.294\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:-0.234\n", " Diagnosis:9ccs214:GI cong anom:0.125\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.092\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.091\n", " Diagnosis:9ccs209:Ot acq defor:0.075\n", " Diagnosis:9ccs2603:E Codes: Fall:0.071\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-birth:0.055\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.055\n", "\n", "* Vital: HC Percentile-gain13to19 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 7 | OR_unadj: 11.346 [1.025 125.601] | indivs AUC:0.507\n", "Correlated most with:\n", "Newborn Diagnosis:9ccs95:Oth nerv dx:-0.139\n", " Diagnosis:9ccs216:Nerv cong an:-0.110\n", " Diagnosis:9ccs163:Other GU dx:-0.082\n", " Diagnosis:9ccs153:GI hemorrhag:-0.077\n", " Newborn Diagnosis:9ccs223:Birth trauma:-0.073\n", " Diagnosis:9ccs138:Esophgeal dx:0.073\n", " Diagnosis:9ccs154:Gastroent:-0.065\n", " Diagnosis:9ccs219:Low birth wt:-0.056\n", " Diagnosis:9ccs256:Exam/eval:0.051\n", " Newborn Diagnosis:9ccs224:Ot perint dx:-0.049\n", "\n", " Vital: HC Percentile-avg13to16 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: 1.881 [0.195 18.155] | indivs AUC:0.491\n", "Correlated most with:\n", "Diagnosis:9ccs163:Other GU dx:-0.238\n", " Diagnosis:9ccs219:Low birth wt:-0.163\n", " Diagnosis:9ccs204:Ot joint dx:0.117\n", " Diagnosis:9ccs242:Poisn ot med:0.117\n", " Diagnosis:9ccs224:Ot perint dx:-0.111\n", " Diagnosis:9ccs113:Late eff CVD:-0.092\n", " Diagnosis:9ccs159:UTI:-0.089\n", " Diagnosis:9ccs251:Abdomnl pain:0.086\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.084\n", " Diagnosis:9ccs167:Breast dx:0.083\n", "\n", " Vital: HC Percentile-avg10to13 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 9 | OR_unadj: nan [ nan nan] | indivs AUC:0.500\n", "Correlated most with:\n", "Diagnosis:9ccs238:Complic proc:-0.305\n", " Diagnosis:9ccs95:Oth nerv dx:-0.106\n", " Newborn Diagnosis:9ccs96:Hrt valve dx:0.096\n", " Newborn Diagnosis:9ccs94:Other ear dx:0.093\n", " Diagnosis:9ccs138:Esophgeal dx:-0.093\n", " Newborn Diagnosis:9ccs10:Immuniz/scrn:0.075\n", " Newborn Diagnosis:9ccs219:Low birth wt:-0.070\n", " Diagnosis:9ccs140:Gastritis:0.069\n", " Newborn Diagnosis:9ccs256:Exam/eval:-0.069\n", " Diagnosis:9ccs74:Ot mentl cnd:-0.059\n", "\n", " Vital: HC Percentile-gain16to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 6 | OR_unadj: nan [ nan nan] | indivs AUC:0.493\n", "Correlated most with:\n", "Lab:323825 STREP SCREEN THROAT - Sunrise:0.447\n", " Diagnosis:9ccs163:Other GU dx:0.167\n", " Diagnosis:9ccs76:Meningitis:0.155\n", " Diagnosis:9ccs204:Ot joint dx:-0.111\n", " Diagnosis:9ccs242:Poisn ot med:-0.111\n", " Diagnosis:9ccs94:Other ear dx:0.103\n", " Diagnosis:9ccs251:Abdomnl pain:-0.082\n", " Diagnosis:9ccs167:Breast dx:-0.079\n", " Diagnosis:9ccs159:UTI:0.063\n", " Diagnosis:9ccs128:Asthma:0.058\n", "\n", "Vital : 0.779560414912\n", "Number of Visits : 0.0139223407629\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0125313568335\n", "Census : 0.134017520726\n", "Diagnosis : 0.0496090153052\n", "Lab : 0.00385758663352\n", "Newborn Diagnosis : 0.00650176482723\n", "Time to run analysis 0:07:00.294246\n", "Total Time elapsed 16:41:52.518830\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts full lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.503, R^2 test: 0.202\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.490, R^2 test: 0.239\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.482, R^2 test: 0.266\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.295\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.905, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.795, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.356, R^2 test: 0.018\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.336, R^2 test: 0.079\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.325, R^2 test: 0.105\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.205, R^2 test: 0.117\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.782, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.803, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.529, R^2 test: 0.276\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.521, R^2 test: 0.283\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.515, R^2 test: 0.283\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.438, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.869, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.297\n", "AUC Test: 0.839, Explained Variance Score Test: 0.408\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.516, R^2 test: 0.275\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.502, R^2 test: 0.350\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.492, R^2 test: 0.370\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.373, R^2 test: 0.337\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.843, Explained Variance Score Train: 0.492\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.370\n", "AUC Test: 0.842, Explained Variance Score Test: 0.405\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.532, R^2 test: 0.156\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.519, R^2 test: 0.183\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.503, R^2 test: 0.196\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.388, R^2 test: 0.283\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.900, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.823, Explained Variance Score Test: 0.388\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.649, R^2 test: -0.110\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.641, R^2 test: -0.045\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.633, R^2 test: -0.010\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.503, R^2 test: 0.119\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.857, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.133\n", "AUC Test: 0.821, Explained Variance Score Test: 0.398\n", "\n", "\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.600, R^2 test: 0.026\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.596, R^2 test: 0.046\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.588, R^2 test: 0.052\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.500, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.841, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.816, Explained Variance Score Test: 0.394\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.479, R^2 test: 0.076\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.452, R^2 test: 0.179\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.439, R^2 test: 0.220\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.857, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.813, Explained Variance Score Test: 0.341\n", "\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.473, R^2 test: 0.155\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.468, R^2 test: 0.203\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.456, R^2 test: 0.226\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.849, Explained Variance Score Train: 0.456\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.227\n", "AUC Test: 0.836, Explained Variance Score Test: 0.382\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.520, R^2 test: 0.237\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.496, R^2 test: 0.282\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.464, R^2 test: 0.299\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.875, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.812, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.605, R^2 test: 0.376\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.597, R^2 test: 0.405\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.582, R^2 test: 0.425\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.463, R^2 test: 0.401\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.868, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.818, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.509, R^2 test: 0.253\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.493, R^2 test: 0.301\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.472, R^2 test: 0.325\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.376, R^2 test: 0.318\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.874, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.808, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.493, R^2 test: 0.251\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.453, R^2 test: 0.310\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.444, R^2 test: 0.351\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.785, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.871, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.823, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.481, R^2 test: 0.308\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.465, R^2 test: 0.367\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.445, R^2 test: 0.381\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.340\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.729, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.789, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.578, R^2 test: 0.049\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.565, R^2 test: 0.199\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.539, R^2 test: 0.272\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.376, R^2 test: 0.286\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.857, Explained Variance Score Train: 0.539\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.822, Explained Variance Score Test: 0.376\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.485, R^2 test: 0.121\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.473, R^2 test: 0.193\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.458, R^2 test: 0.227\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.357, R^2 test: 0.256\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.888, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.728, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.826, Explained Variance Score Test: 0.387\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.518, R^2 test: 0.393\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.510, R^2 test: 0.398\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.500, R^2 test: 0.393\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.399, R^2 test: 0.351\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.862, Explained Variance Score Train: 0.500\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.820, Explained Variance Score Test: 0.358\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.421, R^2 test: 0.159\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.416, R^2 test: 0.200\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.410, R^2 test: 0.212\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.264\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.773, Explained Variance Score Train: 0.410\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.832, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.500, R^2 test: 0.290\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.487, R^2 test: 0.317\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.465, R^2 test: 0.317\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.780, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.817, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.616, R^2 test: 0.244\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.598, R^2 test: 0.297\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.581, R^2 test: 0.316\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.464, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.823, Explained Variance Score Test: 0.394\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.364\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.417, R^2 test: 0.359\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.400, R^2 test: 0.355\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.852, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.829, Explained Variance Score Test: 0.376\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.531, R^2 test: 0.046\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.510, R^2 test: 0.162\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.491, R^2 test: 0.228\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.386, R^2 test: 0.254\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.386\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.785, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.487, R^2 test: 0.099\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.475, R^2 test: 0.174\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.464, R^2 test: 0.206\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.376, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.856, Explained Variance Score Train: 0.464\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.827, Explained Variance Score Test: 0.385\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.464, R^2 test: 0.209\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.453, R^2 test: 0.304\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.442, R^2 test: 0.306\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.287\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.811, Explained Variance Score Train: 0.442\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.306\n", "AUC Test: 0.815, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.557, R^2 test: 0.319\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.546, R^2 test: 0.331\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.532, R^2 test: 0.333\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.393, R^2 test: 0.296\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.798, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.379, R^2 test: 0.360\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.367, R^2 test: 0.423\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.448\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.260, R^2 test: 0.365\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.775, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.448\n", "AUC Test: 0.827, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.531, R^2 test: 0.239\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.524, R^2 test: 0.274\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.515, R^2 test: 0.296\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.319\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.382\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.807, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.390, R^2 test: -0.005\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.368, R^2 test: 0.166\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.354, R^2 test: 0.191\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.206, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.804, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.815, Explained Variance Score Test: 0.299\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.565, R^2 test: 0.440\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.549, R^2 test: 0.467\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.534, R^2 test: 0.464\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.452, R^2 test: 0.422\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.896, Explained Variance Score Train: 0.534\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.465\n", "AUC Test: 0.813, Explained Variance Score Test: 0.365\n", "\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.521, R^2 test: 0.226\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.512, R^2 test: 0.284\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.503, R^2 test: 0.308\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.405, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.809, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.829, Explained Variance Score Test: 0.395\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.567, R^2 test: 0.164\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.536, R^2 test: 0.211\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.506, R^2 test: 0.250\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.275\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.900, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.813, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.471, R^2 test: -0.432\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.443, R^2 test: 0.175\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.422, R^2 test: 0.269\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.324, R^2 test: 0.235\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.324\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.797, Explained Variance Score Test: 0.327\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.539, R^2 test: 0.290\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.533, R^2 test: 0.307\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.524, R^2 test: 0.310\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.436, R^2 test: 0.192\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.876, Explained Variance Score Train: 0.524\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.819, Explained Variance Score Test: 0.381\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.414, R^2 test: -0.761\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.375, R^2 test: 0.201\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.359, R^2 test: 0.205\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.241, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.828, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.838, Explained Variance Score Test: 0.395\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.473, R^2 test: 0.152\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.466, R^2 test: 0.188\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.461, R^2 test: 0.214\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.392, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.868, Explained Variance Score Train: 0.461\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.835, Explained Variance Score Test: 0.390\n", "\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.420, R^2 test: 0.021\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.409, R^2 test: 0.139\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.398, R^2 test: 0.179\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.304, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.840, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.820, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.469, R^2 test: 0.154\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.452, R^2 test: 0.217\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.437, R^2 test: 0.235\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.311, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.869, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.808, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.330, R^2 test: 0.218\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.315, R^2 test: 0.244\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.306, R^2 test: 0.250\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.198, R^2 test: 0.241\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.813, Explained Variance Score Train: 0.306\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.261\n", "AUC Test: 0.796, Explained Variance Score Test: 0.275\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.551, R^2 test: 0.077\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.544, R^2 test: 0.115\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.535, R^2 test: 0.135\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.418, R^2 test: 0.121\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.845, Explained Variance Score Train: 0.535\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.807, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.594, R^2 test: 0.012\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.583, R^2 test: 0.154\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.567, R^2 test: 0.224\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.449, R^2 test: 0.359\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.831, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.359\n", "AUC Test: 0.806, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.528, R^2 test: 0.283\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.516, R^2 test: 0.279\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.503, R^2 test: 0.299\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.400, R^2 test: 0.310\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.833, Explained Variance Score Test: 0.381\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.490, R^2 test: 0.167\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.476, R^2 test: 0.235\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.469, R^2 test: 0.268\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.333, R^2 test: 0.277\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.875, Explained Variance Score Train: 0.469\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.822, Explained Variance Score Test: 0.348\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.447, R^2 test: 0.026\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.439, R^2 test: 0.119\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.425, R^2 test: 0.179\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.812, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.801, Explained Variance Score Test: 0.340\n", "\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.476, R^2 test: -0.068\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.463, R^2 test: 0.048\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.439, R^2 test: 0.111\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.274, R^2 test: 0.258\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.724, Explained Variance Score Train: 0.274\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.346\n", "AUC Test: 0.825, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.475, R^2 test: 0.234\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.466, R^2 test: 0.276\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.452, R^2 test: 0.301\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.308, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.923, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.818, Explained Variance Score Test: 0.356\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.531, R^2 test: 0.262\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.508, R^2 test: 0.272\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.482, R^2 test: 0.281\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.299\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.889, Explained Variance Score Train: 0.508\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.832, Explained Variance Score Test: 0.390\n", "\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.491, R^2 test: 0.320\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.455, R^2 test: 0.385\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.448, R^2 test: 0.402\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.438\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.735, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.438\n", "AUC Test: 0.803, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.512, R^2 test: 0.246\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.460, R^2 test: 0.303\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.446, R^2 test: 0.325\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.327, R^2 test: 0.346\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.896, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.811, Explained Variance Score Test: 0.333\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.555, R^2 test: 0.056\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.549, R^2 test: 0.077\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.542, R^2 test: 0.102\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.465, R^2 test: 0.174\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.862, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.104\n", "AUC Test: 0.830, Explained Variance Score Test: 0.377\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.366, R^2 test: 0.061\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.357, R^2 test: 0.126\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.345, R^2 test: 0.159\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.251, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.775, Explained Variance Score Train: 0.345\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.819, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.467, R^2 test: 0.203\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.452, R^2 test: 0.263\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.433, R^2 test: 0.324\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.831, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.827, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.444, R^2 test: -0.004\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.434, R^2 test: 0.062\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.420, R^2 test: 0.100\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.330, R^2 test: 0.233\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.330\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.818, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.535, R^2 test: 0.206\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.522, R^2 test: 0.241\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.506, R^2 test: 0.280\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.397, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.803, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.811, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.417, R^2 test: 0.113\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.407, R^2 test: 0.187\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.398, R^2 test: 0.225\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.285, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.285\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.810, Explained Variance Score Test: 0.318\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.429, R^2 test: 0.098\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.419, R^2 test: 0.198\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.411, R^2 test: 0.238\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.283, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.874, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.795, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.809, Explained Variance Score Test: 0.315\n", "\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.638, R^2 test: 0.116\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.634, R^2 test: 0.137\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.629, R^2 test: 0.156\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.505, R^2 test: 0.252\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.505\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.799, Explained Variance Score Test: 0.369\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.496, R^2 test: -0.024\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.474, R^2 test: 0.097\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.457, R^2 test: 0.117\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.341, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.832, Explained Variance Score Train: 0.341\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.795, Explained Variance Score Test: 0.324\n", "\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.494, R^2 test: 0.022\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.477, R^2 test: 0.043\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.471, R^2 test: 0.053\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.325, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.916, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.827, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.536, R^2 test: 0.098\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.523, R^2 test: 0.143\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.515, R^2 test: 0.157\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.424, R^2 test: 0.279\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.899, Explained Variance Score Train: 0.515\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.157\n", "AUC Test: 0.819, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.537, R^2 test: 0.274\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.521, R^2 test: 0.324\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.503, R^2 test: 0.389\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.377, R^2 test: 0.414\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.818, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.811, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.486, R^2 test: -0.009\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.473, R^2 test: 0.042\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.462, R^2 test: 0.076\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.367, R^2 test: 0.141\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.854, Explained Variance Score Train: 0.462\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.817, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.505, R^2 test: 0.034\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.499, R^2 test: 0.122\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.484, R^2 test: 0.202\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.368, R^2 test: 0.307\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.368\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.805, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.543, R^2 test: 0.027\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.521, R^2 test: 0.064\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.507, R^2 test: 0.088\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.362, R^2 test: 0.147\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.821, Explained Variance Score Train: 0.362\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.812, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.469, R^2 test: 0.244\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.454, R^2 test: 0.281\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.443, R^2 test: 0.276\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.317, R^2 test: 0.276\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.873, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.823, Explained Variance Score Test: 0.336\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.553, R^2 test: 0.074\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.538, R^2 test: 0.100\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.513, R^2 test: 0.128\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.373, R^2 test: 0.234\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.876, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.843, Explained Variance Score Test: 0.355\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.374, R^2 test: 0.324\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.363, R^2 test: 0.355\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.358, R^2 test: 0.376\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.265, R^2 test: 0.325\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.808, Explained Variance Score Train: 0.358\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.819, Explained Variance Score Test: 0.362\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.422, R^2 test: 0.046\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.416, R^2 test: 0.086\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.404, R^2 test: 0.114\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.213\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.811, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.118\n", "AUC Test: 0.805, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.561, R^2 test: -0.399\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.554, R^2 test: -0.340\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.544, R^2 test: -0.286\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.400, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.829, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.037\n", "AUC Test: 0.791, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.544, R^2 test: 0.112\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.538, R^2 test: 0.135\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.533, R^2 test: 0.172\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.419, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.842, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.810, Explained Variance Score Test: 0.356\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.515, R^2 test: 0.225\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.502, R^2 test: 0.255\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.488, R^2 test: 0.232\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.365, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.861, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.825, Explained Variance Score Test: 0.344\n", "\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.560, R^2 test: 0.250\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.550, R^2 test: 0.255\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.545, R^2 test: 0.267\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.422, R^2 test: 0.355\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.816, Explained Variance Score Train: 0.422\n", "AUC Validation: 0.732, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.837, Explained Variance Score Test: 0.372\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.535, R^2 test: 0.109\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.522, R^2 test: 0.143\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.512, R^2 test: 0.173\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.407, R^2 test: 0.226\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.824, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.517, R^2 test: 0.127\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.494, R^2 test: 0.215\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.488, R^2 test: 0.221\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.396, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.906, Explained Variance Score Train: 0.488\n", "AUC Validation: 0.643, Explained Variance Score Validation: 0.226\n", "AUC Test: 0.813, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.565, R^2 test: 0.099\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.554, R^2 test: 0.253\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.545, R^2 test: 0.303\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.446, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.789, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.819, Explained Variance Score Test: 0.379\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.546, R^2 test: 0.400\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.539, R^2 test: 0.409\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.532, R^2 test: 0.407\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.438, R^2 test: 0.348\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.847, Explained Variance Score Train: 0.532\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.425\n", "AUC Test: 0.825, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.468, R^2 test: -0.027\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.439, R^2 test: 0.223\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.429, R^2 test: 0.223\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.222\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.859, Explained Variance Score Train: 0.429\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.824, Explained Variance Score Test: 0.342\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.543, R^2 test: -0.031\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.527, R^2 test: 0.308\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.512, R^2 test: 0.371\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.405, R^2 test: 0.378\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.792, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.876, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.825, Explained Variance Score Test: 0.374\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.356, R^2 test: 0.190\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.337, R^2 test: 0.255\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.325, R^2 test: 0.244\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.262, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.325\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.823, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.526, R^2 test: 0.345\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.516, R^2 test: 0.375\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.507, R^2 test: 0.368\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.399, R^2 test: 0.343\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.837, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.939, Explained Variance Score Validation: 0.373\n", "AUC Test: 0.836, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.547, R^2 test: 0.163\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.510, R^2 test: 0.115\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.497, R^2 test: 0.137\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.398, R^2 test: 0.245\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.832, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.814, Explained Variance Score Test: 0.317\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.540, R^2 test: 0.016\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.529, R^2 test: 0.116\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.516, R^2 test: 0.136\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.425, R^2 test: 0.144\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.867, Explained Variance Score Train: 0.425\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.152\n", "AUC Test: 0.820, Explained Variance Score Test: 0.390\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.646, R^2 test: -0.025\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.638, R^2 test: 0.088\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.622, R^2 test: 0.161\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.506, R^2 test: 0.178\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.855, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.828, Explained Variance Score Test: 0.380\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.409, R^2 test: 0.296\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.400, R^2 test: 0.320\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.396, R^2 test: 0.328\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.823, Explained Variance Score Train: 0.400\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.813, Explained Variance Score Test: 0.347\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.466, R^2 test: 0.144\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.455, R^2 test: 0.256\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.445, R^2 test: 0.314\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.679, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.823, Explained Variance Score Test: 0.357\n", "\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.438, R^2 test: -0.267\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.426, R^2 test: -0.163\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.402, R^2 test: -0.079\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.236, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.725, Explained Variance Score Train: 0.236\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.814, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.440, R^2 test: 0.273\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.427, R^2 test: 0.328\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.414, R^2 test: 0.356\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.809, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.830, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.517, R^2 test: 0.222\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.506, R^2 test: 0.245\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.491, R^2 test: 0.265\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.359, R^2 test: 0.201\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.874, Explained Variance Score Train: 0.491\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.321\n", "AUC Test: 0.809, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.383, R^2 test: 0.073\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.365, R^2 test: 0.223\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.348, R^2 test: 0.243\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.208, R^2 test: 0.225\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.740, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.794, Explained Variance Score Test: 0.263\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.463, R^2 test: 0.197\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.447, R^2 test: 0.261\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.433, R^2 test: 0.273\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.329, R^2 test: 0.248\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.833, Explained Variance Score Test: 0.382\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.491, R^2 test: 0.365\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.479, R^2 test: 0.391\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.471, R^2 test: 0.405\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.379, R^2 test: 0.398\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.857, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.861, Explained Variance Score Validation: 0.398\n", "AUC Test: 0.802, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.588, R^2 test: 0.136\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.584, R^2 test: 0.156\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.577, R^2 test: 0.178\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.447, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.447\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.313\n", "AUC Test: 0.816, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.567, R^2 test: 0.045\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.556, R^2 test: 0.094\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.542, R^2 test: 0.122\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.404, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.807, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.544, R^2 test: 0.098\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.534, R^2 test: 0.102\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.522, R^2 test: 0.112\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.426, R^2 test: 0.188\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.877, Explained Variance Score Train: 0.522\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.112\n", "AUC Test: 0.829, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.402, R^2 test: 0.205\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.389, R^2 test: 0.236\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.380, R^2 test: 0.249\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.339, R^2 test: 0.268\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.803, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.236\n", "AUC Test: 0.816, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.485, R^2 test: 0.249\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.477, R^2 test: 0.277\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.466, R^2 test: 0.325\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.363\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.879, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.798, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.400, R^2 test: 0.392\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.381, R^2 test: 0.360\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.369, R^2 test: 0.358\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.276, R^2 test: 0.273\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.807, Explained Variance Score Train: 0.369\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.358\n", "AUC Test: 0.823, Explained Variance Score Test: 0.343\n", "\n", "Running batch 7 of 7 with 4 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.557, R^2 test: 0.150\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.549, R^2 test: 0.209\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.534, R^2 test: 0.229\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.441, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.868, Explained Variance Score Train: 0.441\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.819, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.522, R^2 test: 0.088\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.484, R^2 test: 0.253\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.452, R^2 test: 0.319\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.326\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.860, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.811, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.460, R^2 test: 0.085\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.450, R^2 test: 0.095\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.437, R^2 test: 0.115\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.111\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.830, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.450, R^2 test: 0.236\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.430, R^2 test: 0.270\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.418, R^2 test: 0.292\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.846, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.799, Explained Variance Score Test: 0.326\n", "\n", "total Variables 35 and total subjects: 1698\n", "->AUC validation: 0.771 95% CI: [0.759 , 0.783]\n", "->AUC test: 0.817 95% CI: [0.814 , 0.819]\n", "->R^2 validation: 0.270 95% CI: [0.252 , 0.287]\n", "->R^2 test: 0.348 95% CI: [0.342 , 0.354]\n", "->Explained Variance validation: 0.258 95% CI: [0.240 , 0.276]\n", "->Explained Variance test: 0.343 95% CI: [0.336 , 0.349]\n", "Test set metrics:\n", "@threshold:2.625, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.210, sens:0.036, spec:1.000, ppv:1.000, acc:0.844, f1:0.070, mcc:0.000, total+:2, total-:337\n", "@threshold:2.159, sens:0.055, spec:1.000, ppv:1.000, acc:0.847, f1:0.103, mcc:0.000, total+:3, total-:336\n", "@threshold:1.635, sens:0.145, spec:0.996, ppv:0.889, acc:0.858, f1:0.250, mcc:0.352, total+:9, total-:330\n", "@threshold:1.442, sens:0.164, spec:0.996, ppv:0.900, acc:0.861, f1:0.277, mcc:0.377, total+:10, total-:329\n", "@threshold:1.438, sens:0.164, spec:0.993, ppv:0.818, acc:0.858, f1:0.273, mcc:0.176, total+:11, total-:328\n", "@threshold:1.410, sens:0.182, spec:0.993, ppv:0.833, acc:0.861, f1:0.299, mcc:0.188, total+:12, total-:327\n", "@threshold:1.406, sens:0.200, spec:0.989, ppv:0.786, acc:0.861, f1:0.319, mcc:0.126, total+:14, total-:325\n", "@threshold:1.309, sens:0.218, spec:0.982, ppv:0.706, acc:0.858, f1:0.333, mcc:0.073, total+:17, total-:322\n", "@threshold:1.274, sens:0.236, spec:0.979, ppv:0.684, acc:0.858, f1:0.351, mcc:0.062, total+:19, total-:320\n", "@threshold:1.220, sens:0.255, spec:0.979, ppv:0.700, acc:0.861, f1:0.373, mcc:0.066, total+:20, total-:319\n", "@threshold:1.203, sens:0.255, spec:0.975, ppv:0.667, acc:0.858, f1:0.368, mcc:0.054, total+:21, total-:318\n", "@threshold:1.129, sens:0.273, spec:0.965, ppv:0.600, acc:0.853, f1:0.375, mcc:0.037, total+:25, total-:314\n", "@threshold:1.040, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:1.037, sens:0.291, spec:0.961, ppv:0.593, acc:0.853, f1:0.390, mcc:0.034, total+:27, total-:312\n", "@threshold:1.012, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:1.009, sens:0.309, spec:0.958, ppv:0.586, acc:0.853, f1:0.405, mcc:0.032, total+:29, total-:310\n", "@threshold:0.993, sens:0.309, spec:0.954, ppv:0.567, acc:0.850, f1:0.400, mcc:0.029, total+:30, total-:309\n", "@threshold:0.988, sens:0.327, spec:0.954, ppv:0.581, acc:0.853, f1:0.419, mcc:0.030, total+:31, total-:308\n", "@threshold:0.969, sens:0.327, spec:0.951, ppv:0.562, acc:0.850, f1:0.414, mcc:0.027, total+:32, total-:307\n", "@threshold:0.860, sens:0.345, spec:0.944, ppv:0.543, acc:0.847, f1:0.422, mcc:0.024, total+:35, total-:304\n", "@threshold:0.836, sens:0.364, spec:0.940, ppv:0.541, acc:0.847, f1:0.435, mcc:0.023, total+:37, total-:302\n", "@threshold:0.801, sens:0.382, spec:0.933, ppv:0.525, acc:0.844, f1:0.442, mcc:0.021, total+:40, total-:299\n", "@threshold:0.760, sens:0.418, spec:0.930, ppv:0.535, acc:0.847, f1:0.469, mcc:0.021, total+:43, total-:296\n", "@threshold:0.759, sens:0.436, spec:0.930, ppv:0.545, acc:0.850, f1:0.485, mcc:0.022, total+:44, total-:295\n", "@threshold:0.739, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.701, sens:0.455, spec:0.926, ppv:0.543, acc:0.850, f1:0.495, mcc:0.021, total+:46, total-:293\n", "@threshold:0.679, sens:0.455, spec:0.923, ppv:0.532, acc:0.847, f1:0.490, mcc:0.020, total+:47, total-:292\n", "@threshold:0.642, sens:0.473, spec:0.923, ppv:0.542, acc:0.850, f1:0.505, mcc:0.021, total+:48, total-:291\n", "@threshold:0.621, sens:0.473, spec:0.919, ppv:0.531, acc:0.847, f1:0.500, mcc:0.020, total+:49, total-:290\n", "@threshold:0.610, sens:0.491, spec:0.915, ppv:0.529, acc:0.847, f1:0.509, mcc:0.019, total+:51, total-:288\n", "@threshold:0.609, sens:0.491, spec:0.912, ppv:0.519, acc:0.844, f1:0.505, mcc:0.018, total+:52, total-:287\n", "@threshold:0.588, sens:0.509, spec:0.905, ppv:0.509, acc:0.841, f1:0.509, mcc:0.017, total+:55, total-:284\n", "@threshold:0.583, sens:0.509, spec:0.901, ppv:0.500, acc:0.838, f1:0.505, mcc:0.016, total+:56, total-:283\n", "@threshold:0.580, sens:0.527, spec:0.894, ppv:0.492, acc:0.835, f1:0.509, mcc:0.015, total+:59, total-:280\n", "@threshold:0.577, sens:0.527, spec:0.891, ppv:0.483, acc:0.832, f1:0.504, mcc:0.014, total+:60, total-:279\n", "@threshold:0.502, sens:0.545, spec:0.873, ppv:0.455, acc:0.820, f1:0.496, mcc:0.012, total+:66, total-:273\n", "@threshold:0.493, sens:0.545, spec:0.870, ppv:0.448, acc:0.817, f1:0.492, mcc:0.012, total+:67, total-:272\n", "@threshold:0.482, sens:0.564, spec:0.852, ppv:0.425, acc:0.805, f1:0.484, mcc:0.010, total+:73, total-:266\n", "@threshold:0.479, sens:0.564, spec:0.849, ppv:0.419, acc:0.802, f1:0.481, mcc:0.010, total+:74, total-:265\n", "@threshold:0.469, sens:0.582, spec:0.842, ppv:0.416, acc:0.799, f1:0.485, mcc:0.009, total+:77, total-:262\n", "@threshold:0.459, sens:0.582, spec:0.838, ppv:0.410, acc:0.796, f1:0.481, mcc:0.009, total+:78, total-:261\n", "@threshold:0.372, sens:0.600, spec:0.806, ppv:0.375, acc:0.773, f1:0.462, mcc:0.007, total+:88, total-:251\n", "@threshold:0.370, sens:0.600, spec:0.803, ppv:0.371, acc:0.770, f1:0.458, mcc:0.007, total+:89, total-:250\n", "@threshold:0.366, sens:0.618, spec:0.803, ppv:0.378, acc:0.773, f1:0.469, mcc:0.007, total+:90, total-:249\n", "@threshold:0.366, sens:0.618, spec:0.799, ppv:0.374, acc:0.770, f1:0.466, mcc:0.007, total+:91, total-:248\n", "@threshold:0.359, sens:0.636, spec:0.799, ppv:0.380, acc:0.773, f1:0.476, mcc:0.007, total+:92, total-:247\n", "@threshold:0.357, sens:0.636, spec:0.796, ppv:0.376, acc:0.770, f1:0.473, mcc:0.007, total+:93, total-:246\n", "@threshold:0.323, sens:0.655, spec:0.771, ppv:0.356, acc:0.752, f1:0.462, mcc:0.006, total+:101, total-:238\n", "@threshold:0.304, sens:0.655, spec:0.768, ppv:0.353, acc:0.749, f1:0.459, mcc:0.006, total+:102, total-:237\n", "@threshold:0.278, sens:0.673, spec:0.761, ppv:0.352, acc:0.746, f1:0.463, mcc:0.006, total+:105, total-:234\n", "@threshold:0.260, sens:0.691, spec:0.757, ppv:0.355, acc:0.746, f1:0.469, mcc:0.006, total+:107, total-:232\n", "@threshold:0.212, sens:0.709, spec:0.729, ppv:0.336, acc:0.726, f1:0.456, mcc:0.005, total+:116, total-:223\n", "@threshold:0.200, sens:0.709, spec:0.725, ppv:0.333, acc:0.723, f1:0.453, mcc:0.005, total+:117, total-:222\n", "@threshold:0.166, sens:0.727, spec:0.697, ppv:0.317, acc:0.702, f1:0.442, mcc:0.005, total+:126, total-:213\n", "@threshold:0.161, sens:0.727, spec:0.694, ppv:0.315, acc:0.699, f1:0.440, mcc:0.005, total+:127, total-:212\n", "@threshold:0.158, sens:0.745, spec:0.690, ppv:0.318, acc:0.699, f1:0.446, mcc:0.005, total+:129, total-:210\n", "@threshold:0.154, sens:0.745, spec:0.687, ppv:0.315, acc:0.696, f1:0.443, mcc:0.005, total+:130, total-:209\n", "@threshold:0.135, sens:0.764, spec:0.683, ppv:0.318, acc:0.696, f1:0.449, mcc:0.005, total+:132, total-:207\n", "@threshold:0.128, sens:0.764, spec:0.680, ppv:0.316, acc:0.693, f1:0.447, mcc:0.005, total+:133, total-:206\n", "@threshold:0.077, sens:0.782, spec:0.644, ppv:0.299, acc:0.667, f1:0.432, mcc:0.004, total+:144, total-:195\n", "@threshold:0.076, sens:0.782, spec:0.641, ppv:0.297, acc:0.664, f1:0.430, mcc:0.004, total+:145, total-:194\n", "@threshold:0.066, sens:0.800, spec:0.630, ppv:0.295, acc:0.658, f1:0.431, mcc:0.004, total+:149, total-:190\n", "@threshold:0.065, sens:0.800, spec:0.627, ppv:0.293, acc:0.655, f1:0.429, mcc:0.004, total+:150, total-:189\n", "@threshold:0.045, sens:0.818, spec:0.602, ppv:0.285, acc:0.637, f1:0.423, mcc:0.004, total+:158, total-:181\n", "@threshold:0.043, sens:0.818, spec:0.599, ppv:0.283, acc:0.634, f1:0.421, mcc:0.004, total+:159, total-:180\n", "@threshold:0.041, sens:0.836, spec:0.599, ppv:0.287, acc:0.637, f1:0.428, mcc:0.004, total+:160, total-:179\n", "@threshold:0.041, sens:0.836, spec:0.595, ppv:0.286, acc:0.634, f1:0.426, mcc:0.004, total+:161, total-:178\n", "@threshold:0.035, sens:0.836, spec:0.577, ppv:0.277, acc:0.619, f1:0.416, mcc:0.003, total+:166, total-:173\n", "@threshold:-0.021, sens:0.855, spec:0.539, ppv:0.264, acc:0.590, f1:0.403, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.022, sens:0.855, spec:0.535, ppv:0.263, acc:0.587, f1:0.402, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.040, sens:0.873, spec:0.518, ppv:0.259, acc:0.575, f1:0.400, mcc:0.003, total+:185, total-:154\n", "@threshold:-0.043, sens:0.873, spec:0.514, ppv:0.258, acc:0.572, f1:0.398, mcc:0.003, total+:186, total-:153\n", "@threshold:-0.045, sens:0.891, spec:0.514, ppv:0.262, acc:0.575, f1:0.405, mcc:0.003, total+:187, total-:152\n", "@threshold:-0.046, sens:0.891, spec:0.511, ppv:0.261, acc:0.572, f1:0.403, mcc:0.003, total+:188, total-:151\n", "@threshold:-0.058, sens:0.909, spec:0.496, ppv:0.259, acc:0.563, f1:0.403, mcc:0.003, total+:193, total-:146\n", "@threshold:-0.059, sens:0.909, spec:0.493, ppv:0.258, acc:0.560, f1:0.402, mcc:0.003, total+:194, total-:145\n", "@threshold:-0.071, sens:0.927, spec:0.489, ppv:0.260, acc:0.560, f1:0.406, mcc:0.003, total+:196, total-:143\n", "@threshold:-0.074, sens:0.927, spec:0.486, ppv:0.259, acc:0.558, f1:0.405, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.084, sens:0.945, spec:0.486, ppv:0.263, acc:0.560, f1:0.411, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.084, sens:0.945, spec:0.482, ppv:0.261, acc:0.558, f1:0.409, mcc:0.003, total+:199, total-:140\n", "@threshold:-0.131, sens:0.964, spec:0.444, ppv:0.251, acc:0.528, f1:0.398, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.131, sens:0.964, spec:0.440, ppv:0.250, acc:0.525, f1:0.397, mcc:0.003, total+:212, total-:127\n", "@threshold:-0.486, sens:0.982, spec:0.211, ppv:0.194, acc:0.336, f1:0.324, mcc:0.002, total+:278, total-:61\n", "@threshold:-0.490, sens:0.982, spec:0.208, ppv:0.194, acc:0.333, f1:0.323, mcc:0.002, total+:279, total-:60\n", "@threshold:-1.798, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.133 95% CI: [0.112 , 0.154] | OR_adj 1.142 [1.118 1.167] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " MatDeliveryAge:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Number of Visits:-0.004\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.001\n", "\n", "* Vital: BMI-avg16to19 | coef 0.113 95% CI: [0.085 , 0.142] | OR_adj 1.120 [1.088 1.152] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:-0.043\n", " Maternal Vital: Wt-postPregnancy:0.042\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.026\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: BMI-avg19to24 | coef 0.099 95% CI: [0.072 , 0.125] | OR_adj 1.104 [1.075 1.133] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: BMI-avg13to16 | coef 0.095 95% CI: [0.073 , 0.118] | OR_adj 1.100 [1.075 1.125] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.062\n", " Number of Visits:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.012\n", " MatDeliveryAge:-0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: BMI-latest | coef 0.084 95% CI: [0.065 , 0.104] | OR_adj 1.088 [1.067 1.110] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.098\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.082 95% CI: [0.064 , 0.101] | OR_adj 1.086 [1.066 1.106] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: BMI-gain0to24 | coef 0.060 95% CI: [0.034 , 0.085] | OR_adj 1.061 [1.035 1.089] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.034\n", " Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.054 95% CI: [0.042 , 0.065] | OR_adj 1.055 [1.043 1.067] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", "* Vital: Wt-avg16to19 | coef 0.050 95% CI: [0.029 , 0.071] | OR_adj 1.051 [1.029 1.073] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.045\n", " MatDeliveryAge:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.014\n", " Number of Visits:-0.014\n", "\n", "* Vital: Wt-latest | coef 0.049 95% CI: [0.038 , 0.059] | OR_adj 1.050 [1.039 1.061] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.057\n", " MatDeliveryAge:0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.005\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.045 95% CI: [0.028 , 0.062] | OR_adj 1.046 [1.029 1.064] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.055\n", " MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.000\n", "\n", "* Number of Visits | coef -0.036 95% CI: [-0.048 , -0.024] | OR_adj 0.965 [0.953 0.976] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Maternal Vital: Wt-postPregnancy:-0.004\n", "\n", "* Vital: Wt-avg19to24 | coef 0.036 95% CI: [0.013 , 0.058] | OR_adj 1.036 [1.013 1.060] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " MatDeliveryAge:-0.005\n", " Number of Visits:0.002\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef -0.034 95% CI: [-0.053 , -0.015] | OR_adj 0.967 [0.948 0.985] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "MatDeliveryAge:-0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.029\n", " Maternal Vital: Wt-postPregnancy:0.027\n", " Number of Visits:0.001\n", "\n", "* Vital: Wt Change-latest | coef 0.034 95% CI: [0.021 , 0.047] | OR_adj 1.035 [1.021 1.048] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Maternal Vital: Wt-postPregnancy:0.060\n", " MatDeliveryAge:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", "\n", "* Vital: Wt-gain0to24 | coef -0.034 95% CI: [-0.056 , -0.011] | OR_adj 0.967 [0.945 0.989] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.040\n", " Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.002\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.031 95% CI: [0.020 , 0.041] | OR_adj 1.031 [1.021 1.042] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", " Maternal Vital: Wt-postPregnancy:0.001\n", "\n", " Vital: Temp-latest | coef 0.028 95% CI: [0.020 , 0.036] | OR_adj 1.029 [1.020 1.037] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.016\n", " Number of Visits:0.015\n", " Maternal Vital: Wt-postPregnancy:-0.013\n", " MatDeliveryAge:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.026 95% CI: [0.015 , 0.038] | OR_adj 1.027 [1.015 1.039] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Maternal Vital: Wt-postPregnancy:0.033\n", " MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.007\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.026 95% CI: [0.014 , 0.038] | OR_adj 1.026 [1.014 1.038] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.051\n", " MatDeliveryAge:-0.039\n", " Maternal Vital: Wt-postPregnancy:-0.017\n", " Number of Visits:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.002\n", "\n", " Vital: HC-latest | coef 0.022 95% CI: [0.012 , 0.032] | OR_adj 1.022 [1.012 1.032] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.021 95% CI: [0.010 , 0.031] | OR_adj 1.021 [1.011 1.032] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Maternal Vital: Wt-postPregnancy:-0.022\n", " MatDeliveryAge:0.012\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.020 95% CI: [0.002 , 0.039] | OR_adj 1.021 [1.002 1.040] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Maternal Vital: Wt-postPregnancy:0.066\n", " MatDeliveryAge:-0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.020 95% CI: [0.011 , 0.029] | OR_adj 1.020 [1.011 1.030] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.050\n", " MatDeliveryAge:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.028\n", " Number of Visits:-0.019\n", "\n", " Vital: Temp-avg0to1 | coef -0.020 95% CI: [-0.028 , -0.011] | OR_adj 0.980 [0.972 0.989] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.013\n", " Maternal Vital: Wt-postPregnancy:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.009\n", " MatDeliveryAge:0.000\n", "\n", "* Vital: Wt Percentile-latest | coef 0.019 95% CI: [0.010 , 0.029] | OR_adj 1.020 [1.010 1.029] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Number of Visits:0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.010\n", " MatDeliveryAge:0.002\n", "\n", " MatDeliveryAge | coef 0.018 95% CI: [0.011 , 0.026] | OR_adj 1.018 [1.011 1.026] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.017 95% CI: [0.007 , 0.028] | OR_adj 1.018 [1.007 1.028] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", " Number of Visits:0.002\n", "\n", "* Vital: BMI-avg7to10 | coef 0.013 95% CI: [0.002 , 0.024] | OR_adj 1.013 [1.002 1.024] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.068\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.029\n", " Number of Visits:-0.021\n", " MatDeliveryAge:-0.001\n", "\n", "* Vital: BMI-avg10to13 | coef 0.012 95% CI: [0.002 , 0.022] | OR_adj 1.012 [1.002 1.022] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.060\n", " Number of Visits:-0.036\n", " MatDeliveryAge:-0.024\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.005\n", "\n", "* Vital: Wt-avg13to16 | coef 0.008 95% CI: [-0.017 , 0.034] | OR_adj 1.008 [0.983 1.035] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " MatDeliveryAge:-0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", " Number of Visits:-0.000\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef -0.005 95% CI: [-0.020 , 0.011] | OR_adj 0.995 [0.980 1.011] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.064\n", " Number of Visits:-0.020\n", " MatDeliveryAge:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef -0.003 95% CI: [-0.014 , 0.007] | OR_adj 0.997 [0.987 1.007] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.073\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Number of Visits:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef -0.001 95% CI: [-0.009 , 0.006] | OR_adj 0.999 [0.991 1.006] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.074\n", " Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "Maternal Vital : 0.133060926309\n", "Vital : 0.915683529835\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : -0.0360722096533\n", "Census : 0.0515079105681\n", "MatDeliveryAge : 0.0182938692874\n", "Time to run analysis 0:00:33.594084\n", "Total Time elapsed 16:42:26.115995\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts full randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.166\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.223\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.169\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.576, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.791, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.317\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.328\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.272\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.257\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.812, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: 0.282\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.284\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.738, R^2 test: 0.317\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.654, R^2 test: 0.331\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.796, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.184\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.188\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.680, R^2 test: 0.207\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.219\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.788, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.268\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.257\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.232\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.237\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.802, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.367\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: 0.388\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.379\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.369\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.878, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.799, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.220\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.213\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.211\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.204\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.817, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: -0.127\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: -0.094\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.720, R^2 test: -0.008\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.647, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.769, Explained Variance Score Test: 0.227\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.209\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.815, R^2 test: 0.208\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.234\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.240\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.780, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.242\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.263\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.698, R^2 test: 0.270\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.803, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.160\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: 0.145\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.621, R^2 test: 0.225\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.621\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.781, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.386\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.843, R^2 test: 0.382\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.372\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.865, Explained Variance Score Validation: 0.389\n", "AUC Test: 0.826, Explained Variance Score Test: 0.383\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.241\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.293\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.620, R^2 test: 0.357\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.543, R^2 test: 0.398\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.839, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.828, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.313\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.306\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.322\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.337\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.807, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.264\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.288\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: 0.372\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.366\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.894\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.818, Explained Variance Score Test: 0.372\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.250\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.263\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.642, R^2 test: 0.245\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.822, Explained Variance Score Test: 0.326\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: -0.001\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.175\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.194\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.203\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.912, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.800, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.123\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.141\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.187\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.195\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.790, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.231\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.269\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.315\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.629, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.793, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.214\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.824, R^2 test: 0.234\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.229\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.228\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.888\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.215\n", "AUC Test: 0.801, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.335\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.341\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.646, R^2 test: 0.366\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.565, R^2 test: 0.365\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.787, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.229\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.865, R^2 test: 0.223\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.730, R^2 test: 0.241\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.730\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.241\n", "AUC Test: 0.815, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.305\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.308\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.320\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.610, R^2 test: 0.310\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.801, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.282\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.315\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.669, R^2 test: 0.377\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.370\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.339\n", "AUC Test: 0.817, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.180\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: 0.195\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.209\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.634, R^2 test: 0.201\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.801, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: 0.303\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.320\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.327\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.559, R^2 test: 0.304\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.807, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.224\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.249\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.269\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.809, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.338\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.351\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.688, R^2 test: 0.330\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.812, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.331\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.333\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.329\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.606\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.794, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.289\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: 0.315\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.342\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.350\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.828, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.923, R^2 test: -0.415\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: -0.529\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.694, R^2 test: -0.278\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: -0.112\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.593\n", "AUC Validation: 0.713, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.817, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.106\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.098\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.614, R^2 test: 0.049\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: 0.057\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.893\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.802, Explained Variance Score Test: 0.369\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.177\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.216\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.675, R^2 test: 0.234\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.606, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.824\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.805, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.329\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.828, R^2 test: 0.331\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.289\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.795, Explained Variance Score Test: 0.359\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.353\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.358\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.627, R^2 test: 0.348\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: 0.342\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.826\n", "AUC Validation: 0.887, Explained Variance Score Validation: 0.395\n", "AUC Test: 0.807, Explained Variance Score Test: 0.388\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.077\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.217\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.644, R^2 test: 0.231\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.218\n", "AUC Test: 0.819, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.327\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.327\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.335\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.338\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.806, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.332\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.336\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.277\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.589, R^2 test: 0.271\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.806, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.326\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.327\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.343\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.567, R^2 test: 0.353\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.371\n", "AUC Test: 0.808, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.271\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.259\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.654, R^2 test: 0.219\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.222\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.810, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.153\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.139\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.698, R^2 test: 0.135\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.854\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.807, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.254\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.276\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.307\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.626, R^2 test: 0.315\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.845\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.809, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.196\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.856, R^2 test: 0.185\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.160\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.143\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.790, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.141\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.829, R^2 test: 0.138\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.661, R^2 test: 0.152\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.795, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.324\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.295\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: 0.278\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.276\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.659\n", "AUC Validation: 0.747, Explained Variance Score Validation: 0.281\n", "AUC Test: 0.822, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.320\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.878, R^2 test: 0.324\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.718, R^2 test: 0.276\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.278\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.799, Explained Variance Score Test: 0.349\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.271\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: 0.292\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.598, R^2 test: 0.307\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.520, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.790, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: -0.026\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: -0.009\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.613, R^2 test: 0.007\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.536, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.882\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.106\n", "AUC Test: 0.779, Explained Variance Score Test: 0.330\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.010\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.047\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.087\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.112\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.902, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.795, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.921, R^2 test: 0.182\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.881, R^2 test: 0.178\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.756, R^2 test: 0.215\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.670\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.797, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.164\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.192\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.274\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.566, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.285\n", "AUC Test: 0.792, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.282\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: 0.259\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: 0.218\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.531, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.820, Explained Variance Score Test: 0.369\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.186\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.192\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.733, R^2 test: 0.206\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.670, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.806, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.310\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.340\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.671, R^2 test: 0.299\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.671\n", "AUC Validation: 0.808, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.808, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.101\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.112\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.629, R^2 test: 0.131\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.555, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.877\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.794, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.331\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.334\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.336\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.603, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.846, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.796, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.366\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.324\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: 0.264\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.809\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.793, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.183\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.199\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.172\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.622, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.820, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.453\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: 0.446\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: 0.409\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: 0.392\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.455\n", "AUC Test: 0.803, Explained Variance Score Test: 0.383\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.251\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.258\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.250\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.902\n", "AUC Validation: 0.870, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.786, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.234\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.244\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.637, R^2 test: 0.357\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.368\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.791, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.899, R^2 test: 0.298\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.302\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.685, R^2 test: 0.300\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.899\n", "AUC Validation: 0.907, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.788, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.417\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.421\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.652, R^2 test: 0.401\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.417\n", "AUC Test: 0.806, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.904, R^2 test: 0.284\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.292\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: 0.302\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.293\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.813, Explained Variance Score Test: 0.355\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: -0.003\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.838, R^2 test: 0.121\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.145\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.158\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.678\n", "AUC Validation: 0.786, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.795, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.355\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.365\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.391\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.558, R^2 test: 0.394\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.365\n", "AUC Test: 0.809, Explained Variance Score Test: 0.377\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.306\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.292\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.242\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.230\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.779, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.310\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.267\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.617, R^2 test: 0.229\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.540, R^2 test: 0.235\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.817, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.277\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.254\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.641, R^2 test: 0.259\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.579, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.641\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.807, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.884, R^2 test: 0.407\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.403\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.401\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.397\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.801, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.125\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.167\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.206\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.563, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.796, Explained Variance Score Test: 0.294\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.260\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.277\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.635, R^2 test: 0.296\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.568, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.278\n", "AUC Test: 0.809, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.061\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.855, R^2 test: 0.100\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.155\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.161\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.164\n", "AUC Test: 0.814, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.381\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.809, R^2 test: 0.378\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.640, R^2 test: 0.363\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.370\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.880\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.797, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.272\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.825, R^2 test: 0.292\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.613, R^2 test: 0.306\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.536, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.839, Explained Variance Score Test: 0.420\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.249\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.287\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.269\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.592, R^2 test: 0.260\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.807, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.325\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.869, R^2 test: 0.330\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.726, R^2 test: 0.305\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.810, Explained Variance Score Validation: 0.337\n", "AUC Test: 0.815, Explained Variance Score Test: 0.376\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.093\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.093\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.749, R^2 test: 0.117\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.676, R^2 test: 0.120\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.798, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.881, R^2 test: 0.209\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: 0.196\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.235\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.501, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.238\n", "AUC Test: 0.804, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.292\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.302\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.699, R^2 test: 0.299\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.625, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.817, Explained Variance Score Test: 0.319\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.071\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.100\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.172\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.598, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.667\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.197\n", "AUC Test: 0.794, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.218\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.226\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.215\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.588, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.231\n", "AUC Test: 0.803, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.917, R^2 test: 0.339\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.339\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.737, R^2 test: 0.334\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.676, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.980, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.800, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.374\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.379\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.655, R^2 test: 0.357\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.336\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.846, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.824, Explained Variance Score Test: 0.362\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.249\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.140\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.648, R^2 test: 0.110\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.578, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.905\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.833, Explained Variance Score Test: 0.410\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.431\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.857, R^2 test: 0.387\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.723, R^2 test: 0.310\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.653, R^2 test: 0.311\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.432\n", "AUC Test: 0.802, Explained Variance Score Test: 0.340\n", "\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.268\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.280\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.697, R^2 test: 0.309\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.773, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.119\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.132\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.664, R^2 test: 0.154\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.594, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.120\n", "AUC Test: 0.807, Explained Variance Score Test: 0.378\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.271\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.268\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.710, R^2 test: 0.254\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.640, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.821, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.785, Explained Variance Score Test: 0.289\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.327\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.330\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.672, R^2 test: 0.321\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.322\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.672\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.336\n", "AUC Test: 0.792, Explained Variance Score Test: 0.288\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.210\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.772, R^2 test: 0.279\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: 0.253\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.539, R^2 test: 0.245\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.805, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.914, R^2 test: 0.160\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.870, R^2 test: 0.176\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.712, R^2 test: 0.179\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.631, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.794, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.217\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.208\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.634, R^2 test: 0.218\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.560, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.998, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.802, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.071\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.819, R^2 test: 0.115\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.148\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.600, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.178\n", "AUC Test: 0.811, Explained Variance Score Test: 0.375\n", "\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.375\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.372\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.633, R^2 test: 0.373\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.402\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.633\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.831, Explained Variance Score Test: 0.385\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.201\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.208\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.207\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.229\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.908\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.821, Explained Variance Score Test: 0.375\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.237\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.882, R^2 test: 0.251\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.751, R^2 test: 0.259\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.686, R^2 test: 0.269\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.798, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.361\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.356\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.700, R^2 test: 0.359\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.620, R^2 test: 0.359\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.792, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.162\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.164\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.182\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.184\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.789, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: 0.278\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.773, R^2 test: 0.281\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: 0.252\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.509, R^2 test: 0.248\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.793, Explained Variance Score Test: 0.319\n", "\n", "total Variables 35 and total subjects: 1698\n", "->AUC validation: 0.774 95% CI: [0.763 , 0.784]\n", "->AUC test: 0.803 95% CI: [0.801 , 0.806]\n", "->R^2 validation: 0.272 95% CI: [0.255 , 0.288]\n", "->R^2 test: 0.338 95% CI: [0.333 , 0.344]\n", "->Explained Variance validation: 0.256 95% CI: [0.238 , 0.275]\n", "->Explained Variance test: 0.334 95% CI: [0.328 , 0.340]\n", "Test set metrics:\n", "@threshold:2.335, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.335, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.304, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:1.253, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:1.041, sens:0.055, spec:0.993, ppv:0.600, acc:0.841, f1:0.100, mcc:0.079, total+:5, total-:334\n", "@threshold:0.915, sens:0.073, spec:0.989, ppv:0.571, acc:0.841, f1:0.129, mcc:0.059, total+:7, total-:332\n", "@threshold:0.901, sens:0.091, spec:0.986, ppv:0.556, acc:0.841, f1:0.156, mcc:0.048, total+:9, total-:330\n", "@threshold:0.883, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:0.810, sens:0.200, spec:0.982, ppv:0.688, acc:0.855, f1:0.310, mcc:0.069, total+:16, total-:323\n", "@threshold:0.809, sens:0.218, spec:0.982, ppv:0.706, acc:0.858, f1:0.333, mcc:0.073, total+:17, total-:322\n", "@threshold:0.799, sens:0.218, spec:0.979, ppv:0.667, acc:0.855, f1:0.329, mcc:0.059, total+:18, total-:321\n", "@threshold:0.793, sens:0.236, spec:0.979, ppv:0.684, acc:0.858, f1:0.351, mcc:0.062, total+:19, total-:320\n", "@threshold:0.751, sens:0.273, spec:0.975, ppv:0.682, acc:0.861, f1:0.390, mcc:0.057, total+:22, total-:317\n", "@threshold:0.732, sens:0.291, spec:0.972, ppv:0.667, acc:0.861, f1:0.405, mcc:0.051, total+:24, total-:315\n", "@threshold:0.723, sens:0.291, spec:0.968, ppv:0.640, acc:0.858, f1:0.400, mcc:0.044, total+:25, total-:314\n", "@threshold:0.706, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.704, sens:0.309, spec:0.947, ppv:0.531, acc:0.844, f1:0.391, mcc:0.024, total+:32, total-:307\n", "@threshold:0.681, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.670, sens:0.345, spec:0.944, ppv:0.543, acc:0.847, f1:0.422, mcc:0.024, total+:35, total-:304\n", "@threshold:0.663, sens:0.364, spec:0.944, ppv:0.556, acc:0.850, f1:0.440, mcc:0.025, total+:36, total-:303\n", "@threshold:0.643, sens:0.382, spec:0.940, ppv:0.553, acc:0.850, f1:0.452, mcc:0.024, total+:38, total-:301\n", "@threshold:0.632, sens:0.400, spec:0.940, ppv:0.564, acc:0.853, f1:0.468, mcc:0.025, total+:39, total-:300\n", "@threshold:0.631, sens:0.400, spec:0.937, ppv:0.550, acc:0.850, f1:0.463, mcc:0.023, total+:40, total-:299\n", "@threshold:0.605, sens:0.418, spec:0.926, ppv:0.523, acc:0.844, f1:0.465, mcc:0.020, total+:44, total-:295\n", "@threshold:0.601, sens:0.436, spec:0.923, ppv:0.522, acc:0.844, f1:0.475, mcc:0.019, total+:46, total-:293\n", "@threshold:0.530, sens:0.455, spec:0.898, ppv:0.463, acc:0.826, f1:0.459, mcc:0.014, total+:54, total-:285\n", "@threshold:0.517, sens:0.491, spec:0.894, ppv:0.474, acc:0.829, f1:0.482, mcc:0.014, total+:57, total-:282\n", "@threshold:0.478, sens:0.509, spec:0.870, ppv:0.431, acc:0.811, f1:0.467, mcc:0.011, total+:65, total-:274\n", "@threshold:0.474, sens:0.527, spec:0.866, ppv:0.433, acc:0.811, f1:0.475, mcc:0.011, total+:67, total-:272\n", "@threshold:0.467, sens:0.545, spec:0.863, ppv:0.435, acc:0.811, f1:0.484, mcc:0.011, total+:69, total-:270\n", "@threshold:0.467, sens:0.545, spec:0.859, ppv:0.429, acc:0.808, f1:0.480, mcc:0.010, total+:70, total-:269\n", "@threshold:0.467, sens:0.564, spec:0.859, ppv:0.437, acc:0.811, f1:0.492, mcc:0.011, total+:71, total-:268\n", "@threshold:0.466, sens:0.564, spec:0.856, ppv:0.431, acc:0.808, f1:0.488, mcc:0.010, total+:72, total-:267\n", "@threshold:0.453, sens:0.582, spec:0.856, ppv:0.438, acc:0.811, f1:0.500, mcc:0.011, total+:73, total-:266\n", "@threshold:0.452, sens:0.582, spec:0.852, ppv:0.432, acc:0.808, f1:0.496, mcc:0.010, total+:74, total-:265\n", "@threshold:0.446, sens:0.600, spec:0.852, ppv:0.440, acc:0.811, f1:0.508, mcc:0.011, total+:75, total-:264\n", "@threshold:0.434, sens:0.600, spec:0.849, ppv:0.434, acc:0.808, f1:0.504, mcc:0.010, total+:76, total-:263\n", "@threshold:0.377, sens:0.618, spec:0.817, ppv:0.395, acc:0.785, f1:0.482, mcc:0.008, total+:86, total-:253\n", "@threshold:0.362, sens:0.618, spec:0.813, ppv:0.391, acc:0.782, f1:0.479, mcc:0.008, total+:87, total-:252\n", "@threshold:0.351, sens:0.636, spec:0.810, ppv:0.393, acc:0.782, f1:0.486, mcc:0.008, total+:89, total-:250\n", "@threshold:0.345, sens:0.636, spec:0.806, ppv:0.389, acc:0.779, f1:0.483, mcc:0.008, total+:90, total-:249\n", "@threshold:0.344, sens:0.655, spec:0.806, ppv:0.396, acc:0.782, f1:0.493, mcc:0.008, total+:91, total-:248\n", "@threshold:0.336, sens:0.655, spec:0.803, ppv:0.391, acc:0.779, f1:0.490, mcc:0.008, total+:92, total-:247\n", "@threshold:0.260, sens:0.673, spec:0.785, ppv:0.378, acc:0.767, f1:0.484, mcc:0.007, total+:98, total-:241\n", "@threshold:0.259, sens:0.673, spec:0.782, ppv:0.374, acc:0.764, f1:0.481, mcc:0.007, total+:99, total-:240\n", "@threshold:0.255, sens:0.691, spec:0.782, ppv:0.380, acc:0.767, f1:0.490, mcc:0.007, total+:100, total-:239\n", "@threshold:0.254, sens:0.691, spec:0.778, ppv:0.376, acc:0.764, f1:0.487, mcc:0.007, total+:101, total-:238\n", "@threshold:0.200, sens:0.709, spec:0.761, ppv:0.364, acc:0.752, f1:0.481, mcc:0.007, total+:107, total-:232\n", "@threshold:0.198, sens:0.709, spec:0.757, ppv:0.361, acc:0.749, f1:0.479, mcc:0.006, total+:108, total-:231\n", "@threshold:0.188, sens:0.727, spec:0.750, ppv:0.360, acc:0.746, f1:0.482, mcc:0.006, total+:111, total-:228\n", "@threshold:0.186, sens:0.727, spec:0.746, ppv:0.357, acc:0.743, f1:0.479, mcc:0.006, total+:112, total-:227\n", "@threshold:0.145, sens:0.745, spec:0.718, ppv:0.339, acc:0.723, f1:0.466, mcc:0.005, total+:121, total-:218\n", "@threshold:0.144, sens:0.745, spec:0.715, ppv:0.336, acc:0.720, f1:0.463, mcc:0.005, total+:122, total-:217\n", "@threshold:0.105, sens:0.764, spec:0.687, ppv:0.321, acc:0.699, f1:0.452, mcc:0.005, total+:131, total-:208\n", "@threshold:0.098, sens:0.782, spec:0.683, ppv:0.323, acc:0.699, f1:0.457, mcc:0.005, total+:133, total-:206\n", "@threshold:0.073, sens:0.800, spec:0.665, ppv:0.317, acc:0.687, f1:0.454, mcc:0.005, total+:139, total-:200\n", "@threshold:0.067, sens:0.800, spec:0.662, ppv:0.314, acc:0.684, f1:0.451, mcc:0.005, total+:140, total-:199\n", "@threshold:0.042, sens:0.818, spec:0.641, ppv:0.306, acc:0.670, f1:0.446, mcc:0.004, total+:147, total-:192\n", "@threshold:0.040, sens:0.818, spec:0.637, ppv:0.304, acc:0.667, f1:0.443, mcc:0.004, total+:148, total-:191\n", "@threshold:0.005, sens:0.836, spec:0.616, ppv:0.297, acc:0.652, f1:0.438, mcc:0.004, total+:155, total-:184\n", "@threshold:-0.001, sens:0.836, spec:0.613, ppv:0.295, acc:0.649, f1:0.436, mcc:0.004, total+:156, total-:183\n", "@threshold:-0.026, sens:0.855, spec:0.588, ppv:0.287, acc:0.631, f1:0.429, mcc:0.004, total+:164, total-:175\n", "@threshold:-0.031, sens:0.855, spec:0.585, ppv:0.285, acc:0.628, f1:0.427, mcc:0.004, total+:165, total-:174\n", "@threshold:-0.079, sens:0.873, spec:0.542, ppv:0.270, acc:0.596, f1:0.412, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.083, sens:0.873, spec:0.539, ppv:0.268, acc:0.593, f1:0.410, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.098, sens:0.891, spec:0.535, ppv:0.271, acc:0.593, f1:0.415, mcc:0.003, total+:181, total-:158\n", "@threshold:-0.104, sens:0.891, spec:0.532, ppv:0.269, acc:0.590, f1:0.414, mcc:0.003, total+:182, total-:157\n", "@threshold:-0.132, sens:0.909, spec:0.511, ppv:0.265, acc:0.575, f1:0.410, mcc:0.003, total+:189, total-:150\n", "@threshold:-0.139, sens:0.909, spec:0.507, ppv:0.263, acc:0.572, f1:0.408, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.156, sens:0.927, spec:0.493, ppv:0.262, acc:0.563, f1:0.408, mcc:0.003, total+:195, total-:144\n", "@threshold:-0.156, sens:0.927, spec:0.489, ppv:0.260, acc:0.560, f1:0.406, mcc:0.003, total+:196, total-:143\n", "@threshold:-0.186, sens:0.945, spec:0.472, ppv:0.257, acc:0.549, f1:0.405, mcc:0.003, total+:202, total-:137\n", "@threshold:-0.188, sens:0.945, spec:0.468, ppv:0.256, acc:0.546, f1:0.403, mcc:0.003, total+:203, total-:136\n", "@threshold:-0.287, sens:0.964, spec:0.412, ppv:0.241, acc:0.501, f1:0.385, mcc:0.003, total+:220, total-:119\n", "@threshold:-0.287, sens:0.964, spec:0.408, ppv:0.240, acc:0.499, f1:0.384, mcc:0.003, total+:221, total-:118\n", "@threshold:-0.624, sens:0.982, spec:0.180, ppv:0.188, acc:0.310, f1:0.316, mcc:0.002, total+:287, total-:52\n", "@threshold:-0.633, sens:0.982, spec:0.176, ppv:0.188, acc:0.307, f1:0.315, mcc:0.002, total+:288, total-:51\n", "@threshold:-1.054, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.101 95% CI: [0.089 , 0.112] | OR_adj 1.106 [1.093 1.119] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.098\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.058 95% CI: [0.053 , 0.064] | OR_adj 1.060 [1.054 1.066] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.057 95% CI: [0.052 , 0.063] | OR_adj 1.059 [1.053 1.065] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: BMI-avg19to24 | coef 0.051 95% CI: [0.044 , 0.058] | OR_adj 1.053 [1.045 1.060] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: BMI-avg16to19 | coef 0.041 95% CI: [0.035 , 0.047] | OR_adj 1.041 [1.035 1.048] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:-0.043\n", " Maternal Vital: Wt-postPregnancy:0.042\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.026\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: BMI-gain0to24 | coef 0.036 95% CI: [0.031 , 0.041] | OR_adj 1.037 [1.032 1.042] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.034\n", " Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", " MatDeliveryAge | coef 0.035 95% CI: [0.032 , 0.038] | OR_adj 1.035 [1.032 1.038] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", "* Vital: BMI-avg13to16 | coef 0.033 95% CI: [0.029 , 0.038] | OR_adj 1.034 [1.030 1.038] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.062\n", " Number of Visits:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.012\n", " MatDeliveryAge:-0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: Wt-latest | coef 0.031 95% CI: [0.026 , 0.036] | OR_adj 1.032 [1.027 1.037] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.057\n", " MatDeliveryAge:0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.005\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.030 95% CI: [0.026 , 0.033] | OR_adj 1.030 [1.027 1.034] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " MatDeliveryAge:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Number of Visits:-0.004\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.001\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.030 95% CI: [0.026 , 0.034] | OR_adj 1.030 [1.026 1.034] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.064\n", " Number of Visits:-0.020\n", " MatDeliveryAge:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Number of Visits | coef 0.029 95% CI: [0.026 , 0.033] | OR_adj 1.030 [1.026 1.033] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Maternal Vital: Wt-postPregnancy:-0.004\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.029 95% CI: [0.025 , 0.033] | OR_adj 1.029 [1.025 1.033] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.050\n", " MatDeliveryAge:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.028\n", " Number of Visits:-0.019\n", "\n", "* Vital: Wt-avg13to16 | coef 0.029 95% CI: [0.024 , 0.034] | OR_adj 1.029 [1.024 1.034] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " MatDeliveryAge:-0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", " Number of Visits:-0.000\n", "\n", "* Vital: Wt-avg16to19 | coef 0.027 95% CI: [0.023 , 0.030] | OR_adj 1.027 [1.024 1.031] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.045\n", " MatDeliveryAge:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.014\n", " Number of Visits:-0.014\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.025 95% CI: [0.021 , 0.029] | OR_adj 1.025 [1.022 1.029] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Maternal Vital: Wt-postPregnancy:0.033\n", " MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.007\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.024 95% CI: [0.020 , 0.028] | OR_adj 1.024 [1.020 1.028] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.074\n", " Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.024 95% CI: [0.021 , 0.026] | OR_adj 1.024 [1.022 1.026] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", "* Vital: BMI-avg10to13 | coef 0.022 95% CI: [0.019 , 0.025] | OR_adj 1.022 [1.019 1.025] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.060\n", " Number of Visits:-0.036\n", " MatDeliveryAge:-0.024\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.005\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.022 95% CI: [0.019 , 0.024] | OR_adj 1.022 [1.020 1.025] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Maternal Vital: Wt-postPregnancy:-0.022\n", " MatDeliveryAge:0.012\n", "\n", "* Vital: Wt-avg19to24 | coef 0.021 95% CI: [0.018 , 0.025] | OR_adj 1.021 [1.018 1.025] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " MatDeliveryAge:-0.005\n", " Number of Visits:0.002\n", "\n", "* Vital: Wt Percentile-latest | coef 0.021 95% CI: [0.017 , 0.025] | OR_adj 1.021 [1.017 1.025] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Number of Visits:0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.010\n", " MatDeliveryAge:0.002\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.021 95% CI: [0.018 , 0.023] | OR_adj 1.021 [1.019 1.023] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.073\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Number of Visits:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " MatDeliveryAge:-0.013\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.020 95% CI: [0.018 , 0.022] | OR_adj 1.020 [1.019 1.022] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", " Maternal Vital: Wt-postPregnancy:0.001\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.020 95% CI: [0.017 , 0.023] | OR_adj 1.020 [1.017 1.023] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", " Number of Visits:0.002\n", "\n", " Vital: HC-latest | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.019 [1.017 1.021] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.019 95% CI: [0.016 , 0.022] | OR_adj 1.019 [1.016 1.022] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.055\n", " MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.000\n", "\n", "* Vital: BMI-avg7to10 | coef 0.019 95% CI: [0.015 , 0.022] | OR_adj 1.019 [1.016 1.022] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.068\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.029\n", " Number of Visits:-0.021\n", " MatDeliveryAge:-0.001\n", "\n", "* Vital: Wt-gain0to24 | coef 0.018 95% CI: [0.015 , 0.021] | OR_adj 1.019 [1.016 1.022] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.040\n", " Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.002\n", "\n", " Vital: Temp-avg0to1 | coef 0.018 95% CI: [0.017 , 0.019] | OR_adj 1.018 [1.017 1.019] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.013\n", " Maternal Vital: Wt-postPregnancy:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.009\n", " MatDeliveryAge:0.000\n", "\n", " Vital: Temp-latest | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.018 [1.016 1.019] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.016\n", " Number of Visits:0.015\n", " Maternal Vital: Wt-postPregnancy:-0.013\n", " MatDeliveryAge:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.015 95% CI: [0.013 , 0.017] | OR_adj 1.015 [1.013 1.017] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "MatDeliveryAge:-0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.029\n", " Maternal Vital: Wt-postPregnancy:0.027\n", " Number of Visits:0.001\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.051\n", " MatDeliveryAge:-0.039\n", " Maternal Vital: Wt-postPregnancy:-0.017\n", " Number of Visits:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.002\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.013 95% CI: [0.011 , 0.015] | OR_adj 1.013 [1.011 1.015] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Maternal Vital: Wt-postPregnancy:0.066\n", " MatDeliveryAge:-0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", "* Vital: Wt Change-latest | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.015] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Maternal Vital: Wt-postPregnancy:0.060\n", " MatDeliveryAge:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", "\n", "Vital : 0.864205385636\n", "MatDeliveryAge : 0.0346041181599\n", "Maternal Vital : 0.0297826485264\n", "Number of Visits : 0.0294052189848\n", "Census : 0.0420026286926\n", "Time to run analysis 0:08:42.206647\n", "Total Time elapsed 16:51:08.323137\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts full gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.243\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.225\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: 0.212\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.831, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.151\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.870, R^2 test: 0.107\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.899, R^2 test: 0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.839\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.826, Explained Variance Score Test: 0.388\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: -0.210\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: -0.220\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: -0.224\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.833\n", "AUC Validation: 0.628, Explained Variance Score Validation: -0.263\n", "AUC Test: 0.795, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.283\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.246\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.323\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.820, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.274\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.146\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.235\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.817, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.055\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.078\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.071\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.885\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.777, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.298\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.274\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.335\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.305\n", "AUC Test: 0.817, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.730, R^2 test: 0.177\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.157\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.169\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.898, Explained Variance Score Train: 0.776\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.774, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: 0.330\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.381\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.322\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.790\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.819, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.384\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.886, R^2 test: 0.303\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.364\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.913\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.411\n", "AUC Test: 0.829, Explained Variance Score Test: 0.415\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.198\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.191\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.170\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.216\n", "AUC Test: 0.809, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.194\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.222\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.196\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.807, Explained Variance Score Test: 0.337\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.725, R^2 test: 0.191\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.169\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.185\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.792, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.259\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.250\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.256\n", "AUC Test: 0.810, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.195\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.194\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.114\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.812, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.329\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.351\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.845, Explained Variance Score Validation: 0.372\n", "AUC Test: 0.820, Explained Variance Score Test: 0.360\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.185\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.200\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.182\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.174\n", "AUC Test: 0.804, Explained Variance Score Test: 0.336\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: 0.169\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.177\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.174\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.636\n", "AUC Validation: 0.769, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.810, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.125\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.084\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.923, R^2 test: 0.091\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.812, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.481\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.460\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.472\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.788\n", "AUC Validation: 0.851, Explained Variance Score Validation: 0.476\n", "AUC Test: 0.821, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: -0.012\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.029\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.914, R^2 test: -0.082\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.804, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.370\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.344\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.386\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.899, Explained Variance Score Train: 0.749\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.369\n", "AUC Test: 0.773, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: 0.277\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.305\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.275\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.909, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.289\n", "AUC Test: 0.791, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.291\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.268\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.287\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.783\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.792, Explained Variance Score Test: 0.301\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.564, R^2 test: 0.358\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.392\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.398\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.724, Explained Variance Score Validation: 0.376\n", "AUC Test: 0.807, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: 0.137\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.163\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.806, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.836, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.216\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.115\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.090\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.849\n", "AUC Validation: 0.699, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.797, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.662, R^2 test: 0.155\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.130\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.097\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.143\n", "AUC Test: 0.810, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.189\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.161\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.186\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.921, Explained Variance Score Train: 0.823\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.175\n", "AUC Test: 0.815, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: -0.011\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: -0.115\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.009\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.746, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.829, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.516, R^2 test: 0.191\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: 0.162\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.168\n", "AUC Test: 0.803, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.354\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.378\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.332\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.796\n", "AUC Validation: 0.836, Explained Variance Score Validation: 0.362\n", "AUC Test: 0.792, Explained Variance Score Test: 0.349\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.368\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.344\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.844\n", "AUC Validation: 0.873, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.831, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.230\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.209\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.245\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.796, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.814, Explained Variance Score Test: 0.317\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.313\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.278\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.283\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.799, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: 0.151\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: 0.119\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.167\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.634\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.792, Explained Variance Score Test: 0.233\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.136\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.085\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.136\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.921, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.807, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.363\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.333\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.327\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.906, Explained Variance Score Validation: 0.377\n", "AUC Test: 0.786, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.215\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.243\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.242\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.840, Explained Variance Score Validation: 0.275\n", "AUC Test: 0.809, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.158\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.919, R^2 test: 0.185\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.927, R^2 test: 0.154\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.721, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.816, Explained Variance Score Test: 0.384\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.337\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.352\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.357\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.850\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.405\n", "AUC Test: 0.802, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.130\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.204\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.115\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.235\n", "AUC Test: 0.779, Explained Variance Score Test: 0.245\n", "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.144\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.144\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.736, R^2 test: 0.154\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.702\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.794, Explained Variance Score Test: 0.262\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: 0.062\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.095\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.116\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.597, Explained Variance Score Validation: 0.121\n", "AUC Test: 0.804, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.310\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.277\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.823, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.818, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.250\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.913, R^2 test: 0.237\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.911, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.964, Explained Variance Score Train: 0.939\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.792, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.365\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.727, R^2 test: 0.363\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.375\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.787, Explained Variance Score Test: 0.320\n", "\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.212\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.194\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.897\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.252\n", "AUC Test: 0.803, Explained Variance Score Test: 0.379\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: 0.395\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.775, R^2 test: 0.403\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.373\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.707\n", "AUC Validation: 0.833, Explained Variance Score Validation: 0.384\n", "AUC Test: 0.796, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.258\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.215\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.186\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.192\n", "AUC Test: 0.816, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.263\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.280\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.282\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.762, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.327\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.336\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.299\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.793\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.824, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.354\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.363\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.344\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.899, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.785, Explained Variance Score Test: 0.290\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: 0.184\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.221\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: 0.177\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.719\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.199\n", "AUC Test: 0.788, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.266\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.276\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.286\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.794, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.414\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.381\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.396\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.782, Explained Variance Score Test: 0.336\n", "\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.205\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.175\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.212\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.210\n", "AUC Test: 0.793, Explained Variance Score Test: 0.323\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.011\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.047\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.839, Explained Variance Score Test: 0.399\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.293\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.258\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.293\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.822\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.799, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.146\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.134\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.129\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.968, Explained Variance Score Train: 0.769\n", "AUC Validation: 0.645, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.831, Explained Variance Score Test: 0.367\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: -0.055\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: -0.161\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.176\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.698, Explained Variance Score Validation: -0.136\n", "AUC Test: 0.799, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.819, R^2 test: 0.165\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.121\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.982, Explained Variance Score Train: 0.900\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.838, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.303\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.307\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.802, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: 0.268\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.272\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.773, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.796\n", "AUC Validation: 0.680, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.782, Explained Variance Score Test: 0.318\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.289\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.277\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.921, R^2 test: 0.308\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.797, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.331\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.363\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.416\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.762\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.805, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.160\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.157\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.150\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.814, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.437\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.383\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.399\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.864, Explained Variance Score Validation: 0.444\n", "AUC Test: 0.789, Explained Variance Score Test: 0.254\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.631, R^2 test: 0.252\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.266\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: 0.274\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.732\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.273\n", "AUC Test: 0.777, Explained Variance Score Test: 0.259\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: 0.249\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.293\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.304\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.203\n", "AUC Test: 0.793, Explained Variance Score Test: 0.274\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.211\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.885, R^2 test: 0.259\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.775, Explained Variance Score Validation: 0.243\n", "AUC Test: 0.808, Explained Variance Score Test: 0.361\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.353\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.329\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.299\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.896\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.814, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.748, R^2 test: 0.239\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.209\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.228\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.977, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.835, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.382\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.392\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.396\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.825\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.820, Explained Variance Score Test: 0.376\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.269\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.258\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.270\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.783\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.270\n", "AUC Test: 0.818, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.372\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.409\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.918, R^2 test: 0.407\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.990, Explained Variance Score Train: 0.906\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.824, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.051\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.041\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.062\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.856\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.811, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.122\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.114\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.814, R^2 test: 0.154\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.786, Explained Variance Score Test: 0.396\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.124\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.898, R^2 test: 0.135\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.892, R^2 test: 0.130\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.913\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.160\n", "AUC Test: 0.772, Explained Variance Score Test: 0.370\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.139\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.175\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.155\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.922\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.246\n", "AUC Test: 0.763, Explained Variance Score Test: 0.236\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.133\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.120\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.158\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.211\n", "AUC Test: 0.770, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: 0.293\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.299\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.253\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.908, Explained Variance Score Train: 0.691\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.789, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.113\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.859, R^2 test: 0.133\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.130\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.803, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.255\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.243\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.993, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.815, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.270\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.243\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.254\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.790, Explained Variance Score Test: 0.320\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.009\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: -0.000\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.851, R^2 test: -0.014\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.837\n", "AUC Validation: 0.644, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.805, Explained Variance Score Test: 0.323\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.156\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.159\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.871, R^2 test: 0.142\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.595, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.789, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.737, R^2 test: 0.155\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.102\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.139\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.983, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.161\n", "AUC Test: 0.801, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.759, R^2 test: 0.259\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.266\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.362\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.803, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.260\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.265\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.284\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.806, Explained Variance Score Test: 0.318\n", "\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.778, R^2 test: 0.243\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.220\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.268\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.807, Explained Variance Score Test: 0.346\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: 0.330\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.321\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.345\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.697\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.797, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.153\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.109\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.881\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.789, Explained Variance Score Test: 0.235\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.185\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.212\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.924, R^2 test: 0.208\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.947\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.778, Explained Variance Score Test: 0.362\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: 0.317\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.367\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.319\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.792, Explained Variance Score Validation: 0.350\n", "AUC Test: 0.792, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.227\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.168\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.169\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.987, Explained Variance Score Train: 0.916\n", "AUC Validation: 0.749, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.804, Explained Variance Score Test: 0.300\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.257\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.848, R^2 test: 0.260\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.267\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.985, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.817, Explained Variance Score Test: 0.387\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.368\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.364\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.900, R^2 test: 0.351\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.805\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.381\n", "AUC Test: 0.804, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.071\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.062\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.068\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.815\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.815, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.487\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.484\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.484\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.869, Explained Variance Score Validation: 0.498\n", "AUC Test: 0.782, Explained Variance Score Test: 0.328\n", "\n", "total Variables 35 and total subjects: 1698\n", "->AUC validation: 0.755 95% CI: [0.741 , 0.769]\n", "->AUC test: 0.803 95% CI: [0.800 , 0.806]\n", "->R^2 validation: 0.241 95% CI: [0.217 , 0.265]\n", "->R^2 test: 0.325 95% CI: [0.318 , 0.333]\n", "->Explained Variance validation: 0.225 95% CI: [0.201 , 0.250]\n", "->Explained Variance test: 0.310 95% CI: [0.302 , 0.319]\n", "Test set metrics:\n", "@threshold:2.323, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:2.318, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:2.002, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:1.958, sens:0.036, spec:0.993, ppv:0.500, acc:0.838, f1:0.068, mcc:0.055, total+:4, total-:335\n", "@threshold:1.909, sens:0.055, spec:0.993, ppv:0.600, acc:0.841, f1:0.100, mcc:0.079, total+:5, total-:334\n", "@threshold:1.858, sens:0.073, spec:0.989, ppv:0.571, acc:0.841, f1:0.129, mcc:0.059, total+:7, total-:332\n", "@threshold:1.823, sens:0.091, spec:0.989, ppv:0.625, acc:0.844, f1:0.159, mcc:0.071, total+:8, total-:331\n", "@threshold:1.748, sens:0.091, spec:0.986, ppv:0.556, acc:0.841, f1:0.156, mcc:0.048, total+:9, total-:330\n", "@threshold:1.572, sens:0.109, spec:0.975, ppv:0.462, acc:0.835, f1:0.176, mcc:0.025, total+:13, total-:326\n", "@threshold:1.384, sens:0.145, spec:0.972, ppv:0.500, acc:0.838, f1:0.225, mcc:0.028, total+:16, total-:323\n", "@threshold:1.382, sens:0.164, spec:0.972, ppv:0.529, acc:0.841, f1:0.250, mcc:0.031, total+:17, total-:322\n", "@threshold:1.380, sens:0.164, spec:0.968, ppv:0.500, acc:0.838, f1:0.247, mcc:0.026, total+:18, total-:321\n", "@threshold:1.323, sens:0.182, spec:0.965, ppv:0.500, acc:0.838, f1:0.267, mcc:0.025, total+:20, total-:319\n", "@threshold:1.267, sens:0.218, spec:0.961, ppv:0.522, acc:0.841, f1:0.308, mcc:0.026, total+:23, total-:316\n", "@threshold:1.223, sens:0.236, spec:0.958, ppv:0.520, acc:0.841, f1:0.325, mcc:0.025, total+:25, total-:314\n", "@threshold:1.196, sens:0.273, spec:0.954, ppv:0.536, acc:0.844, f1:0.361, mcc:0.026, total+:28, total-:311\n", "@threshold:1.165, sens:0.291, spec:0.947, ppv:0.516, acc:0.841, f1:0.372, mcc:0.022, total+:31, total-:308\n", "@threshold:1.072, sens:0.382, spec:0.944, ppv:0.568, acc:0.853, f1:0.457, mcc:0.026, total+:37, total-:302\n", "@threshold:1.047, sens:0.400, spec:0.940, ppv:0.564, acc:0.853, f1:0.468, mcc:0.025, total+:39, total-:300\n", "@threshold:1.024, sens:0.400, spec:0.937, ppv:0.550, acc:0.850, f1:0.463, mcc:0.023, total+:40, total-:299\n", "@threshold:0.929, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.922, sens:0.418, spec:0.930, ppv:0.535, acc:0.847, f1:0.469, mcc:0.021, total+:43, total-:296\n", "@threshold:0.881, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.859, sens:0.436, spec:0.923, ppv:0.522, acc:0.844, f1:0.475, mcc:0.019, total+:46, total-:293\n", "@threshold:0.732, sens:0.455, spec:0.898, ppv:0.463, acc:0.826, f1:0.459, mcc:0.014, total+:54, total-:285\n", "@threshold:0.702, sens:0.455, spec:0.894, ppv:0.455, acc:0.823, f1:0.455, mcc:0.013, total+:55, total-:284\n", "@threshold:0.668, sens:0.473, spec:0.894, ppv:0.464, acc:0.826, f1:0.468, mcc:0.014, total+:56, total-:283\n", "@threshold:0.651, sens:0.473, spec:0.891, ppv:0.456, acc:0.823, f1:0.464, mcc:0.013, total+:57, total-:282\n", "@threshold:0.634, sens:0.491, spec:0.891, ppv:0.466, acc:0.826, f1:0.478, mcc:0.013, total+:58, total-:281\n", "@threshold:0.630, sens:0.491, spec:0.887, ppv:0.458, acc:0.823, f1:0.474, mcc:0.013, total+:59, total-:280\n", "@threshold:0.523, sens:0.509, spec:0.873, ppv:0.438, acc:0.814, f1:0.471, mcc:0.011, total+:64, total-:275\n", "@threshold:0.509, sens:0.509, spec:0.870, ppv:0.431, acc:0.811, f1:0.467, mcc:0.011, total+:65, total-:274\n", "@threshold:0.500, sens:0.527, spec:0.866, ppv:0.433, acc:0.811, f1:0.475, mcc:0.011, total+:67, total-:272\n", "@threshold:0.498, sens:0.527, spec:0.863, ppv:0.426, acc:0.808, f1:0.472, mcc:0.010, total+:68, total-:271\n", "@threshold:0.317, sens:0.545, spec:0.827, ppv:0.380, acc:0.782, f1:0.448, mcc:0.008, total+:79, total-:260\n", "@threshold:0.271, sens:0.600, spec:0.824, ppv:0.398, acc:0.788, f1:0.478, mcc:0.008, total+:83, total-:256\n", "@threshold:0.230, sens:0.618, spec:0.810, ppv:0.386, acc:0.779, f1:0.476, mcc:0.008, total+:88, total-:251\n", "@threshold:0.220, sens:0.618, spec:0.806, ppv:0.382, acc:0.776, f1:0.472, mcc:0.008, total+:89, total-:250\n", "@threshold:0.186, sens:0.636, spec:0.789, ppv:0.368, acc:0.764, f1:0.467, mcc:0.007, total+:95, total-:244\n", "@threshold:0.186, sens:0.636, spec:0.785, ppv:0.365, acc:0.761, f1:0.464, mcc:0.007, total+:96, total-:243\n", "@threshold:0.170, sens:0.655, spec:0.778, ppv:0.364, acc:0.758, f1:0.468, mcc:0.007, total+:99, total-:240\n", "@threshold:0.152, sens:0.655, spec:0.775, ppv:0.360, acc:0.755, f1:0.465, mcc:0.006, total+:100, total-:239\n", "@threshold:0.146, sens:0.673, spec:0.775, ppv:0.366, acc:0.758, f1:0.474, mcc:0.007, total+:101, total-:238\n", "@threshold:0.144, sens:0.673, spec:0.771, ppv:0.363, acc:0.755, f1:0.471, mcc:0.007, total+:102, total-:237\n", "@threshold:0.138, sens:0.691, spec:0.771, ppv:0.369, acc:0.758, f1:0.481, mcc:0.007, total+:103, total-:236\n", "@threshold:0.131, sens:0.691, spec:0.768, ppv:0.365, acc:0.755, f1:0.478, mcc:0.007, total+:104, total-:235\n", "@threshold:0.091, sens:0.709, spec:0.754, ppv:0.358, acc:0.746, f1:0.476, mcc:0.006, total+:109, total-:230\n", "@threshold:0.084, sens:0.709, spec:0.750, ppv:0.355, acc:0.743, f1:0.473, mcc:0.006, total+:110, total-:229\n", "@threshold:0.006, sens:0.727, spec:0.732, ppv:0.345, acc:0.732, f1:0.468, mcc:0.006, total+:116, total-:223\n", "@threshold:-0.008, sens:0.745, spec:0.729, ppv:0.347, acc:0.732, f1:0.474, mcc:0.006, total+:118, total-:221\n", "@threshold:-0.078, sens:0.764, spec:0.701, ppv:0.331, acc:0.711, f1:0.462, mcc:0.005, total+:127, total-:212\n", "@threshold:-0.091, sens:0.764, spec:0.697, ppv:0.328, acc:0.708, f1:0.459, mcc:0.005, total+:128, total-:211\n", "@threshold:-0.102, sens:0.782, spec:0.690, ppv:0.328, acc:0.705, f1:0.462, mcc:0.005, total+:131, total-:208\n", "@threshold:-0.102, sens:0.782, spec:0.687, ppv:0.326, acc:0.702, f1:0.460, mcc:0.005, total+:132, total-:207\n", "@threshold:-0.198, sens:0.800, spec:0.623, ppv:0.291, acc:0.652, f1:0.427, mcc:0.004, total+:151, total-:188\n", "@threshold:-0.201, sens:0.800, spec:0.620, ppv:0.289, acc:0.649, f1:0.425, mcc:0.004, total+:152, total-:187\n", "@threshold:-0.217, sens:0.818, spec:0.609, ppv:0.288, acc:0.643, f1:0.427, mcc:0.004, total+:156, total-:183\n", "@threshold:-0.218, sens:0.818, spec:0.606, ppv:0.287, acc:0.640, f1:0.425, mcc:0.004, total+:157, total-:182\n", "@threshold:-0.225, sens:0.836, spec:0.599, ppv:0.287, acc:0.637, f1:0.428, mcc:0.004, total+:160, total-:179\n", "@threshold:-0.233, sens:0.836, spec:0.595, ppv:0.286, acc:0.634, f1:0.426, mcc:0.004, total+:161, total-:178\n", "@threshold:-0.249, sens:0.855, spec:0.563, ppv:0.275, acc:0.611, f1:0.416, mcc:0.003, total+:171, total-:168\n", "@threshold:-0.252, sens:0.855, spec:0.560, ppv:0.273, acc:0.608, f1:0.414, mcc:0.003, total+:172, total-:167\n", "@threshold:-0.261, sens:0.873, spec:0.546, ppv:0.271, acc:0.599, f1:0.414, mcc:0.003, total+:177, total-:162\n", "@threshold:-0.262, sens:0.873, spec:0.542, ppv:0.270, acc:0.596, f1:0.412, mcc:0.003, total+:178, total-:161\n", "@threshold:-0.281, sens:0.891, spec:0.507, ppv:0.259, acc:0.569, f1:0.402, mcc:0.003, total+:189, total-:150\n", "@threshold:-0.281, sens:0.891, spec:0.504, ppv:0.258, acc:0.566, f1:0.400, mcc:0.003, total+:190, total-:149\n", "@threshold:-0.295, sens:0.909, spec:0.482, ppv:0.254, acc:0.552, f1:0.397, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.297, sens:0.909, spec:0.479, ppv:0.253, acc:0.549, f1:0.395, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.330, sens:0.927, spec:0.440, ppv:0.243, acc:0.519, f1:0.385, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.331, sens:0.927, spec:0.437, ppv:0.242, acc:0.516, f1:0.383, mcc:0.003, total+:211, total-:128\n", "@threshold:-0.489, sens:0.945, spec:0.306, ppv:0.209, acc:0.410, f1:0.342, mcc:0.002, total+:249, total-:90\n", "@threshold:-0.489, sens:0.945, spec:0.303, ppv:0.208, acc:0.407, f1:0.341, mcc:0.002, total+:250, total-:89\n", "@threshold:-0.610, sens:0.964, spec:0.187, ppv:0.187, acc:0.313, f1:0.313, mcc:0.002, total+:284, total-:55\n", "@threshold:-0.620, sens:0.964, spec:0.183, ppv:0.186, acc:0.310, f1:0.312, mcc:0.002, total+:285, total-:54\n", "@threshold:-0.671, sens:0.982, spec:0.141, ppv:0.181, acc:0.277, f1:0.306, mcc:0.002, total+:298, total-:41\n", "@threshold:-0.675, sens:0.982, spec:0.137, ppv:0.181, acc:0.274, f1:0.305, mcc:0.002, total+:299, total-:40\n", "@threshold:-1.501, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.045 95% CI: [0.041 , 0.048] | OR_adj 1.046 [1.042 1.049] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Maternal Vital: Wt-postPregnancy:0.033\n", " MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.007\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.044 95% CI: [0.040 , 0.047] | OR_adj 1.045 [1.041 1.048] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.051\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.046\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.023\n", " Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", " Vital: Temp-avg0to1 | coef 0.039 95% CI: [0.037 , 0.042] | OR_adj 1.040 [1.038 1.043] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.013\n", " Maternal Vital: Wt-postPregnancy:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.009\n", " MatDeliveryAge:0.000\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.038 95% CI: [0.035 , 0.041] | OR_adj 1.039 [1.036 1.042] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.051\n", " MatDeliveryAge:-0.039\n", " Maternal Vital: Wt-postPregnancy:-0.017\n", " Number of Visits:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.002\n", "\n", "* Vital: Wt Percentile-latest | coef 0.036 95% CI: [0.033 , 0.040] | OR_adj 1.037 [1.034 1.041] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.090\n", " Number of Visits:0.019\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.010\n", " MatDeliveryAge:0.002\n", "\n", "* Number of Visits | coef 0.035 95% CI: [0.033 , 0.038] | OR_adj 1.036 [1.033 1.039] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Maternal Vital: Wt-postPregnancy:-0.004\n", "\n", " Vital: Temp-latest | coef 0.034 95% CI: [0.032 , 0.037] | OR_adj 1.035 [1.032 1.038] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.016\n", " Number of Visits:0.015\n", " Maternal Vital: Wt-postPregnancy:-0.013\n", " MatDeliveryAge:-0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", "* Vital: BMI-avg10to13 | coef 0.034 95% CI: [0.031 , 0.037] | OR_adj 1.035 [1.032 1.038] | occ: 1380 | OR_unadj: 2.656 [2.025 3.483] | indivs AUC:0.689\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.060\n", " Number of Visits:-0.036\n", " MatDeliveryAge:-0.024\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.024\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.005\n", "\n", "* Vital: Wt for Length ZScore-avg7to10 | coef 0.034 95% CI: [0.029 , 0.038] | OR_adj 1.034 [1.030 1.039] | occ: 1331 | OR_unadj: 2.704 [2.060 3.548] | indivs AUC:0.643\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.073\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Number of Visits:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.032 95% CI: [0.030 , 0.035] | OR_adj 1.033 [1.030 1.036] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " Maternal Vital: Wt-postPregnancy:0.066\n", " MatDeliveryAge:-0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", "* Maternal Vital: Wt-postPregnancy | coef 0.032 95% CI: [0.030 , 0.034] | OR_adj 1.033 [1.030 1.035] | occ: 666 | OR_unadj: 1.845 [1.336 2.549] | indivs AUC:0.588\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:1.000\n", " MatDeliveryAge:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Number of Visits:-0.004\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.001\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.032 95% CI: [0.029 , 0.035] | OR_adj 1.032 [1.029 1.035] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.074\n", " Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.009\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.007\n", "\n", " Vital: Wt for Len Percentile-gain5to10 | coef 0.031 95% CI: [0.029 , 0.034] | OR_adj 1.032 [1.029 1.034] | occ: 1245 | OR_unadj: 0.990 [0.750 1.306] | indivs AUC:0.481\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", " Number of Visits:0.002\n", "\n", "* Vital: Wt-avg13to16 | coef 0.031 95% CI: [0.028 , 0.034] | OR_adj 1.031 [1.028 1.035] | occ: 1308 | OR_unadj: 3.224 [2.452 4.240] | indivs AUC:0.703\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.101\n", " MatDeliveryAge:-0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.016\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", " Number of Visits:-0.000\n", "\n", "* Vital: Wt Change-latest | coef 0.030 95% CI: [0.028 , 0.033] | OR_adj 1.031 [1.028 1.033] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " Maternal Vital: Wt-postPregnancy:0.060\n", " MatDeliveryAge:-0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", "\n", " MatDeliveryAge | coef 0.030 95% CI: [0.028 , 0.032] | OR_adj 1.031 [1.029 1.033] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Maternal Vital: Wt-postPregnancy:0.124\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.030 95% CI: [0.028 , 0.032] | OR_adj 1.031 [1.028 1.033] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Maternal Vital: Wt-postPregnancy:-0.022\n", " MatDeliveryAge:0.012\n", "\n", "* Vital: BMI-latest | coef 0.030 95% CI: [0.027 , 0.033] | OR_adj 1.030 [1.028 1.033] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.098\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:0.036\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.010\n", " MatDeliveryAge:0.001\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.029 95% CI: [0.027 , 0.032] | OR_adj 1.030 [1.027 1.033] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", " Maternal Vital: Wt-postPregnancy:0.001\n", "\n", "* Vital: BMI-avg7to10 | coef 0.029 95% CI: [0.027 , 0.031] | OR_adj 1.030 [1.028 1.032] | occ: 1333 | OR_unadj: 2.458 [1.877 3.218] | indivs AUC:0.623\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.068\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.029\n", " Number of Visits:-0.021\n", " MatDeliveryAge:-0.001\n", "\n", "* Vital: BMI-avg16to19 | coef 0.028 95% CI: [0.026 , 0.030] | OR_adj 1.029 [1.027 1.031] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.046\n", " Number of Visits:-0.043\n", " Maternal Vital: Wt-postPregnancy:0.042\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.026\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: Wt-avg16to19 | coef 0.027 95% CI: [0.024 , 0.030] | OR_adj 1.027 [1.025 1.030] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.093\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.045\n", " MatDeliveryAge:-0.040\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.014\n", " Number of Visits:-0.014\n", "\n", "* Vital: BMI-avg13to16 | coef 0.027 95% CI: [0.025 , 0.029] | OR_adj 1.027 [1.025 1.029] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.062\n", " Number of Visits:-0.026\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.012\n", " MatDeliveryAge:-0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.026 95% CI: [0.024 , 0.028] | OR_adj 1.026 [1.024 1.029] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.050\n", " MatDeliveryAge:-0.034\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.028\n", " Number of Visits:-0.019\n", "\n", " Vital: HC-latest | coef 0.026 95% CI: [0.024 , 0.028] | OR_adj 1.026 [1.024 1.028] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " Maternal Vital: Wt-postPregnancy:0.094\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", "\n", "* Vital: Wt for Length ZScore-avg13to16 | coef 0.024 95% CI: [0.022 , 0.026] | OR_adj 1.025 [1.023 1.027] | occ: 1287 | OR_unadj: 3.550 [2.689 4.687] | indivs AUC:0.715\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.064\n", " Number of Visits:-0.020\n", " MatDeliveryAge:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.004\n", "\n", "* Vital: BMI-gain0to24 | coef 0.024 95% CI: [0.021 , 0.026] | OR_adj 1.024 [1.021 1.027] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.103\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.038\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.034\n", " Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", "* Vital: BMI-avg19to24 | coef 0.024 95% CI: [0.022 , 0.025] | OR_adj 1.024 [1.022 1.026] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.104\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.045\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: Wt-avg19to24 | coef 0.021 95% CI: [0.018 , 0.023] | OR_adj 1.021 [1.019 1.023] | occ: 1372 | OR_unadj: 3.824 [2.897 5.047] | indivs AUC:0.770\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.123\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.054\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " MatDeliveryAge:-0.005\n", " Number of Visits:0.002\n", "\n", "* Vital: Wt-gain0to24 | coef 0.018 95% CI: [0.016 , 0.020] | OR_adj 1.018 [1.016 1.021] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.124\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.040\n", " Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.002\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.018 95% CI: [0.016 , 0.020] | OR_adj 1.018 [1.017 1.020] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.018 95% CI: [0.016 , 0.020] | OR_adj 1.018 [1.017 1.020] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.106\n", " Number of Visits:0.070\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.053\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.014\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt-latest | coef 0.017 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.015 1.018] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " Maternal Vital: Wt-postPregnancy:0.139\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.057\n", " MatDeliveryAge:0.048\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.005\n", "\n", "* Vital: Wt for Len Percentile-avg16to19 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1269 | OR_unadj: 2.937 [2.233 3.864] | indivs AUC:0.772\n", "Correlated most with:\n", "MatDeliveryAge:-0.056\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.033\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.029\n", " Maternal Vital: Wt-postPregnancy:0.027\n", " Number of Visits:0.001\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.012 95% CI: [0.011 , 0.014] | OR_adj 1.012 [1.011 1.014] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "Maternal Vital: Wt-postPregnancy:0.055\n", " MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.005\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.000\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.842618817215\n", "Number of Visits : 0.0354963233899\n", "Maternal Vital : 0.0320075027972\n", "MatDeliveryAge : 0.030197239223\n", "Census : 0.0596801173751\n", "Time to run analysis 0:03:48.518251\n", "Total Time elapsed 16:54:56.841760\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_census lasso regression\n", "Running batch 1 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.437, R^2 test: 0.097\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.433, R^2 test: 0.164\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.428, R^2 test: 0.185\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.354, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.766, Explained Variance Score Train: 0.354\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.808, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.388, R^2 test: 0.223\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.385, R^2 test: 0.238\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.380, R^2 test: 0.247\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.221\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.844, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.778, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.491, R^2 test: 0.278\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.482, R^2 test: 0.281\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.471, R^2 test: 0.291\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.392, R^2 test: 0.261\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.841, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.307\n", "AUC Test: 0.824, Explained Variance Score Test: 0.375\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.322, R^2 test: 0.177\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.300, R^2 test: 0.238\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.287, R^2 test: 0.259\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.202, R^2 test: 0.210\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.807, Explained Variance Score Train: 0.287\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.823, Explained Variance Score Test: 0.341\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.457, R^2 test: 0.310\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.451, R^2 test: 0.303\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.445, R^2 test: 0.299\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.220\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.803, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.777, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.826, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.522, R^2 test: -0.051\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.514, R^2 test: -0.043\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.497, R^2 test: -0.029\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.157\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.371\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.807, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.602, R^2 test: -0.009\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.589, R^2 test: 0.066\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.576, R^2 test: 0.111\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.471, R^2 test: 0.216\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.733, Explained Variance Score Train: 0.471\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.790, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.547, R^2 test: 0.192\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.536, R^2 test: 0.229\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.521, R^2 test: 0.264\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.414, R^2 test: 0.284\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.286\n", "AUC Test: 0.806, Explained Variance Score Test: 0.345\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.269\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.424, R^2 test: 0.306\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.415, R^2 test: 0.335\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.302, R^2 test: 0.315\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.302\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.825, Explained Variance Score Test: 0.308\n", "\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.417, R^2 test: 0.068\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.394, R^2 test: 0.165\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.379, R^2 test: 0.190\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.272, R^2 test: 0.141\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.791, Explained Variance Score Train: 0.379\n", "AUC Validation: 0.708, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.800, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.517, R^2 test: -0.019\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.510, R^2 test: 0.056\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.499, R^2 test: 0.078\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.422, R^2 test: 0.240\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.846, Explained Variance Score Train: 0.499\n", "AUC Validation: 0.684, Explained Variance Score Validation: 0.083\n", "AUC Test: 0.828, Explained Variance Score Test: 0.386\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.408, R^2 test: 0.056\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.393, R^2 test: 0.243\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.388, R^2 test: 0.273\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.362\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.364\n", "AUC Test: 0.816, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.462, R^2 test: 0.101\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.451, R^2 test: 0.154\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.436, R^2 test: 0.187\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.302\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.788, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.303\n", "AUC Test: 0.809, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.461, R^2 test: 0.255\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.451, R^2 test: 0.303\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.435, R^2 test: 0.342\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.327\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.335\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.327\n", "AUC Test: 0.808, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.474, R^2 test: -0.373\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.458, R^2 test: -0.075\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.438, R^2 test: 0.042\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.355, R^2 test: 0.262\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.820, Explained Variance Score Train: 0.355\n", "AUC Validation: 0.791, Explained Variance Score Validation: 0.272\n", "AUC Test: 0.822, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.383, R^2 test: 0.280\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.364, R^2 test: 0.300\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.357, R^2 test: 0.318\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.289, R^2 test: 0.330\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.830, Explained Variance Score Train: 0.357\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.825, Explained Variance Score Test: 0.351\n", "\n", "Running batch 2 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.484, R^2 test: 0.145\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.478, R^2 test: 0.194\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.464, R^2 test: 0.224\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.313\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.372\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.330\n", "AUC Test: 0.804, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.368, R^2 test: 0.269\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.365, R^2 test: 0.283\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.359, R^2 test: 0.297\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.273, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.814, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.298\n", "AUC Test: 0.818, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.437, R^2 test: 0.157\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.431, R^2 test: 0.199\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.418, R^2 test: 0.232\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.342, R^2 test: 0.217\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.826, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.811, Explained Variance Score Test: 0.383\n", "\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.433, R^2 test: 0.271\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.417, R^2 test: 0.246\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.412, R^2 test: 0.242\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.244\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.846, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.800, Explained Variance Score Test: 0.337\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.377\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.427, R^2 test: 0.385\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.421, R^2 test: 0.395\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.301, R^2 test: 0.331\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.826, Explained Variance Score Train: 0.421\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.396\n", "AUC Test: 0.811, Explained Variance Score Test: 0.343\n", "\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.408, R^2 test: 0.347\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.395, R^2 test: 0.372\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.386, R^2 test: 0.366\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.293, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.746, Explained Variance Score Train: 0.293\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.798, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.465, R^2 test: 0.175\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.453, R^2 test: 0.206\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.441, R^2 test: 0.232\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.269, R^2 test: 0.239\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.767, Explained Variance Score Train: 0.269\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.816, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.571, R^2 test: 0.114\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.562, R^2 test: 0.126\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.549, R^2 test: 0.137\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.448, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.844, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.824, Explained Variance Score Test: 0.373\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.528, R^2 test: 0.120\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.520, R^2 test: 0.227\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.502, R^2 test: 0.306\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.411, R^2 test: 0.392\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.850, Explained Variance Score Validation: 0.447\n", "AUC Test: 0.820, Explained Variance Score Test: 0.381\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.473, R^2 test: 0.454\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.464, R^2 test: 0.433\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.457, R^2 test: 0.417\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.372, R^2 test: 0.343\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.836, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.894, Explained Variance Score Validation: 0.419\n", "AUC Test: 0.816, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.520, R^2 test: 0.179\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.512, R^2 test: 0.221\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.505, R^2 test: 0.235\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.405, R^2 test: 0.232\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.894, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.653, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.809, Explained Variance Score Test: 0.313\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.402, R^2 test: -0.069\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.392, R^2 test: -0.015\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.388, R^2 test: 0.017\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.305, R^2 test: 0.097\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.388\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.832, Explained Variance Score Test: 0.329\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.468, R^2 test: -0.112\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.460, R^2 test: -0.122\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.456, R^2 test: -0.119\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.835, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.829, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.548, R^2 test: -0.174\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.531, R^2 test: 0.089\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.487, R^2 test: 0.245\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.348, R^2 test: 0.404\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.348\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.410\n", "AUC Test: 0.814, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.508, R^2 test: 0.090\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.498, R^2 test: 0.315\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.494, R^2 test: 0.334\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.417, R^2 test: 0.333\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.793, Explained Variance Score Train: 0.494\n", "AUC Validation: 0.889, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.834, Explained Variance Score Test: 0.385\n", "\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.407, R^2 test: 0.435\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.398, R^2 test: 0.443\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.387, R^2 test: 0.444\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.411\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.781, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.412\n", "AUC Test: 0.801, Explained Variance Score Test: 0.327\n", "\n", "Running batch 3 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.470, R^2 test: -0.018\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.456, R^2 test: 0.047\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.437, R^2 test: 0.078\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.183\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.313\n", "AUC Validation: 0.697, Explained Variance Score Validation: 0.184\n", "AUC Test: 0.812, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.553, R^2 test: 0.292\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.529, R^2 test: 0.317\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.521, R^2 test: 0.306\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.382, R^2 test: 0.353\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.836, Explained Variance Score Train: 0.529\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.318\n", "AUC Test: 0.796, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.520, R^2 test: 0.250\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.510, R^2 test: 0.259\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.506, R^2 test: 0.270\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.450, R^2 test: 0.304\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.808, Explained Variance Score Train: 0.506\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.808, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.391, R^2 test: 0.027\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.372, R^2 test: 0.072\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.357, R^2 test: 0.111\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.267, R^2 test: 0.219\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.794, Explained Variance Score Train: 0.267\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.800, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.281, R^2 test: 0.225\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.275, R^2 test: 0.247\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.265, R^2 test: 0.257\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.188, R^2 test: 0.212\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.755, Explained Variance Score Train: 0.265\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.811, Explained Variance Score Test: 0.327\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.467, R^2 test: 0.364\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.463, R^2 test: 0.392\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.455, R^2 test: 0.413\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.423\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.753, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.847, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.818, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.519, R^2 test: 0.141\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.513, R^2 test: 0.154\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.507, R^2 test: 0.163\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.413, R^2 test: 0.161\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.851, Explained Variance Score Train: 0.507\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.805, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.487, R^2 test: -0.024\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.480, R^2 test: -0.013\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.474, R^2 test: 0.002\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.384, R^2 test: 0.202\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.768, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.205\n", "AUC Test: 0.812, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.534, R^2 test: 0.258\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.513, R^2 test: 0.317\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.495, R^2 test: 0.332\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.375, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.889, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.334\n", "AUC Test: 0.810, Explained Variance Score Test: 0.325\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.371, R^2 test: 0.107\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.362, R^2 test: 0.148\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.352, R^2 test: 0.190\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.240, R^2 test: 0.215\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.813, Explained Variance Score Train: 0.352\n", "AUC Validation: 0.713, Explained Variance Score Validation: 0.204\n", "AUC Test: 0.804, Explained Variance Score Test: 0.261\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.458, R^2 test: -0.175\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.442, R^2 test: -0.133\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.423, R^2 test: -0.108\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.315, R^2 test: 0.098\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.761, Explained Variance Score Train: 0.315\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.156\n", "AUC Test: 0.816, Explained Variance Score Test: 0.354\n", "\n", "\n", "\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.625, R^2 test: 0.243\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.615, R^2 test: 0.274\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.599, R^2 test: 0.293\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.523, R^2 test: 0.336\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.864, Explained Variance Score Train: 0.523\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.352\n", "AUC Test: 0.812, Explained Variance Score Test: 0.380\n", "\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.495, R^2 test: 0.049\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.488, R^2 test: 0.059\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.475, R^2 test: 0.071\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.126\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.857, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.667, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.787, Explained Variance Score Test: 0.303\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.421, R^2 test: 0.102\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.415, R^2 test: 0.122\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.406, R^2 test: 0.162\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.321, R^2 test: 0.250\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.809, Explained Variance Score Train: 0.406\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.821, Explained Variance Score Test: 0.342\n", "\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.455, R^2 test: 0.315\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.448, R^2 test: 0.341\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.436, R^2 test: 0.361\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.293\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.836, Explained Variance Score Train: 0.436\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.807, Explained Variance Score Test: 0.363\n", "\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.481, R^2 test: 0.247\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.461, R^2 test: 0.374\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.441, R^2 test: 0.408\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.309, R^2 test: 0.388\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.739, Explained Variance Score Train: 0.309\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.388\n", "AUC Test: 0.816, Explained Variance Score Test: 0.301\n", "\n", "Running batch 4 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.528, R^2 test: -0.140\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.522, R^2 test: -0.140\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.517, R^2 test: -0.111\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.482, R^2 test: -0.038\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.812, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.664, Explained Variance Score Validation: -0.028\n", "AUC Test: 0.803, Explained Variance Score Test: 0.368\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.485, R^2 test: 0.166\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.480, R^2 test: 0.190\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.471, R^2 test: 0.208\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.826, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.806, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.468, R^2 test: 0.043\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.463, R^2 test: 0.053\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.454, R^2 test: 0.064\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.378, R^2 test: 0.143\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.836, Explained Variance Score Train: 0.378\n", "AUC Validation: 0.705, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.812, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.529, R^2 test: 0.349\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.519, R^2 test: 0.396\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.505, R^2 test: 0.414\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.402, R^2 test: 0.400\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.779, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.805, Explained Variance Score Test: 0.320\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.498, R^2 test: 0.075\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.492, R^2 test: 0.116\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.480, R^2 test: 0.145\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.349, R^2 test: 0.237\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.777, Explained Variance Score Train: 0.349\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.814, Explained Variance Score Test: 0.322\n", "\n", "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.427, R^2 test: 0.419\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.420, R^2 test: 0.448\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.411, R^2 test: 0.448\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.298, R^2 test: 0.375\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.786, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.903, Explained Variance Score Validation: 0.450\n", "AUC Test: 0.816, Explained Variance Score Test: 0.373\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.470, R^2 test: 0.013\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.463, R^2 test: 0.052\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.456, R^2 test: 0.076\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.152\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.845, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.849, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.816, Explained Variance Score Test: 0.315\n", "\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.399, R^2 test: 0.248\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.388, R^2 test: 0.281\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.375, R^2 test: 0.299\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.265\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.799, Explained Variance Score Test: 0.315\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.440, R^2 test: 0.224\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.434, R^2 test: 0.240\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.427, R^2 test: 0.258\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.336, R^2 test: 0.291\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.839, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.826, Explained Variance Score Test: 0.343\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.464, R^2 test: -0.001\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.455, R^2 test: 0.055\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.442, R^2 test: 0.107\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.175\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.796, Explained Variance Score Train: 0.353\n", "AUC Validation: 0.617, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.807, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.412, R^2 test: 0.279\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.408, R^2 test: 0.311\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.399, R^2 test: 0.331\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.308\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.816, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.805, Explained Variance Score Validation: 0.331\n", "AUC Test: 0.803, Explained Variance Score Test: 0.360\n", "\n", "\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.425, R^2 test: 0.368\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.414, R^2 test: 0.359\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.408, R^2 test: 0.368\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.331, R^2 test: 0.342\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.801, Explained Variance Score Train: 0.331\n", "AUC Validation: 0.829, Explained Variance Score Validation: 0.342\n", "AUC Test: 0.805, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.520, R^2 test: 0.267\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.515, R^2 test: 0.282\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.507, R^2 test: 0.297\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.389, R^2 test: 0.294\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.810, Explained Variance Score Train: 0.389\n", "AUC Validation: 0.869, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.818, Explained Variance Score Test: 0.304\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.508, R^2 test: 0.114\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.488, R^2 test: 0.167\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.468, R^2 test: 0.195\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.280\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.820, Explained Variance Score Test: 0.378\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.456, R^2 test: 0.341\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.438, R^2 test: 0.380\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.423, R^2 test: 0.378\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.317\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.863, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.841, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.377, R^2 test: 0.073\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.371, R^2 test: 0.131\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.366, R^2 test: 0.172\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.252, R^2 test: 0.321\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.770, Explained Variance Score Train: 0.252\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.830, Explained Variance Score Test: 0.321\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.474, R^2 test: 0.195\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.469, R^2 test: 0.240\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.463, R^2 test: 0.269\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.374, R^2 test: 0.269\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.832, Explained Variance Score Train: 0.374\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.810, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.426, R^2 test: 0.098\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.419, R^2 test: 0.180\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.407, R^2 test: 0.254\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.337, R^2 test: 0.354\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.787, Explained Variance Score Train: 0.337\n", "AUC Validation: 0.924, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.807, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.443, R^2 test: 0.335\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.426, R^2 test: 0.332\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.401, R^2 test: 0.343\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.297, R^2 test: 0.314\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.789, Explained Variance Score Train: 0.297\n", "AUC Validation: 0.841, Explained Variance Score Validation: 0.314\n", "AUC Test: 0.806, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.405, R^2 test: 0.113\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.398, R^2 test: 0.148\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.387, R^2 test: 0.164\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.295, R^2 test: 0.171\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.819, Explained Variance Score Train: 0.295\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.182\n", "AUC Test: 0.800, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.388, R^2 test: 0.124\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.378, R^2 test: 0.140\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.370, R^2 test: 0.144\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.292, R^2 test: 0.123\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.836, Explained Variance Score Train: 0.370\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.788, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.521, R^2 test: 0.256\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.506, R^2 test: 0.283\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.483, R^2 test: 0.296\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.394, R^2 test: 0.289\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.744, Explained Variance Score Train: 0.394\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.815, Explained Variance Score Test: 0.344\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.437, R^2 test: -0.092\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.423, R^2 test: -0.054\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.412, R^2 test: -0.023\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.335, R^2 test: 0.062\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.812, Explained Variance Score Train: 0.412\n", "AUC Validation: 0.692, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.828, Explained Variance Score Test: 0.341\n", "\n", "\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.484, R^2 test: 0.185\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.469, R^2 test: 0.205\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.457, R^2 test: 0.233\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.312, R^2 test: 0.249\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.827, Explained Variance Score Train: 0.457\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.777, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.552, R^2 test: 0.252\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.539, R^2 test: 0.285\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.534, R^2 test: 0.298\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.452, R^2 test: 0.332\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.804, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.827, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.805, Explained Variance Score Test: 0.338\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.537, R^2 test: -0.265\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.531, R^2 test: -0.158\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.518, R^2 test: -0.052\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.392, R^2 test: 0.200\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.903, Explained Variance Score Train: 0.392\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.202\n", "AUC Test: 0.806, Explained Variance Score Test: 0.364\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.446, R^2 test: 0.103\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.441, R^2 test: 0.150\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.433, R^2 test: 0.194\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.326, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.841, Explained Variance Score Train: 0.326\n", "AUC Validation: 0.759, Explained Variance Score Validation: 0.228\n", "AUC Test: 0.821, Explained Variance Score Test: 0.351\n", "\n", "\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.477, R^2 test: -0.011\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.470, R^2 test: 0.031\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.463, R^2 test: 0.076\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.381, R^2 test: 0.177\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.827, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.807, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.557, R^2 test: 0.085\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.549, R^2 test: 0.149\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.542, R^2 test: 0.182\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.437, R^2 test: 0.247\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.840, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.276\n", "AUC Test: 0.805, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.482, R^2 test: 0.277\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.475, R^2 test: 0.287\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.459, R^2 test: 0.306\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.356, R^2 test: 0.306\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.774, Explained Variance Score Train: 0.356\n", "AUC Validation: 0.780, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.814, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.365, R^2 test: 0.189\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.354, R^2 test: 0.229\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.347, R^2 test: 0.245\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.256, R^2 test: 0.200\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.831, Explained Variance Score Train: 0.347\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.257\n", "AUC Test: 0.828, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.438, R^2 test: 0.207\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.428, R^2 test: 0.245\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.412, R^2 test: 0.278\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.255, R^2 test: 0.303\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.719, Explained Variance Score Train: 0.255\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.800, Explained Variance Score Test: 0.266\n", "\n", "Running batch 6 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n", "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.464, R^2 test: 0.295\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.455, R^2 test: 0.312\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.438, R^2 test: 0.317\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.316, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.751, Explained Variance Score Train: 0.316\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.822, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.462, R^2 test: 0.175\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.443, R^2 test: 0.177\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.434, R^2 test: 0.187\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.299, R^2 test: 0.253\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.786, Explained Variance Score Train: 0.299\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.816, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.504, R^2 test: 0.361\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.497, R^2 test: 0.370\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.490, R^2 test: 0.377\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.417, R^2 test: 0.383\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.824, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.399\n", "AUC Test: 0.804, Explained Variance Score Test: 0.348\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.258, R^2 test: 0.236\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.242, R^2 test: 0.263\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.232, R^2 test: 0.271\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.171, R^2 test: 0.259\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.685, Explained Variance Score Train: 0.232\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.284\n", "AUC Test: 0.801, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.496, R^2 test: 0.165\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.483, R^2 test: 0.219\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.470, R^2 test: 0.242\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.371, R^2 test: 0.281\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.841, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.818, Explained Variance Score Validation: 0.267\n", "AUC Test: 0.808, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.536, R^2 test: 0.408\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.525, R^2 test: 0.420\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.517, R^2 test: 0.435\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.419, R^2 test: 0.427\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.883, Explained Variance Score Validation: 0.427\n", "AUC Test: 0.813, Explained Variance Score Test: 0.346\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.391, R^2 test: 0.265\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.385, R^2 test: 0.262\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.380, R^2 test: 0.267\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.263, R^2 test: 0.285\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.809, Explained Variance Score Train: 0.263\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.807, Explained Variance Score Test: 0.289\n", "\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.477, R^2 test: -0.060\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.470, R^2 test: -0.026\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.461, R^2 test: 0.031\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.350, R^2 test: 0.243\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.752, Explained Variance Score Train: 0.350\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.816, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.571, R^2 test: 0.306\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.564, R^2 test: 0.344\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.540, R^2 test: 0.364\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.443, R^2 test: 0.375\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.799, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.381\n", "AUC Test: 0.813, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.434, R^2 test: 0.248\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.425, R^2 test: 0.271\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.409, R^2 test: 0.275\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.360, R^2 test: 0.267\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.859, Explained Variance Score Train: 0.409\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.798, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.513, R^2 test: 0.166\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.507, R^2 test: 0.203\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.500, R^2 test: 0.232\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.395, R^2 test: 0.290\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.806, Explained Variance Score Train: 0.395\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.291\n", "AUC Test: 0.814, Explained Variance Score Test: 0.369\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.506, R^2 test: 0.413\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.503, R^2 test: 0.432\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.494, R^2 test: 0.450\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.390, R^2 test: 0.445\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.784, Explained Variance Score Train: 0.390\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.447\n", "AUC Test: 0.825, Explained Variance Score Test: 0.371\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.430, R^2 test: 0.244\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.424, R^2 test: 0.291\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.419, R^2 test: 0.315\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.323, R^2 test: 0.312\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.779, Explained Variance Score Train: 0.419\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.316\n", "AUC Test: 0.830, Explained Variance Score Test: 0.375\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.457, R^2 test: 0.041\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.450, R^2 test: 0.096\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.438, R^2 test: 0.119\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.319, R^2 test: 0.214\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.783, Explained Variance Score Train: 0.319\n", "AUC Validation: 0.771, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.801, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.547, R^2 test: 0.081\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.543, R^2 test: 0.109\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.537, R^2 test: 0.140\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.445, R^2 test: 0.211\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.772, Explained Variance Score Train: 0.445\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.217\n", "AUC Test: 0.816, Explained Variance Score Test: 0.369\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.456, R^2 test: 0.377\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.447, R^2 test: 0.405\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.433, R^2 test: 0.423\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.353, R^2 test: 0.415\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.823, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.423\n", "AUC Test: 0.816, Explained Variance Score Test: 0.361\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.409, R^2 test: 0.323\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.398, R^2 test: 0.332\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.390, R^2 test: 0.327\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.313, R^2 test: 0.297\n", "best alpha via bootstrap CV: 0.005\n", "AUC Train: 0.817, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.766, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.824, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.423, R^2 test: 0.386\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.417, R^2 test: 0.402\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.409, R^2 test: 0.408\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.286, R^2 test: 0.387\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.716, Explained Variance Score Train: 0.286\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.815, Explained Variance Score Test: 0.348\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.414, R^2 test: 0.014\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.400, R^2 test: 0.186\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.395, R^2 test: 0.214\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.307, R^2 test: 0.274\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.776, Explained Variance Score Train: 0.307\n", "AUC Validation: 0.834, Explained Variance Score Validation: 0.322\n", "AUC Test: 0.808, Explained Variance Score Test: 0.287\n", "\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.517, R^2 test: -0.131\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.504, R^2 test: -0.061\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.488, R^2 test: -0.013\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.364, R^2 test: 0.140\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.815, Explained Variance Score Train: 0.364\n", "AUC Validation: 0.783, Explained Variance Score Validation: 0.159\n", "AUC Test: 0.824, Explained Variance Score Test: 0.361\n", "\n", "total Variables 32 and total subjects: 1698\n", "->AUC validation: 0.772 95% CI: [0.760 , 0.785]\n", "->AUC test: 0.812 95% CI: [0.810 , 0.814]\n", "->R^2 validation: 0.278 95% CI: [0.259 , 0.297]\n", "->R^2 test: 0.336 95% CI: [0.331 , 0.342]\n", "->Explained Variance validation: 0.266 95% CI: [0.247 , 0.286]\n", "->Explained Variance test: 0.332 95% CI: [0.326 , 0.337]\n", "Test set metrics:\n", "@threshold:1.832, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.761, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:1.251, sens:0.145, spec:0.996, ppv:0.889, acc:0.858, f1:0.250, mcc:0.352, total+:9, total-:330\n", "@threshold:1.121, sens:0.164, spec:0.986, ppv:0.692, acc:0.853, f1:0.265, mcc:0.078, total+:13, total-:326\n", "@threshold:1.045, sens:0.182, spec:0.982, ppv:0.667, acc:0.853, f1:0.286, mcc:0.064, total+:15, total-:324\n", "@threshold:1.038, sens:0.200, spec:0.982, ppv:0.688, acc:0.855, f1:0.310, mcc:0.069, total+:16, total-:323\n", "@threshold:0.936, sens:0.218, spec:0.979, ppv:0.667, acc:0.855, f1:0.329, mcc:0.059, total+:18, total-:321\n", "@threshold:0.864, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.848, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.794, sens:0.255, spec:0.965, ppv:0.583, acc:0.850, f1:0.354, mcc:0.034, total+:24, total-:315\n", "@threshold:0.776, sens:0.255, spec:0.961, ppv:0.560, acc:0.847, f1:0.350, mcc:0.030, total+:25, total-:314\n", "@threshold:0.742, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:0.719, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.707, sens:0.309, spec:0.958, ppv:0.586, acc:0.853, f1:0.405, mcc:0.032, total+:29, total-:310\n", "@threshold:0.705, sens:0.309, spec:0.954, ppv:0.567, acc:0.850, f1:0.400, mcc:0.029, total+:30, total-:309\n", "@threshold:0.656, sens:0.327, spec:0.944, ppv:0.529, acc:0.844, f1:0.404, mcc:0.023, total+:34, total-:305\n", "@threshold:0.612, sens:0.345, spec:0.940, ppv:0.528, acc:0.844, f1:0.418, mcc:0.022, total+:36, total-:303\n", "@threshold:0.593, sens:0.364, spec:0.937, ppv:0.526, acc:0.844, f1:0.430, mcc:0.021, total+:38, total-:301\n", "@threshold:0.583, sens:0.364, spec:0.933, ppv:0.513, acc:0.841, f1:0.426, mcc:0.020, total+:39, total-:300\n", "@threshold:0.549, sens:0.382, spec:0.933, ppv:0.525, acc:0.844, f1:0.442, mcc:0.021, total+:40, total-:299\n", "@threshold:0.520, sens:0.400, spec:0.930, ppv:0.524, acc:0.844, f1:0.454, mcc:0.020, total+:42, total-:297\n", "@threshold:0.516, sens:0.418, spec:0.930, ppv:0.535, acc:0.847, f1:0.469, mcc:0.021, total+:43, total-:296\n", "@threshold:0.496, sens:0.418, spec:0.926, ppv:0.523, acc:0.844, f1:0.465, mcc:0.020, total+:44, total-:295\n", "@threshold:0.480, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.456, sens:0.455, spec:0.923, ppv:0.532, acc:0.847, f1:0.490, mcc:0.020, total+:47, total-:292\n", "@threshold:0.453, sens:0.473, spec:0.923, ppv:0.542, acc:0.850, f1:0.505, mcc:0.021, total+:48, total-:291\n", "@threshold:0.452, sens:0.473, spec:0.919, ppv:0.531, acc:0.847, f1:0.500, mcc:0.020, total+:49, total-:290\n", "@threshold:0.440, sens:0.491, spec:0.915, ppv:0.529, acc:0.847, f1:0.509, mcc:0.019, total+:51, total-:288\n", "@threshold:0.432, sens:0.491, spec:0.912, ppv:0.519, acc:0.844, f1:0.505, mcc:0.018, total+:52, total-:287\n", "@threshold:0.372, sens:0.509, spec:0.891, ppv:0.475, acc:0.829, f1:0.491, mcc:0.014, total+:59, total-:280\n", "@threshold:0.365, sens:0.509, spec:0.887, ppv:0.467, acc:0.826, f1:0.487, mcc:0.013, total+:60, total-:279\n", "@threshold:0.363, sens:0.527, spec:0.884, ppv:0.468, acc:0.826, f1:0.496, mcc:0.013, total+:62, total-:277\n", "@threshold:0.337, sens:0.527, spec:0.880, ppv:0.460, acc:0.823, f1:0.492, mcc:0.013, total+:63, total-:276\n", "@threshold:0.335, sens:0.545, spec:0.877, ppv:0.462, acc:0.823, f1:0.500, mcc:0.013, total+:65, total-:274\n", "@threshold:0.333, sens:0.545, spec:0.873, ppv:0.455, acc:0.820, f1:0.496, mcc:0.012, total+:66, total-:273\n", "@threshold:0.329, sens:0.564, spec:0.873, ppv:0.463, acc:0.823, f1:0.508, mcc:0.013, total+:67, total-:272\n", "@threshold:0.316, sens:0.564, spec:0.870, ppv:0.456, acc:0.820, f1:0.504, mcc:0.012, total+:68, total-:271\n", "@threshold:0.309, sens:0.582, spec:0.870, ppv:0.464, acc:0.823, f1:0.516, mcc:0.013, total+:69, total-:270\n", "@threshold:0.306, sens:0.582, spec:0.866, ppv:0.457, acc:0.820, f1:0.512, mcc:0.012, total+:70, total-:269\n", "@threshold:0.278, sens:0.600, spec:0.849, ppv:0.434, acc:0.808, f1:0.504, mcc:0.010, total+:76, total-:263\n", "@threshold:0.273, sens:0.600, spec:0.845, ppv:0.429, acc:0.805, f1:0.500, mcc:0.010, total+:77, total-:262\n", "@threshold:0.267, sens:0.618, spec:0.845, ppv:0.436, acc:0.808, f1:0.511, mcc:0.010, total+:78, total-:261\n", "@threshold:0.259, sens:0.618, spec:0.842, ppv:0.430, acc:0.805, f1:0.507, mcc:0.010, total+:79, total-:260\n", "@threshold:0.204, sens:0.636, spec:0.803, ppv:0.385, acc:0.776, f1:0.479, mcc:0.008, total+:91, total-:248\n", "@threshold:0.197, sens:0.636, spec:0.799, ppv:0.380, acc:0.773, f1:0.476, mcc:0.007, total+:92, total-:247\n", "@threshold:0.184, sens:0.655, spec:0.796, ppv:0.383, acc:0.773, f1:0.483, mcc:0.007, total+:94, total-:245\n", "@threshold:0.183, sens:0.655, spec:0.792, ppv:0.379, acc:0.770, f1:0.480, mcc:0.007, total+:95, total-:244\n", "@threshold:0.170, sens:0.673, spec:0.785, ppv:0.378, acc:0.767, f1:0.484, mcc:0.007, total+:98, total-:241\n", "@threshold:0.158, sens:0.673, spec:0.782, ppv:0.374, acc:0.764, f1:0.481, mcc:0.007, total+:99, total-:240\n", "@threshold:0.144, sens:0.691, spec:0.775, ppv:0.373, acc:0.761, f1:0.484, mcc:0.007, total+:102, total-:237\n", "@threshold:0.139, sens:0.691, spec:0.771, ppv:0.369, acc:0.758, f1:0.481, mcc:0.007, total+:103, total-:236\n", "@threshold:0.098, sens:0.709, spec:0.743, ppv:0.348, acc:0.737, f1:0.467, mcc:0.006, total+:112, total-:227\n", "@threshold:0.093, sens:0.709, spec:0.739, ppv:0.345, acc:0.735, f1:0.464, mcc:0.006, total+:113, total-:226\n", "@threshold:0.092, sens:0.727, spec:0.739, ppv:0.351, acc:0.737, f1:0.473, mcc:0.006, total+:114, total-:225\n", "@threshold:0.090, sens:0.727, spec:0.736, ppv:0.348, acc:0.735, f1:0.471, mcc:0.006, total+:115, total-:224\n", "@threshold:0.068, sens:0.745, spec:0.708, ppv:0.331, acc:0.714, f1:0.458, mcc:0.005, total+:124, total-:215\n", "@threshold:0.066, sens:0.745, spec:0.704, ppv:0.328, acc:0.711, f1:0.456, mcc:0.005, total+:125, total-:214\n", "@threshold:-0.015, sens:0.764, spec:0.637, ppv:0.290, acc:0.658, f1:0.420, mcc:0.004, total+:145, total-:194\n", "@threshold:-0.024, sens:0.782, spec:0.634, ppv:0.293, acc:0.658, f1:0.426, mcc:0.004, total+:147, total-:192\n", "@threshold:-0.029, sens:0.800, spec:0.634, ppv:0.297, acc:0.661, f1:0.433, mcc:0.004, total+:148, total-:191\n", "@threshold:-0.038, sens:0.800, spec:0.630, ppv:0.295, acc:0.658, f1:0.431, mcc:0.004, total+:149, total-:190\n", "@threshold:-0.040, sens:0.818, spec:0.630, ppv:0.300, acc:0.661, f1:0.439, mcc:0.004, total+:150, total-:189\n", "@threshold:-0.040, sens:0.818, spec:0.627, ppv:0.298, acc:0.658, f1:0.437, mcc:0.004, total+:151, total-:188\n", "@threshold:-0.071, sens:0.855, spec:0.574, ppv:0.280, acc:0.619, f1:0.422, mcc:0.004, total+:168, total-:171\n", "@threshold:-0.077, sens:0.855, spec:0.570, ppv:0.278, acc:0.617, f1:0.420, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.079, sens:0.873, spec:0.570, ppv:0.282, acc:0.619, f1:0.427, mcc:0.004, total+:170, total-:169\n", "@threshold:-0.083, sens:0.873, spec:0.567, ppv:0.281, acc:0.617, f1:0.425, mcc:0.004, total+:171, total-:168\n", "@threshold:-0.101, sens:0.891, spec:0.542, ppv:0.274, acc:0.599, f1:0.419, mcc:0.003, total+:179, total-:160\n", "@threshold:-0.106, sens:0.891, spec:0.539, ppv:0.272, acc:0.596, f1:0.417, mcc:0.003, total+:180, total-:159\n", "@threshold:-0.123, sens:0.909, spec:0.532, ppv:0.273, acc:0.593, f1:0.420, mcc:0.003, total+:183, total-:156\n", "@threshold:-0.124, sens:0.909, spec:0.528, ppv:0.272, acc:0.590, f1:0.418, mcc:0.003, total+:184, total-:155\n", "@threshold:-0.152, sens:0.927, spec:0.493, ppv:0.262, acc:0.563, f1:0.408, mcc:0.003, total+:195, total-:144\n", "@threshold:-0.159, sens:0.945, spec:0.489, ppv:0.264, acc:0.563, f1:0.413, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.186, sens:0.964, spec:0.468, ppv:0.260, acc:0.549, f1:0.409, mcc:0.003, total+:204, total-:135\n", "@threshold:-0.191, sens:0.964, spec:0.465, ppv:0.259, acc:0.546, f1:0.408, mcc:0.003, total+:205, total-:134\n", "@threshold:-0.420, sens:0.982, spec:0.232, ppv:0.199, acc:0.354, f1:0.330, mcc:0.002, total+:272, total-:67\n", "@threshold:-0.428, sens:0.982, spec:0.229, ppv:0.198, acc:0.351, f1:0.329, mcc:0.002, total+:273, total-:66\n", "@threshold:-1.502, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.096 95% CI: [0.071 , 0.121] | OR_adj 1.101 [1.074 1.129] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Number of Visits:0.036\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: BMI-avg19to24 | coef 0.092 95% CI: [0.068 , 0.116] | OR_adj 1.097 [1.071 1.123] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: BMI-avg13to16 | coef 0.081 95% CI: [0.064 , 0.099] | OR_adj 1.085 [1.066 1.104] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Number of Visits:-0.026\n", " MatDeliveryAge:-0.005\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.079 95% CI: [0.060 , 0.098] | OR_adj 1.082 [1.062 1.103] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt-latest | coef 0.059 95% CI: [0.044 , 0.074] | OR_adj 1.061 [1.045 1.077] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " MatDeliveryAge:0.048\n", "\n", "* Vital: BMI-gain0to24 | coef 0.051 95% CI: [0.031 , 0.071] | OR_adj 1.052 [1.031 1.074] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.047 95% CI: [0.033 , 0.061] | OR_adj 1.048 [1.034 1.062] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Number of Visits:-0.019\n", "\n", "* Vital: Wt-avg16to19 | coef 0.045 95% CI: [0.026 , 0.065] | OR_adj 1.047 [1.026 1.067] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "MatDeliveryAge:-0.040\n", " Number of Visits:-0.014\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.042 95% CI: [0.032 , 0.051] | OR_adj 1.042 [1.032 1.053] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", "* Vital: BMI-avg16to19 | coef 0.037 95% CI: [0.024 , 0.049] | OR_adj 1.037 [1.024 1.051] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Number of Visits:-0.043\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.029 95% CI: [0.015 , 0.042] | OR_adj 1.029 [1.015 1.043] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", "\n", "* Number of Visits | coef -0.029 95% CI: [-0.038 , -0.019] | OR_adj 0.972 [0.962 0.981] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.024 95% CI: [0.016 , 0.031] | OR_adj 1.024 [1.016 1.032] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", "\n", "* Vital: Wt Change-latest | coef 0.020 95% CI: [0.009 , 0.031] | OR_adj 1.020 [1.009 1.031] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " MatDeliveryAge:-0.023\n", "\n", " Vital: Ht-avg10to13 | coef -0.018 95% CI: [-0.026 , -0.010] | OR_adj 0.982 [0.974 0.990] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Number of Visits:0.027\n", " MatDeliveryAge:-0.007\n", "\n", " MatDeliveryAge | coef 0.018 95% CI: [0.011 , 0.024] | OR_adj 1.018 [1.011 1.025] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", "\n", "* Vital: Wt Percentile-latest | coef 0.016 95% CI: [0.009 , 0.023] | OR_adj 1.016 [1.009 1.023] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Number of Visits:0.019\n", " MatDeliveryAge:0.002\n", "\n", " Vital: Temp-latest | coef 0.014 95% CI: [0.009 , 0.020] | OR_adj 1.014 [1.009 1.020] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Number of Visits:0.015\n", " MatDeliveryAge:-0.011\n", "\n", " Vital: Wt Change-avg7to10 | coef -0.012 95% CI: [-0.019 , -0.006] | OR_adj 0.988 [0.981 0.994] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.026\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.012 95% CI: [0.003 , 0.021] | OR_adj 1.012 [1.003 1.021] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", "\n", "* Vital: Wt-gain0to24 | coef 0.012 95% CI: [-0.002 , 0.026] | OR_adj 1.012 [0.998 1.026] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", "\n", " Vital: HC-gain3to7 | coef 0.011 95% CI: [0.005 , 0.016] | OR_adj 1.011 [1.005 1.016] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", "\n", " Vital: Temp-avg0to1 | coef -0.010 95% CI: [-0.016 , -0.004] | OR_adj 0.990 [0.984 0.996] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:0.000\n", "\n", "* Vital: Wt-gain7to13 | coef -0.009 95% CI: [-0.016 , -0.002] | OR_adj 0.991 [0.984 0.998] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:0.002\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.008 95% CI: [0.002 , 0.015] | OR_adj 1.008 [1.002 1.015] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", " Number of Visits:0.006\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.008 95% CI: [-0.009 , 0.024] | OR_adj 1.008 [0.991 1.024] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " MatDeliveryAge:-0.023\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef -0.003 95% CI: [-0.009 , 0.003] | OR_adj 0.997 [0.991 1.003] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: BMI-gain7to13 | coef -0.003 95% CI: [-0.009 , 0.003] | OR_adj 0.997 [0.991 1.003] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "MatDeliveryAge:-0.015\n", " Number of Visits:-0.005\n", "\n", " Vital: HC-gain5to10 | coef -0.003 95% CI: [-0.008 , 0.002] | OR_adj 0.997 [0.992 1.002] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "MatDeliveryAge:-0.042\n", " Number of Visits:0.034\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.003 95% CI: [-0.004 , 0.010] | OR_adj 1.003 [0.996 1.010] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.023\n", " MatDeliveryAge:-0.020\n", "\n", "* Vital: Ht-gain7to13 | coef -0.001 95% CI: [-0.006 , 0.004] | OR_adj 0.999 [0.994 1.004] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "MatDeliveryAge:-0.009\n", " Number of Visits:0.003\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.000 95% CI: [0.000 , 0.000] | OR_adj 1.000 [1.000 1.000] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "Vital : 0.725495318756\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of Visits : -0.0286642222592\n", "MatDeliveryAge : 0.0178416643352\n", "Time to run analysis 0:00:34.643254\n", "Total Time elapsed 16:55:31.485901\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_census randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.362\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.361\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.362\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.623, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.366\n", "AUC Test: 0.799, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.307\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.289\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.698, R^2 test: 0.318\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.636, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.636\n", "AUC Validation: 0.866, Explained Variance Score Validation: 0.382\n", "AUC Test: 0.819, Explained Variance Score Test: 0.357\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.383\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.366\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.352\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.557, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.390\n", "AUC Test: 0.797, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.195\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.187\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.628, R^2 test: 0.182\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.552, R^2 test: 0.179\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.994, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.782, Explained Variance Score Validation: 0.208\n", "AUC Test: 0.814, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.269\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.830, R^2 test: 0.265\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.239\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.216\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.271\n", "AUC Test: 0.801, Explained Variance Score Test: 0.365\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.310\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.811, R^2 test: 0.323\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.630, R^2 test: 0.290\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.567, R^2 test: 0.279\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.988, Explained Variance Score Train: 0.811\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.797, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.348\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: 0.314\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.266\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.551, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.982, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.816, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.799, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: 0.208\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: 0.246\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.602, R^2 test: 0.278\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.538, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.797, Explained Variance Score Validation: 0.308\n", "AUC Test: 0.807, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.889, R^2 test: 0.303\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: 0.303\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.602, R^2 test: 0.334\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.533, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.968, Explained Variance Score Train: 0.781\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.304\n", "AUC Test: 0.784, Explained Variance Score Test: 0.355\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.288\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: 0.327\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.337\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.490, R^2 test: 0.317\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.855, Explained Variance Score Validation: 0.329\n", "AUC Test: 0.797, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: -0.086\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.866, R^2 test: -0.102\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.729, R^2 test: -0.089\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: -0.076\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.443, Explained Variance Score Validation: -0.102\n", "AUC Test: 0.815, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: 0.060\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.068\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.667, R^2 test: 0.084\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.088\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.071\n", "AUC Test: 0.804, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.131\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.123\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.189\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.573, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.748, Explained Variance Score Validation: 0.191\n", "AUC Test: 0.801, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.164\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.827, R^2 test: 0.159\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.659, R^2 test: 0.169\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.584, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.672, Explained Variance Score Validation: 0.187\n", "AUC Test: 0.788, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.348\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.353\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.316\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.580, R^2 test: 0.303\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.780, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.279\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.784, R^2 test: 0.248\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.601, R^2 test: 0.311\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.537, R^2 test: 0.297\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.601\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.315\n", "AUC Test: 0.800, Explained Variance Score Test: 0.352\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.366\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.371\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.603, R^2 test: 0.332\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.603\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.333\n", "AUC Test: 0.812, Explained Variance Score Test: 0.356\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.260\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.284\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.708, R^2 test: 0.263\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.644, R^2 test: 0.251\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.761, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.831, Explained Variance Score Test: 0.354\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.912, R^2 test: -0.044\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: -0.027\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.033\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.655, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.942, Explained Variance Score Train: 0.655\n", "AUC Validation: 0.723, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.825, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.895, R^2 test: 0.156\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.153\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.677, R^2 test: 0.164\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.677\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.808, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.191\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.212\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.249\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.651, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.929, Explained Variance Score Train: 0.651\n", "AUC Validation: 0.664, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.791, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.919, R^2 test: 0.348\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.875, R^2 test: 0.363\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.754, R^2 test: 0.340\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.692, R^2 test: 0.326\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.875\n", "AUC Validation: 0.819, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.798, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.247\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.835, R^2 test: 0.269\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.284\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.614\n", "AUC Validation: 0.703, Explained Variance Score Validation: 0.319\n", "AUC Test: 0.794, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.239\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.232\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.205\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.582, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.813, Explained Variance Score Validation: 0.239\n", "AUC Test: 0.799, Explained Variance Score Test: 0.264\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.141\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.133\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.195\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.548, R^2 test: 0.181\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.549\n", "AUC Validation: 0.800, Explained Variance Score Validation: 0.188\n", "AUC Test: 0.794, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.256\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.808, R^2 test: 0.232\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.605, R^2 test: 0.245\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.534, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.666, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.785, Explained Variance Score Test: 0.328\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.201\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.837, R^2 test: 0.219\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.687, R^2 test: 0.238\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.614, R^2 test: 0.244\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.687\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.249\n", "AUC Test: 0.817, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.273\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.305\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.297\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.590, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.263\n", "AUC Test: 0.814, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.309\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.337\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.707, R^2 test: 0.344\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.353\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.642\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.362\n", "AUC Test: 0.828, Explained Variance Score Test: 0.341\n", "\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.896, R^2 test: 0.262\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.806, R^2 test: 0.284\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.607, R^2 test: 0.287\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.526, R^2 test: 0.286\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.772, Explained Variance Score Validation: 0.287\n", "AUC Test: 0.821, Explained Variance Score Test: 0.362\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.244\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.260\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.689, R^2 test: 0.289\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.613, R^2 test: 0.292\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.846\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.264\n", "AUC Test: 0.816, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.247\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.265\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.692, R^2 test: 0.285\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.290\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.789, Explained Variance Score Validation: 0.265\n", "AUC Test: 0.810, Explained Variance Score Test: 0.348\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.911, R^2 test: 0.199\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.839, R^2 test: 0.131\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.103\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.156\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.609\n", "AUC Validation: 0.717, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.802, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: -0.114\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.043\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.612, R^2 test: 0.144\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.527, R^2 test: 0.188\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.144\n", "AUC Test: 0.800, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: 0.001\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.008\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.665, R^2 test: 0.003\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.067\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.604\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.784, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.887, R^2 test: 0.257\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.241\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.213\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: 0.214\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.741, Explained Variance Score Validation: 0.214\n", "AUC Test: 0.812, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.260\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.873, R^2 test: 0.236\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.735, R^2 test: 0.226\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.666, R^2 test: 0.212\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.229\n", "AUC Test: 0.776, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.289\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.834, R^2 test: 0.300\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.310\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.307\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.301\n", "AUC Test: 0.789, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.894, R^2 test: 0.141\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.185\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.682, R^2 test: 0.235\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.608, R^2 test: 0.262\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.240\n", "AUC Test: 0.816, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.358\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.833, R^2 test: 0.370\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.337\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.597, R^2 test: 0.320\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.731, Explained Variance Score Validation: 0.340\n", "AUC Test: 0.816, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.880, R^2 test: 0.269\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.780, R^2 test: 0.312\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: 0.341\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: 0.349\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.910, Explained Variance Score Train: 0.545\n", "AUC Validation: 0.877, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.780, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.907, R^2 test: -0.001\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.874, R^2 test: 0.013\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.705, R^2 test: 0.018\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.629, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.815, Explained Variance Score Test: 0.302\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: 0.155\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.813, R^2 test: 0.137\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.615, R^2 test: 0.132\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.547, R^2 test: 0.145\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.615\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.828, Explained Variance Score Test: 0.374\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: 0.293\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: 0.265\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.571, R^2 test: 0.266\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.493, R^2 test: 0.227\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.571\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.266\n", "AUC Test: 0.805, Explained Variance Score Test: 0.323\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.336\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.346\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.709, R^2 test: 0.331\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.327\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.898\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.791, Explained Variance Score Test: 0.374\n", "\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.879, R^2 test: 0.402\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.814, R^2 test: 0.402\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.649, R^2 test: 0.414\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.569, R^2 test: 0.389\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.814\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.405\n", "AUC Test: 0.789, Explained Variance Score Test: 0.326\n", "\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.264\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: 0.278\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.277\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.249\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.292\n", "AUC Test: 0.821, Explained Variance Score Test: 0.339\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: -0.562\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.275\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.609, R^2 test: -0.104\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: -0.057\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.976, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.267\n", "AUC Test: 0.808, Explained Variance Score Test: 0.359\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.071\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.820, R^2 test: 0.079\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.624, R^2 test: 0.124\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.544, R^2 test: 0.147\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.886, Explained Variance Score Train: 0.544\n", "AUC Validation: 0.804, Explained Variance Score Validation: 0.177\n", "AUC Test: 0.777, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.335\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: 0.354\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.616, R^2 test: 0.324\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.550, R^2 test: 0.307\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.975, Explained Variance Score Train: 0.779\n", "AUC Validation: 0.935, Explained Variance Score Validation: 0.356\n", "AUC Test: 0.787, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.108\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.844, R^2 test: 0.108\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.122\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.132\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.703\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.127\n", "AUC Test: 0.805, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: 0.068\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.794, R^2 test: 0.072\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.137\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.171\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.636, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.795, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.919, R^2 test: 0.196\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.876, R^2 test: 0.165\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.740, R^2 test: 0.068\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.676, R^2 test: 0.046\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.876\n", "AUC Validation: 0.726, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.804, Explained Variance Score Test: 0.372\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.905, R^2 test: 0.398\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.408\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.416\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.627, R^2 test: 0.422\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.985, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.793, Explained Variance Score Validation: 0.412\n", "AUC Test: 0.820, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.886, R^2 test: 0.247\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.817, R^2 test: 0.255\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.632, R^2 test: 0.250\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.556, R^2 test: 0.243\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.984, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.801, Explained Variance Score Test: 0.330\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: -0.008\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.845, R^2 test: 0.017\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.674, R^2 test: 0.163\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.605, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.962, Explained Variance Score Train: 0.674\n", "AUC Validation: 0.730, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.811, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.898, R^2 test: 0.076\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.842, R^2 test: 0.112\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.693, R^2 test: 0.124\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.616, R^2 test: 0.135\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.966, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.123\n", "AUC Test: 0.813, Explained Variance Score Test: 0.306\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.343\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.361\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.668, R^2 test: 0.356\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.354\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.585\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.357\n", "AUC Test: 0.823, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: -0.106\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: -0.052\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.695, R^2 test: 0.013\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.619, R^2 test: 0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.619\n", "AUC Validation: 0.706, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.820, Explained Variance Score Test: 0.345\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.893, R^2 test: 0.232\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.231\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.228\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.221\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.949, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.838, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.792, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.176\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.796, R^2 test: 0.185\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.583, R^2 test: 0.222\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.506, R^2 test: 0.236\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.225\n", "AUC Test: 0.809, Explained Variance Score Test: 0.358\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.882, R^2 test: 0.256\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: 0.284\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.307\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.591, R^2 test: 0.301\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.883\n", "AUC Validation: 0.744, Explained Variance Score Validation: 0.268\n", "AUC Test: 0.821, Explained Variance Score Test: 0.366\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.219\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.867, R^2 test: 0.234\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.727, R^2 test: 0.255\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.661, R^2 test: 0.255\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.824, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.806, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.875, R^2 test: 0.380\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.395\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.385\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.382\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.820, Explained Variance Score Validation: 0.401\n", "AUC Test: 0.824, Explained Variance Score Test: 0.342\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.824, R^2 test: 0.299\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: 0.300\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.593, R^2 test: 0.300\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.519, R^2 test: 0.295\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.519\n", "AUC Validation: 0.695, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.814, Explained Variance Score Test: 0.309\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.074\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.823, R^2 test: 0.130\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.626, R^2 test: 0.269\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.543, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.626\n", "AUC Validation: 0.867, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.819, Explained Variance Score Test: 0.336\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.009\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.803, R^2 test: 0.021\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: 0.068\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.513, R^2 test: 0.090\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.937, Explained Variance Score Train: 0.513\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.115\n", "AUC Test: 0.804, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.015\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.812, R^2 test: 0.025\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.647, R^2 test: 0.063\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.577, R^2 test: 0.059\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.647\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.843, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: 0.270\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.801, R^2 test: 0.271\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.638, R^2 test: 0.264\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.564, R^2 test: 0.264\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.990, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.828, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.786, Explained Variance Score Test: 0.283\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: 0.088\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.769, R^2 test: 0.198\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.252\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.498, R^2 test: 0.254\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.579\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.254\n", "AUC Test: 0.794, Explained Variance Score Test: 0.303\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.227\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.252\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.636, R^2 test: 0.237\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.572, R^2 test: 0.263\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.826, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.799, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.153\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.841, R^2 test: 0.142\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.683, R^2 test: 0.138\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.602, R^2 test: 0.127\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.974, Explained Variance Score Train: 0.841\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.777, Explained Variance Score Test: 0.297\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.878, R^2 test: 0.232\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.831, R^2 test: 0.241\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.662, R^2 test: 0.266\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.289\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.831\n", "AUC Validation: 0.892, Explained Variance Score Validation: 0.247\n", "AUC Test: 0.795, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.133\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.863, R^2 test: 0.143\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.714, R^2 test: 0.182\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.643, R^2 test: 0.168\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.969, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.800, Explained Variance Score Test: 0.311\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.873, R^2 test: 0.264\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: 0.268\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.666, R^2 test: 0.269\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.596, R^2 test: 0.267\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.963, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.733, Explained Variance Score Validation: 0.277\n", "AUC Test: 0.822, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.891, R^2 test: 0.208\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: 0.278\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.622, R^2 test: 0.301\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.562, R^2 test: 0.313\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.983, Explained Variance Score Train: 0.891\n", "AUC Validation: 0.750, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.788, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.900, R^2 test: 0.182\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.850, R^2 test: 0.226\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.679, R^2 test: 0.270\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.609, R^2 test: 0.275\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.811, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.800, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.106\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.864, R^2 test: 0.141\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.713, R^2 test: 0.255\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.630, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.630\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.296\n", "AUC Test: 0.796, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.047\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.848, R^2 test: 0.108\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.678, R^2 test: 0.190\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.604, R^2 test: 0.205\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.941, Explained Variance Score Train: 0.679\n", "AUC Validation: 0.754, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.805, Explained Variance Score Test: 0.321\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.910, R^2 test: -0.120\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.840, R^2 test: -0.094\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.663, R^2 test: -0.158\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.583, R^2 test: -0.083\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.910\n", "AUC Validation: 0.633, Explained Variance Score Validation: -0.120\n", "AUC Test: 0.785, Explained Variance Score Test: 0.329\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.915, R^2 test: 0.344\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.868, R^2 test: 0.380\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.728, R^2 test: 0.384\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.371\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.728\n", "AUC Validation: 0.843, Explained Variance Score Validation: 0.391\n", "AUC Test: 0.798, Explained Variance Score Test: 0.341\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.909, R^2 test: 0.189\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.257\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.703, R^2 test: 0.389\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.635, R^2 test: 0.403\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.931, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.804, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.897, R^2 test: 0.183\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.851, R^2 test: 0.197\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.673, R^2 test: 0.195\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.601, R^2 test: 0.210\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.673\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.201\n", "AUC Test: 0.815, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.237\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.852, R^2 test: 0.243\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.716, R^2 test: 0.251\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.656, R^2 test: 0.256\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.903\n", "AUC Validation: 0.794, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.790, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: 0.245\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.821, R^2 test: 0.274\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.665, R^2 test: 0.263\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.593, R^2 test: 0.258\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.944, Explained Variance Score Train: 0.665\n", "AUC Validation: 0.802, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.801, Explained Variance Score Test: 0.334\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.890, R^2 test: 0.189\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.836, R^2 test: 0.195\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.658, R^2 test: 0.220\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.580, R^2 test: 0.231\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.991, Explained Variance Score Train: 0.836\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.792, Explained Variance Score Test: 0.314\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.155\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.818, R^2 test: 0.139\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.653, R^2 test: 0.117\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.588, R^2 test: 0.124\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.973, Explained Variance Score Train: 0.818\n", "AUC Validation: 0.593, Explained Variance Score Validation: 0.179\n", "AUC Test: 0.786, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.312\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.853, R^2 test: 0.339\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.657, R^2 test: 0.339\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.587, R^2 test: 0.333\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.981, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.785, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.800, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.182\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.807, R^2 test: 0.184\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.645, R^2 test: 0.192\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.558, R^2 test: 0.207\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.956, Explained Variance Score Train: 0.645\n", "AUC Validation: 0.799, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.828, Explained Variance Score Test: 0.343\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.901, R^2 test: 0.251\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.246\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.701, R^2 test: 0.240\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.637, R^2 test: 0.242\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.251\n", "AUC Test: 0.810, Explained Variance Score Test: 0.353\n", "\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.902, R^2 test: 0.384\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.854, R^2 test: 0.390\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.711, R^2 test: 0.393\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.646, R^2 test: 0.383\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.798, Explained Variance Score Test: 0.299\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.892, R^2 test: 0.332\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.804, R^2 test: 0.317\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.613, R^2 test: 0.263\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.545, R^2 test: 0.250\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.892\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.351\n", "AUC Test: 0.828, Explained Variance Score Test: 0.383\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.908, R^2 test: 0.240\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.860, R^2 test: 0.243\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.698, R^2 test: 0.308\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.642, R^2 test: 0.328\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.989, Explained Variance Score Train: 0.908\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.255\n", "AUC Test: 0.800, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.184\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.783, R^2 test: 0.181\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.591, R^2 test: 0.141\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.522, R^2 test: 0.163\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.591\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.141\n", "AUC Test: 0.819, Explained Variance Score Test: 0.384\n", "\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.870, R^2 test: 0.172\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: 0.136\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: 0.146\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.525, R^2 test: 0.167\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.967, Explained Variance Score Train: 0.760\n", "AUC Validation: 0.812, Explained Variance Score Validation: 0.136\n", "AUC Test: 0.799, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.869, R^2 test: 0.290\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.816, R^2 test: 0.294\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.660, R^2 test: 0.266\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.585, R^2 test: 0.259\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.986, Explained Variance Score Train: 0.869\n", "AUC Validation: 0.856, Explained Variance Score Validation: 0.290\n", "AUC Test: 0.811, Explained Variance Score Test: 0.353\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.903, R^2 test: 0.145\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.846, R^2 test: 0.219\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.696, R^2 test: 0.269\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.628, R^2 test: 0.288\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.696\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.768, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.883, R^2 test: 0.195\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: 0.168\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.171\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.504, R^2 test: 0.192\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.830, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.888, R^2 test: 0.170\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.832, R^2 test: 0.216\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.650, R^2 test: 0.243\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.570, R^2 test: 0.234\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.650\n", "AUC Validation: 0.817, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.821, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.906, R^2 test: 0.002\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.858, R^2 test: 0.046\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.704, R^2 test: 0.140\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.618, R^2 test: 0.180\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.978, Explained Variance Score Train: 0.858\n", "AUC Validation: 0.601, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.808, Explained Variance Score Test: 0.351\n", "\n", "total Variables 32 and total subjects: 1698\n", "->AUC validation: 0.762 95% CI: [0.747 , 0.778]\n", "->AUC test: 0.804 95% CI: [0.801 , 0.807]\n", "->R^2 validation: 0.238 95% CI: [0.215 , 0.260]\n", "->R^2 test: 0.332 95% CI: [0.327 , 0.336]\n", "->Explained Variance validation: 0.228 95% CI: [0.206 , 0.251]\n", "->Explained Variance test: 0.328 95% CI: [0.323 , 0.333]\n", "Test set metrics:\n", "@threshold:1.964, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.964, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.941, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:0.934, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:0.919, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:0.839, sens:0.036, spec:0.989, ppv:0.400, acc:0.835, f1:0.067, mcc:0.029, total+:5, total-:334\n", "@threshold:0.760, sens:0.145, spec:0.986, ppv:0.667, acc:0.850, f1:0.239, mcc:0.071, total+:12, total-:327\n", "@threshold:0.737, sens:0.164, spec:0.982, ppv:0.643, acc:0.850, f1:0.261, mcc:0.059, total+:14, total-:325\n", "@threshold:0.673, sens:0.200, spec:0.979, ppv:0.647, acc:0.853, f1:0.306, mcc:0.055, total+:17, total-:322\n", "@threshold:0.668, sens:0.218, spec:0.979, ppv:0.667, acc:0.855, f1:0.329, mcc:0.059, total+:18, total-:321\n", "@threshold:0.652, sens:0.218, spec:0.975, ppv:0.632, acc:0.853, f1:0.324, mcc:0.048, total+:19, total-:320\n", "@threshold:0.626, sens:0.236, spec:0.968, ppv:0.591, acc:0.850, f1:0.338, mcc:0.037, total+:22, total-:317\n", "@threshold:0.602, sens:0.236, spec:0.965, ppv:0.565, acc:0.847, f1:0.333, mcc:0.032, total+:23, total-:316\n", "@threshold:0.567, sens:0.255, spec:0.958, ppv:0.538, acc:0.844, f1:0.346, mcc:0.027, total+:26, total-:313\n", "@threshold:0.513, sens:0.273, spec:0.954, ppv:0.536, acc:0.844, f1:0.361, mcc:0.026, total+:28, total-:311\n", "@threshold:0.499, sens:0.291, spec:0.954, ppv:0.552, acc:0.847, f1:0.381, mcc:0.027, total+:29, total-:310\n", "@threshold:0.483, sens:0.291, spec:0.951, ppv:0.533, acc:0.844, f1:0.376, mcc:0.025, total+:30, total-:309\n", "@threshold:0.482, sens:0.309, spec:0.951, ppv:0.548, acc:0.847, f1:0.395, mcc:0.026, total+:31, total-:308\n", "@threshold:0.474, sens:0.309, spec:0.947, ppv:0.531, acc:0.844, f1:0.391, mcc:0.024, total+:32, total-:307\n", "@threshold:0.461, sens:0.327, spec:0.947, ppv:0.545, acc:0.847, f1:0.409, mcc:0.025, total+:33, total-:306\n", "@threshold:0.423, sens:0.327, spec:0.944, ppv:0.529, acc:0.844, f1:0.404, mcc:0.023, total+:34, total-:305\n", "@threshold:0.399, sens:0.345, spec:0.937, ppv:0.514, acc:0.841, f1:0.413, mcc:0.020, total+:37, total-:302\n", "@threshold:0.394, sens:0.345, spec:0.933, ppv:0.500, acc:0.838, f1:0.409, mcc:0.019, total+:38, total-:301\n", "@threshold:0.382, sens:0.364, spec:0.930, ppv:0.500, acc:0.838, f1:0.421, mcc:0.018, total+:40, total-:299\n", "@threshold:0.357, sens:0.400, spec:0.926, ppv:0.512, acc:0.841, f1:0.449, mcc:0.019, total+:43, total-:296\n", "@threshold:0.349, sens:0.418, spec:0.926, ppv:0.523, acc:0.844, f1:0.465, mcc:0.020, total+:44, total-:295\n", "@threshold:0.314, sens:0.418, spec:0.923, ppv:0.511, acc:0.841, f1:0.460, mcc:0.019, total+:45, total-:294\n", "@threshold:0.305, sens:0.436, spec:0.919, ppv:0.511, acc:0.841, f1:0.471, mcc:0.018, total+:47, total-:292\n", "@threshold:0.301, sens:0.455, spec:0.915, ppv:0.510, acc:0.841, f1:0.481, mcc:0.018, total+:49, total-:290\n", "@threshold:0.300, sens:0.473, spec:0.915, ppv:0.520, acc:0.844, f1:0.495, mcc:0.019, total+:50, total-:289\n", "@threshold:0.300, sens:0.473, spec:0.912, ppv:0.510, acc:0.841, f1:0.491, mcc:0.018, total+:51, total-:288\n", "@threshold:0.281, sens:0.491, spec:0.908, ppv:0.509, acc:0.841, f1:0.500, mcc:0.017, total+:53, total-:286\n", "@threshold:0.280, sens:0.491, spec:0.905, ppv:0.500, acc:0.838, f1:0.495, mcc:0.016, total+:54, total-:285\n", "@threshold:0.269, sens:0.509, spec:0.894, ppv:0.483, acc:0.832, f1:0.496, mcc:0.015, total+:58, total-:281\n", "@threshold:0.267, sens:0.509, spec:0.891, ppv:0.475, acc:0.829, f1:0.491, mcc:0.014, total+:59, total-:280\n", "@threshold:0.250, sens:0.527, spec:0.887, ppv:0.475, acc:0.829, f1:0.500, mcc:0.014, total+:61, total-:278\n", "@threshold:0.238, sens:0.545, spec:0.884, ppv:0.476, acc:0.829, f1:0.508, mcc:0.014, total+:63, total-:276\n", "@threshold:0.233, sens:0.564, spec:0.884, ppv:0.484, acc:0.832, f1:0.521, mcc:0.014, total+:64, total-:275\n", "@threshold:0.232, sens:0.564, spec:0.880, ppv:0.477, acc:0.829, f1:0.517, mcc:0.014, total+:65, total-:274\n", "@threshold:0.225, sens:0.582, spec:0.877, ppv:0.478, acc:0.829, f1:0.525, mcc:0.014, total+:67, total-:272\n", "@threshold:0.221, sens:0.582, spec:0.873, ppv:0.471, acc:0.826, f1:0.520, mcc:0.013, total+:68, total-:271\n", "@threshold:0.209, sens:0.600, spec:0.870, ppv:0.471, acc:0.826, f1:0.528, mcc:0.013, total+:70, total-:269\n", "@threshold:0.208, sens:0.600, spec:0.866, ppv:0.465, acc:0.823, f1:0.524, mcc:0.012, total+:71, total-:268\n", "@threshold:0.179, sens:0.618, spec:0.852, ppv:0.447, acc:0.814, f1:0.519, mcc:0.011, total+:76, total-:263\n", "@threshold:0.178, sens:0.618, spec:0.849, ppv:0.442, acc:0.811, f1:0.515, mcc:0.011, total+:77, total-:262\n", "@threshold:0.176, sens:0.636, spec:0.845, ppv:0.443, acc:0.811, f1:0.522, mcc:0.011, total+:79, total-:260\n", "@threshold:0.173, sens:0.655, spec:0.842, ppv:0.444, acc:0.811, f1:0.529, mcc:0.011, total+:81, total-:258\n", "@threshold:0.117, sens:0.673, spec:0.813, ppv:0.411, acc:0.791, f1:0.510, mcc:0.009, total+:90, total-:249\n", "@threshold:0.115, sens:0.673, spec:0.810, ppv:0.407, acc:0.788, f1:0.507, mcc:0.009, total+:91, total-:248\n", "@threshold:0.084, sens:0.691, spec:0.792, ppv:0.392, acc:0.776, f1:0.500, mcc:0.008, total+:97, total-:242\n", "@threshold:0.075, sens:0.709, spec:0.789, ppv:0.394, acc:0.776, f1:0.506, mcc:0.008, total+:99, total-:240\n", "@threshold:-0.015, sens:0.727, spec:0.715, ppv:0.331, acc:0.717, f1:0.455, mcc:0.005, total+:121, total-:218\n", "@threshold:-0.017, sens:0.727, spec:0.711, ppv:0.328, acc:0.714, f1:0.452, mcc:0.005, total+:122, total-:217\n", "@threshold:-0.061, sens:0.745, spec:0.687, ppv:0.315, acc:0.696, f1:0.443, mcc:0.005, total+:130, total-:209\n", "@threshold:-0.062, sens:0.745, spec:0.683, ppv:0.313, acc:0.693, f1:0.441, mcc:0.005, total+:131, total-:208\n", "@threshold:-0.066, sens:0.764, spec:0.676, ppv:0.313, acc:0.690, f1:0.444, mcc:0.005, total+:134, total-:205\n", "@threshold:-0.070, sens:0.764, spec:0.673, ppv:0.311, acc:0.687, f1:0.442, mcc:0.004, total+:135, total-:204\n", "@threshold:-0.082, sens:0.782, spec:0.658, ppv:0.307, acc:0.678, f1:0.441, mcc:0.004, total+:140, total-:199\n", "@threshold:-0.083, sens:0.782, spec:0.655, ppv:0.305, acc:0.676, f1:0.439, mcc:0.004, total+:141, total-:198\n", "@threshold:-0.111, sens:0.800, spec:0.620, ppv:0.289, acc:0.649, f1:0.425, mcc:0.004, total+:152, total-:187\n", "@threshold:-0.111, sens:0.800, spec:0.616, ppv:0.288, acc:0.646, f1:0.423, mcc:0.004, total+:153, total-:186\n", "@threshold:-0.142, sens:0.818, spec:0.581, ppv:0.274, acc:0.619, f1:0.411, mcc:0.003, total+:164, total-:175\n", "@threshold:-0.145, sens:0.818, spec:0.577, ppv:0.273, acc:0.617, f1:0.409, mcc:0.003, total+:165, total-:174\n", "@threshold:-0.149, sens:0.836, spec:0.577, ppv:0.277, acc:0.619, f1:0.416, mcc:0.003, total+:166, total-:173\n", "@threshold:-0.150, sens:0.855, spec:0.574, ppv:0.280, acc:0.619, f1:0.422, mcc:0.004, total+:168, total-:171\n", "@threshold:-0.163, sens:0.873, spec:0.553, ppv:0.274, acc:0.605, f1:0.417, mcc:0.003, total+:175, total-:164\n", "@threshold:-0.164, sens:0.873, spec:0.549, ppv:0.273, acc:0.602, f1:0.416, mcc:0.003, total+:176, total-:163\n", "@threshold:-0.168, sens:0.891, spec:0.539, ppv:0.272, acc:0.596, f1:0.417, mcc:0.003, total+:180, total-:159\n", "@threshold:-0.168, sens:0.891, spec:0.535, ppv:0.271, acc:0.593, f1:0.415, mcc:0.003, total+:181, total-:158\n", "@threshold:-0.177, sens:0.909, spec:0.528, ppv:0.272, acc:0.590, f1:0.418, mcc:0.003, total+:184, total-:155\n", "@threshold:-0.179, sens:0.909, spec:0.525, ppv:0.270, acc:0.587, f1:0.417, mcc:0.003, total+:185, total-:154\n", "@threshold:-0.198, sens:0.927, spec:0.507, ppv:0.267, acc:0.575, f1:0.415, mcc:0.003, total+:191, total-:148\n", "@threshold:-0.206, sens:0.927, spec:0.504, ppv:0.266, acc:0.572, f1:0.413, mcc:0.003, total+:192, total-:147\n", "@threshold:-0.229, sens:0.945, spec:0.468, ppv:0.256, acc:0.546, f1:0.403, mcc:0.003, total+:203, total-:136\n", "@threshold:-0.229, sens:0.945, spec:0.465, ppv:0.255, acc:0.543, f1:0.402, mcc:0.003, total+:204, total-:135\n", "@threshold:-0.260, sens:0.945, spec:0.415, ppv:0.239, acc:0.501, f1:0.381, mcc:0.003, total+:218, total-:121\n", "@threshold:-0.262, sens:0.945, spec:0.412, ppv:0.237, acc:0.499, f1:0.380, mcc:0.003, total+:219, total-:120\n", "@threshold:-0.328, sens:0.964, spec:0.345, ppv:0.222, acc:0.445, f1:0.361, mcc:0.002, total+:239, total-:100\n", "@threshold:-0.332, sens:0.964, spec:0.342, ppv:0.221, acc:0.442, f1:0.359, mcc:0.002, total+:240, total-:99\n", "@threshold:-0.335, sens:0.982, spec:0.338, ppv:0.223, acc:0.442, f1:0.364, mcc:0.002, total+:242, total-:97\n", "@threshold:-0.337, sens:0.982, spec:0.335, ppv:0.222, acc:0.440, f1:0.362, mcc:0.002, total+:243, total-:96\n", "@threshold:-1.025, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: BMI-latest | coef 0.122 95% CI: [0.108 , 0.135] | OR_adj 1.129 [1.114 1.145] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Number of Visits:0.036\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: BMI-avg19to24 | coef 0.075 95% CI: [0.064 , 0.086] | OR_adj 1.078 [1.066 1.090] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.058 95% CI: [0.052 , 0.064] | OR_adj 1.059 [1.053 1.066] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.057 95% CI: [0.051 , 0.063] | OR_adj 1.058 [1.052 1.065] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: BMI-avg13to16 | coef 0.054 95% CI: [0.046 , 0.062] | OR_adj 1.055 [1.047 1.064] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Number of Visits:-0.026\n", " MatDeliveryAge:-0.005\n", "\n", "* Vital: BMI-avg16to19 | coef 0.050 95% CI: [0.041 , 0.059] | OR_adj 1.051 [1.042 1.061] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Number of Visits:-0.043\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: BMI-gain0to24 | coef 0.050 95% CI: [0.041 , 0.058] | OR_adj 1.051 [1.042 1.059] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", "* Vital: Wt-latest | coef 0.039 95% CI: [0.033 , 0.045] | OR_adj 1.039 [1.033 1.046] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " MatDeliveryAge:0.048\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.037 95% CI: [0.032 , 0.042] | OR_adj 1.037 [1.032 1.043] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Number of Visits:-0.019\n", "\n", " MatDeliveryAge | coef 0.034 95% CI: [0.031 , 0.038] | OR_adj 1.035 [1.031 1.038] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.034 95% CI: [0.029 , 0.039] | OR_adj 1.035 [1.029 1.040] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", "\n", "* Vital: Wt-gain0to24 | coef 0.034 95% CI: [0.028 , 0.040] | OR_adj 1.034 [1.028 1.041] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", "\n", "* Vital: Wt-avg16to19 | coef 0.031 95% CI: [0.026 , 0.036] | OR_adj 1.032 [1.026 1.037] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "MatDeliveryAge:-0.040\n", " Number of Visits:-0.014\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.029 95% CI: [0.025 , 0.032] | OR_adj 1.029 [1.026 1.032] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", "\n", "* Number of Visits | coef 0.028 95% CI: [0.025 , 0.031] | OR_adj 1.029 [1.026 1.032] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.027 95% CI: [0.024 , 0.030] | OR_adj 1.027 [1.024 1.030] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", "* Vital: BMI-gain7to13 | coef 0.021 95% CI: [0.018 , 0.024] | OR_adj 1.022 [1.019 1.025] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "MatDeliveryAge:-0.015\n", " Number of Visits:-0.005\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.019 95% CI: [0.018 , 0.021] | OR_adj 1.020 [1.018 1.021] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt Percentile-latest | coef 0.019 95% CI: [0.016 , 0.023] | OR_adj 1.020 [1.016 1.023] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Number of Visits:0.019\n", " MatDeliveryAge:0.002\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.020 [1.018 1.022] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", "\n", " Vital: Temp-latest | coef 0.019 95% CI: [0.017 , 0.020] | OR_adj 1.019 [1.018 1.021] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Number of Visits:0.015\n", " MatDeliveryAge:-0.011\n", "\n", "* Vital: Wt-gain7to13 | coef 0.019 95% CI: [0.017 , 0.020] | OR_adj 1.019 [1.017 1.020] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:0.002\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.018 95% CI: [0.017 , 0.020] | OR_adj 1.019 [1.017 1.020] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.023\n", " MatDeliveryAge:-0.020\n", "\n", " Vital: Temp-avg0to1 | coef 0.017 95% CI: [0.016 , 0.019] | OR_adj 1.017 [1.016 1.019] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:0.000\n", "\n", " Vital: Ht-avg10to13 | coef 0.016 95% CI: [0.014 , 0.018] | OR_adj 1.016 [1.015 1.018] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Number of Visits:0.027\n", " MatDeliveryAge:-0.007\n", "\n", "* Vital: Ht-gain7to13 | coef 0.015 95% CI: [0.013 , 0.016] | OR_adj 1.015 [1.014 1.016] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "MatDeliveryAge:-0.009\n", " Number of Visits:0.003\n", "\n", " Vital: HC-gain3to7 | coef 0.013 95% CI: [0.011 , 0.014] | OR_adj 1.013 [1.011 1.014] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", "\n", " Vital: HC-gain5to10 | coef 0.012 95% CI: [0.010 , 0.013] | OR_adj 1.012 [1.011 1.013] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "MatDeliveryAge:-0.042\n", " Number of Visits:0.034\n", "\n", "* Vital: Wt Change-latest | coef 0.011 95% CI: [0.010 , 0.013] | OR_adj 1.011 [1.010 1.013] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " MatDeliveryAge:-0.023\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.011 [1.009 1.012] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " MatDeliveryAge:-0.023\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.010 95% CI: [0.009 , 0.012] | OR_adj 1.010 [1.009 1.012] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", " Number of Visits:0.006\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.004 95% CI: [0.003 , 0.004] | OR_adj 1.004 [1.003 1.004] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.026\n", "\n", "Vital : 0.937565461884\n", "MatDeliveryAge : 0.0342003930516\n", "Number of Visits : 0.028234145064\n", "Time to run analysis 0:08:18.333939\n", "Total Time elapsed 17:03:49.820343\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_census gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.345\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.357\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.352\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.848, Explained Variance Score Validation: 0.363\n", "AUC Test: 0.796, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.264\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.298\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.309\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.812\n", "AUC Validation: 0.815, Explained Variance Score Validation: 0.310\n", "AUC Test: 0.816, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.839, R^2 test: 0.287\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.881, R^2 test: 0.278\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.874, R^2 test: 0.272\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.335\n", "AUC Test: 0.809, Explained Variance Score Test: 0.340\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.239\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.227\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.229\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.851\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.222\n", "AUC Test: 0.808, Explained Variance Score Test: 0.312\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.347\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.375\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.887, R^2 test: 0.340\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.889\n", "AUC Validation: 0.864, Explained Variance Score Validation: 0.344\n", "AUC Test: 0.783, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.155\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.776, R^2 test: 0.159\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.152\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.675, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.813, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.383\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.826, R^2 test: 0.377\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.401\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.785\n", "AUC Validation: 0.807, Explained Variance Score Validation: 0.383\n", "AUC Test: 0.799, Explained Variance Score Test: 0.305\n", "\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.193\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.175\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.192\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.813, Explained Variance Score Test: 0.343\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.156\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.153\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.119\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.719, Explained Variance Score Validation: 0.172\n", "AUC Test: 0.769, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.102\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.123\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.869, R^2 test: 0.136\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.855\n", "AUC Validation: 0.673, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.790, Explained Variance Score Test: 0.286\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: 0.221\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.754, R^2 test: 0.253\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.250\n", "AUC Test: 0.817, Explained Variance Score Test: 0.360\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.611, R^2 test: 0.241\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.251\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.715\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.817, Explained Variance Score Test: 0.315\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.168\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: 0.183\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.142\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.151\n", "AUC Test: 0.776, Explained Variance Score Test: 0.246\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: 0.275\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.286\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.681, Explained Variance Score Validation: 0.280\n", "AUC Test: 0.794, Explained Variance Score Test: 0.333\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: 0.219\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.240\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.253\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.878\n", "AUC Validation: 0.788, Explained Variance Score Validation: 0.295\n", "AUC Test: 0.800, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.170\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.128\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.178\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.832, Explained Variance Score Test: 0.340\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: 0.318\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.324\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.337\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.800\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.796, Explained Variance Score Test: 0.291\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.203\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.178\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.190\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.819\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.220\n", "AUC Test: 0.820, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.256\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.267\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.249\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.844, Explained Variance Score Validation: 0.324\n", "AUC Test: 0.794, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.302\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.276\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.790, R^2 test: 0.292\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.910, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.755, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.795, Explained Variance Score Test: 0.267\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.746, R^2 test: 0.216\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.831, R^2 test: 0.153\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.842, R^2 test: 0.151\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.789, Explained Variance Score Test: 0.296\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: 0.061\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.042\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.048\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.771\n", "AUC Validation: 0.622, Explained Variance Score Validation: 0.050\n", "AUC Test: 0.821, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.229\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.234\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.211\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.751\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.253\n", "AUC Test: 0.799, Explained Variance Score Test: 0.272\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.231\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.215\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.224\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.838\n", "AUC Validation: 0.716, Explained Variance Score Validation: 0.234\n", "AUC Test: 0.783, Explained Variance Score Test: 0.271\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.341\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.315\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.323\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.341\n", "AUC Test: 0.833, Explained Variance Score Test: 0.389\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.217\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.200\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.908, R^2 test: 0.184\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.975, Explained Variance Score Train: 0.890\n", "AUC Validation: 0.756, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.787, Explained Variance Score Test: 0.351\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.296\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.878, R^2 test: 0.281\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.903, R^2 test: 0.291\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.871\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.300\n", "AUC Test: 0.799, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.753, R^2 test: 0.282\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.275\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.284\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.787, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.781, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: 0.235\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: 0.213\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.226\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.720\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.232\n", "AUC Test: 0.795, Explained Variance Score Test: 0.279\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: 0.258\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.624, R^2 test: 0.286\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.638, R^2 test: 0.283\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.913, Explained Variance Score Train: 0.649\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.788, Explained Variance Score Test: 0.339\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.757, R^2 test: 0.181\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.215\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.832, R^2 test: 0.232\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.794, Explained Variance Score Test: 0.293\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: 0.100\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.125\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.832\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.111\n", "AUC Test: 0.806, Explained Variance Score Test: 0.297\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.186\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: 0.142\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.853, R^2 test: 0.041\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.853\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.816, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.133\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.128\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.835, R^2 test: 0.096\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.780\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.800, Explained Variance Score Test: 0.329\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: 0.184\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.797, R^2 test: 0.200\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.263\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.791\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.805, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.681, R^2 test: 0.310\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.743, R^2 test: 0.276\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.332\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.750\n", "AUC Validation: 0.757, Explained Variance Score Validation: 0.317\n", "AUC Test: 0.813, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.375\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: 0.370\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.369\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.908, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.765, Explained Variance Score Validation: 0.403\n", "AUC Test: 0.786, Explained Variance Score Test: 0.253\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.654, R^2 test: 0.214\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.188\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.187\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.944, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.809, Explained Variance Score Test: 0.320\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.653, R^2 test: 0.089\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.799, R^2 test: 0.147\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.833, R^2 test: 0.035\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.806\n", "AUC Validation: 0.661, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.808, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.771, R^2 test: 0.352\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.367\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.376\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.820\n", "AUC Validation: 0.890, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.799, Explained Variance Score Test: 0.268\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: 0.267\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.285\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.279\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.801\n", "AUC Validation: 0.776, Explained Variance Score Validation: 0.279\n", "AUC Test: 0.821, Explained Variance Score Test: 0.332\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.593, R^2 test: 0.181\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: 0.167\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.239\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.262\n", "AUC Test: 0.789, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.168\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.146\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.876, R^2 test: 0.098\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.173\n", "AUC Test: 0.791, Explained Variance Score Test: 0.319\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.193\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.222\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.213\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.734, Explained Variance Score Validation: 0.274\n", "AUC Test: 0.817, Explained Variance Score Test: 0.276\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.292\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.314\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: 0.329\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.971, Explained Variance Score Train: 0.778\n", "AUC Validation: 0.868, Explained Variance Score Validation: 0.328\n", "AUC Test: 0.806, Explained Variance Score Test: 0.322\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.222\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.211\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.152\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.860\n", "AUC Validation: 0.700, Explained Variance Score Validation: 0.195\n", "AUC Test: 0.812, Explained Variance Score Test: 0.300\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.295\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: 0.293\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.828, R^2 test: 0.318\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.816\n", "AUC Validation: 0.809, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.804, Explained Variance Score Test: 0.292\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.071\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.101\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.093\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.865\n", "AUC Validation: 0.655, Explained Variance Score Validation: 0.131\n", "AUC Test: 0.783, Explained Variance Score Test: 0.227\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.182\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.896, R^2 test: 0.174\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.906, R^2 test: 0.190\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.915\n", "AUC Validation: 0.711, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.800, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.812, R^2 test: 0.126\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.856, R^2 test: 0.095\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.099\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.808\n", "AUC Validation: 0.764, Explained Variance Score Validation: 0.079\n", "AUC Test: 0.814, Explained Variance Score Test: 0.291\n", "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.723, R^2 test: 0.237\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.215\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.165\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.914, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.860, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.789, Explained Variance Score Test: 0.281\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.269\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.321\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.834, R^2 test: 0.292\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.807\n", "AUC Validation: 0.823, Explained Variance Score Validation: 0.338\n", "AUC Test: 0.826, Explained Variance Score Test: 0.331\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: 0.271\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: 0.216\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.213\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.737\n", "AUC Validation: 0.837, Explained Variance Score Validation: 0.248\n", "AUC Test: 0.818, Explained Variance Score Test: 0.347\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.115\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.092\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.909, R^2 test: 0.096\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.989, Explained Variance Score Train: 0.874\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.163\n", "AUC Test: 0.802, Explained Variance Score Test: 0.342\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.224\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.844, R^2 test: 0.321\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.282\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.840\n", "AUC Validation: 0.831, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.805, Explained Variance Score Test: 0.333\n", "\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: 0.159\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.172\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: 0.166\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.875, Explained Variance Score Train: 0.711\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.193\n", "AUC Test: 0.799, Explained Variance Score Test: 0.337\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.733, R^2 test: 0.258\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.800, R^2 test: 0.266\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.242\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.794\n", "AUC Validation: 0.784, Explained Variance Score Validation: 0.260\n", "AUC Test: 0.801, Explained Variance Score Test: 0.298\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.182\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.144\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.182\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.687, Explained Variance Score Validation: 0.166\n", "AUC Test: 0.799, Explained Variance Score Test: 0.310\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.718, R^2 test: 0.386\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.422\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.729, R^2 test: 0.412\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.858, Explained Variance Score Validation: 0.380\n", "AUC Test: 0.792, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: 0.126\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.185\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.842\n", "AUC Validation: 0.634, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.825, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: 0.187\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.787, R^2 test: 0.185\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.857, R^2 test: 0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.804\n", "AUC Validation: 0.715, Explained Variance Score Validation: 0.165\n", "AUC Test: 0.774, Explained Variance Score Test: 0.258\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: 0.369\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.369\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.786, R^2 test: 0.285\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.773\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.323\n", "AUC Test: 0.797, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.637, R^2 test: 0.358\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.682, R^2 test: 0.364\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.357\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.751\n", "AUC Validation: 0.798, Explained Variance Score Validation: 0.379\n", "AUC Test: 0.771, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.281\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.694, R^2 test: 0.277\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.770\n", "AUC Validation: 0.740, Explained Variance Score Validation: 0.311\n", "AUC Test: 0.801, Explained Variance Score Test: 0.312\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: -0.006\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.018\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.018\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.777\n", "AUC Validation: 0.659, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.796, Explained Variance Score Test: 0.326\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.196\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: 0.191\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.837, R^2 test: 0.206\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.870\n", "AUC Validation: 0.746, Explained Variance Score Validation: 0.242\n", "AUC Test: 0.841, Explained Variance Score Test: 0.278\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: 0.375\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.331\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: 0.355\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.927, Explained Variance Score Train: 0.698\n", "AUC Validation: 0.830, Explained Variance Score Validation: 0.349\n", "AUC Test: 0.812, Explained Variance Score Test: 0.313\n", "\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.079\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.863, R^2 test: 0.011\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.884, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.664, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.808, Explained Variance Score Test: 0.301\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.166\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.877, R^2 test: 0.119\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.852, R^2 test: 0.163\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.939, Explained Variance Score Train: 0.821\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.190\n", "AUC Test: 0.813, Explained Variance Score Test: 0.308\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: 0.240\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.808, R^2 test: 0.233\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.846, R^2 test: 0.222\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.733\n", "AUC Validation: 0.905, Explained Variance Score Validation: 0.258\n", "AUC Test: 0.802, Explained Variance Score Test: 0.282\n", "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.817, R^2 test: 0.176\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.858, R^2 test: 0.114\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.879, R^2 test: 0.125\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.847\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.146\n", "AUC Test: 0.759, Explained Variance Score Test: 0.260\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.362\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.434\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.431\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.828\n", "AUC Validation: 0.739, Explained Variance Score Validation: 0.428\n", "AUC Test: 0.820, Explained Variance Score Test: 0.364\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.804, R^2 test: 0.378\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: 0.333\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.351\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.779, Explained Variance Score Validation: 0.367\n", "AUC Test: 0.807, Explained Variance Score Test: 0.329\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: 0.269\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.703, R^2 test: 0.224\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.769, R^2 test: 0.298\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.739\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.294\n", "AUC Test: 0.795, Explained Variance Score Test: 0.280\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.315\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.801, R^2 test: 0.271\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: 0.266\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.798\n", "AUC Validation: 0.852, Explained Variance Score Validation: 0.309\n", "AUC Test: 0.812, Explained Variance Score Test: 0.344\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: 0.323\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.795, R^2 test: 0.291\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.338\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.813\n", "AUC Validation: 0.870, Explained Variance Score Validation: 0.288\n", "AUC Test: 0.787, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: -0.014\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.825, R^2 test: 0.029\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.864, R^2 test: 0.016\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.863\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.788, Explained Variance Score Test: 0.285\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.704, R^2 test: 0.194\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.214\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.774, R^2 test: 0.229\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.970, Explained Variance Score Train: 0.797\n", "AUC Validation: 0.878, Explained Variance Score Validation: 0.259\n", "AUC Test: 0.813, Explained Variance Score Test: 0.307\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.741, R^2 test: 0.318\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.344\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.344\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.961, Explained Variance Score Train: 0.817\n", "AUC Validation: 0.790, Explained Variance Score Validation: 0.354\n", "AUC Test: 0.776, Explained Variance Score Test: 0.317\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: 0.129\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.836, R^2 test: 0.117\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.866, R^2 test: 0.128\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.980, Explained Variance Score Train: 0.901\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.139\n", "AUC Test: 0.815, Explained Variance Score Test: 0.370\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.303\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.793, R^2 test: 0.216\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.818, R^2 test: 0.317\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.880, Explained Variance Score Validation: 0.237\n", "AUC Test: 0.812, Explained Variance Score Test: 0.277\n", "\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: 0.184\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.192\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.189\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.745\n", "AUC Validation: 0.727, Explained Variance Score Validation: 0.213\n", "AUC Test: 0.784, Explained Variance Score Test: 0.256\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.841, R^2 test: 0.299\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.867, R^2 test: 0.293\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.875, R^2 test: 0.280\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.781, Explained Variance Score Validation: 0.283\n", "AUC Test: 0.814, Explained Variance Score Test: 0.316\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.811, R^2 test: 0.266\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.865, R^2 test: 0.266\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: 0.267\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.835\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.302\n", "AUC Test: 0.796, Explained Variance Score Test: 0.352\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.716, R^2 test: 0.215\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.772, R^2 test: 0.277\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: 0.262\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.760, Explained Variance Score Validation: 0.245\n", "AUC Test: 0.805, Explained Variance Score Test: 0.304\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.849, R^2 test: 0.143\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.845, R^2 test: 0.188\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.873, R^2 test: 0.161\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.986, Explained Variance Score Train: 0.829\n", "AUC Validation: 0.822, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.799, Explained Variance Score Test: 0.318\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.803, R^2 test: 0.198\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: 0.204\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.891, R^2 test: 0.176\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.951, Explained Variance Score Train: 0.867\n", "AUC Validation: 0.604, Explained Variance Score Validation: 0.180\n", "AUC Test: 0.823, Explained Variance Score Test: 0.324\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.794, R^2 test: 0.171\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: 0.173\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.850, R^2 test: 0.236\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.834\n", "AUC Validation: 0.738, Explained Variance Score Validation: 0.194\n", "AUC Test: 0.765, Explained Variance Score Test: 0.251\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.761, R^2 test: 0.214\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: 0.319\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.788, R^2 test: 0.334\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.925, Explained Variance Score Train: 0.772\n", "AUC Validation: 0.801, Explained Variance Score Validation: 0.325\n", "AUC Test: 0.817, Explained Variance Score Test: 0.338\n", "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.695, R^2 test: 0.106\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.144\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.822, R^2 test: 0.141\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.927, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.763, Explained Variance Score Validation: 0.148\n", "AUC Test: 0.821, Explained Variance Score Test: 0.284\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.747, R^2 test: 0.259\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.829, R^2 test: 0.256\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.791, R^2 test: 0.261\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.830\n", "AUC Validation: 0.842, Explained Variance Score Validation: 0.299\n", "AUC Test: 0.792, Explained Variance Score Test: 0.325\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: 0.247\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: 0.261\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.830, R^2 test: 0.187\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.803, Explained Variance Score Validation: 0.196\n", "AUC Test: 0.776, Explained Variance Score Test: 0.230\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.760, R^2 test: 0.160\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.843, R^2 test: 0.150\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.905, R^2 test: 0.159\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.973, Explained Variance Score Train: 0.907\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.183\n", "AUC Test: 0.809, Explained Variance Score Test: 0.335\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.752, R^2 test: 0.179\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.815, R^2 test: 0.158\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.827, R^2 test: 0.160\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.852\n", "AUC Validation: 0.835, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.815, Explained Variance Score Test: 0.346\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: 0.380\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.418\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: 0.390\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.786\n", "AUC Validation: 0.825, Explained Variance Score Validation: 0.420\n", "AUC Test: 0.812, Explained Variance Score Test: 0.353\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: 0.175\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.764, R^2 test: 0.140\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.765, R^2 test: 0.133\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.945, Explained Variance Score Train: 0.795\n", "AUC Validation: 0.774, Explained Variance Score Validation: 0.212\n", "AUC Test: 0.779, Explained Variance Score Test: 0.325\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.782, R^2 test: 0.353\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.847, R^2 test: 0.379\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.872, R^2 test: 0.333\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.958, Explained Variance Score Train: 0.843\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.361\n", "AUC Test: 0.826, Explained Variance Score Test: 0.371\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.824, R^2 test: 0.391\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.868, R^2 test: 0.369\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.888, R^2 test: 0.388\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.999, Explained Variance Score Train: 0.866\n", "AUC Validation: 0.758, Explained Variance Score Validation: 0.393\n", "AUC Test: 0.804, Explained Variance Score Test: 0.295\n", "\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.785, R^2 test: 0.134\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.805, R^2 test: 0.102\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.860, R^2 test: 0.117\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.848\n", "AUC Validation: 0.745, Explained Variance Score Validation: 0.132\n", "AUC Test: 0.781, Explained Variance Score Test: 0.281\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.813, R^2 test: 0.168\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.855, R^2 test: 0.185\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.882, R^2 test: 0.174\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.887\n", "AUC Validation: 0.767, Explained Variance Score Validation: 0.169\n", "AUC Test: 0.811, Explained Variance Score Test: 0.300\n", "\n", "total Variables 32 and total subjects: 1698\n", "->AUC validation: 0.758 95% CI: [0.745 , 0.771]\n", "->AUC test: 0.802 95% CI: [0.799 , 0.805]\n", "->R^2 validation: 0.245 95% CI: [0.226 , 0.263]\n", "->R^2 test: 0.313 95% CI: [0.306 , 0.319]\n", "->Explained Variance validation: 0.228 95% CI: [0.210 , 0.247]\n", "->Explained Variance test: 0.297 95% CI: [0.290 , 0.304]\n", "Test set metrics:\n", "@threshold:3.834, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:3.816, sens:0.018, spec:1.000, ppv:1.000, acc:0.841, f1:0.036, mcc:0.000, total+:1, total-:338\n", "@threshold:3.302, sens:0.018, spec:0.996, ppv:0.500, acc:0.838, f1:0.035, mcc:0.077, total+:2, total-:337\n", "@threshold:2.567, sens:0.036, spec:0.996, ppv:0.667, acc:0.841, f1:0.069, mcc:0.141, total+:3, total-:336\n", "@threshold:2.072, sens:0.073, spec:0.993, ppv:0.667, acc:0.844, f1:0.131, mcc:0.100, total+:6, total-:333\n", "@threshold:2.000, sens:0.091, spec:0.993, ppv:0.714, acc:0.847, f1:0.161, mcc:0.118, total+:7, total-:332\n", "@threshold:1.979, sens:0.091, spec:0.989, ppv:0.625, acc:0.844, f1:0.159, mcc:0.071, total+:8, total-:331\n", "@threshold:1.903, sens:0.109, spec:0.989, ppv:0.667, acc:0.847, f1:0.188, mcc:0.082, total+:9, total-:330\n", "@threshold:1.895, sens:0.109, spec:0.986, ppv:0.600, acc:0.844, f1:0.185, mcc:0.056, total+:10, total-:329\n", "@threshold:1.693, sens:0.127, spec:0.982, ppv:0.583, acc:0.844, f1:0.209, mcc:0.048, total+:12, total-:327\n", "@threshold:1.260, sens:0.164, spec:0.979, ppv:0.600, acc:0.847, f1:0.257, mcc:0.046, total+:15, total-:324\n", "@threshold:1.232, sens:0.182, spec:0.979, ppv:0.625, acc:0.850, f1:0.282, mcc:0.051, total+:16, total-:323\n", "@threshold:1.174, sens:0.182, spec:0.975, ppv:0.588, acc:0.847, f1:0.278, mcc:0.041, total+:17, total-:322\n", "@threshold:1.153, sens:0.200, spec:0.975, ppv:0.611, acc:0.850, f1:0.301, mcc:0.045, total+:18, total-:321\n", "@threshold:1.101, sens:0.200, spec:0.972, ppv:0.579, acc:0.847, f1:0.297, mcc:0.038, total+:19, total-:320\n", "@threshold:0.989, sens:0.218, spec:0.965, ppv:0.545, acc:0.844, f1:0.312, mcc:0.030, total+:22, total-:317\n", "@threshold:0.832, sens:0.273, spec:0.961, ppv:0.577, acc:0.850, f1:0.370, mcc:0.032, total+:26, total-:313\n", "@threshold:0.811, sens:0.291, spec:0.961, ppv:0.593, acc:0.853, f1:0.390, mcc:0.034, total+:27, total-:312\n", "@threshold:0.809, sens:0.291, spec:0.958, ppv:0.571, acc:0.850, f1:0.386, mcc:0.030, total+:28, total-:311\n", "@threshold:0.754, sens:0.309, spec:0.958, ppv:0.586, acc:0.853, f1:0.405, mcc:0.032, total+:29, total-:310\n", "@threshold:0.733, sens:0.327, spec:0.954, ppv:0.581, acc:0.853, f1:0.419, mcc:0.030, total+:31, total-:308\n", "@threshold:0.701, sens:0.345, spec:0.954, ppv:0.594, acc:0.855, f1:0.437, mcc:0.032, total+:32, total-:307\n", "@threshold:0.686, sens:0.345, spec:0.951, ppv:0.576, acc:0.853, f1:0.432, mcc:0.029, total+:33, total-:306\n", "@threshold:0.677, sens:0.364, spec:0.951, ppv:0.588, acc:0.855, f1:0.449, mcc:0.030, total+:34, total-:305\n", "@threshold:0.590, sens:0.400, spec:0.947, ppv:0.595, acc:0.858, f1:0.478, mcc:0.030, total+:37, total-:302\n", "@threshold:0.498, sens:0.418, spec:0.937, ppv:0.561, acc:0.853, f1:0.479, mcc:0.024, total+:41, total-:298\n", "@threshold:0.497, sens:0.418, spec:0.933, ppv:0.548, acc:0.850, f1:0.474, mcc:0.023, total+:42, total-:297\n", "@threshold:0.448, sens:0.436, spec:0.930, ppv:0.545, acc:0.850, f1:0.485, mcc:0.022, total+:44, total-:295\n", "@threshold:0.446, sens:0.436, spec:0.926, ppv:0.533, acc:0.847, f1:0.480, mcc:0.021, total+:45, total-:294\n", "@threshold:0.404, sens:0.455, spec:0.923, ppv:0.532, acc:0.847, f1:0.490, mcc:0.020, total+:47, total-:292\n", "@threshold:0.372, sens:0.473, spec:0.919, ppv:0.531, acc:0.847, f1:0.500, mcc:0.020, total+:49, total-:290\n", "@threshold:0.318, sens:0.491, spec:0.908, ppv:0.509, acc:0.841, f1:0.500, mcc:0.017, total+:53, total-:286\n", "@threshold:0.310, sens:0.491, spec:0.905, ppv:0.500, acc:0.838, f1:0.495, mcc:0.016, total+:54, total-:285\n", "@threshold:0.282, sens:0.509, spec:0.894, ppv:0.483, acc:0.832, f1:0.496, mcc:0.015, total+:58, total-:281\n", "@threshold:0.274, sens:0.527, spec:0.891, ppv:0.483, acc:0.832, f1:0.504, mcc:0.014, total+:60, total-:279\n", "@threshold:0.200, sens:0.545, spec:0.856, ppv:0.423, acc:0.805, f1:0.476, mcc:0.010, total+:71, total-:268\n", "@threshold:0.199, sens:0.545, spec:0.852, ppv:0.417, acc:0.802, f1:0.472, mcc:0.010, total+:72, total-:267\n", "@threshold:0.182, sens:0.564, spec:0.852, ppv:0.425, acc:0.805, f1:0.484, mcc:0.010, total+:73, total-:266\n", "@threshold:0.177, sens:0.564, spec:0.849, ppv:0.419, acc:0.802, f1:0.481, mcc:0.010, total+:74, total-:265\n", "@threshold:0.164, sens:0.582, spec:0.835, ppv:0.405, acc:0.794, f1:0.478, mcc:0.009, total+:79, total-:260\n", "@threshold:0.152, sens:0.582, spec:0.831, ppv:0.400, acc:0.791, f1:0.474, mcc:0.009, total+:80, total-:259\n", "@threshold:0.140, sens:0.600, spec:0.831, ppv:0.407, acc:0.794, f1:0.485, mcc:0.009, total+:81, total-:258\n", "@threshold:0.129, sens:0.600, spec:0.827, ppv:0.402, acc:0.791, f1:0.482, mcc:0.009, total+:82, total-:257\n", "@threshold:0.088, sens:0.618, spec:0.806, ppv:0.382, acc:0.776, f1:0.472, mcc:0.008, total+:89, total-:250\n", "@threshold:0.082, sens:0.636, spec:0.803, ppv:0.385, acc:0.776, f1:0.479, mcc:0.008, total+:91, total-:248\n", "@threshold:0.048, sens:0.655, spec:0.771, ppv:0.356, acc:0.752, f1:0.462, mcc:0.006, total+:101, total-:238\n", "@threshold:0.019, sens:0.691, spec:0.768, ppv:0.365, acc:0.755, f1:0.478, mcc:0.007, total+:104, total-:235\n", "@threshold:-0.003, sens:0.709, spec:0.746, ppv:0.351, acc:0.740, f1:0.470, mcc:0.006, total+:111, total-:228\n", "@threshold:-0.003, sens:0.709, spec:0.743, ppv:0.348, acc:0.737, f1:0.467, mcc:0.006, total+:112, total-:227\n", "@threshold:-0.035, sens:0.727, spec:0.715, ppv:0.331, acc:0.717, f1:0.455, mcc:0.005, total+:121, total-:218\n", "@threshold:-0.039, sens:0.727, spec:0.711, ppv:0.328, acc:0.714, f1:0.452, mcc:0.005, total+:122, total-:217\n", "@threshold:-0.042, sens:0.745, spec:0.711, ppv:0.333, acc:0.717, f1:0.461, mcc:0.005, total+:123, total-:216\n", "@threshold:-0.042, sens:0.745, spec:0.708, ppv:0.331, acc:0.714, f1:0.458, mcc:0.005, total+:124, total-:215\n", "@threshold:-0.051, sens:0.764, spec:0.697, ppv:0.328, acc:0.708, f1:0.459, mcc:0.005, total+:128, total-:211\n", "@threshold:-0.054, sens:0.764, spec:0.694, ppv:0.326, acc:0.705, f1:0.457, mcc:0.005, total+:129, total-:210\n", "@threshold:-0.086, sens:0.782, spec:0.680, ppv:0.321, acc:0.696, f1:0.455, mcc:0.005, total+:134, total-:205\n", "@threshold:-0.087, sens:0.782, spec:0.676, ppv:0.319, acc:0.693, f1:0.453, mcc:0.005, total+:135, total-:204\n", "@threshold:-0.106, sens:0.800, spec:0.644, ppv:0.303, acc:0.670, f1:0.440, mcc:0.004, total+:145, total-:194\n", "@threshold:-0.108, sens:0.800, spec:0.641, ppv:0.301, acc:0.667, f1:0.438, mcc:0.004, total+:146, total-:193\n", "@threshold:-0.115, sens:0.818, spec:0.637, ppv:0.304, acc:0.667, f1:0.443, mcc:0.004, total+:148, total-:191\n", "@threshold:-0.118, sens:0.818, spec:0.634, ppv:0.302, acc:0.664, f1:0.441, mcc:0.004, total+:149, total-:190\n", "@threshold:-0.188, sens:0.836, spec:0.570, ppv:0.274, acc:0.614, f1:0.413, mcc:0.003, total+:168, total-:171\n", "@threshold:-0.188, sens:0.836, spec:0.567, ppv:0.272, acc:0.611, f1:0.411, mcc:0.003, total+:169, total-:170\n", "@threshold:-0.189, sens:0.855, spec:0.567, ppv:0.276, acc:0.614, f1:0.418, mcc:0.003, total+:170, total-:169\n", "@threshold:-0.192, sens:0.855, spec:0.563, ppv:0.275, acc:0.611, f1:0.416, mcc:0.003, total+:171, total-:168\n", "@threshold:-0.192, sens:0.873, spec:0.563, ppv:0.279, acc:0.614, f1:0.423, mcc:0.004, total+:172, total-:167\n", "@threshold:-0.192, sens:0.873, spec:0.560, ppv:0.277, acc:0.611, f1:0.421, mcc:0.003, total+:173, total-:166\n", "@threshold:-0.237, sens:0.891, spec:0.479, ppv:0.249, acc:0.546, f1:0.389, mcc:0.003, total+:197, total-:142\n", "@threshold:-0.237, sens:0.891, spec:0.475, ppv:0.247, acc:0.543, f1:0.387, mcc:0.003, total+:198, total-:141\n", "@threshold:-0.267, sens:0.909, spec:0.437, ppv:0.238, acc:0.513, f1:0.377, mcc:0.003, total+:210, total-:129\n", "@threshold:-0.273, sens:0.927, spec:0.433, ppv:0.241, acc:0.513, f1:0.382, mcc:0.003, total+:212, total-:127\n", "@threshold:-0.277, sens:0.945, spec:0.433, ppv:0.244, acc:0.516, f1:0.388, mcc:0.003, total+:213, total-:126\n", "@threshold:-0.277, sens:0.945, spec:0.430, ppv:0.243, acc:0.513, f1:0.387, mcc:0.003, total+:214, total-:125\n", "@threshold:-0.410, sens:0.964, spec:0.303, ppv:0.211, acc:0.410, f1:0.346, mcc:0.002, total+:251, total-:88\n", "@threshold:-0.412, sens:0.964, spec:0.299, ppv:0.210, acc:0.407, f1:0.345, mcc:0.002, total+:252, total-:87\n", "@threshold:-0.689, sens:0.982, spec:0.130, ppv:0.179, acc:0.268, f1:0.303, mcc:0.001, total+:301, total-:38\n", "@threshold:-0.706, sens:0.982, spec:0.127, ppv:0.179, acc:0.265, f1:0.303, mcc:0.001, total+:302, total-:37\n", "@threshold:-1.394, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: Wt for Length ZScore-gain7to13 | coef 0.045 95% CI: [0.042 , 0.048] | OR_adj 1.046 [1.043 1.049] | occ: 1460 | OR_unadj: 1.296 [0.993 1.692] | indivs AUC:0.536\n", "Correlated most with:\n", "Number of Visits:-0.023\n", " MatDeliveryAge:-0.020\n", "\n", "* Vital: Wt for Length Zscore-avg10to13 | coef 0.044 95% CI: [0.039 , 0.048] | OR_adj 1.045 [1.040 1.049] | occ: 1381 | OR_unadj: 2.955 [2.245 3.890] | indivs AUC:0.694\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.028\n", "\n", " Vital: Wt for Length ZScore-gain5to10 | coef 0.043 95% CI: [0.040 , 0.046] | OR_adj 1.044 [1.041 1.047] | occ: 1438 | OR_unadj: 1.002 [0.766 1.310] | indivs AUC:0.523\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Length ZScore-avg3to5 | coef 0.040 95% CI: [0.037 , 0.043] | OR_adj 1.041 [1.038 1.044] | occ: 1299 | OR_unadj: 1.902 [1.455 2.486] | indivs AUC:0.604\n", "Correlated most with:\n", "Number of Visits:-0.013\n", " MatDeliveryAge:-0.002\n", "\n", "* Vital: Wt for Length ZScore-avg1to3 | coef 0.040 95% CI: [0.037 , 0.042] | OR_adj 1.041 [1.038 1.043] | occ: 1348 | OR_unadj: 1.471 [1.126 1.921] | indivs AUC:0.589\n", "Correlated most with:\n", "MatDeliveryAge:0.021\n", " Number of Visits:-0.019\n", "\n", " Vital: Ht Percentile-gain16to24 | coef 0.038 95% CI: [0.035 , 0.041] | OR_adj 1.039 [1.036 1.042] | occ: 963 | OR_unadj: 0.993 [0.728 1.355] | indivs AUC:0.554\n", "Correlated most with:\n", "MatDeliveryAge:-0.039\n", " Number of Visits:0.006\n", "\n", " Vital: Temp-avg0to1 | coef 0.037 95% CI: [0.035 , 0.039] | OR_adj 1.038 [1.035 1.040] | occ: 1311 | OR_unadj: 0.908 [0.690 1.195] | indivs AUC:0.490\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:0.000\n", "\n", "* Vital: Wt Percentile-latest | coef 0.036 95% CI: [0.033 , 0.040] | OR_adj 1.037 [1.034 1.041] | occ: 1028 | OR_unadj: 2.134 [1.631 2.792] | indivs AUC:0.737\n", "Correlated most with:\n", "Number of Visits:0.019\n", " MatDeliveryAge:0.002\n", "\n", "* Vital: Wt-gain0to24 | coef 0.034 95% CI: [0.029 , 0.039] | OR_adj 1.035 [1.030 1.039] | occ: 1357 | OR_unadj: 3.724 [2.823 4.912] | indivs AUC:0.775\n", "Correlated most with:\n", "Number of Visits:0.004\n", " MatDeliveryAge:-0.003\n", "\n", "* Vital: Wt Change-avg19to24 | coef 0.033 95% CI: [0.029 , 0.037] | OR_adj 1.034 [1.030 1.037] | occ: 880 | OR_unadj: 2.064 [1.510 2.823] | indivs AUC:0.612\n", "Correlated most with:\n", "Number of Visits:-0.186\n", " MatDeliveryAge:-0.023\n", "\n", "* Vital: BMI-avg13to16 | coef 0.033 95% CI: [0.031 , 0.035] | OR_adj 1.034 [1.031 1.036] | occ: 1286 | OR_unadj: 3.814 [2.889 5.036] | indivs AUC:0.725\n", "Correlated most with:\n", "Number of Visits:-0.026\n", " MatDeliveryAge:-0.005\n", "\n", "* Vital: BMI-gain7to13 | coef 0.032 95% CI: [0.030 , 0.034] | OR_adj 1.032 [1.030 1.034] | occ: 1475 | OR_unadj: 1.324 [1.001 1.752] | indivs AUC:0.542\n", "Correlated most with:\n", "MatDeliveryAge:-0.015\n", " Number of Visits:-0.005\n", "\n", "* Vital: Wt-gain7to13 | coef 0.032 95% CI: [0.029 , 0.034] | OR_adj 1.032 [1.029 1.035] | occ: 1465 | OR_unadj: 1.582 [1.200 2.085] | indivs AUC:0.584\n", "Correlated most with:\n", "Number of Visits:0.013\n", " MatDeliveryAge:0.002\n", "\n", " Vital: Wt Change-avg7to10 | coef 0.032 95% CI: [0.028 , 0.035] | OR_adj 1.032 [1.029 1.036] | occ: 515 | OR_unadj: 0.986 [0.640 1.520] | indivs AUC:0.446\n", "Correlated most with:\n", "Number of Visits:-0.042\n", " MatDeliveryAge:-0.026\n", "\n", " Vital: Temp-latest | coef 0.032 95% CI: [0.030 , 0.033] | OR_adj 1.032 [1.030 1.034] | occ: 1624 | OR_unadj: 0.982 [0.750 1.286] | indivs AUC:0.465\n", "Correlated most with:\n", "Number of Visits:0.015\n", " MatDeliveryAge:-0.011\n", "\n", "* Number of Visits | coef 0.032 95% CI: [0.029 , 0.034] | OR_adj 1.032 [1.030 1.034] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", "\n", " Vital: Ht-avg10to13 | coef 0.031 95% CI: [0.029 , 0.034] | OR_adj 1.032 [1.030 1.034] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Number of Visits:0.027\n", " MatDeliveryAge:-0.007\n", "\n", "* Vital: BMI-latest | coef 0.031 95% CI: [0.028 , 0.034] | OR_adj 1.032 [1.029 1.035] | occ: 1621 | OR_unadj: 4.766 [3.528 6.438] | indivs AUC:0.795\n", "Correlated most with:\n", "Number of Visits:0.036\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: BMI-avg16to19 | coef 0.031 95% CI: [0.028 , 0.034] | OR_adj 1.032 [1.029 1.034] | occ: 1269 | OR_unadj: 3.131 [2.385 4.111] | indivs AUC:0.792\n", "Correlated most with:\n", "Number of Visits:-0.043\n", " MatDeliveryAge:-0.021\n", "\n", "* Vital: Wt Change-latest | coef 0.030 95% CI: [0.028 , 0.032] | OR_adj 1.031 [1.028 1.033] | occ: 979 | OR_unadj: 1.660 [1.219 2.259] | indivs AUC:0.608\n", "Correlated most with:\n", "Number of Visits:-0.181\n", " MatDeliveryAge:-0.023\n", "\n", " MatDeliveryAge | coef 0.030 95% CI: [0.028 , 0.032] | OR_adj 1.030 [1.029 1.032] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", "\n", " Vital: HC-gain3to7 | coef 0.030 95% CI: [0.028 , 0.031] | OR_adj 1.030 [1.028 1.032] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", "\n", "* Vital: Wt for Length ZScore-avg16to19 | coef 0.029 95% CI: [0.026 , 0.031] | OR_adj 1.029 [1.026 1.032] | occ: 1267 | OR_unadj: 3.111 [2.368 4.088] | indivs AUC:0.781\n", "Correlated most with:\n", "MatDeliveryAge:-0.034\n", " Number of Visits:-0.019\n", "\n", " Vital: HC-gain5to10 | coef 0.028 95% CI: [0.026 , 0.030] | OR_adj 1.029 [1.027 1.031] | occ: 1305 | OR_unadj: 1.028 [0.772 1.370] | indivs AUC:0.434\n", "Correlated most with:\n", "MatDeliveryAge:-0.042\n", " Number of Visits:0.034\n", "\n", "* Vital: Ht-gain7to13 | coef 0.028 95% CI: [0.026 , 0.030] | OR_adj 1.028 [1.026 1.030] | occ: 1451 | OR_unadj: 1.379 [1.027 1.851] | indivs AUC:0.532\n", "Correlated most with:\n", "MatDeliveryAge:-0.009\n", " Number of Visits:0.003\n", "\n", "* Vital: Wt-avg16to19 | coef 0.028 95% CI: [0.025 , 0.031] | OR_adj 1.028 [1.025 1.031] | occ: 1298 | OR_unadj: 3.060 [2.331 4.017] | indivs AUC:0.736\n", "Correlated most with:\n", "MatDeliveryAge:-0.040\n", " Number of Visits:-0.014\n", "\n", "* Vital: BMI-avg19to24 | coef 0.024 95% CI: [0.021 , 0.027] | OR_adj 1.025 [1.022 1.027] | occ: 1354 | OR_unadj: 4.046 [3.062 5.347] | indivs AUC:0.772\n", "Correlated most with:\n", "Number of Visits:-0.034\n", " MatDeliveryAge:-0.013\n", "\n", "* Vital: BMI-gain0to24 | coef 0.024 95% CI: [0.021 , 0.026] | OR_adj 1.024 [1.021 1.026] | occ: 1338 | OR_unadj: 3.923 [2.973 5.177] | indivs AUC:0.778\n", "Correlated most with:\n", "Number of Visits:-0.031\n", " MatDeliveryAge:-0.010\n", "\n", "* Vital: Wt-latest | coef 0.020 95% CI: [0.018 , 0.023] | OR_adj 1.020 [1.018 1.023] | occ: 1626 | OR_unadj: 3.500 [2.571 4.766] | indivs AUC:0.761\n", "Correlated most with:\n", "Number of Visits:0.377\n", " MatDeliveryAge:0.048\n", "\n", "* Vital: Wt for Length ZScore-gain0to24 | coef 0.019 95% CI: [0.017 , 0.021] | OR_adj 1.019 [1.017 1.021] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Length ZScore-latest | coef 0.019 95% CI: [0.017 , 0.020] | OR_adj 1.019 [1.017 1.021] | occ: 1612 | OR_unadj: 4.367 [3.234 5.898] | indivs AUC:0.783\n", "Correlated most with:\n", "Number of Visits:0.070\n", " MatDeliveryAge:-0.004\n", "\n", "* Vital: Wt for Len Percentile-avg13to16 | coef 0.017 95% CI: [0.015 , 0.018] | OR_adj 1.017 [1.015 1.018] | occ: 1286 | OR_unadj: 3.426 [2.597 4.520] | indivs AUC:0.718\n", "Correlated most with:\n", "MatDeliveryAge:-0.021\n", " Number of Visits:-0.019\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Vital : 0.938517608146\n", "Number of Visits : 0.0315011141001\n", "MatDeliveryAge : 0.0299812777539\n", "Time to run analysis 0:03:40.333729\n", "Total Time elapsed 17:07:30.154597\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_wt_bmi lasso regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 12, alpha = 0.001, R^2 train: 0.148, R^2 test: -0.056\n", "Bootstrap CV 12, alpha = 0.005, R^2 train: 0.146, R^2 test: -0.045\n", "Bootstrap CV 12, alpha = 0.01, R^2 train: 0.141, R^2 test: -0.036\n", "Bootstrap CV 12, alpha = 0.1, R^2 train: 0.024, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.667, Explained Variance Score Train: 0.024\n", "AUC Validation: 0.514, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.577, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 10, alpha = 0.001, R^2 train: 0.190, R^2 test: -0.104\n", "Bootstrap CV 10, alpha = 0.005, R^2 train: 0.184, R^2 test: -0.090\n", "Bootstrap CV 10, alpha = 0.01, R^2 train: 0.179, R^2 test: -0.078\n", "Bootstrap CV 10, alpha = 0.1, R^2 train: 0.055, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.659, Explained Variance Score Train: 0.055\n", "AUC Validation: 0.453, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.576, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 11, alpha = 0.001, R^2 train: 0.134, R^2 test: 0.127\n", "Bootstrap CV 11, alpha = 0.005, R^2 train: 0.130, R^2 test: 0.131\n", "Bootstrap CV 11, alpha = 0.01, R^2 train: 0.125, R^2 test: 0.126\n", "Bootstrap CV 11, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.683, Explained Variance Score Train: 0.125\n", "AUC Validation: 0.737, Explained Variance Score Validation: 0.145\n", "AUC Test: 0.591, Explained Variance Score Test: 0.056\n", "\n", "\n", "Bootstrap CV 1, alpha = 0.001, R^2 train: 0.119, R^2 test: 0.025\n", "Bootstrap CV 1, alpha = 0.005, R^2 train: 0.116, R^2 test: 0.039\n", "Bootstrap CV 1, alpha = 0.01, R^2 train: 0.112, R^2 test: 0.046\n", "Bootstrap CV 1, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.005\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.668, Explained Variance Score Train: 0.112\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.077\n", "AUC Test: 0.638, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 9, alpha = 0.001, R^2 train: 0.174, R^2 test: 0.025\n", "Bootstrap CV 9, alpha = 0.005, R^2 train: 0.172, R^2 test: 0.030\n", "Bootstrap CV 9, alpha = 0.01, R^2 train: 0.167, R^2 test: 0.035\n", "Bootstrap CV 9, alpha = 0.1, R^2 train: 0.032, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.761, Explained Variance Score Train: 0.167\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.612, Explained Variance Score Test: 0.062\n", "\n", "Bootstrap CV 4, alpha = 0.001, R^2 train: 0.153, R^2 test: 0.022\n", "Bootstrap CV 4, alpha = 0.005, R^2 train: 0.151, R^2 test: 0.026\n", "Bootstrap CV 4, alpha = 0.01, R^2 train: 0.145, R^2 test: 0.027\n", "Bootstrap CV 4, alpha = 0.1, R^2 train: 0.017, R^2 test: 0.012\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.763, Explained Variance Score Train: 0.145\n", "AUC Validation: 0.585, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.612, Explained Variance Score Test: 0.021\n", "Bootstrap CV 7, alpha = 0.001, R^2 train: 0.155, R^2 test: 0.015\n", "Bootstrap CV 7, alpha = 0.005, R^2 train: 0.153, R^2 test: 0.032\n", "Bootstrap CV 7, alpha = 0.01, R^2 train: 0.149, R^2 test: 0.050\n", "Bootstrap CV 7, alpha = 0.1, R^2 train: 0.041, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.616, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.499, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 0, alpha = 0.001, R^2 train: 0.126, R^2 test: -0.146\n", "Bootstrap CV 0, alpha = 0.005, R^2 train: 0.123, R^2 test: -0.111\n", "Bootstrap CV 0, alpha = 0.01, R^2 train: 0.117, R^2 test: -0.073\n", "Bootstrap CV 0, alpha = 0.1, R^2 train: 0.017, R^2 test: -0.016\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.709, Explained Variance Score Train: 0.117\n", "AUC Validation: 0.598, Explained Variance Score Validation: -0.049\n", "AUC Test: 0.644, Explained Variance Score Test: 0.054\n", "Bootstrap CV 6, alpha = 0.001, R^2 train: 0.165, R^2 test: -0.051\n", "Bootstrap CV 6, alpha = 0.005, R^2 train: 0.161, R^2 test: -0.035\n", "Bootstrap CV 6, alpha = 0.01, R^2 train: 0.155, R^2 test: -0.020\n", "Bootstrap CV 6, alpha = 0.1, R^2 train: 0.034, R^2 test: 0.019\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.636, Explained Variance Score Train: 0.034\n", "AUC Validation: 0.459, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.550, Explained Variance Score Test: 0.016\n", "\n", "\n", "Bootstrap CV 8, alpha = 0.001, R^2 train: 0.146, R^2 test: -0.026\n", "Bootstrap CV 8, alpha = 0.005, R^2 train: 0.142, R^2 test: -0.013\n", "Bootstrap CV 8, alpha = 0.01, R^2 train: 0.136, R^2 test: 0.002\n", "Bootstrap CV 8, alpha = 0.1, R^2 train: 0.025, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.725, Explained Variance Score Train: 0.136\n", "AUC Validation: 0.592, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.559, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 3, alpha = 0.001, R^2 train: 0.186, R^2 test: -0.015\n", "Bootstrap CV 3, alpha = 0.005, R^2 train: 0.179, R^2 test: 0.025\n", "Bootstrap CV 3, alpha = 0.01, R^2 train: 0.171, R^2 test: 0.050\n", "Bootstrap CV 3, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.700, Explained Variance Score Train: 0.171\n", "AUC Validation: 0.678, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.604, Explained Variance Score Test: 0.042\n", "Bootstrap CV 13, alpha = 0.001, R^2 train: 0.123, R^2 test: -0.082\n", "Bootstrap CV 13, alpha = 0.005, R^2 train: 0.119, R^2 test: -0.071\n", "Bootstrap CV 13, alpha = 0.01, R^2 train: 0.113, R^2 test: -0.062\n", "Bootstrap CV 13, alpha = 0.1, R^2 train: 0.003, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.735, Explained Variance Score Train: 0.113\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.636, Explained Variance Score Test: 0.043\n", "\n", "\n", "Bootstrap CV 14, alpha = 0.001, R^2 train: 0.146, R^2 test: -0.092\n", "Bootstrap CV 14, alpha = 0.005, R^2 train: 0.142, R^2 test: -0.063\n", "Bootstrap CV 14, alpha = 0.01, R^2 train: 0.137, R^2 test: -0.046\n", "Bootstrap CV 14, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.575, Explained Variance Score Train: 0.015\n", "AUC Validation: 0.490, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.447, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 5, alpha = 0.001, R^2 train: 0.156, R^2 test: 0.015\n", "Bootstrap CV 5, alpha = 0.005, R^2 train: 0.155, R^2 test: 0.024\n", "Bootstrap CV 5, alpha = 0.01, R^2 train: 0.150, R^2 test: 0.032\n", "Bootstrap CV 5, alpha = 0.1, R^2 train: 0.055, R^2 test: 0.015\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.610, Explained Variance Score Train: 0.150\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.615, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 15, alpha = 0.001, R^2 train: 0.181, R^2 test: -0.017\n", "Bootstrap CV 15, alpha = 0.005, R^2 train: 0.172, R^2 test: 0.006\n", "Bootstrap CV 15, alpha = 0.01, R^2 train: 0.163, R^2 test: 0.026\n", "Bootstrap CV 15, alpha = 0.1, R^2 train: 0.026, R^2 test: -0.045\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.717, Explained Variance Score Train: 0.163\n", "AUC Validation: 0.649, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.585, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 2, alpha = 0.001, R^2 train: 0.100, R^2 test: 0.088\n", "Bootstrap CV 2, alpha = 0.005, R^2 train: 0.097, R^2 test: 0.081\n", "Bootstrap CV 2, alpha = 0.01, R^2 train: 0.093, R^2 test: 0.072\n", "Bootstrap CV 2, alpha = 0.1, R^2 train: 0.002, R^2 test: -0.028\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.658, Explained Variance Score Train: 0.093\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.095\n", "AUC Test: 0.583, Explained Variance Score Test: 0.042\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 25, alpha = 0.001, R^2 train: 0.130, R^2 test: -0.002\n", "Bootstrap CV 25, alpha = 0.005, R^2 train: 0.127, R^2 test: 0.029\n", "Bootstrap CV 25, alpha = 0.01, R^2 train: 0.123, R^2 test: 0.042\n", "Bootstrap CV 25, alpha = 0.1, R^2 train: 0.022, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.750, Explained Variance Score Train: 0.123\n", "AUC Validation: 0.614, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.604, Explained Variance Score Test: 0.028\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 28, alpha = 0.001, R^2 train: 0.175, R^2 test: -0.224\n", "Bootstrap CV 28, alpha = 0.005, R^2 train: 0.174, R^2 test: -0.184\n", "Bootstrap CV 28, alpha = 0.01, R^2 train: 0.170, R^2 test: -0.144\n", "Bootstrap CV 28, alpha = 0.1, R^2 train: 0.015, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.772, Explained Variance Score Train: 0.170\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.086\n", "AUC Test: 0.617, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 24, alpha = 0.001, R^2 train: 0.173, R^2 test: 0.045\n", "Bootstrap CV 24, alpha = 0.005, R^2 train: 0.169, R^2 test: 0.040\n", "Bootstrap CV 24, alpha = 0.01, R^2 train: 0.162, R^2 test: 0.036\n", "Bootstrap CV 24, alpha = 0.1, R^2 train: 0.042, R^2 test: -0.009\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.731, Explained Variance Score Train: 0.162\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.068\n", "AUC Test: 0.622, Explained Variance Score Test: 0.044\n", "Bootstrap CV 22, alpha = 0.001, R^2 train: 0.169, R^2 test: -0.108\n", "Bootstrap CV 22, alpha = 0.005, R^2 train: 0.167, R^2 test: -0.083\n", "Bootstrap CV 22, alpha = 0.01, R^2 train: 0.162, R^2 test: -0.059\n", "Bootstrap CV 22, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.699, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.592, Explained Variance Score Test: 0.038\n", "\n", "\n", "Bootstrap CV 17, alpha = 0.001, R^2 train: 0.150, R^2 test: 0.068\n", "Bootstrap CV 17, alpha = 0.005, R^2 train: 0.146, R^2 test: 0.086\n", "Bootstrap CV 17, alpha = 0.01, R^2 train: 0.135, R^2 test: 0.100\n", "Bootstrap CV 17, alpha = 0.1, R^2 train: 0.012, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.563, Explained Variance Score Train: 0.012\n", "AUC Validation: 0.637, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.562, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 20, alpha = 0.001, R^2 train: 0.119, R^2 test: -0.190\n", "Bootstrap CV 20, alpha = 0.005, R^2 train: 0.116, R^2 test: -0.188\n", "Bootstrap CV 20, alpha = 0.01, R^2 train: 0.108, R^2 test: -0.177\n", "Bootstrap CV 20, alpha = 0.1, R^2 train: 0.021, R^2 test: -0.045\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.638, Explained Variance Score Train: 0.108\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.128\n", "AUC Test: 0.601, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 29, alpha = 0.001, R^2 train: 0.162, R^2 test: 0.032\n", "Bootstrap CV 29, alpha = 0.005, R^2 train: 0.155, R^2 test: 0.038\n", "Bootstrap CV 29, alpha = 0.01, R^2 train: 0.146, R^2 test: 0.042\n", "Bootstrap CV 29, alpha = 0.1, R^2 train: 0.032, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.668, Explained Variance Score Train: 0.146\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.607, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 18, alpha = 0.001, R^2 train: 0.118, R^2 test: -0.023\n", "Bootstrap CV 18, alpha = 0.005, R^2 train: 0.116, R^2 test: -0.012\n", "Bootstrap CV 18, alpha = 0.01, R^2 train: 0.110, R^2 test: -0.003\n", "Bootstrap CV 18, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.768, Explained Variance Score Train: 0.110\n", "AUC Validation: 0.530, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.616, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 19, alpha = 0.001, R^2 train: 0.255, R^2 test: -0.528\n", "Bootstrap CV 19, alpha = 0.005, R^2 train: 0.250, R^2 test: -0.430\n", "Bootstrap CV 19, alpha = 0.01, R^2 train: 0.240, R^2 test: -0.321\n", "Bootstrap CV 19, alpha = 0.1, R^2 train: 0.026, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.690, Explained Variance Score Train: 0.026\n", "AUC Validation: 0.561, Explained Variance Score Validation: 0.011\n", "AUC Test: 0.613, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 30, alpha = 0.001, R^2 train: 0.218, R^2 test: -0.162\n", "Bootstrap CV 30, alpha = 0.005, R^2 train: 0.212, R^2 test: -0.136\n", "Bootstrap CV 30, alpha = 0.01, R^2 train: 0.204, R^2 test: -0.106\n", "Bootstrap CV 30, alpha = 0.1, R^2 train: 0.057, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.749, Explained Variance Score Train: 0.204\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.092\n", "AUC Test: 0.611, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 21, alpha = 0.001, R^2 train: 0.188, R^2 test: 0.059\n", "Bootstrap CV 21, alpha = 0.005, R^2 train: 0.185, R^2 test: 0.087\n", "Bootstrap CV 21, alpha = 0.01, R^2 train: 0.177, R^2 test: 0.109\n", "Bootstrap CV 21, alpha = 0.1, R^2 train: 0.029, R^2 test: 0.034\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.692, Explained Variance Score Train: 0.177\n", "AUC Validation: 0.814, Explained Variance Score Validation: 0.135\n", "AUC Test: 0.640, Explained Variance Score Test: 0.062\n", "\n", "Bootstrap CV 27, alpha = 0.001, R^2 train: 0.126, R^2 test: -0.159\n", "Bootstrap CV 27, alpha = 0.005, R^2 train: 0.123, R^2 test: -0.127\n", "Bootstrap CV 27, alpha = 0.01, R^2 train: 0.115, R^2 test: -0.097\n", "Bootstrap CV 27, alpha = 0.1, R^2 train: 0.006, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.672, Explained Variance Score Train: 0.115\n", "AUC Validation: 0.397, Explained Variance Score Validation: -0.090\n", "AUC Test: 0.601, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 31, alpha = 0.001, R^2 train: 0.199, R^2 test: -0.157\n", "Bootstrap CV 31, alpha = 0.005, R^2 train: 0.197, R^2 test: -0.140\n", "Bootstrap CV 31, alpha = 0.01, R^2 train: 0.193, R^2 test: -0.125\n", "Bootstrap CV 31, alpha = 0.1, R^2 train: 0.059, R^2 test: -0.027\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.742, Explained Variance Score Train: 0.193\n", "AUC Validation: 0.467, Explained Variance Score Validation: -0.119\n", "AUC Test: 0.585, Explained Variance Score Test: 0.038\n", "Bootstrap CV 23, alpha = 0.001, R^2 train: 0.131, R^2 test: -0.023\n", "Bootstrap CV 23, alpha = 0.005, R^2 train: 0.126, R^2 test: -0.019\n", "Bootstrap CV 23, alpha = 0.01, R^2 train: 0.116, R^2 test: -0.016\n", "Bootstrap CV 23, alpha = 0.1, R^2 train: 0.027, R^2 test: -0.014\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.672, Explained Variance Score Train: 0.116\n", "AUC Validation: 0.582, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.575, Explained Variance Score Test: 0.014\n", "\n", "\n", "Bootstrap CV 16, alpha = 0.001, R^2 train: 0.143, R^2 test: -0.194\n", "Bootstrap CV 16, alpha = 0.005, R^2 train: 0.137, R^2 test: -0.135\n", "Bootstrap CV 16, alpha = 0.01, R^2 train: 0.128, R^2 test: -0.088\n", "Bootstrap CV 16, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.041\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.675, Explained Variance Score Train: 0.128\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.599, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 26, alpha = 0.001, R^2 train: 0.190, R^2 test: -0.218\n", "Bootstrap CV 26, alpha = 0.005, R^2 train: 0.187, R^2 test: -0.193\n", "Bootstrap CV 26, alpha = 0.01, R^2 train: 0.179, R^2 test: -0.169\n", "Bootstrap CV 26, alpha = 0.1, R^2 train: 0.042, R^2 test: -0.063\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.738, Explained Variance Score Train: 0.179\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.127\n", "AUC Test: 0.572, Explained Variance Score Test: 0.017\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 42, alpha = 0.001, R^2 train: 0.194, R^2 test: -0.113\n", "Bootstrap CV 42, alpha = 0.005, R^2 train: 0.192, R^2 test: -0.102\n", "Bootstrap CV 42, alpha = 0.01, R^2 train: 0.189, R^2 test: -0.092\n", "Bootstrap CV 42, alpha = 0.1, R^2 train: 0.070, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.732, Explained Variance Score Train: 0.189\n", "AUC Validation: 0.492, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.593, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 37, alpha = 0.001, R^2 train: 0.215, R^2 test: -0.038\n", "Bootstrap CV 37, alpha = 0.005, R^2 train: 0.210, R^2 test: -0.014\n", "Bootstrap CV 37, alpha = 0.01, R^2 train: 0.195, R^2 test: 0.012\n", "Bootstrap CV 37, alpha = 0.1, R^2 train: 0.013, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.615, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.568, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 34, alpha = 0.001, R^2 train: 0.185, R^2 test: 0.032\n", "Bootstrap CV 34, alpha = 0.005, R^2 train: 0.182, R^2 test: 0.051\n", "Bootstrap CV 34, alpha = 0.01, R^2 train: 0.174, R^2 test: 0.064\n", "Bootstrap CV 34, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.005\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.745, Explained Variance Score Train: 0.174\n", "AUC Validation: 0.751, Explained Variance Score Validation: 0.065\n", "AUC Test: 0.613, Explained Variance Score Test: 0.036\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 41, alpha = 0.001, R^2 train: 0.145, R^2 test: -0.055\n", "Bootstrap CV 41, alpha = 0.005, R^2 train: 0.142, R^2 test: -0.031\n", "Bootstrap CV 41, alpha = 0.01, R^2 train: 0.134, R^2 test: -0.003\n", "Bootstrap CV 41, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.614, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.594, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.507, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 36, alpha = 0.001, R^2 train: 0.119, R^2 test: 0.050\n", "Bootstrap CV 36, alpha = 0.005, R^2 train: 0.117, R^2 test: 0.067\n", "Bootstrap CV 36, alpha = 0.01, R^2 train: 0.112, R^2 test: 0.081\n", "Bootstrap CV 36, alpha = 0.1, R^2 train: 0.006, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.746, Explained Variance Score Train: 0.112\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.081\n", "AUC Test: 0.597, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 39, alpha = 0.001, R^2 train: 0.123, R^2 test: -0.038\n", "Bootstrap CV 39, alpha = 0.005, R^2 train: 0.119, R^2 test: -0.032\n", "Bootstrap CV 39, alpha = 0.01, R^2 train: 0.112, R^2 test: -0.025\n", "Bootstrap CV 39, alpha = 0.1, R^2 train: 0.003, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.629, Explained Variance Score Train: 0.112\n", "AUC Validation: 0.537, Explained Variance Score Validation: -0.014\n", "AUC Test: 0.616, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 44, alpha = 0.001, R^2 train: 0.152, R^2 test: -0.172\n", "Bootstrap CV 44, alpha = 0.005, R^2 train: 0.150, R^2 test: -0.143\n", "Bootstrap CV 44, alpha = 0.01, R^2 train: 0.144, R^2 test: -0.110\n", "Bootstrap CV 44, alpha = 0.1, R^2 train: 0.029, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.710, Explained Variance Score Train: 0.144\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.101\n", "AUC Test: 0.642, Explained Variance Score Test: 0.050\n", "Bootstrap CV 32, alpha = 0.001, R^2 train: 0.164, R^2 test: -0.133\n", "Bootstrap CV 32, alpha = 0.005, R^2 train: 0.162, R^2 test: -0.103\n", "Bootstrap CV 32, alpha = 0.01, R^2 train: 0.156, R^2 test: -0.070\n", "Bootstrap CV 32, alpha = 0.1, R^2 train: 0.047, R^2 test: -0.003\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.719, Explained Variance Score Train: 0.156\n", "AUC Validation: 0.609, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.627, Explained Variance Score Test: 0.045\n", "\n", "\n", "Bootstrap CV 35, alpha = 0.001, R^2 train: 0.174, R^2 test: -0.019\n", "Bootstrap CV 35, alpha = 0.005, R^2 train: 0.168, R^2 test: 0.003\n", "Bootstrap CV 35, alpha = 0.01, R^2 train: 0.152, R^2 test: 0.018\n", "Bootstrap CV 35, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.690, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.593, Explained Variance Score Test: 0.020\n", "Bootstrap CV 43, alpha = 0.001, R^2 train: 0.216, R^2 test: -0.179\n", "Bootstrap CV 43, alpha = 0.005, R^2 train: 0.206, R^2 test: -0.157\n", "Bootstrap CV 43, alpha = 0.01, R^2 train: 0.199, R^2 test: -0.144\n", "Bootstrap CV 43, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.060\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.612, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.631, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.539, Explained Variance Score Test: -0.001\n", "\n", "\n", "Bootstrap CV 38, alpha = 0.001, R^2 train: 0.247, R^2 test: 0.022\n", "Bootstrap CV 38, alpha = 0.005, R^2 train: 0.245, R^2 test: 0.027\n", "Bootstrap CV 38, alpha = 0.01, R^2 train: 0.239, R^2 test: 0.028\n", "Bootstrap CV 38, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.706, Explained Variance Score Train: 0.058\n", "AUC Validation: 0.520, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.561, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 40, alpha = 0.001, R^2 train: 0.146, R^2 test: -0.006\n", "Bootstrap CV 40, alpha = 0.005, R^2 train: 0.139, R^2 test: -0.001\n", "Bootstrap CV 40, alpha = 0.01, R^2 train: 0.128, R^2 test: 0.001\n", "Bootstrap CV 40, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.690, Explained Variance Score Train: 0.128\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.565, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 45, alpha = 0.001, R^2 train: 0.214, R^2 test: -0.062\n", "Bootstrap CV 45, alpha = 0.005, R^2 train: 0.212, R^2 test: -0.041\n", "Bootstrap CV 45, alpha = 0.01, R^2 train: 0.206, R^2 test: -0.021\n", "Bootstrap CV 45, alpha = 0.1, R^2 train: 0.081, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.081\n", "AUC Validation: 0.548, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.627, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 46, alpha = 0.001, R^2 train: 0.171, R^2 test: -0.044\n", "Bootstrap CV 46, alpha = 0.005, R^2 train: 0.167, R^2 test: -0.020\n", "Bootstrap CV 46, alpha = 0.01, R^2 train: 0.157, R^2 test: 0.008\n", "Bootstrap CV 46, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.716, Explained Variance Score Train: 0.157\n", "AUC Validation: 0.590, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.607, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 33, alpha = 0.001, R^2 train: 0.187, R^2 test: 0.077\n", "Bootstrap CV 33, alpha = 0.005, R^2 train: 0.180, R^2 test: 0.085\n", "Bootstrap CV 33, alpha = 0.01, R^2 train: 0.174, R^2 test: 0.093\n", "Bootstrap CV 33, alpha = 0.1, R^2 train: 0.038, R^2 test: 0.017\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.641, Explained Variance Score Train: 0.038\n", "AUC Validation: 0.576, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.584, Explained Variance Score Test: 0.020\n", "Bootstrap CV 47, alpha = 0.001, R^2 train: 0.150, R^2 test: -0.237\n", "Bootstrap CV 47, alpha = 0.005, R^2 train: 0.147, R^2 test: -0.181\n", "Bootstrap CV 47, alpha = 0.01, R^2 train: 0.139, R^2 test: -0.124\n", "Bootstrap CV 47, alpha = 0.1, R^2 train: 0.030, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.621, Explained Variance Score Train: 0.030\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.646, Explained Variance Score Test: 0.023\n", "\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 58, alpha = 0.001, R^2 train: 0.155, R^2 test: -0.037\n", "Bootstrap CV 58, alpha = 0.005, R^2 train: 0.152, R^2 test: -0.042\n", "Bootstrap CV 58, alpha = 0.01, R^2 train: 0.149, R^2 test: -0.037\n", "Bootstrap CV 58, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.683, Explained Variance Score Train: 0.149\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.616, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 56, alpha = 0.001, R^2 train: 0.199, R^2 test: -0.000\n", "Bootstrap CV 56, alpha = 0.005, R^2 train: 0.197, R^2 test: 0.010\n", "Bootstrap CV 56, alpha = 0.01, R^2 train: 0.193, R^2 test: 0.022\n", "Bootstrap CV 56, alpha = 0.1, R^2 train: 0.057, R^2 test: 0.003\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.678, Explained Variance Score Train: 0.057\n", "AUC Validation: 0.589, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.611, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 52, alpha = 0.001, R^2 train: 0.223, R^2 test: 0.034\n", "Bootstrap CV 52, alpha = 0.005, R^2 train: 0.221, R^2 test: 0.052\n", "Bootstrap CV 52, alpha = 0.01, R^2 train: 0.217, R^2 test: 0.060\n", "Bootstrap CV 52, alpha = 0.1, R^2 train: 0.060, R^2 test: 0.006\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.736, Explained Variance Score Train: 0.217\n", "AUC Validation: 0.693, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.606, Explained Variance Score Test: 0.058\n", "\n", "Bootstrap CV 53, alpha = 0.001, R^2 train: 0.123, R^2 test: 0.044\n", "Bootstrap CV 53, alpha = 0.005, R^2 train: 0.121, R^2 test: 0.051\n", "Bootstrap CV 53, alpha = 0.01, R^2 train: 0.113, R^2 test: 0.053\n", "Bootstrap CV 53, alpha = 0.1, R^2 train: 0.019, R^2 test: 0.016\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.634, Explained Variance Score Train: 0.113\n", "AUC Validation: 0.709, Explained Variance Score Validation: 0.096\n", "AUC Test: 0.624, Explained Variance Score Test: 0.054\n", "\n", "Bootstrap CV 57, alpha = 0.001, R^2 train: 0.163, R^2 test: -0.199\n", "Bootstrap CV 57, alpha = 0.005, R^2 train: 0.158, R^2 test: -0.142\n", "Bootstrap CV 57, alpha = 0.01, R^2 train: 0.144, R^2 test: -0.084\n", "Bootstrap CV 57, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.766, Explained Variance Score Train: 0.144\n", "AUC Validation: 0.505, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.583, Explained Variance Score Test: 0.012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 50, alpha = 0.001, R^2 train: 0.075, R^2 test: 0.012\n", "Bootstrap CV 50, alpha = 0.005, R^2 train: 0.072, R^2 test: 0.017\n", "Bootstrap CV 50, alpha = 0.01, R^2 train: 0.063, R^2 test: 0.013\n", "Bootstrap CV 50, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.029\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.644, Explained Variance Score Train: 0.063\n", "AUC Validation: 0.585, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.614, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 55, alpha = 0.001, R^2 train: 0.133, R^2 test: 0.012\n", "Bootstrap CV 55, alpha = 0.005, R^2 train: 0.131, R^2 test: 0.022\n", "Bootstrap CV 55, alpha = 0.01, R^2 train: 0.125, R^2 test: 0.028\n", "Bootstrap CV 55, alpha = 0.1, R^2 train: 0.013, R^2 test: 0.009\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.674, Explained Variance Score Train: 0.125\n", "AUC Validation: 0.725, Explained Variance Score Validation: 0.046\n", "AUC Test: 0.585, Explained Variance Score Test: 0.014\n", "Bootstrap CV 49, alpha = 0.001, R^2 train: 0.190, R^2 test: 0.027\n", "Bootstrap CV 49, alpha = 0.005, R^2 train: 0.188, R^2 test: 0.030\n", "Bootstrap CV 49, alpha = 0.01, R^2 train: 0.184, R^2 test: 0.035\n", "Bootstrap CV 49, alpha = 0.1, R^2 train: 0.074, R^2 test: 0.007\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.710, Explained Variance Score Train: 0.074\n", "AUC Validation: 0.596, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.558, Explained Variance Score Test: 0.008\n", "\n", "\n", "Bootstrap CV 48, alpha = 0.001, R^2 train: 0.167, R^2 test: -0.116\n", "Bootstrap CV 48, alpha = 0.005, R^2 train: 0.166, R^2 test: -0.099\n", "Bootstrap CV 48, alpha = 0.01, R^2 train: 0.162, R^2 test: -0.079\n", "Bootstrap CV 48, alpha = 0.1, R^2 train: 0.031, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.626, Explained Variance Score Train: 0.031\n", "AUC Validation: 0.426, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.614, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 54, alpha = 0.001, R^2 train: 0.145, R^2 test: 0.056\n", "Bootstrap CV 54, alpha = 0.005, R^2 train: 0.142, R^2 test: 0.076\n", "Bootstrap CV 54, alpha = 0.01, R^2 train: 0.136, R^2 test: 0.093\n", "Bootstrap CV 54, alpha = 0.1, R^2 train: 0.016, R^2 test: 0.024\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.648, Explained Variance Score Train: 0.136\n", "AUC Validation: 0.630, Explained Variance Score Validation: 0.093\n", "AUC Test: 0.610, Explained Variance Score Test: 0.072\n", "\n", "Bootstrap CV 63, alpha = 0.001, R^2 train: 0.227, R^2 test: -0.439\n", "Bootstrap CV 63, alpha = 0.005, R^2 train: 0.224, R^2 test: -0.394\n", "Bootstrap CV 63, alpha = 0.01, R^2 train: 0.217, R^2 test: -0.352\n", "Bootstrap CV 63, alpha = 0.1, R^2 train: 0.089, R^2 test: -0.070\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.747, Explained Variance Score Train: 0.089\n", "AUC Validation: 0.400, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.549, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 60, alpha = 0.001, R^2 train: 0.165, R^2 test: -0.430\n", "Bootstrap CV 60, alpha = 0.005, R^2 train: 0.162, R^2 test: -0.388\n", "Bootstrap CV 60, alpha = 0.01, R^2 train: 0.156, R^2 test: -0.355\n", "Bootstrap CV 60, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.140\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.595, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.412, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.624, Explained Variance Score Test: 0.008\n", "\n", "Bootstrap CV 59, alpha = 0.001, R^2 train: 0.159, R^2 test: -0.162\n", "Bootstrap CV 59, alpha = 0.005, R^2 train: 0.151, R^2 test: -0.148\n", "Bootstrap CV 59, alpha = 0.01, R^2 train: 0.142, R^2 test: -0.131\n", "Bootstrap CV 59, alpha = 0.1, R^2 train: 0.019, R^2 test: -0.045\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.661, Explained Variance Score Train: 0.142\n", "AUC Validation: 0.584, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.616, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 61, alpha = 0.001, R^2 train: 0.114, R^2 test: -0.063\n", "Bootstrap CV 61, alpha = 0.005, R^2 train: 0.111, R^2 test: -0.044\n", "Bootstrap CV 61, alpha = 0.01, R^2 train: 0.105, R^2 test: -0.030\n", "Bootstrap CV 61, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.000\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.500, Explained Variance Score Train: 0.000\n", "AUC Validation: 0.500, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.500, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 51, alpha = 0.001, R^2 train: 0.224, R^2 test: -0.018\n", "Bootstrap CV 51, alpha = 0.005, R^2 train: 0.220, R^2 test: 0.002\n", "Bootstrap CV 51, alpha = 0.01, R^2 train: 0.208, R^2 test: 0.019\n", "Bootstrap CV 51, alpha = 0.1, R^2 train: 0.040, R^2 test: 0.013\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.706, Explained Variance Score Train: 0.040\n", "AUC Validation: 0.598, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.602, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 62, alpha = 0.001, R^2 train: 0.163, R^2 test: -0.117\n", "Bootstrap CV 62, alpha = 0.005, R^2 train: 0.160, R^2 test: -0.096\n", "Bootstrap CV 62, alpha = 0.01, R^2 train: 0.153, R^2 test: -0.080\n", "Bootstrap CV 62, alpha = 0.1, R^2 train: 0.037, R^2 test: -0.026\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.638, Explained Variance Score Train: 0.037\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.588, Explained Variance Score Test: 0.025\n", "\n", "Running batch 5 of 7 with 16 nodes\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/rob/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:491: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", " ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bootstrap CV 73, alpha = 0.001, R^2 train: 0.171, R^2 test: -0.001\n", "Bootstrap CV 73, alpha = 0.005, R^2 train: 0.168, R^2 test: 0.000\n", "Bootstrap CV 73, alpha = 0.01, R^2 train: 0.165, R^2 test: 0.006\n", "Bootstrap CV 73, alpha = 0.1, R^2 train: 0.035, R^2 test: -0.010\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.799, Explained Variance Score Train: 0.165\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.017\n", "AUC Test: 0.621, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 68, alpha = 0.001, R^2 train: 0.153, R^2 test: -0.161\n", "Bootstrap CV 68, alpha = 0.005, R^2 train: 0.150, R^2 test: -0.130\n", "Bootstrap CV 68, alpha = 0.01, R^2 train: 0.140, R^2 test: -0.103\n", "Bootstrap CV 68, alpha = 0.1, R^2 train: 0.014, R^2 test: -0.022\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.744, Explained Variance Score Train: 0.140\n", "AUC Validation: 0.439, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.600, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 67, alpha = 0.001, R^2 train: 0.209, R^2 test: -0.143\n", "Bootstrap CV 67, alpha = 0.005, R^2 train: 0.205, R^2 test: -0.101\n", "Bootstrap CV 67, alpha = 0.01, R^2 train: 0.199, R^2 test: -0.068\n", "Bootstrap CV 67, alpha = 0.1, R^2 train: 0.056, R^2 test: -0.015\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.722, Explained Variance Score Train: 0.056\n", "AUC Validation: 0.418, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.571, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 78, alpha = 0.001, R^2 train: 0.187, R^2 test: -0.209\n", "Bootstrap CV 78, alpha = 0.005, R^2 train: 0.185, R^2 test: -0.183\n", "Bootstrap CV 78, alpha = 0.01, R^2 train: 0.180, R^2 test: -0.156\n", "Bootstrap CV 78, alpha = 0.1, R^2 train: 0.027, R^2 test: -0.056\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.581, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.514, Explained Variance Score Validation: 0.002\n", "AUC Test: 0.562, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 71, alpha = 0.001, R^2 train: 0.147, R^2 test: 0.007\n", "Bootstrap CV 71, alpha = 0.005, R^2 train: 0.144, R^2 test: 0.017\n", "Bootstrap CV 71, alpha = 0.01, R^2 train: 0.138, R^2 test: 0.017\n", "Bootstrap CV 71, alpha = 0.1, R^2 train: 0.034, R^2 test: -0.035\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.680, Explained Variance Score Train: 0.138\n", "AUC Validation: 0.663, Explained Variance Score Validation: 0.044\n", "AUC Test: 0.611, Explained Variance Score Test: 0.022\n", "Bootstrap CV 74, alpha = 0.001, R^2 train: 0.206, R^2 test: -0.213\n", "Bootstrap CV 74, alpha = 0.005, R^2 train: 0.204, R^2 test: -0.160\n", "Bootstrap CV 74, alpha = 0.01, R^2 train: 0.198, R^2 test: -0.097\n", "Bootstrap CV 74, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.023\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.681, Explained Variance Score Train: 0.027\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.588, Explained Variance Score Test: 0.014\n", "\n", "Bootstrap CV 65, alpha = 0.001, R^2 train: 0.121, R^2 test: -0.197\n", "Bootstrap CV 65, alpha = 0.005, R^2 train: 0.119, R^2 test: -0.179\n", "Bootstrap CV 65, alpha = 0.01, R^2 train: 0.115, R^2 test: -0.172\n", "Bootstrap CV 65, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.044\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.740, Explained Variance Score Train: 0.115\n", "AUC Validation: 0.527, Explained Variance Score Validation: -0.171\n", "AUC Test: 0.624, Explained Variance Score Test: 0.054\n", "\n", "\n", "Bootstrap CV 72, alpha = 0.001, R^2 train: 0.216, R^2 test: -0.223\n", "Bootstrap CV 72, alpha = 0.005, R^2 train: 0.214, R^2 test: -0.193\n", "Bootstrap CV 72, alpha = 0.01, R^2 train: 0.207, R^2 test: -0.159\n", "Bootstrap CV 72, alpha = 0.1, R^2 train: 0.062, R^2 test: -0.034\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.697, Explained Variance Score Train: 0.062\n", "AUC Validation: 0.589, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.599, Explained Variance Score Test: 0.027\n", "Bootstrap CV 75, alpha = 0.001, R^2 train: 0.144, R^2 test: 0.001\n", "Bootstrap CV 75, alpha = 0.005, R^2 train: 0.139, R^2 test: 0.011\n", "Bootstrap CV 75, alpha = 0.01, R^2 train: 0.131, R^2 test: 0.012\n", "Bootstrap CV 75, alpha = 0.1, R^2 train: 0.000, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.728, Explained Variance Score Train: 0.131\n", "AUC Validation: 0.528, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.548, Explained Variance Score Test: 0.009\n", "Bootstrap CV 69, alpha = 0.001, R^2 train: 0.121, R^2 test: 0.082\n", "Bootstrap CV 69, alpha = 0.005, R^2 train: 0.112, R^2 test: 0.075\n", "Bootstrap CV 69, alpha = 0.01, R^2 train: 0.105, R^2 test: 0.064\n", "Bootstrap CV 69, alpha = 0.1, R^2 train: 0.004, R^2 test: -0.007\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.696, Explained Variance Score Train: 0.105\n", "AUC Validation: 0.676, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.587, Explained Variance Score Test: 0.034\n", "\n", "\n", "\n", "Bootstrap CV 64, alpha = 0.001, R^2 train: 0.171, R^2 test: -0.083\n", "Bootstrap CV 64, alpha = 0.005, R^2 train: 0.168, R^2 test: -0.054\n", "Bootstrap CV 64, alpha = 0.01, R^2 train: 0.160, R^2 test: -0.028\n", "Bootstrap CV 64, alpha = 0.1, R^2 train: 0.027, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.718, Explained Variance Score Train: 0.160\n", "AUC Validation: 0.530, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.614, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 66, alpha = 0.001, R^2 train: 0.195, R^2 test: -0.384\n", "Bootstrap CV 66, alpha = 0.005, R^2 train: 0.192, R^2 test: -0.331\n", "Bootstrap CV 66, alpha = 0.01, R^2 train: 0.186, R^2 test: -0.274\n", "Bootstrap CV 66, alpha = 0.1, R^2 train: 0.050, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.775, Explained Variance Score Train: 0.186\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.274\n", "AUC Test: 0.624, Explained Variance Score Test: 0.041\n", "Bootstrap CV 70, alpha = 0.001, R^2 train: 0.116, R^2 test: -0.066\n", "Bootstrap CV 70, alpha = 0.005, R^2 train: 0.115, R^2 test: -0.051\n", "Bootstrap CV 70, alpha = 0.01, R^2 train: 0.113, R^2 test: -0.034\n", "Bootstrap CV 70, alpha = 0.1, R^2 train: 0.012, R^2 test: 0.002\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.740, Explained Variance Score Train: 0.113\n", "AUC Validation: 0.582, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.599, Explained Variance Score Test: 0.022\n", "\n", "\n", "Bootstrap CV 76, alpha = 0.001, R^2 train: 0.147, R^2 test: 0.056\n", "Bootstrap CV 76, alpha = 0.005, R^2 train: 0.144, R^2 test: 0.072\n", "Bootstrap CV 76, alpha = 0.01, R^2 train: 0.140, R^2 test: 0.084\n", "Bootstrap CV 76, alpha = 0.1, R^2 train: 0.041, R^2 test: 0.022\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.716, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.022\n", "AUC Test: 0.612, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 79, alpha = 0.001, R^2 train: 0.181, R^2 test: -0.160\n", "Bootstrap CV 79, alpha = 0.005, R^2 train: 0.178, R^2 test: -0.148\n", "Bootstrap CV 79, alpha = 0.01, R^2 train: 0.175, R^2 test: -0.126\n", "Bootstrap CV 79, alpha = 0.1, R^2 train: 0.044, R^2 test: -0.008\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.620, Explained Variance Score Train: 0.044\n", "AUC Validation: 0.613, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.611, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 77, alpha = 0.001, R^2 train: 0.132, R^2 test: -0.025\n", "Bootstrap CV 77, alpha = 0.005, R^2 train: 0.129, R^2 test: -0.012\n", "Bootstrap CV 77, alpha = 0.01, R^2 train: 0.125, R^2 test: 0.004\n", "Bootstrap CV 77, alpha = 0.1, R^2 train: 0.003, R^2 test: 0.001\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.794, Explained Variance Score Train: 0.125\n", "AUC Validation: 0.560, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.634, Explained Variance Score Test: 0.051\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 90, alpha = 0.001, R^2 train: 0.190, R^2 test: -0.014\n", "Bootstrap CV 90, alpha = 0.005, R^2 train: 0.186, R^2 test: -0.021\n", "Bootstrap CV 90, alpha = 0.01, R^2 train: 0.180, R^2 test: -0.021\n", "Bootstrap CV 90, alpha = 0.1, R^2 train: 0.022, R^2 test: -0.043\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.711, Explained Variance Score Train: 0.180\n", "AUC Validation: 0.642, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.567, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 93, alpha = 0.001, R^2 train: 0.210, R^2 test: 0.091\n", "Bootstrap CV 93, alpha = 0.005, R^2 train: 0.207, R^2 test: 0.101\n", "Bootstrap CV 93, alpha = 0.01, R^2 train: 0.199, R^2 test: 0.112\n", "Bootstrap CV 93, alpha = 0.1, R^2 train: 0.067, R^2 test: 0.051\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.644, Explained Variance Score Train: 0.067\n", "AUC Validation: 0.691, Explained Variance Score Validation: 0.069\n", "AUC Test: 0.596, Explained Variance Score Test: 0.024\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 83, alpha = 0.001, R^2 train: 0.115, R^2 test: -0.122\n", "Bootstrap CV 83, alpha = 0.005, R^2 train: 0.113, R^2 test: -0.110\n", "Bootstrap CV 83, alpha = 0.01, R^2 train: 0.110, R^2 test: -0.101\n", "Bootstrap CV 83, alpha = 0.1, R^2 train: 0.008, R^2 test: -0.004\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.594, Explained Variance Score Train: 0.008\n", "AUC Validation: 0.478, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.592, Explained Variance Score Test: 0.010\n", "Bootstrap CV 85, alpha = 0.001, R^2 train: 0.177, R^2 test: -0.125\n", "Bootstrap CV 85, alpha = 0.005, R^2 train: 0.175, R^2 test: -0.115\n", "Bootstrap CV 85, alpha = 0.01, R^2 train: 0.169, R^2 test: -0.106\n", "Bootstrap CV 85, alpha = 0.1, R^2 train: 0.046, R^2 test: -0.039\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.708, Explained Variance Score Train: 0.169\n", "AUC Validation: 0.470, Explained Variance Score Validation: -0.105\n", "AUC Test: 0.591, Explained Variance Score Test: 0.021\n", "\n", "\n", "Bootstrap CV 89, alpha = 0.001, R^2 train: 0.130, R^2 test: -0.135\n", "Bootstrap CV 89, alpha = 0.005, R^2 train: 0.123, R^2 test: -0.117\n", "Bootstrap CV 89, alpha = 0.01, R^2 train: 0.117, R^2 test: -0.102\n", "Bootstrap CV 89, alpha = 0.1, R^2 train: 0.032, R^2 test: -0.031\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.689, Explained Variance Score Train: 0.032\n", "AUC Validation: 0.443, Explained Variance Score Validation: -0.019\n", "AUC Test: 0.505, Explained Variance Score Test: 0.000\n", "\n", "Bootstrap CV 86, alpha = 0.001, R^2 train: 0.180, R^2 test: -0.059\n", "Bootstrap CV 86, alpha = 0.005, R^2 train: 0.176, R^2 test: -0.033\n", "Bootstrap CV 86, alpha = 0.01, R^2 train: 0.170, R^2 test: -0.016\n", "Bootstrap CV 86, alpha = 0.1, R^2 train: 0.038, R^2 test: -0.017\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.692, Explained Variance Score Train: 0.170\n", "AUC Validation: 0.550, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.581, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 87, alpha = 0.001, R^2 train: 0.211, R^2 test: -0.079\n", "Bootstrap CV 87, alpha = 0.005, R^2 train: 0.206, R^2 test: -0.047\n", "Bootstrap CV 87, alpha = 0.01, R^2 train: 0.198, R^2 test: -0.019\n", "Bootstrap CV 87, alpha = 0.1, R^2 train: 0.047, R^2 test: -0.021\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.643, Explained Variance Score Train: 0.047\n", "AUC Validation: 0.406, Explained Variance Score Validation: -0.009\n", "AUC Test: 0.555, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 92, alpha = 0.001, R^2 train: 0.198, R^2 test: -0.016\n", "Bootstrap CV 92, alpha = 0.005, R^2 train: 0.196, R^2 test: -0.008\n", "Bootstrap CV 92, alpha = 0.01, R^2 train: 0.189, R^2 test: 0.002\n", "Bootstrap CV 92, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.002\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.674, Explained Variance Score Train: 0.041\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.529, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 84, alpha = 0.001, R^2 train: 0.182, R^2 test: -0.148\n", "Bootstrap CV 84, alpha = 0.005, R^2 train: 0.176, R^2 test: -0.128\n", "Bootstrap CV 84, alpha = 0.01, R^2 train: 0.168, R^2 test: -0.107\n", "Bootstrap CV 84, alpha = 0.1, R^2 train: 0.072, R^2 test: -0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.700, Explained Variance Score Train: 0.072\n", "AUC Validation: 0.618, Explained Variance Score Validation: -0.018\n", "AUC Test: 0.608, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 94, alpha = 0.001, R^2 train: 0.170, R^2 test: -0.139\n", "Bootstrap CV 94, alpha = 0.005, R^2 train: 0.167, R^2 test: -0.114\n", "Bootstrap CV 94, alpha = 0.01, R^2 train: 0.157, R^2 test: -0.091\n", "Bootstrap CV 94, alpha = 0.1, R^2 train: 0.025, R^2 test: 0.018\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.673, Explained Variance Score Train: 0.025\n", "AUC Validation: 0.689, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.616, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 81, alpha = 0.001, R^2 train: 0.129, R^2 test: -0.028\n", "Bootstrap CV 81, alpha = 0.005, R^2 train: 0.127, R^2 test: -0.016\n", "Bootstrap CV 81, alpha = 0.01, R^2 train: 0.123, R^2 test: -0.005\n", "Bootstrap CV 81, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.730, Explained Variance Score Train: 0.123\n", "AUC Validation: 0.564, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.617, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 80, alpha = 0.001, R^2 train: 0.195, R^2 test: 0.071\n", "Bootstrap CV 80, alpha = 0.005, R^2 train: 0.192, R^2 test: 0.073\n", "Bootstrap CV 80, alpha = 0.01, R^2 train: 0.186, R^2 test: 0.074\n", "Bootstrap CV 80, alpha = 0.1, R^2 train: 0.058, R^2 test: 0.034\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.755, Explained Variance Score Train: 0.186\n", "AUC Validation: 0.615, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.594, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 91, alpha = 0.001, R^2 train: 0.200, R^2 test: -0.257\n", "Bootstrap CV 91, alpha = 0.005, R^2 train: 0.196, R^2 test: -0.217\n", "Bootstrap CV 91, alpha = 0.01, R^2 train: 0.187, R^2 test: -0.190\n", "Bootstrap CV 91, alpha = 0.1, R^2 train: 0.042, R^2 test: -0.011\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.635, Explained Variance Score Train: 0.042\n", "AUC Validation: 0.525, Explained Variance Score Validation: 0.006\n", "AUC Test: 0.602, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 95, alpha = 0.001, R^2 train: 0.176, R^2 test: -0.113\n", "Bootstrap CV 95, alpha = 0.005, R^2 train: 0.173, R^2 test: -0.092\n", "Bootstrap CV 95, alpha = 0.01, R^2 train: 0.168, R^2 test: -0.071\n", "Bootstrap CV 95, alpha = 0.1, R^2 train: 0.017, R^2 test: 0.000\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.720, Explained Variance Score Train: 0.168\n", "AUC Validation: 0.548, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.577, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 88, alpha = 0.001, R^2 train: 0.155, R^2 test: -0.069\n", "Bootstrap CV 88, alpha = 0.005, R^2 train: 0.152, R^2 test: -0.054\n", "Bootstrap CV 88, alpha = 0.01, R^2 train: 0.146, R^2 test: -0.044\n", "Bootstrap CV 88, alpha = 0.1, R^2 train: 0.045, R^2 test: -0.032\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.675, Explained Variance Score Train: 0.045\n", "AUC Validation: 0.461, Explained Variance Score Validation: -0.004\n", "AUC Test: 0.600, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 82, alpha = 0.001, R^2 train: 0.199, R^2 test: -0.137\n", "Bootstrap CV 82, alpha = 0.005, R^2 train: 0.196, R^2 test: -0.106\n", "Bootstrap CV 82, alpha = 0.01, R^2 train: 0.191, R^2 test: -0.088\n", "Bootstrap CV 82, alpha = 0.1, R^2 train: 0.047, R^2 test: -0.001\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.647, Explained Variance Score Train: 0.047\n", "AUC Validation: 0.625, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.568, Explained Variance Score Test: 0.017\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 97, alpha = 0.001, R^2 train: 0.161, R^2 test: 0.017\n", "Bootstrap CV 97, alpha = 0.005, R^2 train: 0.160, R^2 test: 0.025\n", "Bootstrap CV 97, alpha = 0.01, R^2 train: 0.157, R^2 test: 0.031\n", "Bootstrap CV 97, alpha = 0.1, R^2 train: 0.054, R^2 test: 0.016\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.665, Explained Variance Score Train: 0.157\n", "AUC Validation: 0.631, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.673, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 99, alpha = 0.001, R^2 train: 0.141, R^2 test: -0.105\n", "Bootstrap CV 99, alpha = 0.005, R^2 train: 0.139, R^2 test: -0.070\n", "Bootstrap CV 99, alpha = 0.01, R^2 train: 0.134, R^2 test: -0.037\n", "Bootstrap CV 99, alpha = 0.1, R^2 train: 0.013, R^2 test: -0.042\n", "best alpha via bootstrap CV: 0.1\n", "AUC Train: 0.549, Explained Variance Score Train: 0.013\n", "AUC Validation: 0.541, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.586, Explained Variance Score Test: 0.004\n", "\n", "Bootstrap CV 98, alpha = 0.001, R^2 train: 0.204, R^2 test: 0.000\n", "Bootstrap CV 98, alpha = 0.005, R^2 train: 0.201, R^2 test: 0.023\n", "Bootstrap CV 98, alpha = 0.01, R^2 train: 0.196, R^2 test: 0.041\n", "Bootstrap CV 98, alpha = 0.1, R^2 train: 0.041, R^2 test: -0.013\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.722, Explained Variance Score Train: 0.196\n", "AUC Validation: 0.694, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.611, Explained Variance Score Test: 0.045\n", "Bootstrap CV 96, alpha = 0.001, R^2 train: 0.203, R^2 test: 0.020\n", "Bootstrap CV 96, alpha = 0.005, R^2 train: 0.194, R^2 test: 0.033\n", "Bootstrap CV 96, alpha = 0.01, R^2 train: 0.190, R^2 test: 0.041\n", "Bootstrap CV 96, alpha = 0.1, R^2 train: 0.044, R^2 test: 0.023\n", "best alpha via bootstrap CV: 0.01\n", "AUC Train: 0.733, Explained Variance Score Train: 0.190\n", "AUC Validation: 0.659, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.612, Explained Variance Score Test: 0.041\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "total Variables 23 and total subjects: 1698\n", "->AUC validation: 0.582 95% CI: [0.564 , 0.599]\n", "->AUC test: 0.593 95% CI: [0.586 , 0.600]\n", "->R^2 validation: -0.001 95% CI: [-0.013 , 0.012]\n", "->R^2 test: 0.028 95% CI: [0.025 , 0.032]\n", "->Explained Variance validation: -0.015 95% CI: [-0.028 , -0.002]\n", "->Explained Variance test: 0.021 95% CI: [0.017 , 0.025]\n", "Test set metrics:\n", "@threshold:1.777, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.010, sens:0.018, spec:0.986, ppv:0.200, acc:0.829, f1:0.033, mcc:0.003, total+:5, total-:334\n", "@threshold:0.952, sens:0.036, spec:0.982, ppv:0.286, acc:0.829, f1:0.065, mcc:0.011, total+:7, total-:332\n", "@threshold:0.833, sens:0.055, spec:0.972, ppv:0.273, acc:0.823, f1:0.091, mcc:0.008, total+:11, total-:328\n", "@threshold:0.784, sens:0.073, spec:0.968, ppv:0.308, acc:0.823, f1:0.118, mcc:0.010, total+:13, total-:326\n", "@threshold:0.752, sens:0.091, spec:0.958, ppv:0.294, acc:0.817, f1:0.139, mcc:0.008, total+:17, total-:322\n", "@threshold:0.688, sens:0.127, spec:0.954, ppv:0.350, acc:0.820, f1:0.187, mcc:0.011, total+:20, total-:319\n", "@threshold:0.650, sens:0.145, spec:0.947, ppv:0.348, acc:0.817, f1:0.205, mcc:0.010, total+:23, total-:316\n", "@threshold:0.639, sens:0.164, spec:0.944, ppv:0.360, acc:0.817, f1:0.225, mcc:0.011, total+:25, total-:314\n", "@threshold:0.613, sens:0.182, spec:0.940, ppv:0.370, acc:0.817, f1:0.244, mcc:0.011, total+:27, total-:312\n", "@threshold:0.605, sens:0.182, spec:0.937, ppv:0.357, acc:0.814, f1:0.241, mcc:0.010, total+:28, total-:311\n", "@threshold:0.458, sens:0.200, spec:0.898, ppv:0.275, acc:0.785, f1:0.232, mcc:0.004, total+:40, total-:299\n", "@threshold:0.450, sens:0.200, spec:0.894, ppv:0.268, acc:0.782, f1:0.229, mcc:0.004, total+:41, total-:298\n", "@threshold:0.410, sens:0.218, spec:0.880, ppv:0.261, acc:0.773, f1:0.238, mcc:0.004, total+:46, total-:293\n", "@threshold:0.400, sens:0.218, spec:0.877, ppv:0.255, acc:0.770, f1:0.235, mcc:0.003, total+:47, total-:292\n", "@threshold:0.391, sens:0.236, spec:0.873, ppv:0.265, acc:0.770, f1:0.250, mcc:0.004, total+:49, total-:290\n", "@threshold:0.387, sens:0.236, spec:0.870, ppv:0.260, acc:0.767, f1:0.248, mcc:0.003, total+:50, total-:289\n", "@threshold:0.365, sens:0.255, spec:0.859, ppv:0.259, acc:0.761, f1:0.257, mcc:0.003, total+:54, total-:285\n", "@threshold:0.356, sens:0.273, spec:0.856, ppv:0.268, acc:0.761, f1:0.270, mcc:0.004, total+:56, total-:283\n", "@threshold:0.351, sens:0.291, spec:0.852, ppv:0.276, acc:0.761, f1:0.283, mcc:0.004, total+:58, total-:281\n", "@threshold:0.349, sens:0.291, spec:0.849, ppv:0.271, acc:0.758, f1:0.281, mcc:0.004, total+:59, total-:280\n", "@threshold:0.344, sens:0.309, spec:0.845, ppv:0.279, acc:0.758, f1:0.293, mcc:0.004, total+:61, total-:278\n", "@threshold:0.334, sens:0.309, spec:0.842, ppv:0.274, acc:0.755, f1:0.291, mcc:0.004, total+:62, total-:277\n", "@threshold:0.332, sens:0.327, spec:0.842, ppv:0.286, acc:0.758, f1:0.305, mcc:0.004, total+:63, total-:276\n", "@threshold:0.324, sens:0.327, spec:0.838, ppv:0.281, acc:0.755, f1:0.303, mcc:0.004, total+:64, total-:275\n", "@threshold:0.323, sens:0.345, spec:0.838, ppv:0.292, acc:0.758, f1:0.317, mcc:0.004, total+:65, total-:274\n", "@threshold:0.308, sens:0.345, spec:0.835, ppv:0.288, acc:0.755, f1:0.314, mcc:0.004, total+:66, total-:273\n", "@threshold:0.298, sens:0.364, spec:0.831, ppv:0.294, acc:0.755, f1:0.325, mcc:0.004, total+:68, total-:271\n", "@threshold:0.294, sens:0.364, spec:0.827, ppv:0.290, acc:0.752, f1:0.323, mcc:0.004, total+:69, total-:270\n", "@threshold:0.289, sens:0.382, spec:0.827, ppv:0.300, acc:0.755, f1:0.336, mcc:0.005, total+:70, total-:269\n", "@threshold:0.286, sens:0.400, spec:0.824, ppv:0.306, acc:0.755, f1:0.346, mcc:0.005, total+:72, total-:267\n", "@threshold:0.279, sens:0.418, spec:0.820, ppv:0.311, acc:0.755, f1:0.357, mcc:0.005, total+:74, total-:265\n", "@threshold:0.278, sens:0.418, spec:0.817, ppv:0.307, acc:0.752, f1:0.354, mcc:0.005, total+:75, total-:264\n", "@threshold:0.255, sens:0.436, spec:0.778, ppv:0.276, acc:0.723, f1:0.338, mcc:0.003, total+:87, total-:252\n", "@threshold:0.250, sens:0.455, spec:0.775, ppv:0.281, acc:0.723, f1:0.347, mcc:0.004, total+:89, total-:250\n", "@threshold:0.249, sens:0.473, spec:0.771, ppv:0.286, acc:0.723, f1:0.356, mcc:0.004, total+:91, total-:248\n", "@threshold:0.247, sens:0.473, spec:0.768, ppv:0.283, acc:0.720, f1:0.354, mcc:0.004, total+:92, total-:247\n", "@threshold:0.233, sens:0.491, spec:0.764, ppv:0.287, acc:0.720, f1:0.362, mcc:0.004, total+:94, total-:245\n", "@threshold:0.220, sens:0.491, spec:0.761, ppv:0.284, acc:0.717, f1:0.360, mcc:0.004, total+:95, total-:244\n", "@threshold:0.200, sens:0.509, spec:0.746, ppv:0.280, acc:0.708, f1:0.361, mcc:0.004, total+:100, total-:239\n", "@threshold:0.196, sens:0.509, spec:0.743, ppv:0.277, acc:0.705, f1:0.359, mcc:0.003, total+:101, total-:238\n", "@threshold:0.191, sens:0.527, spec:0.739, ppv:0.282, acc:0.705, f1:0.367, mcc:0.004, total+:103, total-:236\n", "@threshold:0.191, sens:0.527, spec:0.736, ppv:0.279, acc:0.702, f1:0.365, mcc:0.003, total+:104, total-:235\n", "@threshold:0.151, sens:0.545, spec:0.690, ppv:0.254, acc:0.667, f1:0.347, mcc:0.003, total+:118, total-:221\n", "@threshold:0.147, sens:0.564, spec:0.687, ppv:0.258, acc:0.667, f1:0.354, mcc:0.003, total+:120, total-:219\n", "@threshold:0.140, sens:0.582, spec:0.669, ppv:0.254, acc:0.655, f1:0.354, mcc:0.003, total+:126, total-:213\n", "@threshold:0.138, sens:0.582, spec:0.665, ppv:0.252, acc:0.652, f1:0.352, mcc:0.003, total+:127, total-:212\n", "@threshold:0.122, sens:0.600, spec:0.655, ppv:0.252, acc:0.646, f1:0.355, mcc:0.003, total+:131, total-:208\n", "@threshold:0.117, sens:0.600, spec:0.651, ppv:0.250, acc:0.643, f1:0.353, mcc:0.003, total+:132, total-:207\n", "@threshold:0.114, sens:0.618, spec:0.651, ppv:0.256, acc:0.646, f1:0.362, mcc:0.003, total+:133, total-:206\n", "@threshold:0.107, sens:0.618, spec:0.648, ppv:0.254, acc:0.643, f1:0.360, mcc:0.003, total+:134, total-:205\n", "@threshold:0.016, sens:0.636, spec:0.585, ppv:0.229, acc:0.593, f1:0.337, mcc:0.002, total+:153, total-:186\n", "@threshold:0.014, sens:0.636, spec:0.581, ppv:0.227, acc:0.590, f1:0.335, mcc:0.002, total+:154, total-:185\n", "@threshold:0.003, sens:0.655, spec:0.567, ppv:0.226, acc:0.581, f1:0.336, mcc:0.002, total+:159, total-:180\n", "@threshold:0.002, sens:0.655, spec:0.563, ppv:0.225, acc:0.578, f1:0.335, mcc:0.002, total+:160, total-:179\n", "@threshold:-0.008, sens:0.673, spec:0.542, ppv:0.222, acc:0.563, f1:0.333, mcc:0.002, total+:167, total-:172\n", "@threshold:-0.014, sens:0.673, spec:0.539, ppv:0.220, acc:0.560, f1:0.332, mcc:0.002, total+:168, total-:171\n", "@threshold:-0.017, sens:0.691, spec:0.539, ppv:0.225, acc:0.563, f1:0.339, mcc:0.002, total+:169, total-:170\n", "@threshold:-0.025, sens:0.709, spec:0.535, ppv:0.228, acc:0.563, f1:0.345, mcc:0.002, total+:171, total-:168\n", "@threshold:-0.038, sens:0.727, spec:0.532, ppv:0.231, acc:0.563, f1:0.351, mcc:0.002, total+:173, total-:166\n", "@threshold:-0.039, sens:0.727, spec:0.528, ppv:0.230, acc:0.560, f1:0.349, mcc:0.002, total+:174, total-:165\n", "@threshold:-0.067, sens:0.745, spec:0.500, ppv:0.224, acc:0.540, f1:0.345, mcc:0.002, total+:183, total-:156\n", "@threshold:-0.072, sens:0.745, spec:0.496, ppv:0.223, acc:0.537, f1:0.343, mcc:0.002, total+:184, total-:155\n", "@threshold:-0.080, sens:0.764, spec:0.493, ppv:0.226, acc:0.537, f1:0.349, mcc:0.002, total+:186, total-:153\n", "@threshold:-0.081, sens:0.764, spec:0.489, ppv:0.225, acc:0.534, f1:0.347, mcc:0.002, total+:187, total-:152\n", "@threshold:-0.084, sens:0.782, spec:0.489, ppv:0.229, acc:0.537, f1:0.354, mcc:0.002, total+:188, total-:151\n", "@threshold:-0.087, sens:0.782, spec:0.486, ppv:0.228, acc:0.534, f1:0.352, mcc:0.002, total+:189, total-:150\n", "@threshold:-0.152, sens:0.800, spec:0.423, ppv:0.212, acc:0.484, f1:0.335, mcc:0.002, total+:208, total-:131\n", "@threshold:-0.153, sens:0.800, spec:0.419, ppv:0.211, acc:0.481, f1:0.333, mcc:0.002, total+:209, total-:130\n", "@threshold:-0.194, sens:0.818, spec:0.377, ppv:0.203, acc:0.448, f1:0.325, mcc:0.001, total+:222, total-:117\n", "@threshold:-0.198, sens:0.818, spec:0.373, ppv:0.202, acc:0.445, f1:0.324, mcc:0.001, total+:223, total-:116\n", "@threshold:-0.220, sens:0.836, spec:0.349, ppv:0.199, acc:0.428, f1:0.322, mcc:0.001, total+:231, total-:108\n", "@threshold:-0.220, sens:0.836, spec:0.345, ppv:0.198, acc:0.425, f1:0.321, mcc:0.001, total+:232, total-:107\n", "@threshold:-0.244, sens:0.855, spec:0.313, ppv:0.194, acc:0.401, f1:0.316, mcc:0.001, total+:242, total-:97\n", "@threshold:-0.252, sens:0.855, spec:0.310, ppv:0.193, acc:0.398, f1:0.315, mcc:0.001, total+:243, total-:96\n", "@threshold:-0.291, sens:0.873, spec:0.268, ppv:0.188, acc:0.366, f1:0.309, mcc:0.001, total+:256, total-:83\n", "@threshold:-0.299, sens:0.873, spec:0.264, ppv:0.187, acc:0.363, f1:0.308, mcc:0.001, total+:257, total-:82\n", "@threshold:-0.312, sens:0.891, spec:0.261, ppv:0.189, acc:0.363, f1:0.312, mcc:0.001, total+:259, total-:80\n", "@threshold:-0.316, sens:0.891, spec:0.257, ppv:0.188, acc:0.360, f1:0.311, mcc:0.001, total+:260, total-:79\n", "@threshold:-0.369, sens:0.909, spec:0.229, ppv:0.186, acc:0.339, f1:0.309, mcc:0.001, total+:269, total-:70\n", "@threshold:-0.372, sens:0.909, spec:0.225, ppv:0.185, acc:0.336, f1:0.308, mcc:0.001, total+:270, total-:69\n", "@threshold:-0.411, sens:0.927, spec:0.180, ppv:0.180, acc:0.301, f1:0.301, mcc:0.001, total+:284, total-:55\n", "@threshold:-0.420, sens:0.927, spec:0.176, ppv:0.179, acc:0.298, f1:0.300, mcc:0.001, total+:285, total-:54\n", "@threshold:-0.430, sens:0.945, spec:0.173, ppv:0.181, acc:0.298, f1:0.304, mcc:0.001, total+:287, total-:52\n", "@threshold:-0.430, sens:0.945, spec:0.169, ppv:0.181, acc:0.295, f1:0.303, mcc:0.001, total+:288, total-:51\n", "@threshold:-0.484, sens:0.964, spec:0.120, ppv:0.175, acc:0.257, f1:0.296, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.485, sens:0.964, spec:0.116, ppv:0.174, acc:0.254, f1:0.295, mcc:0.001, total+:304, total-:35\n", "@threshold:-0.537, sens:0.982, spec:0.095, ppv:0.174, acc:0.239, f1:0.295, mcc:0.001, total+:311, total-:28\n", "@threshold:-0.544, sens:0.982, spec:0.092, ppv:0.173, acc:0.236, f1:0.294, mcc:0.001, total+:312, total-:27\n", "@threshold:-0.966, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", "* Vital: HC-avg16to19 | coef 0.107 95% CI: [0.079 , 0.136] | OR_adj 1.113 [1.082 1.145] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "MatDeliveryAge:0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.013\n", " Number of Visits:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.008\n", "\n", " Vital: HC-latest | coef 0.072 95% CI: [0.058 , 0.085] | OR_adj 1.074 [1.060 1.089] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.022\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", "\n", "* Vital: HC-avg13to16 | coef 0.051 95% CI: [0.029 , 0.073] | OR_adj 1.052 [1.029 1.076] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Number of Visits:0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.018\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.017\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: HC-avg10to13 | coef 0.045 95% CI: [0.024 , 0.066] | OR_adj 1.046 [1.024 1.068] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.042\n", " Number of Visits:0.041\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", "\n", "* Number of Visits | coef -0.033 95% CI: [-0.043 , -0.024] | OR_adj 0.967 [0.958 0.976] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.037\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.024\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.033 95% CI: [0.019 , 0.048] | OR_adj 1.034 [1.019 1.049] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:0.045\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.011\n", " MatDeliveryAge:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.001\n", "\n", "* Vital: Ht Percentile-latest | coef 0.033 95% CI: [0.022 , 0.044] | OR_adj 1.034 [1.022 1.045] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.025\n", " MatDeliveryAge:0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.015\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.015\n", " Number of Visits:0.009\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", "* Vital: HC-avg5to7 | coef 0.033 95% CI: [0.018 , 0.048] | OR_adj 1.033 [1.018 1.049] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.010\n", " Number of Visits:-0.008\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.031 95% CI: [0.019 , 0.043] | OR_adj 1.031 [1.019 1.044] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.029 95% CI: [0.016 , 0.043] | OR_adj 1.030 [1.016 1.044] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", "* Vital: Ht-avg16to19 | coef 0.028 95% CI: [0.011 , 0.044] | OR_adj 1.028 [1.011 1.045] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.023\n", " MatDeliveryAge:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.016\n", " Number of Visits:0.013\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.026 95% CI: [0.010 , 0.042] | OR_adj 1.026 [1.010 1.042] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.011\n", " MatDeliveryAge:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.023 95% CI: [0.008 , 0.038] | OR_adj 1.023 [1.008 1.039] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.188\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.187\n", " Number of Visits:-0.024\n", " MatDeliveryAge:0.007\n", "\n", " Vital: HC-gain16to24 | coef 0.021 95% CI: [0.010 , 0.032] | OR_adj 1.021 [1.010 1.032] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:-0.036\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.034\n", " MatDeliveryAge:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.000\n", "\n", " Vital: Ht-gain3to7 | coef 0.019 95% CI: [0.008 , 0.031] | OR_adj 1.020 [1.008 1.032] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.043\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Number of Visits:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.008\n", " MatDeliveryAge:-0.007\n", "\n", " MatDeliveryAge | coef 0.017 95% CI: [0.008 , 0.025] | OR_adj 1.017 [1.008 1.026] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.007\n", "\n", " Vital: Ht-gain0to3 | coef 0.014 95% CI: [0.004 , 0.023] | OR_adj 1.014 [1.004 1.024] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " MatDeliveryAge:0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.032\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.013\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.013 95% CI: [-0.000 , 0.026] | OR_adj 1.013 [1.000 1.026] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " MatDeliveryAge:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.002\n", "\n", " Vital: Ht-avg10to13 | coef -0.011 95% CI: [-0.024 , 0.001] | OR_adj 0.989 [0.976 1.001] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.033\n", " Number of Visits:0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " MatDeliveryAge:-0.007\n", "\n", " Vital: Ht-gain5to10 | coef 0.004 95% CI: [-0.006 , 0.014] | OR_adj 1.004 [0.994 1.014] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:-0.028\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", "\n", " Vital: Ht-gain16to24 | coef -0.002 95% CI: [-0.012 , 0.007] | OR_adj 0.998 [0.989 1.007] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Number of Visits:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " MatDeliveryAge:-0.000\n", "\n", " Vital: HC-gain3to7 | coef -0.002 95% CI: [-0.013 , 0.009] | OR_adj 0.998 [0.987 1.009] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.032\n", " MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef -0.001 95% CI: [-0.004 , 0.002] | OR_adj 0.999 [0.996 1.002] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Number of Visits:-0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", "Vital : 0.482434352269\n", "Number of Visits : -0.0334704933194\n", "Census : 0.0819562050866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0166953709113\n", "Time to run analysis 0:00:35.091687\n", "Total Time elapsed 17:08:05.247171\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_wt_bmi randomforest regression\n", "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 10, alpha = (3000, 2, 1), R^2 train: 0.876, R^2 test: -1.363\n", "Bootstrap CV 10, alpha = (3000, 2, 2), R^2 train: 0.738, R^2 test: -0.409\n", "Bootstrap CV 10, alpha = (3000, 2, 5), R^2 train: 0.529, R^2 test: -0.036\n", "Bootstrap CV 10, alpha = (3000, 2, 7), R^2 train: 0.448, R^2 test: -0.047\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.448\n", "AUC Validation: 0.637, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.622, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 13, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.111\n", "Bootstrap CV 13, alpha = (3000, 2, 2), R^2 train: 0.767, R^2 test: -0.081\n", "Bootstrap CV 13, alpha = (3000, 2, 5), R^2 train: 0.529, R^2 test: -0.036\n", "Bootstrap CV 13, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.979, Explained Variance Score Train: 0.529\n", "AUC Validation: 0.444, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.599, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 11, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: 0.054\n", "Bootstrap CV 11, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: 0.050\n", "Bootstrap CV 11, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: 0.046\n", "Bootstrap CV 11, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.045\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.668, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.625, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 5, alpha = (3000, 2, 1), R^2 train: 0.822, R^2 test: 0.134\n", "Bootstrap CV 5, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: 0.083\n", "Bootstrap CV 5, alpha = (3000, 2, 5), R^2 train: 0.516, R^2 test: 0.046\n", "Bootstrap CV 5, alpha = (3000, 2, 7), R^2 train: 0.431, R^2 test: 0.040\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.971, Explained Variance Score Train: 0.516\n", "AUC Validation: 0.736, Explained Variance Score Validation: 0.048\n", "AUC Test: 0.587, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 2, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.017\n", "Bootstrap CV 2, alpha = (3000, 2, 2), R^2 train: 0.782, R^2 test: -0.001\n", "Bootstrap CV 2, alpha = (3000, 2, 5), R^2 train: 0.567, R^2 test: 0.045\n", "Bootstrap CV 2, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: 0.038\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.955, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.671, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.606, Explained Variance Score Test: 0.055\n", "Bootstrap CV 7, alpha = (3000, 2, 1), R^2 train: 0.877, R^2 test: -0.211\n", "Bootstrap CV 7, alpha = (3000, 2, 2), R^2 train: 0.810, R^2 test: -0.247\n", "Bootstrap CV 7, alpha = (3000, 2, 5), R^2 train: 0.594, R^2 test: -0.199\n", "Bootstrap CV 7, alpha = (3000, 2, 7), R^2 train: 0.512, R^2 test: -0.159\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.512\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.140\n", "AUC Test: 0.568, Explained Variance Score Test: -0.057\n", "\n", "\n", "Bootstrap CV 14, alpha = (3000, 2, 1), R^2 train: 0.827, R^2 test: 0.010\n", "Bootstrap CV 14, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: 0.028\n", "Bootstrap CV 14, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: 0.003\n", "Bootstrap CV 14, alpha = (3000, 2, 7), R^2 train: 0.427, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.427\n", "AUC Validation: 0.584, Explained Variance Score Validation: 0.015\n", "AUC Test: 0.609, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 4, alpha = (3000, 2, 1), R^2 train: 0.856, R^2 test: -0.247\n", "Bootstrap CV 4, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.149\n", "Bootstrap CV 4, alpha = (3000, 2, 5), R^2 train: 0.542, R^2 test: -0.065\n", "Bootstrap CV 4, alpha = (3000, 2, 7), R^2 train: 0.444, R^2 test: -0.070\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.901, Explained Variance Score Train: 0.444\n", "AUC Validation: 0.612, Explained Variance Score Validation: -0.041\n", "AUC Test: 0.639, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 15, alpha = (3000, 2, 1), R^2 train: 0.885, R^2 test: -0.078\n", "Bootstrap CV 15, alpha = (3000, 2, 2), R^2 train: 0.826, R^2 test: -0.079\n", "Bootstrap CV 15, alpha = (3000, 2, 5), R^2 train: 0.597, R^2 test: -0.058\n", "Bootstrap CV 15, alpha = (3000, 2, 7), R^2 train: 0.495, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.495\n", "AUC Validation: 0.640, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.595, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 0, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.106\n", "Bootstrap CV 0, alpha = (3000, 2, 2), R^2 train: 0.762, R^2 test: -0.039\n", "Bootstrap CV 0, alpha = (3000, 2, 5), R^2 train: 0.564, R^2 test: 0.025\n", "Bootstrap CV 0, alpha = (3000, 2, 7), R^2 train: 0.472, R^2 test: 0.030\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.472\n", "AUC Validation: 0.635, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.554, Explained Variance Score Test: -0.029\n", "\n", "Bootstrap CV 1, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: -0.070\n", "Bootstrap CV 1, alpha = (3000, 2, 2), R^2 train: 0.780, R^2 test: -0.046\n", "Bootstrap CV 1, alpha = (3000, 2, 5), R^2 train: 0.556, R^2 test: -0.008\n", "Bootstrap CV 1, alpha = (3000, 2, 7), R^2 train: 0.463, R^2 test: -0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.463\n", "AUC Validation: 0.551, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.588, Explained Variance Score Test: 0.062\n", "\n", "Bootstrap CV 9, alpha = (3000, 2, 1), R^2 train: 0.802, R^2 test: -0.014\n", "Bootstrap CV 9, alpha = (3000, 2, 2), R^2 train: 0.719, R^2 test: 0.038\n", "Bootstrap CV 9, alpha = (3000, 2, 5), R^2 train: 0.508, R^2 test: 0.095\n", "Bootstrap CV 9, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.714, Explained Variance Score Validation: 0.101\n", "AUC Test: 0.599, Explained Variance Score Test: 0.043\n", "\n", "Bootstrap CV 6, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.283\n", "Bootstrap CV 6, alpha = (3000, 2, 2), R^2 train: 0.729, R^2 test: -0.154\n", "Bootstrap CV 6, alpha = (3000, 2, 5), R^2 train: 0.493, R^2 test: -0.103\n", "Bootstrap CV 6, alpha = (3000, 2, 7), R^2 train: 0.404, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.404\n", "AUC Validation: 0.591, Explained Variance Score Validation: -0.056\n", "AUC Test: 0.544, Explained Variance Score Test: 0.009\n", "\n", "Bootstrap CV 12, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.131\n", "Bootstrap CV 12, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: -0.112\n", "Bootstrap CV 12, alpha = (3000, 2, 5), R^2 train: 0.542, R^2 test: -0.070\n", "Bootstrap CV 12, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.618, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 8, alpha = (3000, 2, 1), R^2 train: 0.809, R^2 test: -0.064\n", "Bootstrap CV 8, alpha = (3000, 2, 2), R^2 train: 0.697, R^2 test: -0.009\n", "Bootstrap CV 8, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: -0.004\n", "Bootstrap CV 8, alpha = (3000, 2, 7), R^2 train: 0.413, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.413\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.600, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 3, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: -0.030\n", "Bootstrap CV 3, alpha = (3000, 2, 2), R^2 train: 0.753, R^2 test: -0.010\n", "Bootstrap CV 3, alpha = (3000, 2, 5), R^2 train: 0.507, R^2 test: 0.026\n", "Bootstrap CV 3, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: 0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.646, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.595, Explained Variance Score Test: 0.047\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 19, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.061\n", "Bootstrap CV 19, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.028\n", "Bootstrap CV 19, alpha = (3000, 2, 5), R^2 train: 0.551, R^2 test: 0.007\n", "Bootstrap CV 19, alpha = (3000, 2, 7), R^2 train: 0.455, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.932, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.657, Explained Variance Score Validation: 0.038\n", "AUC Test: 0.613, Explained Variance Score Test: 0.060\n", "\n", "Bootstrap CV 27, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.002\n", "Bootstrap CV 27, alpha = (3000, 2, 2), R^2 train: 0.751, R^2 test: -0.037\n", "Bootstrap CV 27, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: -0.032\n", "Bootstrap CV 27, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.619, Explained Variance Score Validation: -0.015\n", "AUC Test: 0.591, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 20, alpha = (3000, 2, 1), R^2 train: 0.864, R^2 test: -0.103\n", "Bootstrap CV 20, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: -0.100\n", "Bootstrap CV 20, alpha = (3000, 2, 5), R^2 train: 0.582, R^2 test: -0.104\n", "Bootstrap CV 20, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: -0.100\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.479\n", "AUC Validation: 0.485, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.607, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 25, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.075\n", "Bootstrap CV 25, alpha = (3000, 2, 2), R^2 train: 0.693, R^2 test: -0.056\n", "Bootstrap CV 25, alpha = (3000, 2, 5), R^2 train: 0.484, R^2 test: -0.041\n", "Bootstrap CV 25, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: -0.056\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.484\n", "AUC Validation: 0.556, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.564, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 24, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: 0.069\n", "Bootstrap CV 24, alpha = (3000, 2, 2), R^2 train: 0.750, R^2 test: 0.056\n", "Bootstrap CV 24, alpha = (3000, 2, 5), R^2 train: 0.517, R^2 test: 0.044\n", "Bootstrap CV 24, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.959, Explained Variance Score Train: 0.517\n", "AUC Validation: 0.638, Explained Variance Score Validation: 0.045\n", "AUC Test: 0.566, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 23, alpha = (3000, 2, 1), R^2 train: 0.830, R^2 test: -0.173\n", "Bootstrap CV 23, alpha = (3000, 2, 2), R^2 train: 0.656, R^2 test: -0.197\n", "Bootstrap CV 23, alpha = (3000, 2, 5), R^2 train: 0.460, R^2 test: -0.212\n", "Bootstrap CV 23, alpha = (3000, 2, 7), R^2 train: 0.384, R^2 test: -0.133\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.384\n", "AUC Validation: 0.570, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.593, Explained Variance Score Test: 0.060\n", "\n", "Bootstrap CV 21, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.090\n", "Bootstrap CV 21, alpha = (3000, 2, 2), R^2 train: 0.760, R^2 test: -0.081\n", "Bootstrap CV 21, alpha = (3000, 2, 5), R^2 train: 0.543, R^2 test: -0.091\n", "Bootstrap CV 21, alpha = (3000, 2, 7), R^2 train: 0.455, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.529, Explained Variance Score Validation: -0.084\n", "AUC Test: 0.657, Explained Variance Score Test: 0.084\n", "\n", "Bootstrap CV 22, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.004\n", "Bootstrap CV 22, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: -0.016\n", "Bootstrap CV 22, alpha = (3000, 2, 5), R^2 train: 0.511, R^2 test: -0.010\n", "Bootstrap CV 22, alpha = (3000, 2, 7), R^2 train: 0.433, R^2 test: -0.001\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.552, Explained Variance Score Test: 0.034\n", "\n", "Bootstrap CV 31, alpha = (3000, 2, 1), R^2 train: 0.849, R^2 test: -0.017\n", "Bootstrap CV 31, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: -0.038\n", "Bootstrap CV 31, alpha = (3000, 2, 5), R^2 train: 0.503, R^2 test: 0.010\n", "Bootstrap CV 31, alpha = (3000, 2, 7), R^2 train: 0.401, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.928, Explained Variance Score Train: 0.401\n", "AUC Validation: 0.567, Explained Variance Score Validation: 0.032\n", "AUC Test: 0.595, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 16, alpha = (3000, 2, 1), R^2 train: 0.805, R^2 test: -0.099\n", "Bootstrap CV 16, alpha = (3000, 2, 2), R^2 train: 0.736, R^2 test: -0.028\n", "Bootstrap CV 16, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: 0.013\n", "Bootstrap CV 16, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: 0.044\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.677, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.593, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 18, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: 0.113\n", "Bootstrap CV 18, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: 0.144\n", "Bootstrap CV 18, alpha = (3000, 2, 5), R^2 train: 0.541, R^2 test: 0.179\n", "Bootstrap CV 18, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: 0.183\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.977, Explained Variance Score Train: 0.759\n", "AUC Validation: 0.722, Explained Variance Score Validation: 0.150\n", "AUC Test: 0.622, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 29, alpha = (3000, 2, 1), R^2 train: 0.840, R^2 test: 0.081\n", "Bootstrap CV 29, alpha = (3000, 2, 2), R^2 train: 0.686, R^2 test: 0.077\n", "Bootstrap CV 29, alpha = (3000, 2, 5), R^2 train: 0.483, R^2 test: -0.028\n", "Bootstrap CV 29, alpha = (3000, 2, 7), R^2 train: 0.408, R^2 test: -0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.408\n", "AUC Validation: 0.625, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.606, Explained Variance Score Test: 0.070\n", "\n", "Bootstrap CV 30, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: 0.016\n", "Bootstrap CV 30, alpha = (3000, 2, 2), R^2 train: 0.706, R^2 test: 0.019\n", "Bootstrap CV 30, alpha = (3000, 2, 5), R^2 train: 0.453, R^2 test: 0.028\n", "Bootstrap CV 30, alpha = (3000, 2, 7), R^2 train: 0.373, R^2 test: 0.023\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.627, Explained Variance Score Validation: 0.028\n", "AUC Test: 0.592, Explained Variance Score Test: 0.059\n", "\n", "Bootstrap CV 28, alpha = (3000, 2, 1), R^2 train: 0.827, R^2 test: -0.228\n", "Bootstrap CV 28, alpha = (3000, 2, 2), R^2 train: 0.714, R^2 test: -0.178\n", "Bootstrap CV 28, alpha = (3000, 2, 5), R^2 train: 0.488, R^2 test: -0.115\n", "Bootstrap CV 28, alpha = (3000, 2, 7), R^2 train: 0.404, R^2 test: -0.110\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.933, Explained Variance Score Train: 0.405\n", "AUC Validation: 0.562, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.596, Explained Variance Score Test: 0.032\n", "\n", "\n", "Bootstrap CV 26, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: 0.080\n", "Bootstrap CV 26, alpha = (3000, 2, 2), R^2 train: 0.805, R^2 test: 0.079\n", "Bootstrap CV 26, alpha = (3000, 2, 5), R^2 train: 0.584, R^2 test: 0.084\n", "Bootstrap CV 26, alpha = (3000, 2, 7), R^2 train: 0.486, R^2 test: 0.078\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.925, Explained Variance Score Train: 0.486\n", "AUC Validation: 0.707, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.597, Explained Variance Score Test: 0.052\n", "Bootstrap CV 17, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.089\n", "Bootstrap CV 17, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.103\n", "Bootstrap CV 17, alpha = (3000, 2, 5), R^2 train: 0.570, R^2 test: -0.045\n", "Bootstrap CV 17, alpha = (3000, 2, 7), R^2 train: 0.470, R^2 test: -0.019\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.920, Explained Variance Score Train: 0.470\n", "AUC Validation: 0.660, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.640, Explained Variance Score Test: 0.030\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 39, alpha = (3000, 2, 1), R^2 train: 0.837, R^2 test: 0.024\n", "Bootstrap CV 39, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: 0.035\n", "Bootstrap CV 39, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: 0.050\n", "Bootstrap CV 39, alpha = (3000, 2, 7), R^2 train: 0.439, R^2 test: 0.060\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.898, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.704, Explained Variance Score Validation: 0.061\n", "AUC Test: 0.600, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 40, alpha = (3000, 2, 1), R^2 train: 0.822, R^2 test: -0.048\n", "Bootstrap CV 40, alpha = (3000, 2, 2), R^2 train: 0.617, R^2 test: -0.025\n", "Bootstrap CV 40, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: 0.043\n", "Bootstrap CV 40, alpha = (3000, 2, 7), R^2 train: 0.359, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.936, Explained Variance Score Train: 0.359\n", "AUC Validation: 0.688, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.641, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 36, alpha = (3000, 2, 1), R^2 train: 0.821, R^2 test: -0.284\n", "Bootstrap CV 36, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.325\n", "Bootstrap CV 36, alpha = (3000, 2, 5), R^2 train: 0.450, R^2 test: -0.153\n", "Bootstrap CV 36, alpha = (3000, 2, 7), R^2 train: 0.381, R^2 test: -0.064\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.381\n", "AUC Validation: 0.637, Explained Variance Score Validation: -0.036\n", "AUC Test: 0.597, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 37, alpha = (3000, 2, 1), R^2 train: 0.831, R^2 test: -0.179\n", "Bootstrap CV 37, alpha = (3000, 2, 2), R^2 train: 0.741, R^2 test: -0.159\n", "Bootstrap CV 37, alpha = (3000, 2, 5), R^2 train: 0.534, R^2 test: -0.068\n", "Bootstrap CV 37, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.689, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.613, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 45, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.022\n", "Bootstrap CV 45, alpha = (3000, 2, 2), R^2 train: 0.766, R^2 test: 0.029\n", "Bootstrap CV 45, alpha = (3000, 2, 5), R^2 train: 0.535, R^2 test: -0.011\n", "Bootstrap CV 45, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: -0.010\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.535\n", "AUC Validation: 0.592, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.613, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 35, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.098\n", "Bootstrap CV 35, alpha = (3000, 2, 2), R^2 train: 0.770, R^2 test: -0.093\n", "Bootstrap CV 35, alpha = (3000, 2, 5), R^2 train: 0.535, R^2 test: -0.071\n", "Bootstrap CV 35, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.059\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.964, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.472, Explained Variance Score Validation: -0.057\n", "AUC Test: 0.595, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 33, alpha = (3000, 2, 1), R^2 train: 0.857, R^2 test: -0.063\n", "Bootstrap CV 33, alpha = (3000, 2, 2), R^2 train: 0.785, R^2 test: -0.079\n", "Bootstrap CV 33, alpha = (3000, 2, 5), R^2 train: 0.588, R^2 test: -0.057\n", "Bootstrap CV 33, alpha = (3000, 2, 7), R^2 train: 0.497, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.995, Explained Variance Score Train: 0.857\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.053\n", "AUC Test: 0.643, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 38, alpha = (3000, 2, 1), R^2 train: 0.833, R^2 test: -0.342\n", "Bootstrap CV 38, alpha = (3000, 2, 2), R^2 train: 0.718, R^2 test: -0.130\n", "Bootstrap CV 38, alpha = (3000, 2, 5), R^2 train: 0.516, R^2 test: -0.078\n", "Bootstrap CV 38, alpha = (3000, 2, 7), R^2 train: 0.434, R^2 test: -0.041\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.664, Explained Variance Score Validation: -0.020\n", "AUC Test: 0.637, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 34, alpha = (3000, 2, 1), R^2 train: 0.834, R^2 test: -0.107\n", "Bootstrap CV 34, alpha = (3000, 2, 2), R^2 train: 0.621, R^2 test: -0.072\n", "Bootstrap CV 34, alpha = (3000, 2, 5), R^2 train: 0.407, R^2 test: -0.031\n", "Bootstrap CV 34, alpha = (3000, 2, 7), R^2 train: 0.329, R^2 test: -0.037\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.896, Explained Variance Score Train: 0.329\n", "AUC Validation: 0.613, Explained Variance Score Validation: -0.030\n", "AUC Test: 0.617, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 32, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.211\n", "Bootstrap CV 32, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.123\n", "Bootstrap CV 32, alpha = (3000, 2, 5), R^2 train: 0.502, R^2 test: 0.023\n", "Bootstrap CV 32, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: 0.027\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.712, Explained Variance Score Validation: 0.082\n", "AUC Test: 0.605, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 42, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.157\n", "Bootstrap CV 42, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.145\n", "Bootstrap CV 42, alpha = (3000, 2, 5), R^2 train: 0.558, R^2 test: -0.114\n", "Bootstrap CV 42, alpha = (3000, 2, 7), R^2 train: 0.469, R^2 test: -0.105\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.558\n", "AUC Validation: 0.404, Explained Variance Score Validation: -0.112\n", "AUC Test: 0.641, Explained Variance Score Test: 0.075\n", "\n", "Bootstrap CV 46, alpha = (3000, 2, 1), R^2 train: 0.871, R^2 test: -0.176\n", "Bootstrap CV 46, alpha = (3000, 2, 2), R^2 train: 0.798, R^2 test: -0.186\n", "Bootstrap CV 46, alpha = (3000, 2, 5), R^2 train: 0.592, R^2 test: -0.121\n", "Bootstrap CV 46, alpha = (3000, 2, 7), R^2 train: 0.496, R^2 test: -0.125\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.680, Explained Variance Score Validation: -0.115\n", "AUC Test: 0.607, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 43, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.162\n", "Bootstrap CV 43, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: -0.122\n", "Bootstrap CV 43, alpha = (3000, 2, 5), R^2 train: 0.562, R^2 test: -0.059\n", "Bootstrap CV 43, alpha = (3000, 2, 7), R^2 train: 0.468, R^2 test: -0.018\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.468\n", "AUC Validation: 0.660, Explained Variance Score Validation: -0.012\n", "AUC Test: 0.588, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 44, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.031\n", "Bootstrap CV 44, alpha = (3000, 2, 2), R^2 train: 0.793, R^2 test: 0.023\n", "Bootstrap CV 44, alpha = (3000, 2, 5), R^2 train: 0.577, R^2 test: 0.029\n", "Bootstrap CV 44, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: 0.024\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.921, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.626, Explained Variance Score Validation: 0.052\n", "AUC Test: 0.619, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 47, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.082\n", "Bootstrap CV 47, alpha = (3000, 2, 2), R^2 train: 0.745, R^2 test: -0.034\n", "Bootstrap CV 47, alpha = (3000, 2, 5), R^2 train: 0.511, R^2 test: -0.026\n", "Bootstrap CV 47, alpha = (3000, 2, 7), R^2 train: 0.417, R^2 test: -0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.926, Explained Variance Score Train: 0.417\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.016\n", "AUC Test: 0.538, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 41, alpha = (3000, 2, 1), R^2 train: 0.847, R^2 test: -0.439\n", "Bootstrap CV 41, alpha = (3000, 2, 2), R^2 train: 0.749, R^2 test: -0.304\n", "Bootstrap CV 41, alpha = (3000, 2, 5), R^2 train: 0.522, R^2 test: -0.153\n", "Bootstrap CV 41, alpha = (3000, 2, 7), R^2 train: 0.435, R^2 test: -0.066\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.435\n", "AUC Validation: 0.597, Explained Variance Score Validation: -0.065\n", "AUC Test: 0.567, Explained Variance Score Test: 0.024\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 50, alpha = (3000, 2, 1), R^2 train: 0.841, R^2 test: -0.223\n", "Bootstrap CV 50, alpha = (3000, 2, 2), R^2 train: 0.735, R^2 test: -0.141\n", "Bootstrap CV 50, alpha = (3000, 2, 5), R^2 train: 0.503, R^2 test: -0.008\n", "Bootstrap CV 50, alpha = (3000, 2, 7), R^2 train: 0.415, R^2 test: -0.003\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.879, Explained Variance Score Train: 0.415\n", "AUC Validation: 0.556, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.623, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 53, alpha = (3000, 2, 1), R^2 train: 0.830, R^2 test: -0.104\n", "Bootstrap CV 53, alpha = (3000, 2, 2), R^2 train: 0.717, R^2 test: -0.124\n", "Bootstrap CV 53, alpha = (3000, 2, 5), R^2 train: 0.522, R^2 test: -0.070\n", "Bootstrap CV 53, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.058\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.960, Explained Variance Score Train: 0.443\n", "AUC Validation: 0.593, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.573, Explained Variance Score Test: 0.020\n", "\n", "Bootstrap CV 58, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.253\n", "Bootstrap CV 58, alpha = (3000, 2, 2), R^2 train: 0.780, R^2 test: -0.226\n", "Bootstrap CV 58, alpha = (3000, 2, 5), R^2 train: 0.569, R^2 test: -0.224\n", "Bootstrap CV 58, alpha = (3000, 2, 7), R^2 train: 0.476, R^2 test: -0.216\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.947, Explained Variance Score Train: 0.476\n", "AUC Validation: 0.530, Explained Variance Score Validation: -0.210\n", "AUC Test: 0.602, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 56, alpha = (3000, 2, 1), R^2 train: 0.802, R^2 test: -0.093\n", "Bootstrap CV 56, alpha = (3000, 2, 2), R^2 train: 0.731, R^2 test: -0.080\n", "Bootstrap CV 56, alpha = (3000, 2, 5), R^2 train: 0.519, R^2 test: -0.057\n", "Bootstrap CV 56, alpha = (3000, 2, 7), R^2 train: 0.422, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.423\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.037\n", "AUC Test: 0.582, Explained Variance Score Test: 0.033\n", "\n", "Bootstrap CV 48, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: 0.112\n", "Bootstrap CV 48, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: 0.113\n", "Bootstrap CV 48, alpha = (3000, 2, 5), R^2 train: 0.549, R^2 test: 0.150\n", "Bootstrap CV 48, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: 0.162\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.952, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.762, Explained Variance Score Validation: 0.162\n", "AUC Test: 0.648, Explained Variance Score Test: 0.085\n", "\n", "Bootstrap CV 49, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.030\n", "Bootstrap CV 49, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.019\n", "Bootstrap CV 49, alpha = (3000, 2, 5), R^2 train: 0.574, R^2 test: 0.007\n", "Bootstrap CV 49, alpha = (3000, 2, 7), R^2 train: 0.475, R^2 test: 0.022\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.951, Explained Variance Score Train: 0.475\n", "AUC Validation: 0.568, Explained Variance Score Validation: 0.023\n", "AUC Test: 0.573, Explained Variance Score Test: 0.017\n", "\n", "Bootstrap CV 60, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.058\n", "Bootstrap CV 60, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.027\n", "Bootstrap CV 60, alpha = (3000, 2, 5), R^2 train: 0.524, R^2 test: -0.012\n", "Bootstrap CV 60, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: -0.007\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.934, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.594, Explained Variance Score Validation: -0.007\n", "AUC Test: 0.577, Explained Variance Score Test: 0.055\n", "\n", "Bootstrap CV 54, alpha = (3000, 2, 1), R^2 train: 0.835, R^2 test: -0.053\n", "Bootstrap CV 54, alpha = (3000, 2, 2), R^2 train: 0.662, R^2 test: -0.015\n", "Bootstrap CV 54, alpha = (3000, 2, 5), R^2 train: 0.459, R^2 test: 0.006\n", "Bootstrap CV 54, alpha = (3000, 2, 7), R^2 train: 0.376, R^2 test: 0.003\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.987, Explained Variance Score Train: 0.663\n", "AUC Validation: 0.482, Explained Variance Score Validation: 0.004\n", "AUC Test: 0.658, Explained Variance Score Test: 0.084\n", "\n", "Bootstrap CV 52, alpha = (3000, 2, 1), R^2 train: 0.865, R^2 test: -0.151\n", "Bootstrap CV 52, alpha = (3000, 2, 2), R^2 train: 0.789, R^2 test: -0.102\n", "Bootstrap CV 52, alpha = (3000, 2, 5), R^2 train: 0.568, R^2 test: -0.063\n", "Bootstrap CV 52, alpha = (3000, 2, 7), R^2 train: 0.474, R^2 test: -0.060\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.474\n", "AUC Validation: 0.508, Explained Variance Score Validation: -0.060\n", "AUC Test: 0.619, Explained Variance Score Test: 0.040\n", "\n", "Bootstrap CV 55, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: -0.072\n", "Bootstrap CV 55, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.064\n", "Bootstrap CV 55, alpha = (3000, 2, 5), R^2 train: 0.553, R^2 test: -0.017\n", "Bootstrap CV 55, alpha = (3000, 2, 7), R^2 train: 0.466, R^2 test: 0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.911, Explained Variance Score Train: 0.466\n", "AUC Validation: 0.652, Explained Variance Score Validation: 0.008\n", "AUC Test: 0.614, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 51, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.070\n", "Bootstrap CV 51, alpha = (3000, 2, 2), R^2 train: 0.779, R^2 test: -0.048\n", "Bootstrap CV 51, alpha = (3000, 2, 5), R^2 train: 0.540, R^2 test: -0.024\n", "Bootstrap CV 51, alpha = (3000, 2, 7), R^2 train: 0.433, R^2 test: -0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.927, Explained Variance Score Train: 0.433\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.606, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 57, alpha = (3000, 2, 1), R^2 train: 0.843, R^2 test: -0.009\n", "Bootstrap CV 57, alpha = (3000, 2, 2), R^2 train: 0.751, R^2 test: -0.001\n", "Bootstrap CV 57, alpha = (3000, 2, 5), R^2 train: 0.504, R^2 test: 0.019\n", "Bootstrap CV 57, alpha = (3000, 2, 7), R^2 train: 0.406, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.940, Explained Variance Score Train: 0.407\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.025\n", "AUC Test: 0.589, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 63, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.002\n", "Bootstrap CV 63, alpha = (3000, 2, 2), R^2 train: 0.763, R^2 test: 0.041\n", "Bootstrap CV 63, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: 0.052\n", "Bootstrap CV 63, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: 0.054\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.437\n", "AUC Validation: 0.611, Explained Variance Score Validation: 0.057\n", "AUC Test: 0.539, Explained Variance Score Test: -0.016\n", "\n", "Bootstrap CV 62, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.082\n", "Bootstrap CV 62, alpha = (3000, 2, 2), R^2 train: 0.758, R^2 test: -0.080\n", "Bootstrap CV 62, alpha = (3000, 2, 5), R^2 train: 0.530, R^2 test: -0.032\n", "Bootstrap CV 62, alpha = (3000, 2, 7), R^2 train: 0.444, R^2 test: -0.017\n", "best alpha via bootstrap CV: (3000, 2, 2)\n", "AUC Train: 0.972, Explained Variance Score Train: 0.758\n", "AUC Validation: 0.568, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.556, Explained Variance Score Test: 0.062\n", "\n", "Bootstrap CV 59, alpha = (3000, 2, 1), R^2 train: 0.846, R^2 test: 0.018\n", "Bootstrap CV 59, alpha = (3000, 2, 2), R^2 train: 0.693, R^2 test: -0.004\n", "Bootstrap CV 59, alpha = (3000, 2, 5), R^2 train: 0.465, R^2 test: -0.023\n", "Bootstrap CV 59, alpha = (3000, 2, 7), R^2 train: 0.375, R^2 test: 0.010\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.902, Explained Variance Score Train: 0.375\n", "AUC Validation: 0.506, Explained Variance Score Validation: 0.012\n", "AUC Test: 0.627, Explained Variance Score Test: 0.064\n", "\n", "Bootstrap CV 61, alpha = (3000, 2, 1), R^2 train: 0.866, R^2 test: -0.575\n", "Bootstrap CV 61, alpha = (3000, 2, 2), R^2 train: 0.765, R^2 test: -0.309\n", "Bootstrap CV 61, alpha = (3000, 2, 5), R^2 train: 0.542, R^2 test: -0.190\n", "Bootstrap CV 61, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: -0.145\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.918, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.496, Explained Variance Score Validation: -0.118\n", "AUC Test: 0.586, Explained Variance Score Test: 0.016\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 72, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.229\n", "Bootstrap CV 72, alpha = (3000, 2, 2), R^2 train: 0.728, R^2 test: -0.170\n", "Bootstrap CV 72, alpha = (3000, 2, 5), R^2 train: 0.481, R^2 test: -0.042\n", "Bootstrap CV 72, alpha = (3000, 2, 7), R^2 train: 0.397, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.481\n", "AUC Validation: 0.585, Explained Variance Score Validation: -0.024\n", "AUC Test: 0.626, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 74, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: -0.096\n", "Bootstrap CV 74, alpha = (3000, 2, 2), R^2 train: 0.759, R^2 test: -0.117\n", "Bootstrap CV 74, alpha = (3000, 2, 5), R^2 train: 0.505, R^2 test: -0.134\n", "Bootstrap CV 74, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: -0.106\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.943, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.626, Explained Variance Score Validation: -0.088\n", "AUC Test: 0.629, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 66, alpha = (3000, 2, 1), R^2 train: 0.868, R^2 test: -0.204\n", "Bootstrap CV 66, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.260\n", "Bootstrap CV 66, alpha = (3000, 2, 5), R^2 train: 0.537, R^2 test: -0.159\n", "Bootstrap CV 66, alpha = (3000, 2, 7), R^2 train: 0.439, R^2 test: -0.121\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.923, Explained Variance Score Train: 0.439\n", "AUC Validation: 0.587, Explained Variance Score Validation: -0.121\n", "AUC Test: 0.570, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 78, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.358\n", "Bootstrap CV 78, alpha = (3000, 2, 2), R^2 train: 0.752, R^2 test: -0.252\n", "Bootstrap CV 78, alpha = (3000, 2, 5), R^2 train: 0.514, R^2 test: -0.179\n", "Bootstrap CV 78, alpha = (3000, 2, 7), R^2 train: 0.411, R^2 test: -0.141\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.882, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.141\n", "AUC Test: 0.637, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 73, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.013\n", "Bootstrap CV 73, alpha = (3000, 2, 2), R^2 train: 0.800, R^2 test: -0.008\n", "Bootstrap CV 73, alpha = (3000, 2, 5), R^2 train: 0.562, R^2 test: 0.008\n", "Bootstrap CV 73, alpha = (3000, 2, 7), R^2 train: 0.459, R^2 test: 0.034\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.913, Explained Variance Score Train: 0.459\n", "AUC Validation: 0.599, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.600, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 71, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.181\n", "Bootstrap CV 71, alpha = (3000, 2, 2), R^2 train: 0.787, R^2 test: -0.169\n", "Bootstrap CV 71, alpha = (3000, 2, 5), R^2 train: 0.565, R^2 test: -0.120\n", "Bootstrap CV 71, alpha = (3000, 2, 7), R^2 train: 0.480, R^2 test: -0.090\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.997, Explained Variance Score Train: 0.872\n", "AUC Validation: 0.564, Explained Variance Score Validation: -0.176\n", "AUC Test: 0.591, Explained Variance Score Test: -0.003\n", "\n", "Bootstrap CV 67, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.136\n", "Bootstrap CV 67, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.116\n", "Bootstrap CV 67, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: -0.010\n", "Bootstrap CV 67, alpha = (3000, 2, 7), R^2 train: 0.446, R^2 test: 0.002\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.919, Explained Variance Score Train: 0.446\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.009\n", "AUC Test: 0.570, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 64, alpha = (3000, 2, 1), R^2 train: 0.836, R^2 test: -0.082\n", "Bootstrap CV 64, alpha = (3000, 2, 2), R^2 train: 0.655, R^2 test: -0.165\n", "Bootstrap CV 64, alpha = (3000, 2, 5), R^2 train: 0.444, R^2 test: -0.036\n", "Bootstrap CV 64, alpha = (3000, 2, 7), R^2 train: 0.362, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.897, Explained Variance Score Train: 0.363\n", "AUC Validation: 0.647, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.623, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 77, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.042\n", "Bootstrap CV 77, alpha = (3000, 2, 2), R^2 train: 0.795, R^2 test: -0.003\n", "Bootstrap CV 77, alpha = (3000, 2, 5), R^2 train: 0.579, R^2 test: 0.031\n", "Bootstrap CV 77, alpha = (3000, 2, 7), R^2 train: 0.479, R^2 test: 0.036\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.992, Explained Variance Score Train: 0.862\n", "AUC Validation: 0.624, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.630, Explained Variance Score Test: 0.063\n", "\n", "Bootstrap CV 79, alpha = (3000, 2, 1), R^2 train: 0.845, R^2 test: -0.731\n", "Bootstrap CV 79, alpha = (3000, 2, 2), R^2 train: 0.629, R^2 test: -0.098\n", "Bootstrap CV 79, alpha = (3000, 2, 5), R^2 train: 0.401, R^2 test: -0.044\n", "Bootstrap CV 79, alpha = (3000, 2, 7), R^2 train: 0.318, R^2 test: -0.026\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.891, Explained Variance Score Train: 0.318\n", "AUC Validation: 0.621, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.611, Explained Variance Score Test: 0.063\n", "\n", "Bootstrap CV 65, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.074\n", "Bootstrap CV 65, alpha = (3000, 2, 2), R^2 train: 0.777, R^2 test: -0.081\n", "Bootstrap CV 65, alpha = (3000, 2, 5), R^2 train: 0.540, R^2 test: -0.053\n", "Bootstrap CV 65, alpha = (3000, 2, 7), R^2 train: 0.443, R^2 test: -0.034\n", "best alpha via bootstrap CV: (3000, 2, 1)\n", "AUC Train: 0.993, Explained Variance Score Train: 0.861\n", "AUC Validation: 0.507, Explained Variance Score Validation: -0.060\n", "AUC Test: 0.571, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 68, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: -0.025\n", "Bootstrap CV 68, alpha = (3000, 2, 2), R^2 train: 0.771, R^2 test: -0.001\n", "Bootstrap CV 68, alpha = (3000, 2, 5), R^2 train: 0.544, R^2 test: 0.019\n", "Bootstrap CV 68, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: 0.016\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.628, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.645, Explained Variance Score Test: 0.076\n", "\n", "\n", "Bootstrap CV 69, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.537\n", "Bootstrap CV 69, alpha = (3000, 2, 2), R^2 train: 0.726, R^2 test: -0.135\n", "Bootstrap CV 69, alpha = (3000, 2, 5), R^2 train: 0.487, R^2 test: -0.003\n", "Bootstrap CV 69, alpha = (3000, 2, 7), R^2 train: 0.393, R^2 test: 0.037\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.958, Explained Variance Score Train: 0.487\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.001\n", "AUC Test: 0.631, Explained Variance Score Test: 0.050\n", "Bootstrap CV 76, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.021\n", "Bootstrap CV 76, alpha = (3000, 2, 2), R^2 train: 0.746, R^2 test: 0.008\n", "Bootstrap CV 76, alpha = (3000, 2, 5), R^2 train: 0.503, R^2 test: 0.073\n", "Bootstrap CV 76, alpha = (3000, 2, 7), R^2 train: 0.418, R^2 test: 0.071\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.418\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.078\n", "AUC Test: 0.593, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 70, alpha = (3000, 2, 1), R^2 train: 0.867, R^2 test: -0.124\n", "Bootstrap CV 70, alpha = (3000, 2, 2), R^2 train: 0.774, R^2 test: -0.151\n", "Bootstrap CV 70, alpha = (3000, 2, 5), R^2 train: 0.534, R^2 test: -0.129\n", "Bootstrap CV 70, alpha = (3000, 2, 7), R^2 train: 0.440, R^2 test: -0.092\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.930, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.092\n", "AUC Test: 0.626, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 75, alpha = (3000, 2, 1), R^2 train: 0.852, R^2 test: 0.089\n", "Bootstrap CV 75, alpha = (3000, 2, 2), R^2 train: 0.717, R^2 test: 0.081\n", "Bootstrap CV 75, alpha = (3000, 2, 5), R^2 train: 0.490, R^2 test: 0.106\n", "Bootstrap CV 75, alpha = (3000, 2, 7), R^2 train: 0.398, R^2 test: 0.100\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.950, Explained Variance Score Train: 0.398\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.103\n", "AUC Test: 0.617, Explained Variance Score Test: 0.056\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 88, alpha = (3000, 2, 1), R^2 train: 0.850, R^2 test: -0.068\n", "Bootstrap CV 88, alpha = (3000, 2, 2), R^2 train: 0.714, R^2 test: -0.017\n", "Bootstrap CV 88, alpha = (3000, 2, 5), R^2 train: 0.493, R^2 test: 0.027\n", "Bootstrap CV 88, alpha = (3000, 2, 7), R^2 train: 0.399, R^2 test: 0.031\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.915, Explained Variance Score Train: 0.399\n", "AUC Validation: 0.623, Explained Variance Score Validation: 0.035\n", "AUC Test: 0.629, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 93, alpha = (3000, 2, 1), R^2 train: 0.832, R^2 test: 0.040\n", "Bootstrap CV 93, alpha = (3000, 2, 2), R^2 train: 0.681, R^2 test: 0.051\n", "Bootstrap CV 93, alpha = (3000, 2, 5), R^2 train: 0.492, R^2 test: 0.090\n", "Bootstrap CV 93, alpha = (3000, 2, 7), R^2 train: 0.391, R^2 test: 0.091\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.391\n", "AUC Validation: 0.690, Explained Variance Score Validation: 0.098\n", "AUC Test: 0.613, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 90, alpha = (3000, 2, 1), R^2 train: 0.863, R^2 test: 0.311\n", "Bootstrap CV 90, alpha = (3000, 2, 2), R^2 train: 0.747, R^2 test: 0.271\n", "Bootstrap CV 90, alpha = (3000, 2, 5), R^2 train: 0.506, R^2 test: 0.200\n", "Bootstrap CV 90, alpha = (3000, 2, 7), R^2 train: 0.424, R^2 test: 0.173\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.892, Explained Variance Score Train: 0.424\n", "AUC Validation: 0.735, Explained Variance Score Validation: 0.176\n", "AUC Test: 0.614, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 94, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.075\n", "Bootstrap CV 94, alpha = (3000, 2, 2), R^2 train: 0.768, R^2 test: -0.040\n", "Bootstrap CV 94, alpha = (3000, 2, 5), R^2 train: 0.552, R^2 test: 0.008\n", "Bootstrap CV 94, alpha = (3000, 2, 7), R^2 train: 0.449, R^2 test: 0.020\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.935, Explained Variance Score Train: 0.449\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.599, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 95, alpha = (3000, 2, 1), R^2 train: 0.860, R^2 test: -0.179\n", "Bootstrap CV 95, alpha = (3000, 2, 2), R^2 train: 0.757, R^2 test: -0.129\n", "Bootstrap CV 95, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: -0.025\n", "Bootstrap CV 95, alpha = (3000, 2, 7), R^2 train: 0.440, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.948, Explained Variance Score Train: 0.440\n", "AUC Validation: 0.569, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.607, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 83, alpha = (3000, 2, 1), R^2 train: 0.859, R^2 test: 0.066\n", "Bootstrap CV 83, alpha = (3000, 2, 2), R^2 train: 0.738, R^2 test: 0.103\n", "Bootstrap CV 83, alpha = (3000, 2, 5), R^2 train: 0.528, R^2 test: 0.096\n", "Bootstrap CV 83, alpha = (3000, 2, 7), R^2 train: 0.441, R^2 test: 0.080\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.528\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.099\n", "AUC Test: 0.615, Explained Variance Score Test: 0.052\n", "\n", "Bootstrap CV 86, alpha = (3000, 2, 1), R^2 train: 0.853, R^2 test: -0.140\n", "Bootstrap CV 86, alpha = (3000, 2, 2), R^2 train: 0.786, R^2 test: -0.101\n", "Bootstrap CV 86, alpha = (3000, 2, 5), R^2 train: 0.563, R^2 test: -0.014\n", "Bootstrap CV 86, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: 0.004\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.965, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.542, Explained Variance Score Validation: 0.005\n", "AUC Test: 0.609, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 85, alpha = (3000, 2, 1), R^2 train: 0.862, R^2 test: -0.037\n", "Bootstrap CV 85, alpha = (3000, 2, 2), R^2 train: 0.790, R^2 test: -0.052\n", "Bootstrap CV 85, alpha = (3000, 2, 5), R^2 train: 0.561, R^2 test: -0.009\n", "Bootstrap CV 85, alpha = (3000, 2, 7), R^2 train: 0.455, R^2 test: -0.006\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.931, Explained Variance Score Train: 0.455\n", "AUC Validation: 0.604, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.587, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 82, alpha = (3000, 2, 1), R^2 train: 0.855, R^2 test: -0.096\n", "Bootstrap CV 82, alpha = (3000, 2, 2), R^2 train: 0.775, R^2 test: -0.058\n", "Bootstrap CV 82, alpha = (3000, 2, 5), R^2 train: 0.536, R^2 test: 0.014\n", "Bootstrap CV 82, alpha = (3000, 2, 7), R^2 train: 0.438, R^2 test: 0.049\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.946, Explained Variance Score Train: 0.536\n", "AUC Validation: 0.612, Explained Variance Score Validation: 0.014\n", "AUC Test: 0.645, Explained Variance Score Test: 0.042\n", "\n", "Bootstrap CV 92, alpha = (3000, 2, 1), R^2 train: 0.861, R^2 test: -0.310\n", "Bootstrap CV 92, alpha = (3000, 2, 2), R^2 train: 0.761, R^2 test: -0.133\n", "Bootstrap CV 92, alpha = (3000, 2, 5), R^2 train: 0.516, R^2 test: -0.110\n", "Bootstrap CV 92, alpha = (3000, 2, 7), R^2 train: 0.430, R^2 test: -0.089\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.914, Explained Variance Score Train: 0.430\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.624, Explained Variance Score Test: 0.055\n", "\n", "Bootstrap CV 91, alpha = (3000, 2, 1), R^2 train: 0.825, R^2 test: -0.030\n", "Bootstrap CV 91, alpha = (3000, 2, 2), R^2 train: 0.754, R^2 test: -0.042\n", "Bootstrap CV 91, alpha = (3000, 2, 5), R^2 train: 0.540, R^2 test: -0.021\n", "Bootstrap CV 91, alpha = (3000, 2, 7), R^2 train: 0.451, R^2 test: -0.014\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.939, Explained Variance Score Train: 0.451\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.006\n", "AUC Test: 0.548, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 84, alpha = (3000, 2, 1), R^2 train: 0.858, R^2 test: -0.380\n", "Bootstrap CV 84, alpha = (3000, 2, 2), R^2 train: 0.741, R^2 test: -0.222\n", "Bootstrap CV 84, alpha = (3000, 2, 5), R^2 train: 0.527, R^2 test: -0.219\n", "Bootstrap CV 84, alpha = (3000, 2, 7), R^2 train: 0.437, R^2 test: -0.188\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.957, Explained Variance Score Train: 0.527\n", "AUC Validation: 0.444, Explained Variance Score Validation: -0.144\n", "AUC Test: 0.640, Explained Variance Score Test: 0.067\n", "\n", "\n", "Bootstrap CV 81, alpha = (3000, 2, 1), R^2 train: 0.844, R^2 test: -0.322\n", "Bootstrap CV 81, alpha = (3000, 2, 2), R^2 train: 0.725, R^2 test: -0.220\n", "Bootstrap CV 81, alpha = (3000, 2, 5), R^2 train: 0.498, R^2 test: -0.124\n", "Bootstrap CV 81, alpha = (3000, 2, 7), R^2 train: 0.402, R^2 test: -0.080\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.894, Explained Variance Score Train: 0.402\n", "AUC Validation: 0.571, Explained Variance Score Validation: -0.013\n", "AUC Test: 0.646, Explained Variance Score Test: 0.074\n", "Bootstrap CV 80, alpha = (3000, 2, 1), R^2 train: 0.842, R^2 test: -0.101\n", "Bootstrap CV 80, alpha = (3000, 2, 2), R^2 train: 0.724, R^2 test: -0.023\n", "Bootstrap CV 80, alpha = (3000, 2, 5), R^2 train: 0.459, R^2 test: 0.032\n", "Bootstrap CV 80, alpha = (3000, 2, 7), R^2 train: 0.380, R^2 test: 0.063\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.907, Explained Variance Score Train: 0.380\n", "AUC Validation: 0.648, Explained Variance Score Validation: 0.063\n", "AUC Test: 0.600, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 87, alpha = (3000, 2, 1), R^2 train: 0.848, R^2 test: -0.083\n", "Bootstrap CV 87, alpha = (3000, 2, 2), R^2 train: 0.633, R^2 test: -0.061\n", "Bootstrap CV 87, alpha = (3000, 2, 5), R^2 train: 0.411, R^2 test: -0.011\n", "Bootstrap CV 87, alpha = (3000, 2, 7), R^2 train: 0.330, R^2 test: -0.002\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.961, Explained Variance Score Train: 0.411\n", "AUC Validation: 0.575, Explained Variance Score Validation: 0.001\n", "AUC Test: 0.626, Explained Variance Score Test: 0.032\n", "\n", "Bootstrap CV 89, alpha = (3000, 2, 1), R^2 train: 0.819, R^2 test: -0.307\n", "Bootstrap CV 89, alpha = (3000, 2, 2), R^2 train: 0.640, R^2 test: -0.095\n", "Bootstrap CV 89, alpha = (3000, 2, 5), R^2 train: 0.391, R^2 test: -0.034\n", "Bootstrap CV 89, alpha = (3000, 2, 7), R^2 train: 0.321, R^2 test: -0.015\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.898, Explained Variance Score Train: 0.321\n", "AUC Validation: 0.526, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.593, Explained Variance Score Test: 0.008\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (3000, 2, 1), R^2 train: 0.839, R^2 test: 0.196\n", "Bootstrap CV 98, alpha = (3000, 2, 2), R^2 train: 0.778, R^2 test: 0.179\n", "Bootstrap CV 98, alpha = (3000, 2, 5), R^2 train: 0.550, R^2 test: 0.122\n", "Bootstrap CV 98, alpha = (3000, 2, 7), R^2 train: 0.450, R^2 test: 0.113\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.909, Explained Variance Score Train: 0.450\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.114\n", "AUC Test: 0.578, Explained Variance Score Test: 0.038\n", "\n", "Bootstrap CV 99, alpha = (3000, 2, 1), R^2 train: 0.851, R^2 test: -0.289\n", "Bootstrap CV 99, alpha = (3000, 2, 2), R^2 train: 0.747, R^2 test: -0.159\n", "Bootstrap CV 99, alpha = (3000, 2, 5), R^2 train: 0.533, R^2 test: -0.063\n", "Bootstrap CV 99, alpha = (3000, 2, 7), R^2 train: 0.453, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.916, Explained Variance Score Train: 0.453\n", "AUC Validation: 0.558, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.604, Explained Variance Score Test: 0.064\n", "\n", "Bootstrap CV 97, alpha = (3000, 2, 1), R^2 train: 0.854, R^2 test: -0.016\n", "Bootstrap CV 97, alpha = (3000, 2, 2), R^2 train: 0.792, R^2 test: -0.009\n", "Bootstrap CV 97, alpha = (3000, 2, 5), R^2 train: 0.555, R^2 test: 0.001\n", "Bootstrap CV 97, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: -0.008\n", "best alpha via bootstrap CV: (3000, 2, 7)\n", "AUC Train: 0.938, Explained Variance Score Train: 0.452\n", "AUC Validation: 0.587, Explained Variance Score Validation: 0.024\n", "AUC Test: 0.569, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 96, alpha = (3000, 2, 1), R^2 train: 0.872, R^2 test: -0.241\n", "Bootstrap CV 96, alpha = (3000, 2, 2), R^2 train: 0.781, R^2 test: -0.194\n", "Bootstrap CV 96, alpha = (3000, 2, 5), R^2 train: 0.538, R^2 test: -0.226\n", "Bootstrap CV 96, alpha = (3000, 2, 7), R^2 train: 0.452, R^2 test: -0.212\n", "best alpha via bootstrap CV: (3000, 2, 5)\n", "AUC Train: 0.945, Explained Variance Score Train: 0.538\n", "AUC Validation: 0.623, Explained Variance Score Validation: -0.111\n", "AUC Test: 0.623, Explained Variance Score Test: 0.058\n", "\n", "total Variables 23 and total subjects: 1698\n", "->AUC validation: 0.603 95% CI: [0.589 , 0.617]\n", "->AUC test: 0.604 95% CI: [0.598 , 0.609]\n", "->R^2 validation: -0.007 95% CI: [-0.021 , 0.007]\n", "->R^2 test: 0.039 95% CI: [0.035 , 0.044]\n", "->Explained Variance validation: -0.019 95% CI: [-0.034 , -0.004]\n", "->Explained Variance test: 0.034 95% CI: [0.029 , 0.039]\n", "Test set metrics:\n", "@threshold:1.775, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.775, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:0.732, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:0.727, sens:0.000, spec:0.993, ppv:0.000, acc:0.832, f1:0.000, mcc:-0.019, total+:2, total-:337\n", "@threshold:0.725, sens:0.018, spec:0.993, ppv:0.333, acc:0.835, f1:0.034, mcc:0.024, total+:3, total-:336\n", "@threshold:0.703, sens:0.018, spec:0.989, ppv:0.250, acc:0.832, f1:0.034, mcc:0.010, total+:4, total-:335\n", "@threshold:0.702, sens:0.036, spec:0.989, ppv:0.400, acc:0.835, f1:0.067, mcc:0.029, total+:5, total-:334\n", "@threshold:0.691, sens:0.036, spec:0.986, ppv:0.333, acc:0.832, f1:0.066, mcc:0.017, total+:6, total-:333\n", "@threshold:0.644, sens:0.055, spec:0.982, ppv:0.375, acc:0.832, f1:0.095, mcc:0.020, total+:8, total-:331\n", "@threshold:0.642, sens:0.055, spec:0.979, ppv:0.333, acc:0.829, f1:0.094, mcc:0.014, total+:9, total-:330\n", "@threshold:0.574, sens:0.073, spec:0.965, ppv:0.286, acc:0.820, f1:0.116, mcc:0.008, total+:14, total-:325\n", "@threshold:0.572, sens:0.073, spec:0.961, ppv:0.267, acc:0.817, f1:0.114, mcc:0.006, total+:15, total-:324\n", "@threshold:0.568, sens:0.091, spec:0.954, ppv:0.278, acc:0.814, f1:0.137, mcc:0.006, total+:18, total-:321\n", "@threshold:0.559, sens:0.091, spec:0.951, ppv:0.263, acc:0.811, f1:0.135, mcc:0.005, total+:19, total-:320\n", "@threshold:0.534, sens:0.109, spec:0.930, ppv:0.231, acc:0.796, f1:0.148, mcc:0.003, total+:26, total-:313\n", "@threshold:0.517, sens:0.109, spec:0.926, ppv:0.222, acc:0.794, f1:0.146, mcc:0.003, total+:27, total-:312\n", "@threshold:0.509, sens:0.127, spec:0.919, ppv:0.233, acc:0.791, f1:0.165, mcc:0.003, total+:30, total-:309\n", "@threshold:0.506, sens:0.127, spec:0.915, ppv:0.226, acc:0.788, f1:0.163, mcc:0.003, total+:31, total-:308\n", "@threshold:0.478, sens:0.145, spec:0.915, ppv:0.250, acc:0.791, f1:0.184, mcc:0.004, total+:32, total-:307\n", "@threshold:0.472, sens:0.164, spec:0.912, ppv:0.265, acc:0.791, f1:0.202, mcc:0.004, total+:34, total-:305\n", "@threshold:0.466, sens:0.182, spec:0.908, ppv:0.278, acc:0.791, f1:0.220, mcc:0.005, total+:36, total-:303\n", "@threshold:0.457, sens:0.182, spec:0.905, ppv:0.270, acc:0.788, f1:0.217, mcc:0.004, total+:37, total-:302\n", "@threshold:0.436, sens:0.200, spec:0.901, ppv:0.282, acc:0.788, f1:0.234, mcc:0.005, total+:39, total-:300\n", "@threshold:0.433, sens:0.200, spec:0.898, ppv:0.275, acc:0.785, f1:0.232, mcc:0.004, total+:40, total-:299\n", "@threshold:0.429, sens:0.218, spec:0.898, ppv:0.293, acc:0.788, f1:0.250, mcc:0.005, total+:41, total-:298\n", "@threshold:0.425, sens:0.218, spec:0.894, ppv:0.286, acc:0.785, f1:0.247, mcc:0.005, total+:42, total-:297\n", "@threshold:0.386, sens:0.236, spec:0.849, ppv:0.232, acc:0.749, f1:0.234, mcc:0.002, total+:56, total-:283\n", "@threshold:0.367, sens:0.236, spec:0.845, ppv:0.228, acc:0.746, f1:0.232, mcc:0.002, total+:57, total-:282\n", "@threshold:0.359, sens:0.255, spec:0.835, ppv:0.230, acc:0.740, f1:0.241, mcc:0.002, total+:61, total-:278\n", "@threshold:0.358, sens:0.255, spec:0.831, ppv:0.226, acc:0.737, f1:0.239, mcc:0.002, total+:62, total-:277\n", "@threshold:0.349, sens:0.273, spec:0.817, ppv:0.224, acc:0.729, f1:0.246, mcc:0.002, total+:67, total-:272\n", "@threshold:0.342, sens:0.309, spec:0.813, ppv:0.243, acc:0.732, f1:0.272, mcc:0.003, total+:70, total-:269\n", "@threshold:0.338, sens:0.327, spec:0.810, ppv:0.250, acc:0.732, f1:0.283, mcc:0.003, total+:72, total-:267\n", "@threshold:0.334, sens:0.327, spec:0.806, ppv:0.247, acc:0.729, f1:0.281, mcc:0.003, total+:73, total-:266\n", "@threshold:0.315, sens:0.345, spec:0.778, ppv:0.232, acc:0.708, f1:0.277, mcc:0.002, total+:82, total-:257\n", "@threshold:0.315, sens:0.345, spec:0.775, ppv:0.229, acc:0.705, f1:0.275, mcc:0.002, total+:83, total-:256\n", "@threshold:0.302, sens:0.364, spec:0.768, ppv:0.233, acc:0.702, f1:0.284, mcc:0.002, total+:86, total-:253\n", "@threshold:0.297, sens:0.364, spec:0.764, ppv:0.230, acc:0.699, f1:0.282, mcc:0.002, total+:87, total-:252\n", "@threshold:0.294, sens:0.382, spec:0.764, ppv:0.239, acc:0.702, f1:0.294, mcc:0.002, total+:88, total-:251\n", "@threshold:0.286, sens:0.382, spec:0.761, ppv:0.236, acc:0.699, f1:0.292, mcc:0.002, total+:89, total-:250\n", "@threshold:0.273, sens:0.400, spec:0.754, ppv:0.239, acc:0.696, f1:0.299, mcc:0.002, total+:92, total-:247\n", "@threshold:0.271, sens:0.400, spec:0.750, ppv:0.237, acc:0.693, f1:0.297, mcc:0.002, total+:93, total-:246\n", "@threshold:0.265, sens:0.418, spec:0.732, ppv:0.232, acc:0.681, f1:0.299, mcc:0.002, total+:99, total-:240\n", "@threshold:0.262, sens:0.418, spec:0.729, ppv:0.230, acc:0.678, f1:0.297, mcc:0.002, total+:100, total-:239\n", "@threshold:0.241, sens:0.436, spec:0.697, ppv:0.218, acc:0.655, f1:0.291, mcc:0.002, total+:110, total-:229\n", "@threshold:0.233, sens:0.436, spec:0.694, ppv:0.216, acc:0.652, f1:0.289, mcc:0.002, total+:111, total-:228\n", "@threshold:0.220, sens:0.455, spec:0.683, ppv:0.217, acc:0.646, f1:0.294, mcc:0.002, total+:115, total-:224\n", "@threshold:0.219, sens:0.455, spec:0.680, ppv:0.216, acc:0.643, f1:0.292, mcc:0.001, total+:116, total-:223\n", "@threshold:0.209, sens:0.473, spec:0.669, ppv:0.217, acc:0.637, f1:0.297, mcc:0.002, total+:120, total-:219\n", "@threshold:0.203, sens:0.473, spec:0.665, ppv:0.215, acc:0.634, f1:0.295, mcc:0.001, total+:121, total-:218\n", "@threshold:0.186, sens:0.491, spec:0.655, ppv:0.216, acc:0.628, f1:0.300, mcc:0.002, total+:125, total-:214\n", "@threshold:0.172, sens:0.527, spec:0.651, ppv:0.227, acc:0.631, f1:0.317, mcc:0.002, total+:128, total-:211\n", "@threshold:0.132, sens:0.545, spec:0.595, ppv:0.207, acc:0.587, f1:0.300, mcc:0.001, total+:145, total-:194\n", "@threshold:0.131, sens:0.545, spec:0.592, ppv:0.205, acc:0.584, f1:0.299, mcc:0.001, total+:146, total-:193\n", "@threshold:0.084, sens:0.564, spec:0.528, ppv:0.188, acc:0.534, f1:0.282, mcc:0.001, total+:165, total-:174\n", "@threshold:0.082, sens:0.582, spec:0.525, ppv:0.192, acc:0.534, f1:0.288, mcc:0.001, total+:167, total-:172\n", "@threshold:0.068, sens:0.600, spec:0.518, ppv:0.194, acc:0.531, f1:0.293, mcc:0.001, total+:170, total-:169\n", "@threshold:0.059, sens:0.636, spec:0.514, ppv:0.202, acc:0.534, f1:0.307, mcc:0.001, total+:173, total-:166\n", "@threshold:0.031, sens:0.655, spec:0.500, ppv:0.202, acc:0.525, f1:0.309, mcc:0.001, total+:178, total-:161\n", "@threshold:0.029, sens:0.655, spec:0.496, ppv:0.201, acc:0.522, f1:0.308, mcc:0.001, total+:179, total-:160\n", "@threshold:0.029, sens:0.673, spec:0.496, ppv:0.206, acc:0.525, f1:0.315, mcc:0.001, total+:180, total-:159\n", "@threshold:0.028, sens:0.673, spec:0.493, ppv:0.204, acc:0.522, f1:0.314, mcc:0.001, total+:181, total-:158\n", "@threshold:0.002, sens:0.691, spec:0.461, ppv:0.199, acc:0.499, f1:0.309, mcc:0.001, total+:191, total-:148\n", "@threshold:-0.007, sens:0.691, spec:0.458, ppv:0.198, acc:0.496, f1:0.308, mcc:0.001, total+:192, total-:147\n", "@threshold:-0.061, sens:0.709, spec:0.380, ppv:0.181, acc:0.434, f1:0.289, mcc:0.001, total+:215, total-:124\n", "@threshold:-0.069, sens:0.727, spec:0.377, ppv:0.184, acc:0.434, f1:0.294, mcc:0.001, total+:217, total-:122\n", "@threshold:-0.078, sens:0.745, spec:0.363, ppv:0.185, acc:0.425, f1:0.296, mcc:0.001, total+:222, total-:117\n", "@threshold:-0.082, sens:0.745, spec:0.359, ppv:0.184, acc:0.422, f1:0.295, mcc:0.001, total+:223, total-:116\n", "@threshold:-0.137, sens:0.764, spec:0.292, ppv:0.173, acc:0.369, f1:0.282, mcc:0.000, total+:243, total-:96\n", "@threshold:-0.146, sens:0.764, spec:0.289, ppv:0.172, acc:0.366, f1:0.281, mcc:0.000, total+:244, total-:95\n", "@threshold:-0.223, sens:0.782, spec:0.229, ppv:0.164, acc:0.319, f1:0.271, mcc:0.000, total+:262, total-:77\n", "@threshold:-0.225, sens:0.782, spec:0.225, ppv:0.163, acc:0.316, f1:0.270, mcc:0.000, total+:263, total-:76\n", "@threshold:-0.235, sens:0.800, spec:0.208, ppv:0.164, acc:0.304, f1:0.272, mcc:0.000, total+:269, total-:70\n", "@threshold:-0.243, sens:0.800, spec:0.204, ppv:0.163, acc:0.301, f1:0.271, mcc:0.000, total+:270, total-:69\n", "@threshold:-0.246, sens:0.818, spec:0.197, ppv:0.165, acc:0.298, f1:0.274, mcc:0.000, total+:273, total-:66\n", "@threshold:-0.247, sens:0.818, spec:0.194, ppv:0.164, acc:0.295, f1:0.274, mcc:0.000, total+:274, total-:65\n", "@threshold:-0.270, sens:0.836, spec:0.169, ppv:0.163, acc:0.277, f1:0.273, mcc:0.000, total+:282, total-:57\n", "@threshold:-0.271, sens:0.836, spec:0.165, ppv:0.163, acc:0.274, f1:0.272, mcc:0.000, total+:283, total-:56\n", "@threshold:-0.290, sens:0.855, spec:0.137, ppv:0.161, acc:0.254, f1:0.271, mcc:-0.000, total+:292, total-:47\n", "@threshold:-0.293, sens:0.855, spec:0.134, ppv:0.160, acc:0.251, f1:0.270, mcc:-0.000, total+:293, total-:46\n", "@threshold:-0.295, sens:0.873, spec:0.134, ppv:0.163, acc:0.254, f1:0.275, mcc:0.000, total+:294, total-:45\n", "@threshold:-0.302, sens:0.891, spec:0.130, ppv:0.166, acc:0.254, f1:0.279, mcc:0.000, total+:296, total-:43\n", "@threshold:-0.418, sens:0.909, spec:0.077, ppv:0.160, acc:0.212, f1:0.272, mcc:-0.000, total+:312, total-:27\n", "@threshold:-0.438, sens:0.909, spec:0.074, ppv:0.160, acc:0.209, f1:0.272, mcc:-0.000, total+:313, total-:26\n", "@threshold:-0.499, sens:0.927, spec:0.053, ppv:0.159, acc:0.195, f1:0.272, mcc:-0.001, total+:320, total-:19\n", "@threshold:-0.502, sens:0.927, spec:0.049, ppv:0.159, acc:0.192, f1:0.271, mcc:-0.001, total+:321, total-:18\n", "@threshold:-0.567, sens:0.945, spec:0.021, ppv:0.158, acc:0.171, f1:0.270, mcc:-0.002, total+:330, total-:9\n", "@threshold:-0.568, sens:0.945, spec:0.018, ppv:0.157, acc:0.168, f1:0.269, mcc:-0.003, total+:331, total-:8\n", "@threshold:-0.621, sens:0.964, spec:0.014, ppv:0.159, acc:0.168, f1:0.273, mcc:-0.002, total+:333, total-:6\n", "@threshold:-0.641, sens:0.964, spec:0.011, ppv:0.159, acc:0.165, f1:0.272, mcc:-0.004, total+:334, total-:5\n", "@threshold:-0.755, sens:0.982, spec:0.007, ppv:0.161, acc:0.165, f1:0.276, mcc:-0.002, total+:336, total-:3\n", "@threshold:-0.801, sens:0.982, spec:0.004, ppv:0.160, acc:0.162, f1:0.276, mcc:-0.006, total+:337, total-:2\n", "@threshold:-0.871, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: Ht-gain16to24 | coef 0.087 95% CI: [0.077 , 0.098] | OR_adj 1.091 [1.080 1.102] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Number of Visits:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " MatDeliveryAge:-0.000\n", "\n", " Vital: HC-latest | coef 0.078 95% CI: [0.071 , 0.086] | OR_adj 1.082 [1.073 1.090] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.022\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", "\n", " MatDeliveryAge | coef 0.062 95% CI: [0.057 , 0.066] | OR_adj 1.064 [1.059 1.068] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.007\n", "\n", "* Number of Visits | coef 0.054 95% CI: [0.050 , 0.058] | OR_adj 1.055 [1.051 1.060] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.037\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.024\n", "\n", "* Vital: HC-avg16to19 | coef 0.052 95% CI: [0.044 , 0.060] | OR_adj 1.054 [1.045 1.062] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "MatDeliveryAge:0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.013\n", " Number of Visits:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.008\n", "\n", "* Vital: HC-avg10to13 | coef 0.049 95% CI: [0.042 , 0.056] | OR_adj 1.050 [1.043 1.057] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.042\n", " Number of Visits:0.041\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.049 95% CI: [0.041 , 0.057] | OR_adj 1.050 [1.041 1.058] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.188\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.187\n", " Number of Visits:-0.024\n", " MatDeliveryAge:0.007\n", "\n", " Vital: Ht-gain0to3 | coef 0.048 95% CI: [0.044 , 0.052] | OR_adj 1.049 [1.045 1.054] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " MatDeliveryAge:0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.032\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.013\n", "\n", "* Vital: HC-avg13to16 | coef 0.045 95% CI: [0.039 , 0.052] | OR_adj 1.046 [1.040 1.053] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Number of Visits:0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.018\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.017\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: HC-avg5to7 | coef 0.045 95% CI: [0.039 , 0.051] | OR_adj 1.046 [1.039 1.053] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.010\n", " Number of Visits:-0.008\n", "\n", "* Vital: Ht Percentile-latest | coef 0.045 95% CI: [0.038 , 0.052] | OR_adj 1.046 [1.039 1.053] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.025\n", " MatDeliveryAge:0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.015\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.015\n", " Number of Visits:0.009\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", " Vital: Ht-avg10to13 | coef 0.045 95% CI: [0.038 , 0.051] | OR_adj 1.046 [1.039 1.052] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.033\n", " Number of Visits:0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " MatDeliveryAge:-0.007\n", "\n", " Vital: Ht-gain3to7 | coef 0.044 95% CI: [0.040 , 0.048] | OR_adj 1.045 [1.040 1.049] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.043\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Number of Visits:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.008\n", " MatDeliveryAge:-0.007\n", "\n", " Vital: Ht-gain5to10 | coef 0.043 95% CI: [0.040 , 0.046] | OR_adj 1.044 [1.041 1.047] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:-0.028\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.040 95% CI: [0.036 , 0.044] | OR_adj 1.041 [1.036 1.045] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", "\n", " Vital: HC-gain3to7 | coef 0.039 95% CI: [0.035 , 0.042] | OR_adj 1.040 [1.036 1.043] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.032\n", " MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", "* Vital: Ht-avg16to19 | coef 0.038 95% CI: [0.034 , 0.042] | OR_adj 1.038 [1.034 1.042] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.023\n", " MatDeliveryAge:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.016\n", " Number of Visits:0.013\n", "\n", " Vital: HC-gain16to24 | coef 0.032 95% CI: [0.029 , 0.036] | OR_adj 1.033 [1.029 1.036] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:-0.036\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.034\n", " MatDeliveryAge:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.000\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.028 95% CI: [0.024 , 0.031] | OR_adj 1.028 [1.025 1.031] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:0.045\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.011\n", " MatDeliveryAge:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.001\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.023 95% CI: [0.020 , 0.026] | OR_adj 1.023 [1.020 1.027] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " MatDeliveryAge:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.002\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.022 95% CI: [0.020 , 0.025] | OR_adj 1.022 [1.020 1.025] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.022 95% CI: [0.019 , 0.024] | OR_adj 1.022 [1.019 1.025] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Number of Visits:-0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.011 95% CI: [0.009 , 0.013] | OR_adj 1.011 [1.009 1.013] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.011\n", " MatDeliveryAge:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", "Vital : 0.751985184055\n", "MatDeliveryAge : 0.0616763884958\n", "Number of Visits : 0.0538306338809\n", "Census : 0.132507793569\n", "Time to run analysis 0:07:28.025984\n", "Total Time elapsed 17:15:33.273652\n", "-----------------------------------------------------\n", "\n", "girls lasso_fts no_wt_bmi gradientboost regression\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Running batch 1 of 7 with 16 nodes\n", "Bootstrap CV 5, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: -0.010\n", "Bootstrap CV 5, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: -0.047\n", "Bootstrap CV 5, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.691, R^2 test: -0.080\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.504\n", "AUC Validation: 0.536, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.588, Explained Variance Score Test: -0.000\n", "\n", "Bootstrap CV 13, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.528, R^2 test: -0.003\n", "Bootstrap CV 13, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.601, R^2 test: -0.095\n", "Bootstrap CV 13, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: 0.016\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.552\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.559, Explained Variance Score Test: -0.012\n", "\n", "Bootstrap CV 14, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: -0.219\n", "Bootstrap CV 14, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.184\n", "Bootstrap CV 14, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.697, R^2 test: -0.239\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.666\n", "AUC Validation: 0.606, Explained Variance Score Validation: -0.142\n", "AUC Test: 0.630, Explained Variance Score Test: 0.053\n", "\n", "Bootstrap CV 1, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.548, R^2 test: -0.130\n", "Bootstrap CV 1, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.154\n", "Bootstrap CV 1, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: -0.111\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.699\n", "AUC Validation: 0.549, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.621, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 12, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.075\n", "Bootstrap CV 12, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: -0.020\n", "Bootstrap CV 12, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: -0.022\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.933, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.742, Explained Variance Score Validation: 0.085\n", "AUC Test: 0.583, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 10, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.006\n", "Bootstrap CV 10, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.644, R^2 test: -0.039\n", "Bootstrap CV 10, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.706, R^2 test: -0.015\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.636\n", "AUC Validation: 0.549, Explained Variance Score Validation: 0.036\n", "AUC Test: 0.607, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 0, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.578, R^2 test: -0.111\n", "Bootstrap CV 0, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.146\n", "Bootstrap CV 0, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.237\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.681\n", "AUC Validation: 0.502, Explained Variance Score Validation: -0.176\n", "AUC Test: 0.639, Explained Variance Score Test: 0.037\n", "\n", "Bootstrap CV 11, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.047\n", "Bootstrap CV 11, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.740, R^2 test: -0.088\n", "Bootstrap CV 11, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.798, R^2 test: -0.072\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.718\n", "AUC Validation: 0.424, Explained Variance Score Validation: -0.085\n", "AUC Test: 0.623, Explained Variance Score Test: 0.063\n", "\n", "Bootstrap CV 8, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.709, R^2 test: 0.005\n", "Bootstrap CV 8, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.783, R^2 test: 0.009\n", "Bootstrap CV 8, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.784, R^2 test: -0.007\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.727\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.026\n", "AUC Test: 0.584, Explained Variance Score Test: 0.048\n", "\n", "Bootstrap CV 9, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.442, R^2 test: -0.108\n", "Bootstrap CV 9, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.576, R^2 test: -0.101\n", "Bootstrap CV 9, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: -0.082\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.459, Explained Variance Score Validation: -0.091\n", "AUC Test: 0.568, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 4, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.612, R^2 test: 0.034\n", "Bootstrap CV 4, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.630, R^2 test: -0.001\n", "Bootstrap CV 4, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.766, R^2 test: 0.001\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.669, Explained Variance Score Validation: 0.047\n", "AUC Test: 0.590, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 3, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: 0.108\n", "Bootstrap CV 3, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.561, R^2 test: 0.092\n", "Bootstrap CV 3, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: 0.066\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.896, Explained Variance Score Train: 0.680\n", "AUC Validation: 0.718, Explained Variance Score Validation: 0.084\n", "AUC Test: 0.577, Explained Variance Score Test: -0.035\n", "\n", "Bootstrap CV 7, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.023\n", "Bootstrap CV 7, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.651, R^2 test: -0.028\n", "Bootstrap CV 7, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: -0.062\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.962, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.504, Explained Variance Score Validation: -0.023\n", "AUC Test: 0.593, Explained Variance Score Test: -0.019\n", "\n", "Bootstrap CV 6, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.415, R^2 test: -0.087\n", "Bootstrap CV 6, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.440, R^2 test: -0.077\n", "Bootstrap CV 6, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.103\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.560\n", "AUC Validation: 0.528, Explained Variance Score Validation: -0.017\n", "AUC Test: 0.662, Explained Variance Score Test: 0.055\n", "\n", "Bootstrap CV 15, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.553, R^2 test: -0.017\n", "Bootstrap CV 15, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.046\n", "Bootstrap CV 15, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.043\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.938, Explained Variance Score Train: 0.701\n", "AUC Validation: 0.567, Explained Variance Score Validation: -0.021\n", "AUC Test: 0.561, Explained Variance Score Test: -0.062\n", "\n", "Bootstrap CV 2, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.552, R^2 test: -0.070\n", "Bootstrap CV 2, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.690, R^2 test: -0.030\n", "Bootstrap CV 2, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.035\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.734\n", "AUC Validation: 0.580, Explained Variance Score Validation: -0.034\n", "AUC Test: 0.643, Explained Variance Score Test: 0.019\n", "\n", "Running batch 2 of 7 with 16 nodes\n", "Bootstrap CV 24, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.535, R^2 test: -0.060\n", "Bootstrap CV 24, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.219\n", "Bootstrap CV 24, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.179\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.936, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.630, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.581, Explained Variance Score Test: -0.009\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 29, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: 0.001\n", "Bootstrap CV 29, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: -0.110\n", "Bootstrap CV 29, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.807, R^2 test: -0.137\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.972, Explained Variance Score Train: 0.735\n", "AUC Validation: 0.697, Explained Variance Score Validation: -0.068\n", "AUC Test: 0.605, Explained Variance Score Test: 0.011\n", "\n", "Bootstrap CV 23, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: 0.063\n", "Bootstrap CV 23, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: 0.076\n", "Bootstrap CV 23, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.777, R^2 test: 0.080\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.716\n", "AUC Validation: 0.644, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.571, Explained Variance Score Test: -0.033\n", "\n", "Bootstrap CV 22, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.087\n", "Bootstrap CV 22, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.096\n", "Bootstrap CV 22, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.124\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.932, Explained Variance Score Train: 0.658\n", "AUC Validation: 0.616, Explained Variance Score Validation: -0.010\n", "AUC Test: 0.575, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 16, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.516, R^2 test: -0.116\n", "Bootstrap CV 16, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.705, R^2 test: -0.092\n", "Bootstrap CV 16, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.141\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.128\n", "AUC Test: 0.586, Explained Variance Score Test: 0.023\n", "\n", "Bootstrap CV 20, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.524, R^2 test: -0.053\n", "Bootstrap CV 20, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.614, R^2 test: -0.051\n", "Bootstrap CV 20, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.096\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.981, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.671, Explained Variance Score Test: 0.070\n", "\n", "Bootstrap CV 27, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.627, R^2 test: -0.190\n", "Bootstrap CV 27, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.255\n", "Bootstrap CV 27, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: -0.249\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.574\n", "AUC Validation: 0.359, Explained Variance Score Validation: -0.180\n", "AUC Test: 0.527, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 17, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.745, R^2 test: -0.091\n", "Bootstrap CV 17, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.802, R^2 test: -0.082\n", "Bootstrap CV 17, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.838, R^2 test: -0.049\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.942, Explained Variance Score Train: 0.774\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.047\n", "AUC Test: 0.628, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 18, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.619, R^2 test: -0.240\n", "Bootstrap CV 18, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.189\n", "Bootstrap CV 18, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.242\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.635\n", "AUC Validation: 0.566, Explained Variance Score Validation: -0.035\n", "AUC Test: 0.575, Explained Variance Score Test: 0.041\n", "\n", "Bootstrap CV 21, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.606, R^2 test: -0.005\n", "Bootstrap CV 21, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: 0.004\n", "Bootstrap CV 21, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.763, R^2 test: -0.005\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.730\n", "AUC Validation: 0.576, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.573, Explained Variance Score Test: -0.043\n", "\n", "Bootstrap CV 30, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.081\n", "Bootstrap CV 30, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: -0.087\n", "Bootstrap CV 30, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: -0.046\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.909, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.573, Explained Variance Score Validation: -0.061\n", "AUC Test: 0.556, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 25, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.577, R^2 test: -0.090\n", "Bootstrap CV 25, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.089\n", "Bootstrap CV 25, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.742, R^2 test: -0.115\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.629, Explained Variance Score Validation: -0.080\n", "AUC Test: 0.614, Explained Variance Score Test: 0.047\n", "\n", "Bootstrap CV 26, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.663, R^2 test: -0.097\n", "Bootstrap CV 26, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.101\n", "Bootstrap CV 26, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: -0.086\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.966, Explained Variance Score Train: 0.767\n", "AUC Validation: 0.417, Explained Variance Score Validation: -0.118\n", "AUC Test: 0.542, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 28, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.599, R^2 test: -0.016\n", "Bootstrap CV 28, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.700, R^2 test: -0.038\n", "Bootstrap CV 28, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.789, R^2 test: -0.050\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.744\n", "AUC Validation: 0.698, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.634, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 31, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.714, R^2 test: -0.000\n", "Bootstrap CV 31, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.732, R^2 test: -0.025\n", "Bootstrap CV 31, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.809, R^2 test: -0.012\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.957, Explained Variance Score Train: 0.792\n", "AUC Validation: 0.538, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.567, Explained Variance Score Test: 0.046\n", "\n", "Bootstrap CV 19, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.498, R^2 test: 0.028\n", "Bootstrap CV 19, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.584, R^2 test: 0.038\n", "Bootstrap CV 19, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.665, R^2 test: 0.028\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.676\n", "AUC Validation: 0.686, Explained Variance Score Validation: 0.033\n", "AUC Test: 0.628, Explained Variance Score Test: 0.020\n", "\n", "Running batch 3 of 7 with 16 nodes\n", "Bootstrap CV 37, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.593, R^2 test: -0.065\n", "Bootstrap CV 37, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.731, R^2 test: -0.063\n", "Bootstrap CV 37, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.756, R^2 test: -0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.959, Explained Variance Score Train: 0.663\n", "AUC Validation: 0.518, Explained Variance Score Validation: -0.029\n", "AUC Test: 0.604, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 39, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.089\n", "Bootstrap CV 39, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.721, R^2 test: -0.139\n", "Bootstrap CV 39, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.768, R^2 test: -0.052\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.963, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.395, Explained Variance Score Validation: -0.083\n", "AUC Test: 0.502, Explained Variance Score Test: -0.025\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 46, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.560, R^2 test: -0.112\n", "Bootstrap CV 46, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.637, R^2 test: -0.130\n", "Bootstrap CV 46, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.676, R^2 test: -0.137\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.918, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.073\n", "AUC Test: 0.571, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 40, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.563, R^2 test: 0.028\n", "Bootstrap CV 40, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.625, R^2 test: -0.026\n", "Bootstrap CV 40, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.719, R^2 test: -0.011\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.555\n", "AUC Validation: 0.586, Explained Variance Score Validation: 0.031\n", "AUC Test: 0.568, Explained Variance Score Test: -0.007\n", "\n", "Bootstrap CV 33, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.435, R^2 test: -0.064\n", "Bootstrap CV 33, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.466, R^2 test: -0.092\n", "Bootstrap CV 33, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.066\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.869, Explained Variance Score Train: 0.482\n", "AUC Validation: 0.532, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.562, Explained Variance Score Test: -0.047\n", "\n", "Bootstrap CV 42, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.144\n", "Bootstrap CV 42, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: -0.179\n", "Bootstrap CV 42, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.758, R^2 test: -0.190\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.888, Explained Variance Score Train: 0.644\n", "AUC Validation: 0.592, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.604, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 32, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.501, R^2 test: -0.051\n", "Bootstrap CV 32, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.529, R^2 test: -0.055\n", "Bootstrap CV 32, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.548, R^2 test: -0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.516, Explained Variance Score Validation: -0.063\n", "AUC Test: 0.579, Explained Variance Score Test: -0.008\n", "\n", "Bootstrap CV 45, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.495, R^2 test: -0.121\n", "Bootstrap CV 45, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.557, R^2 test: -0.088\n", "Bootstrap CV 45, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.600, R^2 test: -0.085\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.916, Explained Variance Score Train: 0.608\n", "AUC Validation: 0.524, Explained Variance Score Validation: -0.011\n", "AUC Test: 0.652, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 34, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.601, R^2 test: -0.128\n", "Bootstrap CV 34, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.546, R^2 test: -0.057\n", "Bootstrap CV 34, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: -0.092\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.503\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.056\n", "AUC Test: 0.625, Explained Variance Score Test: 0.081\n", "\n", "Bootstrap CV 47, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.364, R^2 test: 0.015\n", "Bootstrap CV 47, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.571, R^2 test: 0.032\n", "Bootstrap CV 47, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: 0.023\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.845, Explained Variance Score Train: 0.414\n", "AUC Validation: 0.702, Explained Variance Score Validation: 0.134\n", "AUC Test: 0.575, Explained Variance Score Test: 0.029\n", "\n", "Bootstrap CV 43, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.570, R^2 test: 0.005\n", "Bootstrap CV 43, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.621, R^2 test: -0.001\n", "Bootstrap CV 43, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.019\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.934, Explained Variance Score Train: 0.631\n", "AUC Validation: 0.696, Explained Variance Score Validation: 0.086\n", "AUC Test: 0.616, Explained Variance Score Test: 0.080\n", "\n", "Bootstrap CV 35, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.518, R^2 test: -0.030\n", "Bootstrap CV 35, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.588, R^2 test: -0.047\n", "Bootstrap CV 35, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.724, R^2 test: -0.068\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.878, Explained Variance Score Train: 0.668\n", "AUC Validation: 0.477, Explained Variance Score Validation: -0.042\n", "AUC Test: 0.590, Explained Variance Score Test: 0.036\n", "\n", "Bootstrap CV 44, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.092\n", "Bootstrap CV 44, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.702, R^2 test: -0.101\n", "Bootstrap CV 44, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: -0.075\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.906, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.575, Explained Variance Score Validation: -0.000\n", "AUC Test: 0.625, Explained Variance Score Test: 0.065\n", "\n", "Bootstrap CV 36, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.589, R^2 test: -0.036\n", "Bootstrap CV 36, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.664, R^2 test: -0.064\n", "Bootstrap CV 36, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.820, R^2 test: -0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.955, Explained Variance Score Train: 0.675\n", "AUC Validation: 0.577, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.595, Explained Variance Score Test: 0.022\n", "\n", "Bootstrap CV 38, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.608, R^2 test: 0.025\n", "Bootstrap CV 38, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: 0.064\n", "Bootstrap CV 38, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.707, R^2 test: 0.035\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.696\n", "AUC Validation: 0.603, Explained Variance Score Validation: 0.055\n", "AUC Test: 0.655, Explained Variance Score Test: 0.066\n", "\n", "Bootstrap CV 41, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.519, R^2 test: -0.016\n", "Bootstrap CV 41, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.559, R^2 test: -0.036\n", "Bootstrap CV 41, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: -0.036\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.866, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.003\n", "AUC Test: 0.537, Explained Variance Score Test: 0.012\n", "\n", "Running batch 4 of 7 with 16 nodes\n", "Bootstrap CV 51, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.545, R^2 test: -0.022\n", "Bootstrap CV 51, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.653, R^2 test: -0.039\n", "Bootstrap CV 51, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.722, R^2 test: -0.035\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.917, Explained Variance Score Train: 0.597\n", "AUC Validation: 0.753, Explained Variance Score Validation: 0.020\n", "AUC Test: 0.576, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 59, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.513, R^2 test: -0.305\n", "Bootstrap CV 59, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.645, R^2 test: -0.315\n", "Bootstrap CV 59, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.309\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.969, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.418, Explained Variance Score Validation: -0.281\n", "AUC Test: 0.538, Explained Variance Score Test: -0.100\n", "\n", "Bootstrap CV 57, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.617, R^2 test: -0.069\n", "Bootstrap CV 57, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.692, R^2 test: -0.107\n", "Bootstrap CV 57, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: -0.128\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.929, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.545, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.617, Explained Variance Score Test: 0.018\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 49, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.521, R^2 test: 0.010\n", "Bootstrap CV 49, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.556, R^2 test: 0.018\n", "Bootstrap CV 49, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.629, R^2 test: -0.036\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.948, Explained Variance Score Train: 0.603\n", "AUC Validation: 0.624, Explained Variance Score Validation: 0.042\n", "AUC Test: 0.590, Explained Variance Score Test: 0.051\n", "\n", "Bootstrap CV 56, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.479, R^2 test: -0.063\n", "Bootstrap CV 56, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: -0.157\n", "Bootstrap CV 56, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.583, R^2 test: -0.063\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.885, Explained Variance Score Train: 0.497\n", "AUC Validation: 0.605, Explained Variance Score Validation: 0.039\n", "AUC Test: 0.639, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 62, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.530, R^2 test: -0.132\n", "Bootstrap CV 62, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: -0.166\n", "Bootstrap CV 62, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.701, R^2 test: -0.202\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.520\n", "AUC Validation: 0.631, Explained Variance Score Validation: -0.150\n", "AUC Test: 0.612, Explained Variance Score Test: 0.025\n", "\n", "Bootstrap CV 60, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: -0.035\n", "Bootstrap CV 60, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: -0.029\n", "Bootstrap CV 60, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.735, R^2 test: 0.002\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.877, Explained Variance Score Train: 0.607\n", "AUC Validation: 0.656, Explained Variance Score Validation: 0.075\n", "AUC Test: 0.570, Explained Variance Score Test: 0.007\n", "\n", "Bootstrap CV 54, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.599, R^2 test: -0.087\n", "Bootstrap CV 54, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.631, R^2 test: -0.149\n", "Bootstrap CV 54, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.130\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.930, Explained Variance Score Train: 0.690\n", "AUC Validation: 0.595, Explained Variance Score Validation: -0.054\n", "AUC Test: 0.637, Explained Variance Score Test: 0.031\n", "\n", "Bootstrap CV 48, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.538, R^2 test: 0.085\n", "Bootstrap CV 48, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.595, R^2 test: 0.074\n", "Bootstrap CV 48, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: 0.034\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.923, Explained Variance Score Train: 0.602\n", "AUC Validation: 0.665, Explained Variance Score Validation: 0.041\n", "AUC Test: 0.640, Explained Variance Score Test: 0.068\n", "\n", "Bootstrap CV 61, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.639, R^2 test: -0.039\n", "Bootstrap CV 61, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.755, R^2 test: -0.066\n", "Bootstrap CV 61, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.726, R^2 test: -0.128\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.950, Explained Variance Score Train: 0.710\n", "AUC Validation: 0.501, Explained Variance Score Validation: -0.075\n", "AUC Test: 0.575, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 50, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.674, R^2 test: -0.136\n", "Bootstrap CV 50, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.699, R^2 test: -0.124\n", "Bootstrap CV 50, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.796, R^2 test: -0.164\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.967, Explained Variance Score Train: 0.754\n", "AUC Validation: 0.481, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.615, Explained Variance Score Test: 0.035\n", "\n", "Bootstrap CV 55, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.472, R^2 test: -0.011\n", "Bootstrap CV 55, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.573, R^2 test: 0.017\n", "Bootstrap CV 55, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: -0.004\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.603\n", "AUC Validation: 0.670, Explained Variance Score Validation: 0.018\n", "AUC Test: 0.487, Explained Variance Score Test: -0.038\n", "\n", "Bootstrap CV 63, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.458, R^2 test: -0.039\n", "Bootstrap CV 63, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.623, R^2 test: -0.045\n", "Bootstrap CV 63, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.643, R^2 test: -0.033\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.921, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.527, Explained Variance Score Validation: 0.030\n", "AUC Test: 0.615, Explained Variance Score Test: 0.045\n", "\n", "Bootstrap CV 52, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.499, R^2 test: -0.015\n", "Bootstrap CV 52, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.680, R^2 test: -0.013\n", "Bootstrap CV 52, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.659, R^2 test: -0.019\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.925, Explained Variance Score Train: 0.709\n", "AUC Validation: 0.660, Explained Variance Score Validation: 0.080\n", "AUC Test: 0.605, Explained Variance Score Test: 0.019\n", "\n", "Bootstrap CV 53, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: 0.004\n", "Bootstrap CV 53, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.015\n", "Bootstrap CV 53, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.649, R^2 test: -0.021\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.904, Explained Variance Score Train: 0.669\n", "AUC Validation: 0.654, Explained Variance Score Validation: 0.010\n", "AUC Test: 0.604, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 58, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.566, R^2 test: -0.008\n", "Bootstrap CV 58, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.712, R^2 test: 0.028\n", "Bootstrap CV 58, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.739, R^2 test: -0.016\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.753\n", "AUC Validation: 0.633, Explained Variance Score Validation: 0.060\n", "AUC Test: 0.608, Explained Variance Score Test: -0.004\n", "\n", "Running batch 5 of 7 with 16 nodes\n", "Bootstrap CV 77, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: -0.178\n", "Bootstrap CV 77, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.575, R^2 test: -0.170\n", "Bootstrap CV 77, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.666, R^2 test: -0.220\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.940, Explained Variance Score Train: 0.577\n", "AUC Validation: 0.423, Explained Variance Score Validation: -0.150\n", "AUC Test: 0.572, Explained Variance Score Test: -0.024\n", "\n", "Bootstrap CV 72, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.576, R^2 test: -0.052\n", "Bootstrap CV 72, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.713, R^2 test: -0.031\n", "Bootstrap CV 72, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.816, R^2 test: -0.062\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.622\n", "AUC Validation: 0.561, Explained Variance Score Validation: -0.022\n", "AUC Test: 0.591, Explained Variance Score Test: 0.006\n", "\n", "Bootstrap CV 67, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: 0.062\n", "Bootstrap CV 67, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.751, R^2 test: 0.081\n", "Bootstrap CV 67, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.039\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.954, Explained Variance Score Train: 0.756\n", "AUC Validation: 0.608, Explained Variance Score Validation: 0.076\n", "AUC Test: 0.556, Explained Variance Score Test: -0.030\n", "\n", "Bootstrap CV 71, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: -0.026\n", "Bootstrap CV 71, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.604, R^2 test: -0.014\n", "Bootstrap CV 71, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.620, R^2 test: -0.055\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.919, Explained Variance Score Train: 0.514\n", "AUC Validation: 0.622, Explained Variance Score Validation: -0.005\n", "AUC Test: 0.638, Explained Variance Score Test: 0.027\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 65, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.647, R^2 test: -0.115\n", "Bootstrap CV 65, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.657, R^2 test: -0.160\n", "Bootstrap CV 65, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: -0.131\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.926, Explained Variance Score Train: 0.682\n", "AUC Validation: 0.515, Explained Variance Score Validation: -0.074\n", "AUC Test: 0.606, Explained Variance Score Test: 0.002\n", "\n", "Bootstrap CV 73, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.540, R^2 test: 0.135\n", "Bootstrap CV 73, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.561, R^2 test: 0.140\n", "Bootstrap CV 73, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.591, R^2 test: 0.137\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.946, Explained Variance Score Train: 0.598\n", "AUC Validation: 0.701, Explained Variance Score Validation: 0.155\n", "AUC Test: 0.599, Explained Variance Score Test: 0.044\n", "\n", "Bootstrap CV 76, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.544, R^2 test: -0.200\n", "Bootstrap CV 76, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: -0.186\n", "Bootstrap CV 76, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.200\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.893, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.322, Explained Variance Score Validation: -0.179\n", "AUC Test: 0.569, Explained Variance Score Test: -0.025\n", "\n", "Bootstrap CV 64, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.717, R^2 test: -0.047\n", "Bootstrap CV 64, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.767, R^2 test: -0.089\n", "Bootstrap CV 64, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: -0.059\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.952, Explained Variance Score Train: 0.708\n", "AUC Validation: 0.743, Explained Variance Score Validation: 0.074\n", "AUC Test: 0.617, Explained Variance Score Test: 0.039\n", "\n", "Bootstrap CV 70, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.679, R^2 test: 0.024\n", "Bootstrap CV 70, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.779, R^2 test: -0.003\n", "Bootstrap CV 70, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.840, R^2 test: 0.042\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.941, Explained Variance Score Train: 0.692\n", "AUC Validation: 0.651, Explained Variance Score Validation: 0.051\n", "AUC Test: 0.610, Explained Variance Score Test: 0.057\n", "\n", "Bootstrap CV 74, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.526, R^2 test: -0.003\n", "Bootstrap CV 74, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.620, R^2 test: 0.024\n", "Bootstrap CV 74, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.675, R^2 test: -0.034\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.915, Explained Variance Score Train: 0.562\n", "AUC Validation: 0.602, Explained Variance Score Validation: 0.016\n", "AUC Test: 0.627, Explained Variance Score Test: 0.024\n", "\n", "Bootstrap CV 75, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.585, R^2 test: 0.064\n", "Bootstrap CV 75, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.671, R^2 test: 0.064\n", "Bootstrap CV 75, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.696, R^2 test: 0.058\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.915, Explained Variance Score Train: 0.584\n", "AUC Validation: 0.662, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.613, Explained Variance Score Test: 0.054\n", "\n", "Bootstrap CV 66, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.749, R^2 test: -0.067\n", "Bootstrap CV 66, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.821, R^2 test: -0.082\n", "Bootstrap CV 66, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.862, R^2 test: -0.087\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.947, Explained Variance Score Train: 0.736\n", "AUC Validation: 0.471, Explained Variance Score Validation: -0.098\n", "AUC Test: 0.612, Explained Variance Score Test: 0.012\n", "\n", "Bootstrap CV 79, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.658, R^2 test: 0.044\n", "Bootstrap CV 79, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.792, R^2 test: 0.040\n", "Bootstrap CV 79, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.806, R^2 test: 0.031\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.978, Explained Variance Score Train: 0.803\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.027\n", "AUC Test: 0.593, Explained Variance Score Test: 0.015\n", "\n", "Bootstrap CV 68, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.567, R^2 test: -0.089\n", "Bootstrap CV 68, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.625, R^2 test: -0.113\n", "Bootstrap CV 68, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.677, R^2 test: -0.105\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.875, Explained Variance Score Train: 0.553\n", "AUC Validation: 0.554, Explained Variance Score Validation: -0.096\n", "AUC Test: 0.576, Explained Variance Score Test: 0.027\n", "\n", "Bootstrap CV 78, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.404, R^2 test: -0.014\n", "Bootstrap CV 78, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.454, R^2 test: -0.000\n", "Bootstrap CV 78, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.535, R^2 test: -0.008\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.901, Explained Variance Score Train: 0.542\n", "AUC Validation: 0.591, Explained Variance Score Validation: 0.021\n", "AUC Test: 0.615, Explained Variance Score Test: 0.056\n", "\n", "Bootstrap CV 69, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.525, R^2 test: 0.058\n", "Bootstrap CV 69, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.597, R^2 test: 0.066\n", "Bootstrap CV 69, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.636, R^2 test: 0.043\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.921, Explained Variance Score Train: 0.648\n", "AUC Validation: 0.692, Explained Variance Score Validation: 0.054\n", "AUC Test: 0.627, Explained Variance Score Test: 0.026\n", "\n", "Running batch 6 of 7 with 16 nodes\n", "Bootstrap CV 80, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.530, R^2 test: -0.042\n", "Bootstrap CV 80, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.634, R^2 test: -0.080\n", "Bootstrap CV 80, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.683, R^2 test: -0.105\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.902, Explained Variance Score Train: 0.646\n", "AUC Validation: 0.448, Explained Variance Score Validation: -0.134\n", "AUC Test: 0.621, Explained Variance Score Test: 0.049\n", "\n", "Bootstrap CV 95, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.590, R^2 test: -0.038\n", "Bootstrap CV 95, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.642, R^2 test: -0.049\n", "Bootstrap CV 95, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.710, R^2 test: -0.022\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.915, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.536, Explained Variance Score Validation: -0.052\n", "AUC Test: 0.554, Explained Variance Score Test: 0.021\n", "\n", "Bootstrap CV 85, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.543, R^2 test: -0.085\n", "Bootstrap CV 85, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.673, R^2 test: -0.107\n", "Bootstrap CV 85, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.693, R^2 test: -0.064\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.923, Explained Variance Score Train: 0.595\n", "AUC Validation: 0.474, Explained Variance Score Validation: -0.079\n", "AUC Test: 0.617, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 90, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.003\n", "Bootstrap CV 90, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.587, R^2 test: -0.107\n", "Bootstrap CV 90, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.652, R^2 test: -0.163\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.928, Explained Variance Score Train: 0.583\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.008\n", "AUC Test: 0.569, Explained Variance Score Test: -0.018\n", "\n", "Bootstrap CV 91, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.395, R^2 test: -0.038\n", "Bootstrap CV 91, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.517, R^2 test: -0.065\n", "Bootstrap CV 91, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.564, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.943, Explained Variance Score Train: 0.458\n", "AUC Validation: 0.519, Explained Variance Score Validation: -0.025\n", "AUC Test: 0.617, Explained Variance Score Test: 0.015\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Bootstrap CV 87, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.523, R^2 test: -0.112\n", "Bootstrap CV 87, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.668, R^2 test: -0.126\n", "Bootstrap CV 87, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.688, R^2 test: -0.176\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.884, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.600, Explained Variance Score Validation: -0.055\n", "AUC Test: 0.555, Explained Variance Score Test: 0.005\n", "\n", "Bootstrap CV 92, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.646, R^2 test: 0.053\n", "Bootstrap CV 92, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.720, R^2 test: 0.060\n", "Bootstrap CV 92, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.728, R^2 test: 0.029\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.907, Explained Variance Score Train: 0.694\n", "AUC Validation: 0.685, Explained Variance Score Validation: 0.070\n", "AUC Test: 0.544, Explained Variance Score Test: -0.055\n", "\n", "Bootstrap CV 86, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.489, R^2 test: 0.014\n", "Bootstrap CV 86, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.606, R^2 test: -0.041\n", "Bootstrap CV 86, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.586, R^2 test: 0.053\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.965, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.632, Explained Variance Score Validation: 0.034\n", "AUC Test: 0.546, Explained Variance Score Test: -0.004\n", "\n", "Bootstrap CV 89, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.514, R^2 test: -0.013\n", "Bootstrap CV 89, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.678, R^2 test: -0.023\n", "Bootstrap CV 89, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.708, R^2 test: -0.026\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.922, Explained Variance Score Train: 0.564\n", "AUC Validation: 0.610, Explained Variance Score Validation: 0.019\n", "AUC Test: 0.536, Explained Variance Score Test: -0.011\n", "\n", "Bootstrap CV 88, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.444, R^2 test: -0.088\n", "Bootstrap CV 88, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.594, R^2 test: -0.132\n", "Bootstrap CV 88, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.622, R^2 test: -0.074\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.914, Explained Variance Score Train: 0.480\n", "AUC Validation: 0.636, Explained Variance Score Validation: -0.040\n", "AUC Test: 0.623, Explained Variance Score Test: 0.003\n", "\n", "Bootstrap CV 84, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.597, R^2 test: -0.080\n", "Bootstrap CV 84, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.669, R^2 test: -0.110\n", "Bootstrap CV 84, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.738, R^2 test: -0.121\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.937, Explained Variance Score Train: 0.610\n", "AUC Validation: 0.559, Explained Variance Score Validation: -0.069\n", "AUC Test: 0.617, Explained Variance Score Test: 0.030\n", "\n", "Bootstrap CV 83, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.383, R^2 test: -0.185\n", "Bootstrap CV 83, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.543, R^2 test: -0.243\n", "Bootstrap CV 83, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.510, R^2 test: -0.298\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.911, Explained Variance Score Train: 0.432\n", "AUC Validation: 0.542, Explained Variance Score Validation: -0.124\n", "AUC Test: 0.571, Explained Variance Score Test: 0.016\n", "\n", "Bootstrap CV 93, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.615, R^2 test: -0.042\n", "Bootstrap CV 93, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.750, R^2 test: -0.041\n", "Bootstrap CV 93, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.854, R^2 test: -0.123\n", "best alpha via bootstrap CV: (2500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.956, Explained Variance Score Train: 0.747\n", "AUC Validation: 0.572, Explained Variance Score Validation: -0.051\n", "AUC Test: 0.529, Explained Variance Score Test: -0.063\n", "\n", "Bootstrap CV 81, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.670, R^2 test: 0.076\n", "Bootstrap CV 81, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.686, R^2 test: 0.017\n", "Bootstrap CV 81, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.781, R^2 test: 0.007\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.960, Explained Variance Score Train: 0.810\n", "AUC Validation: 0.710, Explained Variance Score Validation: 0.007\n", "AUC Test: 0.631, Explained Variance Score Test: 0.001\n", "\n", "Bootstrap CV 82, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.508, R^2 test: -0.042\n", "Bootstrap CV 82, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.605, R^2 test: -0.113\n", "Bootstrap CV 82, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.744, R^2 test: -0.172\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.705\n", "AUC Validation: 0.512, Explained Variance Score Validation: -0.108\n", "AUC Test: 0.558, Explained Variance Score Test: 0.013\n", "\n", "Bootstrap CV 94, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.517, R^2 test: -0.029\n", "Bootstrap CV 94, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.562, R^2 test: -0.048\n", "Bootstrap CV 94, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.641, R^2 test: -0.046\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.974, Explained Variance Score Train: 0.729\n", "AUC Validation: 0.583, Explained Variance Score Validation: -0.070\n", "AUC Test: 0.613, Explained Variance Score Test: 0.015\n", "\n", "Running batch 7 of 7 with 4 nodes\n", "Bootstrap CV 98, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.549, R^2 test: -0.174\n", "Bootstrap CV 98, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.618, R^2 test: -0.188\n", "Bootstrap CV 98, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.192\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.620\n", "AUC Validation: 0.495, Explained Variance Score Validation: -0.137\n", "AUC Test: 0.584, Explained Variance Score Test: -0.028\n", "\n", "Bootstrap CV 96, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.551, R^2 test: -0.077\n", "Bootstrap CV 96, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.605, R^2 test: -0.041\n", "Bootstrap CV 96, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.667, R^2 test: -0.061\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.935, Explained Variance Score Train: 0.581\n", "AUC Validation: 0.576, Explained Variance Score Validation: -0.045\n", "AUC Test: 0.640, Explained Variance Score Test: 0.090\n", "\n", "Bootstrap CV 99, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.536, R^2 test: -0.130\n", "Bootstrap CV 99, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.689, R^2 test: -0.126\n", "Bootstrap CV 99, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.698, R^2 test: -0.166\n", "best alpha via bootstrap CV: (1500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.921, Explained Variance Score Train: 0.559\n", "AUC Validation: 0.522, Explained Variance Score Validation: -0.060\n", "AUC Test: 0.533, Explained Variance Score Test: -0.013\n", "\n", "Bootstrap CV 97, alpha = (1500, 4, 2, 0.01, 'lad'), R^2 train: 0.430, R^2 test: 0.020\n", "Bootstrap CV 97, alpha = (2500, 4, 2, 0.01, 'lad'), R^2 train: 0.570, R^2 test: 0.006\n", "Bootstrap CV 97, alpha = (3500, 4, 2, 0.01, 'lad'), R^2 train: 0.559, R^2 test: 0.025\n", "best alpha via bootstrap CV: (3500, 4, 2, 0.01, 'lad')\n", "AUC Train: 0.924, Explained Variance Score Train: 0.612\n", "AUC Validation: 0.729, Explained Variance Score Validation: 0.067\n", "AUC Test: 0.590, Explained Variance Score Test: 0.018\n", "\n", "total Variables 23 and total subjects: 1698\n", "->AUC validation: 0.577 95% CI: [0.559 , 0.594]\n", "->AUC test: 0.593 95% CI: [0.586 , 0.600]\n", "->R^2 validation: -0.024 95% CI: [-0.039 , -0.009]\n", "->R^2 test: 0.014 95% CI: [0.008 , 0.021]\n", "->Explained Variance validation: -0.055 95% CI: [-0.070 , -0.039]\n", "->Explained Variance test: -0.019 95% CI: [-0.027 , -0.012]\n", "Test set metrics:\n", "@threshold:2.177, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.177, sens:0.000, spec:1.000, ppv:0.000, acc:0.838, f1:0.000, mcc:0.000, total+:0, total-:339\n", "@threshold:1.082, sens:0.000, spec:0.996, ppv:0.000, acc:0.835, f1:0.000, mcc:-0.026, total+:1, total-:338\n", "@threshold:0.652, sens:0.018, spec:0.972, ppv:0.111, acc:0.817, f1:0.031, mcc:-0.003, total+:9, total-:330\n", "@threshold:0.595, sens:0.018, spec:0.968, ppv:0.100, acc:0.814, f1:0.031, mcc:-0.004, total+:10, total-:329\n", "@threshold:0.462, sens:0.036, spec:0.947, ppv:0.118, acc:0.799, f1:0.056, mcc:-0.002, total+:17, total-:322\n", "@threshold:0.438, sens:0.036, spec:0.944, ppv:0.111, acc:0.796, f1:0.055, mcc:-0.002, total+:18, total-:321\n", "@threshold:0.403, sens:0.055, spec:0.933, ppv:0.136, acc:0.791, f1:0.078, mcc:-0.001, total+:22, total-:317\n", "@threshold:0.402, sens:0.055, spec:0.930, ppv:0.130, acc:0.788, f1:0.077, mcc:-0.001, total+:23, total-:316\n", "@threshold:0.380, sens:0.073, spec:0.926, ppv:0.160, acc:0.788, f1:0.100, mcc:-0.000, total+:25, total-:314\n", "@threshold:0.350, sens:0.073, spec:0.923, ppv:0.154, acc:0.785, f1:0.099, mcc:-0.000, total+:26, total-:313\n", "@threshold:0.318, sens:0.091, spec:0.915, ppv:0.172, acc:0.782, f1:0.119, mcc:0.000, total+:29, total-:310\n", "@threshold:0.306, sens:0.109, spec:0.912, ppv:0.194, acc:0.782, f1:0.140, mcc:0.001, total+:31, total-:308\n", "@threshold:0.236, sens:0.127, spec:0.901, ppv:0.200, acc:0.776, f1:0.156, mcc:0.001, total+:35, total-:304\n", "@threshold:0.232, sens:0.127, spec:0.898, ppv:0.194, acc:0.773, f1:0.154, mcc:0.001, total+:36, total-:303\n", "@threshold:0.226, sens:0.145, spec:0.898, ppv:0.216, acc:0.776, f1:0.174, mcc:0.002, total+:37, total-:302\n", "@threshold:0.223, sens:0.164, spec:0.894, ppv:0.231, acc:0.776, f1:0.191, mcc:0.003, total+:39, total-:300\n", "@threshold:0.151, sens:0.182, spec:0.866, ppv:0.208, acc:0.755, f1:0.194, mcc:0.002, total+:48, total-:291\n", "@threshold:0.151, sens:0.182, spec:0.863, ppv:0.204, acc:0.752, f1:0.192, mcc:0.001, total+:49, total-:290\n", "@threshold:0.131, sens:0.200, spec:0.856, ppv:0.212, acc:0.749, f1:0.206, mcc:0.002, total+:52, total-:287\n", "@threshold:0.128, sens:0.218, spec:0.852, ppv:0.222, acc:0.749, f1:0.220, mcc:0.002, total+:54, total-:285\n", "@threshold:0.121, sens:0.236, spec:0.852, ppv:0.236, acc:0.752, f1:0.236, mcc:0.002, total+:55, total-:284\n", "@threshold:0.110, sens:0.236, spec:0.849, ppv:0.232, acc:0.749, f1:0.234, mcc:0.002, total+:56, total-:283\n", "@threshold:0.091, sens:0.255, spec:0.842, ppv:0.237, acc:0.746, f1:0.246, mcc:0.002, total+:59, total-:280\n", "@threshold:0.088, sens:0.255, spec:0.838, ppv:0.233, acc:0.743, f1:0.243, mcc:0.002, total+:60, total-:279\n", "@threshold:0.082, sens:0.273, spec:0.831, ppv:0.238, acc:0.740, f1:0.254, mcc:0.002, total+:63, total-:276\n", "@threshold:0.078, sens:0.273, spec:0.827, ppv:0.234, acc:0.737, f1:0.252, mcc:0.002, total+:64, total-:275\n", "@threshold:0.049, sens:0.291, spec:0.803, ppv:0.222, acc:0.720, f1:0.252, mcc:0.002, total+:72, total-:267\n", "@threshold:0.046, sens:0.291, spec:0.799, ppv:0.219, acc:0.717, f1:0.250, mcc:0.002, total+:73, total-:266\n", "@threshold:0.004, sens:0.309, spec:0.729, ppv:0.181, acc:0.661, f1:0.228, mcc:0.001, total+:94, total-:245\n", "@threshold:-0.004, sens:0.309, spec:0.725, ppv:0.179, acc:0.658, f1:0.227, mcc:0.000, total+:95, total-:244\n", "@threshold:-0.006, sens:0.327, spec:0.722, ppv:0.186, acc:0.658, f1:0.237, mcc:0.001, total+:97, total-:242\n", "@threshold:-0.012, sens:0.327, spec:0.718, ppv:0.184, acc:0.655, f1:0.235, mcc:0.001, total+:98, total-:241\n", "@threshold:-0.013, sens:0.345, spec:0.718, ppv:0.192, acc:0.658, f1:0.247, mcc:0.001, total+:99, total-:240\n", "@threshold:-0.016, sens:0.345, spec:0.715, ppv:0.190, acc:0.655, f1:0.245, mcc:0.001, total+:100, total-:239\n", "@threshold:-0.019, sens:0.364, spec:0.711, ppv:0.196, acc:0.655, f1:0.255, mcc:0.001, total+:102, total-:237\n", "@threshold:-0.019, sens:0.364, spec:0.708, ppv:0.194, acc:0.652, f1:0.253, mcc:0.001, total+:103, total-:236\n", "@threshold:-0.028, sens:0.382, spec:0.690, ppv:0.193, acc:0.640, f1:0.256, mcc:0.001, total+:109, total-:230\n", "@threshold:-0.031, sens:0.382, spec:0.687, ppv:0.191, acc:0.637, f1:0.255, mcc:0.001, total+:110, total-:229\n", "@threshold:-0.038, sens:0.400, spec:0.687, ppv:0.198, acc:0.640, f1:0.265, mcc:0.001, total+:111, total-:228\n", "@threshold:-0.048, sens:0.400, spec:0.683, ppv:0.196, acc:0.637, f1:0.263, mcc:0.001, total+:112, total-:227\n", "@threshold:-0.075, sens:0.418, spec:0.637, ppv:0.183, acc:0.602, f1:0.254, mcc:0.001, total+:126, total-:213\n", "@threshold:-0.078, sens:0.418, spec:0.634, ppv:0.181, acc:0.599, f1:0.253, mcc:0.001, total+:127, total-:212\n", "@threshold:-0.089, sens:0.436, spec:0.609, ppv:0.178, acc:0.581, f1:0.253, mcc:0.000, total+:135, total-:204\n", "@threshold:-0.100, sens:0.436, spec:0.606, ppv:0.176, acc:0.578, f1:0.251, mcc:0.000, total+:136, total-:203\n", "@threshold:-0.116, sens:0.455, spec:0.581, ppv:0.174, acc:0.560, f1:0.251, mcc:0.000, total+:144, total-:195\n", "@threshold:-0.129, sens:0.473, spec:0.577, ppv:0.178, acc:0.560, f1:0.259, mcc:0.000, total+:146, total-:193\n", "@threshold:-0.138, sens:0.491, spec:0.567, ppv:0.180, acc:0.555, f1:0.263, mcc:0.001, total+:150, total-:189\n", "@threshold:-0.148, sens:0.491, spec:0.563, ppv:0.179, acc:0.552, f1:0.262, mcc:0.000, total+:151, total-:188\n", "@threshold:-0.170, sens:0.509, spec:0.528, ppv:0.173, acc:0.525, f1:0.258, mcc:0.000, total+:162, total-:177\n", "@threshold:-0.176, sens:0.527, spec:0.525, ppv:0.177, acc:0.525, f1:0.265, mcc:0.000, total+:164, total-:175\n", "@threshold:-0.176, sens:0.545, spec:0.525, ppv:0.182, acc:0.528, f1:0.273, mcc:0.001, total+:165, total-:174\n", "@threshold:-0.178, sens:0.545, spec:0.521, ppv:0.181, acc:0.525, f1:0.271, mcc:0.001, total+:166, total-:173\n", "@threshold:-0.191, sens:0.564, spec:0.496, ppv:0.178, acc:0.507, f1:0.271, mcc:0.000, total+:174, total-:165\n", "@threshold:-0.193, sens:0.582, spec:0.493, ppv:0.182, acc:0.507, f1:0.277, mcc:0.001, total+:176, total-:163\n", "@threshold:-0.204, sens:0.600, spec:0.479, ppv:0.182, acc:0.499, f1:0.280, mcc:0.001, total+:181, total-:158\n", "@threshold:-0.205, sens:0.600, spec:0.475, ppv:0.181, acc:0.496, f1:0.278, mcc:0.001, total+:182, total-:157\n", "@threshold:-0.232, sens:0.618, spec:0.423, ppv:0.172, acc:0.454, f1:0.269, mcc:0.000, total+:198, total-:141\n", "@threshold:-0.232, sens:0.618, spec:0.419, ppv:0.171, acc:0.451, f1:0.268, mcc:0.000, total+:199, total-:140\n", "@threshold:-0.244, sens:0.636, spec:0.384, ppv:0.167, acc:0.425, f1:0.264, mcc:0.000, total+:210, total-:129\n", "@threshold:-0.245, sens:0.636, spec:0.380, ppv:0.166, acc:0.422, f1:0.263, mcc:0.000, total+:211, total-:128\n", "@threshold:-0.255, sens:0.655, spec:0.373, ppv:0.168, acc:0.419, f1:0.268, mcc:0.000, total+:214, total-:125\n", "@threshold:-0.258, sens:0.655, spec:0.370, ppv:0.167, acc:0.416, f1:0.267, mcc:0.000, total+:215, total-:124\n", "@threshold:-0.277, sens:0.673, spec:0.359, ppv:0.169, acc:0.410, f1:0.270, mcc:0.000, total+:219, total-:120\n", "@threshold:-0.287, sens:0.673, spec:0.356, ppv:0.168, acc:0.407, f1:0.269, mcc:0.000, total+:220, total-:119\n", "@threshold:-0.322, sens:0.691, spec:0.324, ppv:0.165, acc:0.383, f1:0.267, mcc:0.000, total+:230, total-:109\n", "@threshold:-0.322, sens:0.691, spec:0.320, ppv:0.165, acc:0.381, f1:0.266, mcc:0.000, total+:231, total-:108\n", "@threshold:-0.323, sens:0.709, spec:0.317, ppv:0.167, acc:0.381, f1:0.271, mcc:0.000, total+:233, total-:106\n", "@threshold:-0.325, sens:0.709, spec:0.313, ppv:0.167, acc:0.378, f1:0.270, mcc:0.000, total+:234, total-:105\n", "@threshold:-0.375, sens:0.727, spec:0.250, ppv:0.158, acc:0.327, f1:0.260, mcc:-0.000, total+:253, total-:86\n", "@threshold:-0.379, sens:0.745, spec:0.246, ppv:0.161, acc:0.327, f1:0.265, mcc:-0.000, total+:255, total-:84\n", "@threshold:-0.391, sens:0.764, spec:0.243, ppv:0.163, acc:0.327, f1:0.269, mcc:0.000, total+:257, total-:82\n", "@threshold:-0.393, sens:0.764, spec:0.239, ppv:0.163, acc:0.324, f1:0.268, mcc:0.000, total+:258, total-:81\n", "@threshold:-0.394, sens:0.782, spec:0.239, ppv:0.166, acc:0.327, f1:0.274, mcc:0.000, total+:259, total-:80\n", "@threshold:-0.394, sens:0.782, spec:0.236, ppv:0.165, acc:0.324, f1:0.273, mcc:0.000, total+:260, total-:79\n", "@threshold:-0.399, sens:0.800, spec:0.229, ppv:0.167, acc:0.322, f1:0.277, mcc:0.000, total+:263, total-:76\n", "@threshold:-0.399, sens:0.800, spec:0.225, ppv:0.167, acc:0.319, f1:0.276, mcc:0.000, total+:264, total-:75\n", "@threshold:-0.411, sens:0.818, spec:0.222, ppv:0.169, acc:0.319, f1:0.280, mcc:0.000, total+:266, total-:73\n", "@threshold:-0.411, sens:0.818, spec:0.218, ppv:0.169, acc:0.316, f1:0.280, mcc:0.000, total+:267, total-:72\n", "@threshold:-0.458, sens:0.836, spec:0.176, ppv:0.164, acc:0.283, f1:0.275, mcc:0.000, total+:280, total-:59\n", "@threshold:-0.461, sens:0.836, spec:0.173, ppv:0.164, acc:0.280, f1:0.274, mcc:0.000, total+:281, total-:58\n", "@threshold:-0.482, sens:0.855, spec:0.155, ppv:0.164, acc:0.268, f1:0.275, mcc:0.000, total+:287, total-:52\n", "@threshold:-0.487, sens:0.855, spec:0.151, ppv:0.163, acc:0.265, f1:0.274, mcc:0.000, total+:288, total-:51\n", "@threshold:-0.501, sens:0.873, spec:0.130, ppv:0.163, acc:0.251, f1:0.274, mcc:0.000, total+:295, total-:44\n", "@threshold:-0.507, sens:0.873, spec:0.127, ppv:0.162, acc:0.248, f1:0.274, mcc:-0.000, total+:296, total-:43\n", "@threshold:-0.524, sens:0.891, spec:0.127, ppv:0.165, acc:0.251, f1:0.278, mcc:0.000, total+:297, total-:42\n", "@threshold:-0.525, sens:0.891, spec:0.123, ppv:0.164, acc:0.248, f1:0.278, mcc:0.000, total+:298, total-:41\n", "@threshold:-0.526, sens:0.909, spec:0.123, ppv:0.167, acc:0.251, f1:0.282, mcc:0.000, total+:299, total-:40\n", "@threshold:-0.530, sens:0.927, spec:0.120, ppv:0.169, acc:0.251, f1:0.287, mcc:0.001, total+:301, total-:38\n", "@threshold:-0.540, sens:0.945, spec:0.120, ppv:0.172, acc:0.254, f1:0.291, mcc:0.001, total+:302, total-:37\n", "@threshold:-0.550, sens:0.945, spec:0.116, ppv:0.172, acc:0.251, f1:0.291, mcc:0.001, total+:303, total-:36\n", "@threshold:-0.664, sens:0.964, spec:0.035, ppv:0.162, acc:0.186, f1:0.277, mcc:-0.000, total+:327, total-:12\n", "@threshold:-0.678, sens:0.982, spec:0.032, ppv:0.164, acc:0.186, f1:0.281, mcc:0.001, total+:329, total-:10\n", "@threshold:-1.074, sens:1.000, spec:0.004, ppv:0.163, acc:0.165, f1:0.280, mcc:0.001, total+:338, total-:1\n", "\n", " Vital: Ht-gain0to3 | coef 0.056 95% CI: [0.052 , 0.061] | OR_adj 1.058 [1.053 1.062] | occ: 1394 | OR_unadj: 0.853 [0.644 1.129] | indivs AUC:0.537\n", "Correlated most with:\n", "Number of Visits:0.136\n", " MatDeliveryAge:0.047\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.032\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.032\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.032\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.013\n", "\n", "* Vital: Ht Percentile-latest | coef 0.056 95% CI: [0.051 , 0.060] | OR_adj 1.057 [1.052 1.062] | occ: 1043 | OR_unadj: 1.325 [1.003 1.751] | indivs AUC:0.562\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.025\n", " MatDeliveryAge:0.021\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.015\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.015\n", " Number of Visits:0.009\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", " Vital: Ht-gain5to10 | coef 0.055 95% CI: [0.051 , 0.059] | OR_adj 1.056 [1.052 1.061] | occ: 1429 | OR_unadj: 1.097 [0.806 1.493] | indivs AUC:0.492\n", "Correlated most with:\n", "Number of Visits:0.044\n", " MatDeliveryAge:-0.028\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.023\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.008\n", "\n", " Vital: Ht Percentile-gain7to13 | coef 0.055 95% CI: [0.050 , 0.059] | OR_adj 1.056 [1.052 1.061] | occ: 713 | OR_unadj: 1.104 [0.782 1.559] | indivs AUC:0.479\n", "Correlated most with:\n", "Number of Visits:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", " MatDeliveryAge:0.006\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.003\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.002\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.002\n", "\n", " Vital: Ht-gain3to7 | coef 0.054 95% CI: [0.051 , 0.058] | OR_adj 1.056 [1.052 1.059] | occ: 1405 | OR_unadj: 1.120 [0.858 1.461] | indivs AUC:0.523\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.043\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.043\n", " Number of Visits:0.042\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.008\n", " MatDeliveryAge:-0.007\n", "\n", "* Vital: Ht Percentile-gain0to24 | coef 0.053 95% CI: [0.048 , 0.058] | OR_adj 1.055 [1.049 1.060] | occ: 899 | OR_unadj: 1.356 [1.016 1.808] | indivs AUC:0.595\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:0.045\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.011\n", " MatDeliveryAge:0.006\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.001\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.001\n", "\n", " Vital: HC-gain3to7 | coef 0.050 95% CI: [0.046 , 0.054] | OR_adj 1.052 [1.047 1.056] | occ: 1310 | OR_unadj: 1.076 [0.825 1.404] | indivs AUC:0.578\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.056\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.056\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.032\n", " MatDeliveryAge:0.026\n", " Number of Visits:0.022\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.001\n", "\n", " Vital: Ht-gain16to24 | coef 0.050 95% CI: [0.047 , 0.053] | OR_adj 1.051 [1.048 1.054] | occ: 1417 | OR_unadj: 1.402 [0.978 2.008] | indivs AUC:0.553\n", "Correlated most with:\n", "Number of Visits:-0.061\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.029\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.023\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.021\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.001\n", " MatDeliveryAge:-0.000\n", "\n", " MatDeliveryAge | coef 0.048 95% CI: [0.045 , 0.051] | OR_adj 1.049 [1.046 1.052] | occ: 1698 | OR_unadj: 1.212 [0.929 1.582] | indivs AUC:0.518\n", "Correlated most with:\n", "MatDeliveryAge:1.000\n", " Number of Visits:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.012\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.012\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.011\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.007\n", "\n", " Vital: Ht-avg10to13 | coef 0.046 95% CI: [0.043 , 0.050] | OR_adj 1.048 [1.044 1.051] | occ: 1381 | OR_unadj: 1.307 [0.998 1.712] | indivs AUC:0.544\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.033\n", " Number of Visits:0.027\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.020\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.020\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.011\n", " MatDeliveryAge:-0.007\n", "\n", "* Number of Visits | coef 0.045 95% CI: [0.042 , 0.047] | OR_adj 1.046 [1.043 1.049] | occ: 1645 | OR_unadj: 0.708 [0.535 0.936] | indivs AUC:0.478\n", "Correlated most with:\n", "Number of Visits:1.000\n", " MatDeliveryAge:0.088\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.037\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.027\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.024\n", "\n", "* Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth | coef 0.044 95% CI: [0.041 , 0.048] | OR_adj 1.045 [1.042 1.049] | occ: 1057 | OR_unadj: 1.438 [1.084 1.906] | indivs AUC:0.568\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:1.000\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.030\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.030\n", " Number of Visits:-0.027\n", " MatDeliveryAge:0.011\n", "\n", " Vital: HC-gain16to24 | coef 0.043 95% CI: [0.040 , 0.047] | OR_adj 1.044 [1.041 1.048] | occ: 1064 | OR_unadj: 0.868 [0.662 1.137] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.047\n", " Number of Visits:-0.036\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.034\n", " MatDeliveryAge:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.000\n", "\n", "* Vital: Ht-avg16to19 | coef 0.043 95% CI: [0.040 , 0.046] | OR_adj 1.044 [1.041 1.047] | occ: 1265 | OR_unadj: 1.417 [1.082 1.855] | indivs AUC:0.507\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.039\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.039\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.023\n", " MatDeliveryAge:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.016\n", " Number of Visits:0.013\n", "\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest | coef 0.040 95% CI: [0.036 , 0.044] | OR_adj 1.041 [1.036 1.045] | occ: 1055 | OR_unadj: 1.275 [0.954 1.704] | indivs AUC:0.584\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:1.000\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.299\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.188\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.187\n", " Number of Visits:-0.024\n", " MatDeliveryAge:0.007\n", "\n", " Vital: Ht Percentile-gain3to7 | coef 0.039 95% CI: [0.035 , 0.043] | OR_adj 1.040 [1.036 1.044] | occ: 513 | OR_unadj: 0.862 [0.579 1.284] | indivs AUC:0.498\n", "Correlated most with:\n", "Number of Visits:0.044\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.016\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.011\n", " MatDeliveryAge:-0.007\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.004\n", "\n", "* Vital: HC-avg5to7 | coef 0.038 95% CI: [0.035 , 0.041] | OR_adj 1.039 [1.035 1.042] | occ: 1123 | OR_unadj: 1.500 [1.143 1.967] | indivs AUC:0.535\n", "Correlated most with:\n", "Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.015\n", " MatDeliveryAge:0.013\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.010\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.010\n", " Number of Visits:-0.008\n", "\n", " Vital: HC-latest | coef 0.036 95% CI: [0.034 , 0.039] | OR_adj 1.037 [1.034 1.039] | occ: 1588 | OR_unadj: 1.324 [0.987 1.775] | indivs AUC:0.592\n", "Correlated most with:\n", "Number of Visits:0.302\n", " MatDeliveryAge:0.058\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.058\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:-0.022\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:-0.022\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.009\n", "\n", "* Vital: HC-avg10to13 | coef 0.035 95% CI: [0.032 , 0.039] | OR_adj 1.036 [1.032 1.040] | occ: 1158 | OR_unadj: 1.481 [1.134 1.934] | indivs AUC:0.587\n", "Correlated most with:\n", "Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:-0.042\n", " Number of Visits:0.041\n", " MatDeliveryAge:0.014\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.008\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.008\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:-0.003\n", "\n", "* Vital: HC-avg13to16 | coef 0.033 95% CI: [0.031 , 0.036] | OR_adj 1.034 [1.031 1.037] | occ: 990 | OR_unadj: 1.619 [1.234 2.125] | indivs AUC:0.603\n", "Correlated most with:\n", "Number of Visits:0.030\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.018\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.017\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.017\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.003\n", " MatDeliveryAge:0.001\n", "\n", "* Vital: HC-avg16to19 | coef 0.028 95% CI: [0.026 , 0.030] | OR_adj 1.029 [1.026 1.031] | occ: 930 | OR_unadj: 1.811 [1.365 2.403] | indivs AUC:0.545\n", "Correlated most with:\n", "MatDeliveryAge:0.020\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.013\n", " Number of Visits:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.011\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.011\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.008\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth | coef 0.026 95% CI: [0.023 , 0.029] | OR_adj 1.026 [1.024 1.029] | occ: 1055 | OR_unadj: 1.153 [0.870 1.529] | indivs AUC:0.515\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.188\n", " Number of Visits:-0.035\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-latest | coef 0.025 95% CI: [0.023 , 0.027] | OR_adj 1.026 [1.023 1.028] | occ: 1058 | OR_unadj: 1.146 [0.865 1.519] | indivs AUC:0.509\n", "Correlated most with:\n", "Census:Unemployment rate; Estimate; Population 20 to 64 years-latest:1.000\n", " Census:Unemployment rate; Estimate; Population 20 to 64 years-birth:0.999\n", " Census:Percent with a disability; Estimate; Total civilian noninstitutionalized population-latest:0.187\n", " Number of Visits:-0.037\n", " Census:Percent; Estimate; Population 25 years and over - Associate's degree-birth:0.030\n", " MatDeliveryAge:0.012\n", "\n", "Vital : 0.77216824815\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MatDeliveryAge : 0.0476955799402\n", "Number of Visits : 0.044764556126\n", "Census : 0.135371615784\n", "Time to run analysis 0:02:58.807249\n", "Total Time elapsed 17:18:32.081271\n", "-----------------------------------------------------\n", "\n" ] } ], "source": [ "start = datetime.now()\n", "for gender in [*data]:\n", " test_ix = test_ix_boys if gender == 'boys' else test_ix_girls\n", " for subset in [*data[gender]]:\n", " for filt in [*data[gender][subset]]:\n", " x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corr_matrix_filtered, ix_corr_headers = data[gender][subset][filt]['data']\n", " for model_type in ('lasso','randomforest','gradientboost'):\n", " for pred in ['regression']:\n", " analysis_start = datetime.now()\n", " reg = True if pred == 'regression' else False\n", " print(gender, subset, filt, model_type, pred)\n", " title = ' '.join([gender.title(),'-',model_type.title(),pred.title(),subset,filt,'@'+str(months_to), 'obese'])\n", " (model_list, randix_track, ix_train_track, ix_val_track, test_ix, \n", " results_arr, results_cols, feature_data, feature_data_cols, \n", " auc_val_mean, auc_val_mean_ste, metric2_val_mean, metric2_val_mean_ste, metric3_val_mean, metric3_val_mean_ste,\n", " auc_test_mean, auc_test_mean_ste, metric2_test_mean, metric2_test_mean_ste, metric3_test_mean, metric3_test_mean_ste) = \\\n", " train.train_model_for_bmi_parallel(x2, y2, y2label, feature_headers2, mrns2,\n", " corr_headers_filtered, corr_matrix_filtered, ix_corr_headers,\n", " modelType=model_type,\n", " regression=reg,\n", " test_ix=test_ix,\n", " iters=100,\n", " percentile=False,\n", " feature_info=True)\n", "\n", " title_list.append(title)\n", " auc_list.append([auc_val_mean, auc_val_mean_ste, auc_test_mean, auc_test_mean_ste])\n", " metric2_list.append([metric2_val_mean, metric2_val_mean_ste, metric2_test_mean, metric2_test_mean_ste])\n", " metric3_list.append([metric3_val_mean, metric3_val_mean_ste, metric3_test_mean, metric3_test_mean_ste])\n", " results_list.append(results_arr)\n", " features_list.append(feature_data)\n", "# fname = newdir+'_'.join(['/'+str(gender),str(months_to),'months_obese',str(model_type),str(pred),'index',str(subset),str(filt)])\n", "# np.savez_compressed(fname, cv_ix=randix_track, train_ix=ix_train_track, val_ix=ix_val_track, test_ix=test_ix)\n", "# print('Train/Validation/Test indices saved to:',fname)\n", "# fname = newdir+'_'.join(['/'+str(gender),str(months_to),'months_obese',str(model_type),str(pred),'results',str(subset),str(filt)])\n", "# np.savez_compressed(fname, results=results_arr, results_cols=results_cols, features=feature_data, feature_cols=feature_data_cols)\n", "# print('Results saved to:',fname)\n", "# fname = newdir+'_'.join(['/'+str(gender),str(months_to),'months_obese',str(model_type),str(pred),'models',str(subset),str(filt)])+'.pkl'\n", "# pickle.dump(model_list, open(fname, 'wb'))\n", "# print('Models saved to:',fname)\n", " end_time = datetime.now()\n", " print('Time to run analysis {}'.format(end_time - analysis_start))\n", " print('Total Time elapsed {}'.format(end_time - start))\n", " print('-----------------------------------------------------\\n')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the results list for use later and create a DataFrame of the essential pieces" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temp_dir = '../more_bootstraps'\n", "if not os.path.isdir(temp_dir):\n", " os.mkdir(temp_dir)\n", "\n", "pickle.dump(title_list, open(temp_dir+'/titles_list_'+str(months_to)+'_months_obese.pkl', 'wb'))\n", "pickle.dump(auc_list, open(temp_dir+'/auc_list_'+str(months_to)+'_months_obese.pkl', 'wb'))\n", "pickle.dump(metric2_list, open(temp_dir+'/metric2_list_'+str(months_to)+'_months_obese.pkl', 'wb'))\n", "pickle.dump(metric3_list, open(temp_dir+'/metric3_list_'+str(months_to)+'_months_obese.pkl', 'wb'))\n", "pickle.dump(results_list, open(temp_dir+'/results_list_'+str(months_to)+'_months_obese.pkl', 'wb'))\n", "pickle.dump(features_list, open(temp_dir+'/features_list_'+str(months_to)+'_months_obese.pkl', 'wb'))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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titleAUC Validation MeanAUC Validation Mean STEAUC Test MeanAUC Test Mean STER^2 Validation MeanR^2 Validation Mean STER^2 Test MeanR^2 Test Mean STEExplained Variance Validation MeanExplained Variance Validation Mean STEExplained Variance Test MeanExplained Variance Test Mean STE
0Boys - Lasso Regression no_min full @24 obese0.75190.01130.75910.00180.25320.01450.28500.00330.23870.01530.28160.0034
1Boys - Randomforest Regression no_min full @24...0.74630.01150.75880.00280.23800.01580.28540.00450.22630.01670.28260.0046
2Boys - Gradientboost Regression no_min full @2...0.73310.01130.74350.00390.21210.01670.25130.00520.19500.01710.24010.0055
3Boys - Lasso Regression no_min no_census @24 o...0.76220.00880.76130.00170.24550.01300.28470.00400.23530.01350.28130.0038
4Boys - Randomforest Regression no_min no_censu...0.73600.01340.75680.00290.21850.02140.27640.00490.20610.02210.27270.0051
5Boys - Gradientboost Regression no_min no_cens...0.72950.01260.74120.00370.20920.01690.25030.00640.18940.01670.23820.0069
6Boys - Lasso Regression no_min no_wt_bmi @24 o...0.53760.01340.54060.00820.00230.00360.00420.0026-0.01270.0056-0.00030.0028
7Boys - Randomforest Regression no_min no_wt_bm...0.56970.01330.58790.0071-0.00630.01240.00300.0068-0.02160.0142-0.00080.0071
8Boys - Gradientboost Regression no_min no_wt_b...0.54020.01220.56780.0075-0.03700.0114-0.01660.0065-0.06150.0123-0.03690.0072
9Boys - Lasso Regression no_min wfl_19_24 @24 o...0.75270.01020.77370.00000.24400.01400.28850.00140.23380.01470.28550.0017
10Boys - Randomforest Regression no_min wfl_19_2...0.73160.01150.76090.00240.17360.02180.26140.00460.16140.02330.25790.0048
11Boys - Gradientboost Regression no_min wfl_19_...0.71940.01150.73630.00390.14730.02090.20910.00790.10830.02160.17570.0098
12Boys - Lasso Regression no_min wfl_latest @24 ...0.73010.01160.76070.00000.19250.01530.26740.00190.18180.01510.26440.0022
13Boys - Randomforest Regression no_min wfl_late...0.72420.01270.72600.00280.16330.01800.20850.00650.15030.01880.20550.0064
14Boys - Gradientboost Regression no_min wfl_lat...0.71160.01330.71750.00430.13050.02100.17600.01020.08380.02260.13430.0106
15Boys - Lasso Regression no_min bmi_19_24 @24 o...0.73550.01240.76200.00000.24340.01790.27780.00080.23140.01810.27400.0011
16Boys - Randomforest Regression no_min bmi_19_2...0.71690.01290.74550.00280.18380.02100.23840.00510.16930.02240.23470.0054
17Boys - Gradientboost Regression no_min bmi_19_...0.71050.01280.73590.00420.15100.02160.18340.01010.10970.02200.14690.0096
18Boys - Lasso Regression no_min bmi_latest @24 ...0.74070.01110.73110.00000.21270.01770.23900.00070.19770.01950.23430.0014
19Boys - Randomforest Regression no_min bmi_late...0.70900.01280.70510.00300.16090.02100.19280.00700.14880.02130.18790.0072
20Boys - Gradientboost Regression no_min bmi_lat...0.71070.01270.70080.00450.14760.02020.17870.01040.10580.02100.12910.0110
21Boys - Lasso Regression min_5 full @24 obese0.75820.00970.75830.00230.24920.01460.28220.00430.23750.01470.27830.0047
22Boys - Randomforest Regression min_5 full @24 ...0.74010.01170.75970.00320.23140.01610.28160.00550.22240.01620.27830.0057
23Boys - Gradientboost Regression min_5 full @24...0.74120.01210.74620.00360.21650.01580.25850.00510.20040.01670.24650.0055
24Boys - Lasso Regression min_5 no_census @24 obese0.75310.01290.76070.00190.23460.01500.28050.00470.22310.01520.27670.0051
25Boys - Randomforest Regression min_5 no_census...0.74640.01100.75550.00250.22500.01850.27750.00480.21480.01900.27370.0051
26Boys - Gradientboost Regression min_5 no_censu...0.72060.01190.74200.00350.20500.01770.24760.00600.18530.01880.23720.0065
27Boys - Lasso Regression min_5 no_wt_bmi @24 obese0.54270.01380.54160.00870.00080.00380.00310.0029-0.01360.0052-0.00280.0033
28Boys - Randomforest Regression min_5 no_wt_bmi...0.57850.01220.58620.0072-0.00900.01280.00440.0057-0.02050.0133-0.00010.0059
29Boys - Gradientboost Regression min_5 no_wt_bm...0.55400.01390.56780.0073-0.02490.0123-0.01660.0067-0.05260.0133-0.03760.0067
30Boys - Lasso Regression lasso_fts full @24 obese0.74520.01080.76010.00210.24970.01480.29460.00350.23920.01550.29150.0037
31Boys - Randomforest Regression lasso_fts full ...0.73940.01220.75130.00260.23110.01890.28060.00450.21490.02040.27750.0046
32Boys - Gradientboost Regression lasso_fts full...0.72660.01140.74350.00320.21140.02090.26160.00580.18990.02210.24570.0059
33Boys - Lasso Regression lasso_fts no_census @2...0.75410.01050.76050.00230.25410.01630.29350.00490.24250.01730.28930.0049
34Boys - Randomforest Regression lasso_fts no_ce...0.73870.01130.74990.00280.21550.01760.28460.00450.20530.01850.28080.0047
35Boys - Gradientboost Regression lasso_fts no_c...0.73000.01120.74380.00360.20390.01740.26290.00610.18030.01770.24120.0072
36Boys - Lasso Regression lasso_fts no_wt_bmi @2...0.53690.01260.53440.0088-0.00040.00710.00320.0022-0.01610.0079-0.00190.0025
37Boys - Randomforest Regression lasso_fts no_wt...0.57800.01270.58300.0062-0.01770.0143-0.00110.0075-0.03080.0152-0.00590.0079
38Boys - Gradientboost Regression lasso_fts no_w...0.56340.01470.56970.0064-0.02340.0122-0.02120.0074-0.04190.0123-0.04400.0071
39Girls - Lasso Regression no_min full @24 obese0.77420.01220.80780.00250.26370.01570.31540.00740.25300.01650.31000.0079
40Girls - Randomforest Regression no_min full @2...0.76960.01450.79740.00290.26550.02050.31960.00580.25510.02140.31500.0062
41Girls - Gradientboost Regression no_min full @...0.74940.01500.78640.00340.23430.01660.28580.00610.22020.01740.26980.0073
42Girls - Lasso Regression no_min no_census @24 ...0.76610.01300.80480.00210.26880.01450.32040.00620.25870.01450.31550.0065
43Girls - Randomforest Regression no_min no_cens...0.76490.01290.79570.00270.24900.02270.31760.00600.23740.02330.31350.0062
44Girls - Gradientboost Regression no_min no_cen...0.75110.01310.78310.00380.22060.01860.28470.00710.20360.01920.26880.0081
45Girls - Lasso Regression no_min no_wt_bmi @24 ...0.53070.01690.55650.0090-0.00190.00530.01320.0033-0.02290.01080.00640.0037
46Girls - Randomforest Regression no_min no_wt_b...0.57940.01790.57510.0056-0.01340.01260.02270.0047-0.03050.01470.01770.0051
47Girls - Gradientboost Regression no_min no_wt_...0.57300.01820.55280.0073-0.01910.0125-0.00230.0049-0.04320.0139-0.02950.0064
48Girls - Lasso Regression no_min wfl_19_24 @24 ...0.74000.01280.76300.00000.23420.01630.28710.00200.22280.01720.28340.0026
49Girls - Randomforest Regression no_min wfl_19_...0.72760.01400.73910.00330.16410.02230.22710.00570.14860.02380.22230.0060
50Girls - Gradientboost Regression no_min wfl_19...0.71430.01460.72600.00470.15550.02460.18090.01020.12070.02500.14210.0101
51Girls - Lasso Regression no_min wfl_latest @24...0.75100.01140.78320.00000.26210.01430.25290.00070.25290.01420.24620.0017
52Girls - Randomforest Regression no_min wfl_lat...0.74250.01440.76890.00320.19400.02430.23090.00510.18310.02510.22590.0054
53Girls - Gradientboost Regression no_min wfl_la...0.70750.01400.74100.00600.11180.03390.16780.01510.08050.03490.12750.0161
54Girls - Lasso Regression no_min bmi_19_24 @24 ...0.75630.01370.77240.00000.25970.01910.32000.00320.25170.01960.31750.0033
55Girls - Randomforest Regression no_min bmi_19_...0.73330.01320.75640.00320.20180.02250.26410.00620.19110.02300.26080.0065
56Girls - Gradientboost Regression no_min bmi_19...0.71390.01420.73510.00510.17340.02230.21690.01170.13580.02210.18640.0131
57Girls - Lasso Regression no_min bmi_latest @24...0.74810.01470.79520.00000.24690.02490.29160.00160.23440.02530.28740.0024
58Girls - Randomforest Regression no_min bmi_lat...0.72980.01270.76390.00370.19530.02210.24370.00510.18420.02250.23910.0053
59Girls - Gradientboost Regression no_min bmi_la...0.70920.01360.74250.00610.15540.02150.17960.01660.12110.02210.13940.0183
60Girls - Lasso Regression min_5 full @24 obese0.77010.01320.80350.00290.26620.01390.31490.00680.25580.01450.30920.0073
61Girls - Randomforest Regression min_5 full @24...0.76630.01150.79950.00280.26670.01750.32430.00630.25760.01790.32010.0066
62Girls - Gradientboost Regression min_5 full @2...0.75700.01410.78620.00320.22890.01620.28240.00700.21140.01630.26560.0079
63Girls - Lasso Regression min_5 no_census @24 o...0.77160.01140.80360.00260.27020.01530.30990.00850.25600.01570.30490.0091
64Girls - Randomforest Regression min_5 no_censu...0.76750.01320.79330.00280.25120.01930.31400.00610.23690.01950.30930.0062
65Girls - Gradientboost Regression min_5 no_cens...0.76210.01310.78640.00320.24880.01700.29100.00630.23530.01700.27650.0072
66Girls - Lasso Regression min_5 no_wt_bmi @24 o...0.54270.01600.56330.00800.00420.00460.01400.0028-0.00970.00680.00840.0030
67Girls - Randomforest Regression min_5 no_wt_bm...0.58830.01590.56860.00550.00240.01390.02320.0046-0.01450.01720.01800.0047
68Girls - Gradientboost Regression min_5 no_wt_b...0.56800.01710.55520.0072-0.02260.0142-0.00160.0055-0.04390.0148-0.02870.0061
69Girls - Lasso Regression lasso_fts full @24 obese0.77080.01200.81690.00240.26980.01750.34840.00590.25830.01800.34270.0063
70Girls - Randomforest Regression lasso_fts full...0.77360.01090.80320.00260.27150.01670.33850.00580.25630.01840.33450.0060
71Girls - Gradientboost Regression lasso_fts ful...0.75510.01370.80290.00330.24110.02420.32520.00750.22540.02460.31030.0084
72Girls - Lasso Regression lasso_fts no_census @...0.77220.01260.81170.00220.27800.01910.33620.00540.26650.01950.33170.0056
73Girls - Randomforest Regression lasso_fts no_c...0.76240.01550.80410.00280.23770.02230.33150.00480.22820.02260.32770.0052
74Girls - Gradientboost Regression lasso_fts no_...0.75820.01320.80170.00310.24480.01840.31280.00630.22840.01880.29680.0071
75Girls - Lasso Regression lasso_fts no_wt_bmi @...0.58160.01720.59320.0068-0.00060.01240.02830.0034-0.01510.01280.02090.0036
76Girls - Randomforest Regression lasso_fts no_w...0.60290.01360.60360.0053-0.00700.01360.03910.0045-0.01920.01490.03380.0049
77Girls - Gradientboost Regression lasso_fts no_...0.57660.01740.59320.0069-0.02400.01490.01450.0068-0.05480.0155-0.01950.0071
\n", "
" ], "text/plain": [ " title AUC Validation Mean \\\n", "0 Boys - Lasso Regression no_min full @24 obese 0.7519 \n", "1 Boys - Randomforest Regression no_min full @24... 0.7463 \n", "2 Boys - Gradientboost Regression no_min full @2... 0.7331 \n", "3 Boys - Lasso Regression no_min no_census @24 o... 0.7622 \n", "4 Boys - Randomforest Regression no_min no_censu... 0.7360 \n", "5 Boys - Gradientboost Regression no_min no_cens... 0.7295 \n", "6 Boys - Lasso Regression no_min no_wt_bmi @24 o... 0.5376 \n", "7 Boys - Randomforest Regression no_min no_wt_bm... 0.5697 \n", "8 Boys - Gradientboost Regression no_min no_wt_b... 0.5402 \n", "9 Boys - Lasso Regression no_min wfl_19_24 @24 o... 0.7527 \n", "10 Boys - Randomforest Regression no_min wfl_19_2... 0.7316 \n", "11 Boys - Gradientboost Regression no_min wfl_19_... 0.7194 \n", "12 Boys - Lasso Regression no_min wfl_latest @24 ... 0.7301 \n", "13 Boys - Randomforest Regression no_min wfl_late... 0.7242 \n", "14 Boys - Gradientboost Regression no_min wfl_lat... 0.7116 \n", "15 Boys - Lasso Regression no_min bmi_19_24 @24 o... 0.7355 \n", "16 Boys - Randomforest Regression no_min bmi_19_2... 0.7169 \n", "17 Boys - Gradientboost Regression no_min bmi_19_... 0.7105 \n", "18 Boys - Lasso Regression no_min bmi_latest @24 ... 0.7407 \n", "19 Boys - Randomforest Regression no_min bmi_late... 0.7090 \n", "20 Boys - Gradientboost Regression no_min bmi_lat... 0.7107 \n", "21 Boys - Lasso Regression min_5 full @24 obese 0.7582 \n", "22 Boys - Randomforest Regression min_5 full @24 ... 0.7401 \n", "23 Boys - Gradientboost Regression min_5 full @24... 0.7412 \n", "24 Boys - Lasso Regression min_5 no_census @24 obese 0.7531 \n", "25 Boys - Randomforest Regression min_5 no_census... 0.7464 \n", "26 Boys - Gradientboost Regression min_5 no_censu... 0.7206 \n", "27 Boys - Lasso Regression min_5 no_wt_bmi @24 obese 0.5427 \n", "28 Boys - Randomforest Regression min_5 no_wt_bmi... 0.5785 \n", "29 Boys - Gradientboost Regression min_5 no_wt_bm... 0.5540 \n", "30 Boys - Lasso Regression lasso_fts full @24 obese 0.7452 \n", "31 Boys - Randomforest Regression lasso_fts full ... 0.7394 \n", "32 Boys - Gradientboost Regression lasso_fts full... 0.7266 \n", "33 Boys - Lasso Regression lasso_fts no_census @2... 0.7541 \n", "34 Boys - Randomforest Regression lasso_fts no_ce... 0.7387 \n", "35 Boys - Gradientboost Regression lasso_fts no_c... 0.7300 \n", "36 Boys - Lasso Regression lasso_fts no_wt_bmi @2... 0.5369 \n", "37 Boys - Randomforest Regression lasso_fts no_wt... 0.5780 \n", "38 Boys - Gradientboost Regression lasso_fts no_w... 0.5634 \n", "39 Girls - Lasso Regression no_min full @24 obese 0.7742 \n", "40 Girls - Randomforest Regression no_min full @2... 0.7696 \n", "41 Girls - Gradientboost Regression no_min full @... 0.7494 \n", "42 Girls - Lasso Regression no_min no_census @24 ... 0.7661 \n", "43 Girls - Randomforest Regression no_min no_cens... 0.7649 \n", "44 Girls - Gradientboost Regression no_min no_cen... 0.7511 \n", "45 Girls - Lasso Regression no_min no_wt_bmi @24 ... 0.5307 \n", "46 Girls - Randomforest Regression no_min no_wt_b... 0.5794 \n", "47 Girls - Gradientboost Regression no_min no_wt_... 0.5730 \n", "48 Girls - Lasso Regression no_min wfl_19_24 @24 ... 0.7400 \n", "49 Girls - Randomforest Regression no_min wfl_19_... 0.7276 \n", "50 Girls - Gradientboost Regression no_min wfl_19... 0.7143 \n", "51 Girls - Lasso Regression no_min wfl_latest @24... 0.7510 \n", "52 Girls - Randomforest Regression no_min wfl_lat... 0.7425 \n", "53 Girls - Gradientboost Regression no_min wfl_la... 0.7075 \n", "54 Girls - Lasso Regression no_min bmi_19_24 @24 ... 0.7563 \n", "55 Girls - Randomforest Regression no_min bmi_19_... 0.7333 \n", "56 Girls - Gradientboost Regression no_min bmi_19... 0.7139 \n", "57 Girls - Lasso Regression no_min bmi_latest @24... 0.7481 \n", "58 Girls - Randomforest Regression no_min bmi_lat... 0.7298 \n", "59 Girls - Gradientboost Regression no_min bmi_la... 0.7092 \n", "60 Girls - Lasso Regression min_5 full @24 obese 0.7701 \n", "61 Girls - Randomforest Regression min_5 full @24... 0.7663 \n", "62 Girls - Gradientboost Regression min_5 full @2... 0.7570 \n", "63 Girls - Lasso Regression min_5 no_census @24 o... 0.7716 \n", "64 Girls - Randomforest Regression min_5 no_censu... 0.7675 \n", "65 Girls - Gradientboost Regression min_5 no_cens... 0.7621 \n", "66 Girls - Lasso Regression min_5 no_wt_bmi @24 o... 0.5427 \n", "67 Girls - Randomforest Regression min_5 no_wt_bm... 0.5883 \n", "68 Girls - Gradientboost Regression min_5 no_wt_b... 0.5680 \n", "69 Girls - Lasso Regression lasso_fts full @24 obese 0.7708 \n", "70 Girls - Randomforest Regression lasso_fts full... 0.7736 \n", "71 Girls - Gradientboost Regression lasso_fts ful... 0.7551 \n", "72 Girls - Lasso Regression lasso_fts no_census @... 0.7722 \n", "73 Girls - Randomforest Regression lasso_fts no_c... 0.7624 \n", "74 Girls - Gradientboost Regression lasso_fts no_... 0.7582 \n", "75 Girls - Lasso Regression lasso_fts no_wt_bmi @... 0.5816 \n", "76 Girls - Randomforest Regression lasso_fts no_w... 0.6029 \n", "77 Girls - Gradientboost Regression lasso_fts no_... 0.5766 \n", "\n", " AUC Validation Mean STE AUC Test Mean AUC Test Mean STE \\\n", "0 0.0113 0.7591 0.0018 \n", "1 0.0115 0.7588 0.0028 \n", "2 0.0113 0.7435 0.0039 \n", "3 0.0088 0.7613 0.0017 \n", "4 0.0134 0.7568 0.0029 \n", "5 0.0126 0.7412 0.0037 \n", "6 0.0134 0.5406 0.0082 \n", "7 0.0133 0.5879 0.0071 \n", "8 0.0122 0.5678 0.0075 \n", "9 0.0102 0.7737 0.0000 \n", "10 0.0115 0.7609 0.0024 \n", "11 0.0115 0.7363 0.0039 \n", "12 0.0116 0.7607 0.0000 \n", "13 0.0127 0.7260 0.0028 \n", "14 0.0133 0.7175 0.0043 \n", "15 0.0124 0.7620 0.0000 \n", "16 0.0129 0.7455 0.0028 \n", "17 0.0128 0.7359 0.0042 \n", "18 0.0111 0.7311 0.0000 \n", "19 0.0128 0.7051 0.0030 \n", "20 0.0127 0.7008 0.0045 \n", "21 0.0097 0.7583 0.0023 \n", "22 0.0117 0.7597 0.0032 \n", "23 0.0121 0.7462 0.0036 \n", "24 0.0129 0.7607 0.0019 \n", "25 0.0110 0.7555 0.0025 \n", "26 0.0119 0.7420 0.0035 \n", "27 0.0138 0.5416 0.0087 \n", "28 0.0122 0.5862 0.0072 \n", "29 0.0139 0.5678 0.0073 \n", "30 0.0108 0.7601 0.0021 \n", "31 0.0122 0.7513 0.0026 \n", "32 0.0114 0.7435 0.0032 \n", "33 0.0105 0.7605 0.0023 \n", "34 0.0113 0.7499 0.0028 \n", "35 0.0112 0.7438 0.0036 \n", "36 0.0126 0.5344 0.0088 \n", "37 0.0127 0.5830 0.0062 \n", "38 0.0147 0.5697 0.0064 \n", "39 0.0122 0.8078 0.0025 \n", "40 0.0145 0.7974 0.0029 \n", "41 0.0150 0.7864 0.0034 \n", "42 0.0130 0.8048 0.0021 \n", "43 0.0129 0.7957 0.0027 \n", "44 0.0131 0.7831 0.0038 \n", "45 0.0169 0.5565 0.0090 \n", "46 0.0179 0.5751 0.0056 \n", "47 0.0182 0.5528 0.0073 \n", "48 0.0128 0.7630 0.0000 \n", "49 0.0140 0.7391 0.0033 \n", "50 0.0146 0.7260 0.0047 \n", "51 0.0114 0.7832 0.0000 \n", "52 0.0144 0.7689 0.0032 \n", "53 0.0140 0.7410 0.0060 \n", "54 0.0137 0.7724 0.0000 \n", "55 0.0132 0.7564 0.0032 \n", "56 0.0142 0.7351 0.0051 \n", "57 0.0147 0.7952 0.0000 \n", "58 0.0127 0.7639 0.0037 \n", "59 0.0136 0.7425 0.0061 \n", "60 0.0132 0.8035 0.0029 \n", "61 0.0115 0.7995 0.0028 \n", "62 0.0141 0.7862 0.0032 \n", "63 0.0114 0.8036 0.0026 \n", "64 0.0132 0.7933 0.0028 \n", "65 0.0131 0.7864 0.0032 \n", "66 0.0160 0.5633 0.0080 \n", "67 0.0159 0.5686 0.0055 \n", "68 0.0171 0.5552 0.0072 \n", "69 0.0120 0.8169 0.0024 \n", "70 0.0109 0.8032 0.0026 \n", "71 0.0137 0.8029 0.0033 \n", "72 0.0126 0.8117 0.0022 \n", "73 0.0155 0.8041 0.0028 \n", "74 0.0132 0.8017 0.0031 \n", "75 0.0172 0.5932 0.0068 \n", "76 0.0136 0.6036 0.0053 \n", "77 0.0174 0.5932 0.0069 \n", "\n", " R^2 Validation Mean R^2 Validation Mean STE R^2 Test Mean \\\n", "0 0.2532 0.0145 0.2850 \n", "1 0.2380 0.0158 0.2854 \n", "2 0.2121 0.0167 0.2513 \n", "3 0.2455 0.0130 0.2847 \n", "4 0.2185 0.0214 0.2764 \n", "5 0.2092 0.0169 0.2503 \n", "6 0.0023 0.0036 0.0042 \n", "7 -0.0063 0.0124 0.0030 \n", "8 -0.0370 0.0114 -0.0166 \n", "9 0.2440 0.0140 0.2885 \n", "10 0.1736 0.0218 0.2614 \n", "11 0.1473 0.0209 0.2091 \n", "12 0.1925 0.0153 0.2674 \n", "13 0.1633 0.0180 0.2085 \n", "14 0.1305 0.0210 0.1760 \n", "15 0.2434 0.0179 0.2778 \n", "16 0.1838 0.0210 0.2384 \n", "17 0.1510 0.0216 0.1834 \n", "18 0.2127 0.0177 0.2390 \n", "19 0.1609 0.0210 0.1928 \n", "20 0.1476 0.0202 0.1787 \n", "21 0.2492 0.0146 0.2822 \n", "22 0.2314 0.0161 0.2816 \n", "23 0.2165 0.0158 0.2585 \n", "24 0.2346 0.0150 0.2805 \n", "25 0.2250 0.0185 0.2775 \n", "26 0.2050 0.0177 0.2476 \n", "27 0.0008 0.0038 0.0031 \n", "28 -0.0090 0.0128 0.0044 \n", "29 -0.0249 0.0123 -0.0166 \n", "30 0.2497 0.0148 0.2946 \n", "31 0.2311 0.0189 0.2806 \n", "32 0.2114 0.0209 0.2616 \n", "33 0.2541 0.0163 0.2935 \n", "34 0.2155 0.0176 0.2846 \n", "35 0.2039 0.0174 0.2629 \n", "36 -0.0004 0.0071 0.0032 \n", "37 -0.0177 0.0143 -0.0011 \n", "38 -0.0234 0.0122 -0.0212 \n", "39 0.2637 0.0157 0.3154 \n", "40 0.2655 0.0205 0.3196 \n", "41 0.2343 0.0166 0.2858 \n", "42 0.2688 0.0145 0.3204 \n", "43 0.2490 0.0227 0.3176 \n", "44 0.2206 0.0186 0.2847 \n", "45 -0.0019 0.0053 0.0132 \n", "46 -0.0134 0.0126 0.0227 \n", "47 -0.0191 0.0125 -0.0023 \n", "48 0.2342 0.0163 0.2871 \n", "49 0.1641 0.0223 0.2271 \n", "50 0.1555 0.0246 0.1809 \n", "51 0.2621 0.0143 0.2529 \n", "52 0.1940 0.0243 0.2309 \n", "53 0.1118 0.0339 0.1678 \n", "54 0.2597 0.0191 0.3200 \n", "55 0.2018 0.0225 0.2641 \n", "56 0.1734 0.0223 0.2169 \n", "57 0.2469 0.0249 0.2916 \n", "58 0.1953 0.0221 0.2437 \n", "59 0.1554 0.0215 0.1796 \n", "60 0.2662 0.0139 0.3149 \n", "61 0.2667 0.0175 0.3243 \n", "62 0.2289 0.0162 0.2824 \n", "63 0.2702 0.0153 0.3099 \n", "64 0.2512 0.0193 0.3140 \n", "65 0.2488 0.0170 0.2910 \n", "66 0.0042 0.0046 0.0140 \n", "67 0.0024 0.0139 0.0232 \n", "68 -0.0226 0.0142 -0.0016 \n", "69 0.2698 0.0175 0.3484 \n", "70 0.2715 0.0167 0.3385 \n", "71 0.2411 0.0242 0.3252 \n", "72 0.2780 0.0191 0.3362 \n", "73 0.2377 0.0223 0.3315 \n", "74 0.2448 0.0184 0.3128 \n", "75 -0.0006 0.0124 0.0283 \n", "76 -0.0070 0.0136 0.0391 \n", "77 -0.0240 0.0149 0.0145 \n", "\n", " R^2 Test Mean STE Explained Variance Validation Mean \\\n", "0 0.0033 0.2387 \n", "1 0.0045 0.2263 \n", "2 0.0052 0.1950 \n", "3 0.0040 0.2353 \n", "4 0.0049 0.2061 \n", "5 0.0064 0.1894 \n", "6 0.0026 -0.0127 \n", "7 0.0068 -0.0216 \n", "8 0.0065 -0.0615 \n", "9 0.0014 0.2338 \n", "10 0.0046 0.1614 \n", "11 0.0079 0.1083 \n", "12 0.0019 0.1818 \n", "13 0.0065 0.1503 \n", "14 0.0102 0.0838 \n", "15 0.0008 0.2314 \n", "16 0.0051 0.1693 \n", "17 0.0101 0.1097 \n", "18 0.0007 0.1977 \n", "19 0.0070 0.1488 \n", "20 0.0104 0.1058 \n", "21 0.0043 0.2375 \n", "22 0.0055 0.2224 \n", "23 0.0051 0.2004 \n", "24 0.0047 0.2231 \n", "25 0.0048 0.2148 \n", "26 0.0060 0.1853 \n", "27 0.0029 -0.0136 \n", "28 0.0057 -0.0205 \n", "29 0.0067 -0.0526 \n", "30 0.0035 0.2392 \n", "31 0.0045 0.2149 \n", "32 0.0058 0.1899 \n", "33 0.0049 0.2425 \n", "34 0.0045 0.2053 \n", "35 0.0061 0.1803 \n", "36 0.0022 -0.0161 \n", "37 0.0075 -0.0308 \n", "38 0.0074 -0.0419 \n", "39 0.0074 0.2530 \n", "40 0.0058 0.2551 \n", "41 0.0061 0.2202 \n", "42 0.0062 0.2587 \n", "43 0.0060 0.2374 \n", "44 0.0071 0.2036 \n", "45 0.0033 -0.0229 \n", "46 0.0047 -0.0305 \n", "47 0.0049 -0.0432 \n", "48 0.0020 0.2228 \n", "49 0.0057 0.1486 \n", "50 0.0102 0.1207 \n", "51 0.0007 0.2529 \n", "52 0.0051 0.1831 \n", "53 0.0151 0.0805 \n", "54 0.0032 0.2517 \n", "55 0.0062 0.1911 \n", "56 0.0117 0.1358 \n", "57 0.0016 0.2344 \n", "58 0.0051 0.1842 \n", "59 0.0166 0.1211 \n", "60 0.0068 0.2558 \n", "61 0.0063 0.2576 \n", "62 0.0070 0.2114 \n", "63 0.0085 0.2560 \n", "64 0.0061 0.2369 \n", "65 0.0063 0.2353 \n", "66 0.0028 -0.0097 \n", "67 0.0046 -0.0145 \n", "68 0.0055 -0.0439 \n", "69 0.0059 0.2583 \n", "70 0.0058 0.2563 \n", "71 0.0075 0.2254 \n", "72 0.0054 0.2665 \n", "73 0.0048 0.2282 \n", "74 0.0063 0.2284 \n", "75 0.0034 -0.0151 \n", "76 0.0045 -0.0192 \n", "77 0.0068 -0.0548 \n", "\n", " Explained Variance Validation Mean STE Explained Variance Test Mean \\\n", "0 0.0153 0.2816 \n", "1 0.0167 0.2826 \n", "2 0.0171 0.2401 \n", "3 0.0135 0.2813 \n", "4 0.0221 0.2727 \n", "5 0.0167 0.2382 \n", "6 0.0056 -0.0003 \n", "7 0.0142 -0.0008 \n", "8 0.0123 -0.0369 \n", "9 0.0147 0.2855 \n", "10 0.0233 0.2579 \n", "11 0.0216 0.1757 \n", "12 0.0151 0.2644 \n", "13 0.0188 0.2055 \n", "14 0.0226 0.1343 \n", "15 0.0181 0.2740 \n", "16 0.0224 0.2347 \n", "17 0.0220 0.1469 \n", "18 0.0195 0.2343 \n", "19 0.0213 0.1879 \n", "20 0.0210 0.1291 \n", "21 0.0147 0.2783 \n", "22 0.0162 0.2783 \n", "23 0.0167 0.2465 \n", "24 0.0152 0.2767 \n", "25 0.0190 0.2737 \n", "26 0.0188 0.2372 \n", "27 0.0052 -0.0028 \n", "28 0.0133 -0.0001 \n", "29 0.0133 -0.0376 \n", "30 0.0155 0.2915 \n", "31 0.0204 0.2775 \n", "32 0.0221 0.2457 \n", "33 0.0173 0.2893 \n", "34 0.0185 0.2808 \n", "35 0.0177 0.2412 \n", "36 0.0079 -0.0019 \n", "37 0.0152 -0.0059 \n", "38 0.0123 -0.0440 \n", "39 0.0165 0.3100 \n", "40 0.0214 0.3150 \n", "41 0.0174 0.2698 \n", "42 0.0145 0.3155 \n", "43 0.0233 0.3135 \n", "44 0.0192 0.2688 \n", "45 0.0108 0.0064 \n", "46 0.0147 0.0177 \n", "47 0.0139 -0.0295 \n", "48 0.0172 0.2834 \n", "49 0.0238 0.2223 \n", "50 0.0250 0.1421 \n", "51 0.0142 0.2462 \n", "52 0.0251 0.2259 \n", "53 0.0349 0.1275 \n", "54 0.0196 0.3175 \n", "55 0.0230 0.2608 \n", "56 0.0221 0.1864 \n", "57 0.0253 0.2874 \n", "58 0.0225 0.2391 \n", "59 0.0221 0.1394 \n", "60 0.0145 0.3092 \n", "61 0.0179 0.3201 \n", "62 0.0163 0.2656 \n", "63 0.0157 0.3049 \n", "64 0.0195 0.3093 \n", "65 0.0170 0.2765 \n", "66 0.0068 0.0084 \n", "67 0.0172 0.0180 \n", "68 0.0148 -0.0287 \n", "69 0.0180 0.3427 \n", "70 0.0184 0.3345 \n", "71 0.0246 0.3103 \n", "72 0.0195 0.3317 \n", "73 0.0226 0.3277 \n", "74 0.0188 0.2968 \n", "75 0.0128 0.0209 \n", "76 0.0149 0.0338 \n", "77 0.0155 -0.0195 \n", "\n", " Explained Variance Test Mean STE \n", "0 0.0034 \n", "1 0.0046 \n", "2 0.0055 \n", "3 0.0038 \n", "4 0.0051 \n", "5 0.0069 \n", "6 0.0028 \n", "7 0.0071 \n", "8 0.0072 \n", "9 0.0017 \n", "10 0.0048 \n", "11 0.0098 \n", "12 0.0022 \n", "13 0.0064 \n", "14 0.0106 \n", "15 0.0011 \n", "16 0.0054 \n", "17 0.0096 \n", "18 0.0014 \n", "19 0.0072 \n", "20 0.0110 \n", "21 0.0047 \n", "22 0.0057 \n", "23 0.0055 \n", "24 0.0051 \n", "25 0.0051 \n", "26 0.0065 \n", "27 0.0033 \n", "28 0.0059 \n", "29 0.0067 \n", "30 0.0037 \n", "31 0.0046 \n", "32 0.0059 \n", "33 0.0049 \n", "34 0.0047 \n", "35 0.0072 \n", "36 0.0025 \n", "37 0.0079 \n", "38 0.0071 \n", "39 0.0079 \n", "40 0.0062 \n", "41 0.0073 \n", "42 0.0065 \n", "43 0.0062 \n", "44 0.0081 \n", "45 0.0037 \n", "46 0.0051 \n", "47 0.0064 \n", "48 0.0026 \n", "49 0.0060 \n", "50 0.0101 \n", "51 0.0017 \n", "52 0.0054 \n", "53 0.0161 \n", "54 0.0033 \n", "55 0.0065 \n", "56 0.0131 \n", "57 0.0024 \n", "58 0.0053 \n", "59 0.0183 \n", "60 0.0073 \n", "61 0.0066 \n", "62 0.0079 \n", "63 0.0091 \n", "64 0.0062 \n", "65 0.0072 \n", "66 0.0030 \n", "67 0.0047 \n", "68 0.0061 \n", "69 0.0063 \n", "70 0.0060 \n", "71 0.0084 \n", "72 0.0056 \n", "73 0.0052 \n", "74 0.0071 \n", "75 0.0036 \n", "76 0.0049 \n", "77 0.0071 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(np.hstack((np.array(title_list).reshape(-1,1),np.array(auc_list),np.array(metric2_list),np.array(metric3_list))), \n", " columns=['title','AUC Validation Mean','AUC Validation Mean STE', 'AUC Test Mean', 'AUC Test Mean STE',\n", " 'R^2 Validation Mean','R^2 Validation Mean STE', 'R^2 Test Mean', 'R^2 Test Mean STE',\n", " 'Explained Variance Validation Mean','Explained Variance Validation Mean STE', 'Explained Variance Test Mean', 'Explained Variance Test Mean STE'])\n", "pd.options.display.float_format = '{:,.4f}'.format\n", "for col in df.columns:\n", " if col != 'title':\n", " df[col] = df[col].astype(float)\n", "df.to_csv(temp_dir+'/val_test_results_matrix_24_months.csv',index=False)\n", "df" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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titleAUC Validation MeanAUC Validation Mean STEAUC Test MeanAUC Test Mean STER^2 Validation MeanR^2 Validation Mean STER^2 Test MeanR^2 Test Mean STEExplained Variance Validation MeanExplained Variance Validation Mean STEExplained Variance Test MeanExplained Variance Test Mean STE
69Girls - Lasso Regression lasso_fts full @24 obese0.77080.01200.81690.00240.26980.01750.34840.00590.25830.01800.34270.0063
72Girls - Lasso Regression lasso_fts no_census @...0.77220.01260.81170.00220.27800.01910.33620.00540.26650.01950.33170.0056
39Girls - Lasso Regression no_min full @24 obese0.77420.01220.80780.00250.26370.01570.31540.00740.25300.01650.31000.0079
42Girls - Lasso Regression no_min no_census @24 ...0.76610.01300.80480.00210.26880.01450.32040.00620.25870.01450.31550.0065
73Girls - Randomforest Regression lasso_fts no_c...0.76240.01550.80410.00280.23770.02230.33150.00480.22820.02260.32770.0052
63Girls - Lasso Regression min_5 no_census @24 o...0.77160.01140.80360.00260.27020.01530.30990.00850.25600.01570.30490.0091
60Girls - Lasso Regression min_5 full @24 obese0.77010.01320.80350.00290.26620.01390.31490.00680.25580.01450.30920.0073
70Girls - Randomforest Regression lasso_fts full...0.77360.01090.80320.00260.27150.01670.33850.00580.25630.01840.33450.0060
71Girls - Gradientboost Regression lasso_fts ful...0.75510.01370.80290.00330.24110.02420.32520.00750.22540.02460.31030.0084
74Girls - Gradientboost Regression lasso_fts no_...0.75820.01320.80170.00310.24480.01840.31280.00630.22840.01880.29680.0071
61Girls - Randomforest Regression min_5 full @24...0.76630.01150.79950.00280.26670.01750.32430.00630.25760.01790.32010.0066
40Girls - Randomforest Regression no_min full @2...0.76960.01450.79740.00290.26550.02050.31960.00580.25510.02140.31500.0062
43Girls - Randomforest Regression no_min no_cens...0.76490.01290.79570.00270.24900.02270.31760.00600.23740.02330.31350.0062
57Girls - Lasso Regression no_min bmi_latest @24...0.74810.01470.79520.00000.24690.02490.29160.00160.23440.02530.28740.0024
64Girls - Randomforest Regression min_5 no_censu...0.76750.01320.79330.00280.25120.01930.31400.00610.23690.01950.30930.0062
41Girls - Gradientboost Regression no_min full @...0.74940.01500.78640.00340.23430.01660.28580.00610.22020.01740.26980.0073
65Girls - Gradientboost Regression min_5 no_cens...0.76210.01310.78640.00320.24880.01700.29100.00630.23530.01700.27650.0072
62Girls - Gradientboost Regression min_5 full @2...0.75700.01410.78620.00320.22890.01620.28240.00700.21140.01630.26560.0079
51Girls - Lasso Regression no_min wfl_latest @24...0.75100.01140.78320.00000.26210.01430.25290.00070.25290.01420.24620.0017
44Girls - Gradientboost Regression no_min no_cen...0.75110.01310.78310.00380.22060.01860.28470.00710.20360.01920.26880.0081
54Girls - Lasso Regression no_min bmi_19_24 @24 ...0.75630.01370.77240.00000.25970.01910.32000.00320.25170.01960.31750.0033
52Girls - Randomforest Regression no_min wfl_lat...0.74250.01440.76890.00320.19400.02430.23090.00510.18310.02510.22590.0054
58Girls - Randomforest Regression no_min bmi_lat...0.72980.01270.76390.00370.19530.02210.24370.00510.18420.02250.23910.0053
48Girls - Lasso Regression no_min wfl_19_24 @24 ...0.74000.01280.76300.00000.23420.01630.28710.00200.22280.01720.28340.0026
55Girls - Randomforest Regression no_min bmi_19_...0.73330.01320.75640.00320.20180.02250.26410.00620.19110.02300.26080.0065
59Girls - Gradientboost Regression no_min bmi_la...0.70920.01360.74250.00610.15540.02150.17960.01660.12110.02210.13940.0183
53Girls - Gradientboost Regression no_min wfl_la...0.70750.01400.74100.00600.11180.03390.16780.01510.08050.03490.12750.0161
49Girls - Randomforest Regression no_min wfl_19_...0.72760.01400.73910.00330.16410.02230.22710.00570.14860.02380.22230.0060
56Girls - Gradientboost Regression no_min bmi_19...0.71390.01420.73510.00510.17340.02230.21690.01170.13580.02210.18640.0131
50Girls - Gradientboost Regression no_min wfl_19...0.71430.01460.72600.00470.15550.02460.18090.01020.12070.02500.14210.0101
76Girls - Randomforest Regression lasso_fts no_w...0.60290.01360.60360.0053-0.00700.01360.03910.0045-0.01920.01490.03380.0049
77Girls - Gradientboost Regression lasso_fts no_...0.57660.01740.59320.0069-0.02400.01490.01450.0068-0.05480.0155-0.01950.0071
75Girls - Lasso Regression lasso_fts no_wt_bmi @...0.58160.01720.59320.0068-0.00060.01240.02830.0034-0.01510.01280.02090.0036
46Girls - Randomforest Regression no_min no_wt_b...0.57940.01790.57510.0056-0.01340.01260.02270.0047-0.03050.01470.01770.0051
67Girls - Randomforest Regression min_5 no_wt_bm...0.58830.01590.56860.00550.00240.01390.02320.0046-0.01450.01720.01800.0047
66Girls - Lasso Regression min_5 no_wt_bmi @24 o...0.54270.01600.56330.00800.00420.00460.01400.0028-0.00970.00680.00840.0030
45Girls - Lasso Regression no_min no_wt_bmi @24 ...0.53070.01690.55650.0090-0.00190.00530.01320.0033-0.02290.01080.00640.0037
68Girls - Gradientboost Regression min_5 no_wt_b...0.56800.01710.55520.0072-0.02260.0142-0.00160.0055-0.04390.0148-0.02870.0061
47Girls - Gradientboost Regression no_min no_wt_...0.57300.01820.55280.0073-0.01910.0125-0.00230.0049-0.04320.0139-0.02950.0064
\n", "
" ], "text/plain": [ " title AUC Validation Mean \\\n", "69 Girls - Lasso Regression lasso_fts full @24 obese 0.7708 \n", "72 Girls - Lasso Regression lasso_fts no_census @... 0.7722 \n", "39 Girls - Lasso Regression no_min full @24 obese 0.7742 \n", "42 Girls - Lasso Regression no_min no_census @24 ... 0.7661 \n", "73 Girls - Randomforest Regression lasso_fts no_c... 0.7624 \n", "63 Girls - Lasso Regression min_5 no_census @24 o... 0.7716 \n", "60 Girls - Lasso Regression min_5 full @24 obese 0.7701 \n", "70 Girls - Randomforest Regression lasso_fts full... 0.7736 \n", "71 Girls - Gradientboost Regression lasso_fts ful... 0.7551 \n", "74 Girls - Gradientboost Regression lasso_fts no_... 0.7582 \n", "61 Girls - Randomforest Regression min_5 full @24... 0.7663 \n", "40 Girls - Randomforest Regression no_min full @2... 0.7696 \n", "43 Girls - Randomforest Regression no_min no_cens... 0.7649 \n", "57 Girls - Lasso Regression no_min bmi_latest @24... 0.7481 \n", "64 Girls - Randomforest Regression min_5 no_censu... 0.7675 \n", "41 Girls - Gradientboost Regression no_min full @... 0.7494 \n", "65 Girls - Gradientboost Regression min_5 no_cens... 0.7621 \n", "62 Girls - Gradientboost Regression min_5 full @2... 0.7570 \n", "51 Girls - Lasso Regression no_min wfl_latest @24... 0.7510 \n", "44 Girls - Gradientboost Regression no_min no_cen... 0.7511 \n", "54 Girls - Lasso Regression no_min bmi_19_24 @24 ... 0.7563 \n", "52 Girls - Randomforest Regression no_min wfl_lat... 0.7425 \n", "58 Girls - Randomforest Regression no_min bmi_lat... 0.7298 \n", "48 Girls - Lasso Regression no_min wfl_19_24 @24 ... 0.7400 \n", "55 Girls - Randomforest Regression no_min bmi_19_... 0.7333 \n", "59 Girls - Gradientboost Regression no_min bmi_la... 0.7092 \n", "53 Girls - Gradientboost Regression no_min wfl_la... 0.7075 \n", "49 Girls - Randomforest Regression no_min wfl_19_... 0.7276 \n", "56 Girls - Gradientboost Regression no_min bmi_19... 0.7139 \n", "50 Girls - Gradientboost Regression no_min wfl_19... 0.7143 \n", "76 Girls - Randomforest Regression lasso_fts no_w... 0.6029 \n", "77 Girls - Gradientboost Regression lasso_fts no_... 0.5766 \n", "75 Girls - Lasso Regression lasso_fts no_wt_bmi @... 0.5816 \n", "46 Girls - Randomforest Regression no_min no_wt_b... 0.5794 \n", "67 Girls - Randomforest Regression min_5 no_wt_bm... 0.5883 \n", "66 Girls - Lasso Regression min_5 no_wt_bmi @24 o... 0.5427 \n", "45 Girls - Lasso Regression no_min no_wt_bmi @24 ... 0.5307 \n", "68 Girls - Gradientboost Regression min_5 no_wt_b... 0.5680 \n", "47 Girls - Gradientboost Regression no_min no_wt_... 0.5730 \n", "\n", " AUC Validation Mean STE AUC Test Mean AUC Test Mean STE \\\n", "69 0.0120 0.8169 0.0024 \n", "72 0.0126 0.8117 0.0022 \n", "39 0.0122 0.8078 0.0025 \n", "42 0.0130 0.8048 0.0021 \n", "73 0.0155 0.8041 0.0028 \n", "63 0.0114 0.8036 0.0026 \n", "60 0.0132 0.8035 0.0029 \n", "70 0.0109 0.8032 0.0026 \n", "71 0.0137 0.8029 0.0033 \n", "74 0.0132 0.8017 0.0031 \n", "61 0.0115 0.7995 0.0028 \n", "40 0.0145 0.7974 0.0029 \n", "43 0.0129 0.7957 0.0027 \n", "57 0.0147 0.7952 0.0000 \n", "64 0.0132 0.7933 0.0028 \n", "41 0.0150 0.7864 0.0034 \n", "65 0.0131 0.7864 0.0032 \n", "62 0.0141 0.7862 0.0032 \n", "51 0.0114 0.7832 0.0000 \n", "44 0.0131 0.7831 0.0038 \n", "54 0.0137 0.7724 0.0000 \n", "52 0.0144 0.7689 0.0032 \n", "58 0.0127 0.7639 0.0037 \n", "48 0.0128 0.7630 0.0000 \n", "55 0.0132 0.7564 0.0032 \n", "59 0.0136 0.7425 0.0061 \n", "53 0.0140 0.7410 0.0060 \n", "49 0.0140 0.7391 0.0033 \n", "56 0.0142 0.7351 0.0051 \n", "50 0.0146 0.7260 0.0047 \n", "76 0.0136 0.6036 0.0053 \n", "77 0.0174 0.5932 0.0069 \n", "75 0.0172 0.5932 0.0068 \n", "46 0.0179 0.5751 0.0056 \n", "67 0.0159 0.5686 0.0055 \n", "66 0.0160 0.5633 0.0080 \n", "45 0.0169 0.5565 0.0090 \n", "68 0.0171 0.5552 0.0072 \n", "47 0.0182 0.5528 0.0073 \n", "\n", " R^2 Validation Mean R^2 Validation Mean STE R^2 Test Mean \\\n", "69 0.2698 0.0175 0.3484 \n", "72 0.2780 0.0191 0.3362 \n", "39 0.2637 0.0157 0.3154 \n", "42 0.2688 0.0145 0.3204 \n", "73 0.2377 0.0223 0.3315 \n", "63 0.2702 0.0153 0.3099 \n", "60 0.2662 0.0139 0.3149 \n", "70 0.2715 0.0167 0.3385 \n", "71 0.2411 0.0242 0.3252 \n", "74 0.2448 0.0184 0.3128 \n", "61 0.2667 0.0175 0.3243 \n", "40 0.2655 0.0205 0.3196 \n", "43 0.2490 0.0227 0.3176 \n", "57 0.2469 0.0249 0.2916 \n", "64 0.2512 0.0193 0.3140 \n", "41 0.2343 0.0166 0.2858 \n", "65 0.2488 0.0170 0.2910 \n", "62 0.2289 0.0162 0.2824 \n", "51 0.2621 0.0143 0.2529 \n", "44 0.2206 0.0186 0.2847 \n", "54 0.2597 0.0191 0.3200 \n", "52 0.1940 0.0243 0.2309 \n", "58 0.1953 0.0221 0.2437 \n", "48 0.2342 0.0163 0.2871 \n", "55 0.2018 0.0225 0.2641 \n", "59 0.1554 0.0215 0.1796 \n", "53 0.1118 0.0339 0.1678 \n", "49 0.1641 0.0223 0.2271 \n", "56 0.1734 0.0223 0.2169 \n", "50 0.1555 0.0246 0.1809 \n", "76 -0.0070 0.0136 0.0391 \n", "77 -0.0240 0.0149 0.0145 \n", "75 -0.0006 0.0124 0.0283 \n", "46 -0.0134 0.0126 0.0227 \n", "67 0.0024 0.0139 0.0232 \n", "66 0.0042 0.0046 0.0140 \n", "45 -0.0019 0.0053 0.0132 \n", "68 -0.0226 0.0142 -0.0016 \n", "47 -0.0191 0.0125 -0.0023 \n", "\n", " R^2 Test Mean STE Explained Variance Validation Mean \\\n", "69 0.0059 0.2583 \n", "72 0.0054 0.2665 \n", "39 0.0074 0.2530 \n", "42 0.0062 0.2587 \n", "73 0.0048 0.2282 \n", "63 0.0085 0.2560 \n", "60 0.0068 0.2558 \n", "70 0.0058 0.2563 \n", "71 0.0075 0.2254 \n", "74 0.0063 0.2284 \n", "61 0.0063 0.2576 \n", "40 0.0058 0.2551 \n", "43 0.0060 0.2374 \n", "57 0.0016 0.2344 \n", "64 0.0061 0.2369 \n", "41 0.0061 0.2202 \n", "65 0.0063 0.2353 \n", "62 0.0070 0.2114 \n", "51 0.0007 0.2529 \n", "44 0.0071 0.2036 \n", "54 0.0032 0.2517 \n", "52 0.0051 0.1831 \n", "58 0.0051 0.1842 \n", "48 0.0020 0.2228 \n", "55 0.0062 0.1911 \n", "59 0.0166 0.1211 \n", "53 0.0151 0.0805 \n", "49 0.0057 0.1486 \n", "56 0.0117 0.1358 \n", "50 0.0102 0.1207 \n", "76 0.0045 -0.0192 \n", "77 0.0068 -0.0548 \n", "75 0.0034 -0.0151 \n", "46 0.0047 -0.0305 \n", "67 0.0046 -0.0145 \n", "66 0.0028 -0.0097 \n", "45 0.0033 -0.0229 \n", "68 0.0055 -0.0439 \n", "47 0.0049 -0.0432 \n", "\n", " Explained Variance Validation Mean STE Explained Variance Test Mean \\\n", "69 0.0180 0.3427 \n", "72 0.0195 0.3317 \n", "39 0.0165 0.3100 \n", "42 0.0145 0.3155 \n", "73 0.0226 0.3277 \n", "63 0.0157 0.3049 \n", "60 0.0145 0.3092 \n", "70 0.0184 0.3345 \n", "71 0.0246 0.3103 \n", "74 0.0188 0.2968 \n", "61 0.0179 0.3201 \n", "40 0.0214 0.3150 \n", "43 0.0233 0.3135 \n", "57 0.0253 0.2874 \n", "64 0.0195 0.3093 \n", "41 0.0174 0.2698 \n", "65 0.0170 0.2765 \n", "62 0.0163 0.2656 \n", "51 0.0142 0.2462 \n", "44 0.0192 0.2688 \n", "54 0.0196 0.3175 \n", "52 0.0251 0.2259 \n", "58 0.0225 0.2391 \n", "48 0.0172 0.2834 \n", "55 0.0230 0.2608 \n", "59 0.0221 0.1394 \n", "53 0.0349 0.1275 \n", "49 0.0238 0.2223 \n", "56 0.0221 0.1864 \n", "50 0.0250 0.1421 \n", "76 0.0149 0.0338 \n", "77 0.0155 -0.0195 \n", "75 0.0128 0.0209 \n", "46 0.0147 0.0177 \n", "67 0.0172 0.0180 \n", "66 0.0068 0.0084 \n", "45 0.0108 0.0064 \n", "68 0.0148 -0.0287 \n", "47 0.0139 -0.0295 \n", "\n", " Explained Variance Test Mean STE \n", "69 0.0063 \n", "72 0.0056 \n", "39 0.0079 \n", "42 0.0065 \n", "73 0.0052 \n", "63 0.0091 \n", "60 0.0073 \n", "70 0.0060 \n", "71 0.0084 \n", "74 0.0071 \n", "61 0.0066 \n", "40 0.0062 \n", "43 0.0062 \n", "57 0.0024 \n", "64 0.0062 \n", "41 0.0073 \n", "65 0.0072 \n", "62 0.0079 \n", "51 0.0017 \n", "44 0.0081 \n", "54 0.0033 \n", "52 0.0054 \n", "58 0.0053 \n", "48 0.0026 \n", "55 0.0065 \n", "59 0.0183 \n", "53 0.0161 \n", "49 0.0060 \n", "56 0.0131 \n", "50 0.0101 \n", "76 0.0049 \n", "77 0.0071 \n", "75 0.0036 \n", "46 0.0051 \n", "67 0.0047 \n", "66 0.0030 \n", "45 0.0037 \n", "68 0.0061 \n", "47 0.0064 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.title.str.contains('Girls')].sort_values(by='AUC Test Mean', ascending=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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titleAUC Validation MeanAUC Validation Mean STEAUC Test MeanAUC Test Mean STER^2 Validation MeanR^2 Validation Mean STER^2 Test MeanR^2 Test Mean STEExplained Variance Validation MeanExplained Variance Validation Mean STEExplained Variance Test MeanExplained Variance Test Mean STE
9Boys - Lasso Regression no_min wfl_19_24 @24 o...0.75270.01020.77370.00000.24400.01400.28850.00140.23380.01470.28550.0017
15Boys - Lasso Regression no_min bmi_19_24 @24 o...0.73550.01240.76200.00000.24340.01790.27780.00080.23140.01810.27400.0011
3Boys - Lasso Regression no_min no_census @24 o...0.76220.00880.76130.00170.24550.01300.28470.00400.23530.01350.28130.0038
10Boys - Randomforest Regression no_min wfl_19_2...0.73160.01150.76090.00240.17360.02180.26140.00460.16140.02330.25790.0048
24Boys - Lasso Regression min_5 no_census @24 obese0.75310.01290.76070.00190.23460.01500.28050.00470.22310.01520.27670.0051
12Boys - Lasso Regression no_min wfl_latest @24 ...0.73010.01160.76070.00000.19250.01530.26740.00190.18180.01510.26440.0022
33Boys - Lasso Regression lasso_fts no_census @2...0.75410.01050.76050.00230.25410.01630.29350.00490.24250.01730.28930.0049
30Boys - Lasso Regression lasso_fts full @24 obese0.74520.01080.76010.00210.24970.01480.29460.00350.23920.01550.29150.0037
22Boys - Randomforest Regression min_5 full @24 ...0.74010.01170.75970.00320.23140.01610.28160.00550.22240.01620.27830.0057
0Boys - Lasso Regression no_min full @24 obese0.75190.01130.75910.00180.25320.01450.28500.00330.23870.01530.28160.0034
1Boys - Randomforest Regression no_min full @24...0.74630.01150.75880.00280.23800.01580.28540.00450.22630.01670.28260.0046
21Boys - Lasso Regression min_5 full @24 obese0.75820.00970.75830.00230.24920.01460.28220.00430.23750.01470.27830.0047
4Boys - Randomforest Regression no_min no_censu...0.73600.01340.75680.00290.21850.02140.27640.00490.20610.02210.27270.0051
25Boys - Randomforest Regression min_5 no_census...0.74640.01100.75550.00250.22500.01850.27750.00480.21480.01900.27370.0051
31Boys - Randomforest Regression lasso_fts full ...0.73940.01220.75130.00260.23110.01890.28060.00450.21490.02040.27750.0046
34Boys - Randomforest Regression lasso_fts no_ce...0.73870.01130.74990.00280.21550.01760.28460.00450.20530.01850.28080.0047
23Boys - Gradientboost Regression min_5 full @24...0.74120.01210.74620.00360.21650.01580.25850.00510.20040.01670.24650.0055
16Boys - Randomforest Regression no_min bmi_19_2...0.71690.01290.74550.00280.18380.02100.23840.00510.16930.02240.23470.0054
35Boys - Gradientboost Regression lasso_fts no_c...0.73000.01120.74380.00360.20390.01740.26290.00610.18030.01770.24120.0072
32Boys - Gradientboost Regression lasso_fts full...0.72660.01140.74350.00320.21140.02090.26160.00580.18990.02210.24570.0059
2Boys - Gradientboost Regression no_min full @2...0.73310.01130.74350.00390.21210.01670.25130.00520.19500.01710.24010.0055
26Boys - Gradientboost Regression min_5 no_censu...0.72060.01190.74200.00350.20500.01770.24760.00600.18530.01880.23720.0065
5Boys - Gradientboost Regression no_min no_cens...0.72950.01260.74120.00370.20920.01690.25030.00640.18940.01670.23820.0069
11Boys - Gradientboost Regression no_min wfl_19_...0.71940.01150.73630.00390.14730.02090.20910.00790.10830.02160.17570.0098
17Boys - Gradientboost Regression no_min bmi_19_...0.71050.01280.73590.00420.15100.02160.18340.01010.10970.02200.14690.0096
18Boys - Lasso Regression no_min bmi_latest @24 ...0.74070.01110.73110.00000.21270.01770.23900.00070.19770.01950.23430.0014
13Boys - Randomforest Regression no_min wfl_late...0.72420.01270.72600.00280.16330.01800.20850.00650.15030.01880.20550.0064
14Boys - Gradientboost Regression no_min wfl_lat...0.71160.01330.71750.00430.13050.02100.17600.01020.08380.02260.13430.0106
19Boys - Randomforest Regression no_min bmi_late...0.70900.01280.70510.00300.16090.02100.19280.00700.14880.02130.18790.0072
20Boys - Gradientboost Regression no_min bmi_lat...0.71070.01270.70080.00450.14760.02020.17870.01040.10580.02100.12910.0110
7Boys - Randomforest Regression no_min no_wt_bm...0.56970.01330.58790.0071-0.00630.01240.00300.0068-0.02160.0142-0.00080.0071
28Boys - Randomforest Regression min_5 no_wt_bmi...0.57850.01220.58620.0072-0.00900.01280.00440.0057-0.02050.0133-0.00010.0059
37Boys - Randomforest Regression lasso_fts no_wt...0.57800.01270.58300.0062-0.01770.0143-0.00110.0075-0.03080.0152-0.00590.0079
38Boys - Gradientboost Regression lasso_fts no_w...0.56340.01470.56970.0064-0.02340.0122-0.02120.0074-0.04190.0123-0.04400.0071
29Boys - Gradientboost Regression min_5 no_wt_bm...0.55400.01390.56780.0073-0.02490.0123-0.01660.0067-0.05260.0133-0.03760.0067
8Boys - Gradientboost Regression no_min no_wt_b...0.54020.01220.56780.0075-0.03700.0114-0.01660.0065-0.06150.0123-0.03690.0072
27Boys - Lasso Regression min_5 no_wt_bmi @24 obese0.54270.01380.54160.00870.00080.00380.00310.0029-0.01360.0052-0.00280.0033
6Boys - Lasso Regression no_min no_wt_bmi @24 o...0.53760.01340.54060.00820.00230.00360.00420.0026-0.01270.0056-0.00030.0028
36Boys - Lasso Regression lasso_fts no_wt_bmi @2...0.53690.01260.53440.0088-0.00040.00710.00320.0022-0.01610.0079-0.00190.0025
\n", "
" ], "text/plain": [ " title AUC Validation Mean \\\n", "9 Boys - Lasso Regression no_min wfl_19_24 @24 o... 0.7527 \n", "15 Boys - Lasso Regression no_min bmi_19_24 @24 o... 0.7355 \n", "3 Boys - Lasso Regression no_min no_census @24 o... 0.7622 \n", "10 Boys - Randomforest Regression no_min wfl_19_2... 0.7316 \n", "24 Boys - Lasso Regression min_5 no_census @24 obese 0.7531 \n", "12 Boys - Lasso Regression no_min wfl_latest @24 ... 0.7301 \n", "33 Boys - Lasso Regression lasso_fts no_census @2... 0.7541 \n", "30 Boys - Lasso Regression lasso_fts full @24 obese 0.7452 \n", "22 Boys - Randomforest Regression min_5 full @24 ... 0.7401 \n", "0 Boys - Lasso Regression no_min full @24 obese 0.7519 \n", "1 Boys - Randomforest Regression no_min full @24... 0.7463 \n", "21 Boys - Lasso Regression min_5 full @24 obese 0.7582 \n", "4 Boys - Randomforest Regression no_min no_censu... 0.7360 \n", "25 Boys - Randomforest Regression min_5 no_census... 0.7464 \n", "31 Boys - Randomforest Regression lasso_fts full ... 0.7394 \n", "34 Boys - Randomforest Regression lasso_fts no_ce... 0.7387 \n", "23 Boys - Gradientboost Regression min_5 full @24... 0.7412 \n", "16 Boys - Randomforest Regression no_min bmi_19_2... 0.7169 \n", "35 Boys - Gradientboost Regression lasso_fts no_c... 0.7300 \n", "32 Boys - Gradientboost Regression lasso_fts full... 0.7266 \n", "2 Boys - Gradientboost Regression no_min full @2... 0.7331 \n", "26 Boys - Gradientboost Regression min_5 no_censu... 0.7206 \n", "5 Boys - Gradientboost Regression no_min no_cens... 0.7295 \n", "11 Boys - Gradientboost Regression no_min wfl_19_... 0.7194 \n", "17 Boys - Gradientboost Regression no_min bmi_19_... 0.7105 \n", "18 Boys - Lasso Regression no_min bmi_latest @24 ... 0.7407 \n", "13 Boys - Randomforest Regression no_min wfl_late... 0.7242 \n", "14 Boys - Gradientboost Regression no_min wfl_lat... 0.7116 \n", "19 Boys - Randomforest Regression no_min bmi_late... 0.7090 \n", "20 Boys - Gradientboost Regression no_min bmi_lat... 0.7107 \n", "7 Boys - Randomforest Regression no_min no_wt_bm... 0.5697 \n", "28 Boys - Randomforest Regression min_5 no_wt_bmi... 0.5785 \n", "37 Boys - Randomforest Regression lasso_fts no_wt... 0.5780 \n", "38 Boys - Gradientboost Regression lasso_fts no_w... 0.5634 \n", "29 Boys - Gradientboost Regression min_5 no_wt_bm... 0.5540 \n", "8 Boys - Gradientboost Regression no_min no_wt_b... 0.5402 \n", "27 Boys - Lasso Regression min_5 no_wt_bmi @24 obese 0.5427 \n", "6 Boys - Lasso Regression no_min no_wt_bmi @24 o... 0.5376 \n", "36 Boys - Lasso Regression lasso_fts no_wt_bmi @2... 0.5369 \n", "\n", " AUC Validation Mean STE AUC Test Mean AUC Test Mean STE \\\n", "9 0.0102 0.7737 0.0000 \n", "15 0.0124 0.7620 0.0000 \n", "3 0.0088 0.7613 0.0017 \n", "10 0.0115 0.7609 0.0024 \n", "24 0.0129 0.7607 0.0019 \n", "12 0.0116 0.7607 0.0000 \n", "33 0.0105 0.7605 0.0023 \n", "30 0.0108 0.7601 0.0021 \n", "22 0.0117 0.7597 0.0032 \n", "0 0.0113 0.7591 0.0018 \n", "1 0.0115 0.7588 0.0028 \n", "21 0.0097 0.7583 0.0023 \n", "4 0.0134 0.7568 0.0029 \n", "25 0.0110 0.7555 0.0025 \n", "31 0.0122 0.7513 0.0026 \n", "34 0.0113 0.7499 0.0028 \n", "23 0.0121 0.7462 0.0036 \n", "16 0.0129 0.7455 0.0028 \n", "35 0.0112 0.7438 0.0036 \n", "32 0.0114 0.7435 0.0032 \n", "2 0.0113 0.7435 0.0039 \n", "26 0.0119 0.7420 0.0035 \n", "5 0.0126 0.7412 0.0037 \n", "11 0.0115 0.7363 0.0039 \n", "17 0.0128 0.7359 0.0042 \n", "18 0.0111 0.7311 0.0000 \n", "13 0.0127 0.7260 0.0028 \n", "14 0.0133 0.7175 0.0043 \n", "19 0.0128 0.7051 0.0030 \n", "20 0.0127 0.7008 0.0045 \n", "7 0.0133 0.5879 0.0071 \n", "28 0.0122 0.5862 0.0072 \n", "37 0.0127 0.5830 0.0062 \n", "38 0.0147 0.5697 0.0064 \n", "29 0.0139 0.5678 0.0073 \n", "8 0.0122 0.5678 0.0075 \n", "27 0.0138 0.5416 0.0087 \n", "6 0.0134 0.5406 0.0082 \n", "36 0.0126 0.5344 0.0088 \n", "\n", " R^2 Validation Mean R^2 Validation Mean STE R^2 Test Mean \\\n", "9 0.2440 0.0140 0.2885 \n", "15 0.2434 0.0179 0.2778 \n", "3 0.2455 0.0130 0.2847 \n", "10 0.1736 0.0218 0.2614 \n", "24 0.2346 0.0150 0.2805 \n", "12 0.1925 0.0153 0.2674 \n", "33 0.2541 0.0163 0.2935 \n", "30 0.2497 0.0148 0.2946 \n", "22 0.2314 0.0161 0.2816 \n", "0 0.2532 0.0145 0.2850 \n", "1 0.2380 0.0158 0.2854 \n", "21 0.2492 0.0146 0.2822 \n", "4 0.2185 0.0214 0.2764 \n", "25 0.2250 0.0185 0.2775 \n", "31 0.2311 0.0189 0.2806 \n", "34 0.2155 0.0176 0.2846 \n", "23 0.2165 0.0158 0.2585 \n", "16 0.1838 0.0210 0.2384 \n", "35 0.2039 0.0174 0.2629 \n", "32 0.2114 0.0209 0.2616 \n", "2 0.2121 0.0167 0.2513 \n", "26 0.2050 0.0177 0.2476 \n", "5 0.2092 0.0169 0.2503 \n", "11 0.1473 0.0209 0.2091 \n", "17 0.1510 0.0216 0.1834 \n", "18 0.2127 0.0177 0.2390 \n", "13 0.1633 0.0180 0.2085 \n", "14 0.1305 0.0210 0.1760 \n", "19 0.1609 0.0210 0.1928 \n", "20 0.1476 0.0202 0.1787 \n", "7 -0.0063 0.0124 0.0030 \n", "28 -0.0090 0.0128 0.0044 \n", "37 -0.0177 0.0143 -0.0011 \n", "38 -0.0234 0.0122 -0.0212 \n", "29 -0.0249 0.0123 -0.0166 \n", "8 -0.0370 0.0114 -0.0166 \n", "27 0.0008 0.0038 0.0031 \n", "6 0.0023 0.0036 0.0042 \n", "36 -0.0004 0.0071 0.0032 \n", "\n", " R^2 Test Mean STE Explained Variance Validation Mean \\\n", "9 0.0014 0.2338 \n", "15 0.0008 0.2314 \n", "3 0.0040 0.2353 \n", "10 0.0046 0.1614 \n", "24 0.0047 0.2231 \n", "12 0.0019 0.1818 \n", "33 0.0049 0.2425 \n", "30 0.0035 0.2392 \n", "22 0.0055 0.2224 \n", "0 0.0033 0.2387 \n", "1 0.0045 0.2263 \n", "21 0.0043 0.2375 \n", "4 0.0049 0.2061 \n", "25 0.0048 0.2148 \n", "31 0.0045 0.2149 \n", "34 0.0045 0.2053 \n", "23 0.0051 0.2004 \n", "16 0.0051 0.1693 \n", "35 0.0061 0.1803 \n", "32 0.0058 0.1899 \n", "2 0.0052 0.1950 \n", "26 0.0060 0.1853 \n", "5 0.0064 0.1894 \n", "11 0.0079 0.1083 \n", "17 0.0101 0.1097 \n", "18 0.0007 0.1977 \n", "13 0.0065 0.1503 \n", "14 0.0102 0.0838 \n", "19 0.0070 0.1488 \n", "20 0.0104 0.1058 \n", "7 0.0068 -0.0216 \n", "28 0.0057 -0.0205 \n", "37 0.0075 -0.0308 \n", "38 0.0074 -0.0419 \n", "29 0.0067 -0.0526 \n", "8 0.0065 -0.0615 \n", "27 0.0029 -0.0136 \n", "6 0.0026 -0.0127 \n", "36 0.0022 -0.0161 \n", "\n", " Explained Variance Validation Mean STE Explained Variance Test Mean \\\n", "9 0.0147 0.2855 \n", "15 0.0181 0.2740 \n", "3 0.0135 0.2813 \n", "10 0.0233 0.2579 \n", "24 0.0152 0.2767 \n", "12 0.0151 0.2644 \n", "33 0.0173 0.2893 \n", "30 0.0155 0.2915 \n", "22 0.0162 0.2783 \n", "0 0.0153 0.2816 \n", "1 0.0167 0.2826 \n", "21 0.0147 0.2783 \n", "4 0.0221 0.2727 \n", "25 0.0190 0.2737 \n", "31 0.0204 0.2775 \n", "34 0.0185 0.2808 \n", "23 0.0167 0.2465 \n", "16 0.0224 0.2347 \n", "35 0.0177 0.2412 \n", "32 0.0221 0.2457 \n", "2 0.0171 0.2401 \n", "26 0.0188 0.2372 \n", "5 0.0167 0.2382 \n", "11 0.0216 0.1757 \n", "17 0.0220 0.1469 \n", "18 0.0195 0.2343 \n", "13 0.0188 0.2055 \n", "14 0.0226 0.1343 \n", "19 0.0213 0.1879 \n", "20 0.0210 0.1291 \n", "7 0.0142 -0.0008 \n", "28 0.0133 -0.0001 \n", "37 0.0152 -0.0059 \n", "38 0.0123 -0.0440 \n", "29 0.0133 -0.0376 \n", "8 0.0123 -0.0369 \n", "27 0.0052 -0.0028 \n", "6 0.0056 -0.0003 \n", "36 0.0079 -0.0019 \n", "\n", " Explained Variance Test Mean STE \n", "9 0.0017 \n", "15 0.0011 \n", "3 0.0038 \n", "10 0.0048 \n", "24 0.0051 \n", "12 0.0022 \n", "33 0.0049 \n", "30 0.0037 \n", "22 0.0057 \n", "0 0.0034 \n", "1 0.0046 \n", "21 0.0047 \n", "4 0.0051 \n", "25 0.0051 \n", "31 0.0046 \n", "34 0.0047 \n", "23 0.0055 \n", "16 0.0054 \n", "35 0.0072 \n", "32 0.0059 \n", "2 0.0055 \n", "26 0.0065 \n", "5 0.0069 \n", "11 0.0098 \n", "17 0.0096 \n", "18 0.0014 \n", "13 0.0064 \n", "14 0.0106 \n", "19 0.0072 \n", "20 0.0110 \n", "7 0.0071 \n", "28 0.0059 \n", "37 0.0079 \n", "38 0.0071 \n", "29 0.0067 \n", "8 0.0072 \n", "27 0.0033 \n", "6 0.0028 \n", "36 0.0025 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.title.str.contains('Boys')].sort_values(by='AUC Test Mean', ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the ROC and Precision Recall Curves for all the models" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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XuPvjpe5DRPGXPsizfHJvNtv4i7tntGtm4wlxzPcD5xDGrDOBv5nZu939vgJN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zpN0cBOoLP7tPM7WgI4XCmx57YMU7QjVs/PSKNEsOqacSjHo1V1tA3Yr1iOffIc7E4zBpMO0EHR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QheguA+g3HCGEEEKIAUithnuXgTGwy5c6XdLQbognLjOEjHEXNjl3LorNhuV4kWu7vSDPykPl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DqCr7iCsNtvxzAo1b3R1gRrH3C/VmvhkVLQ6LA4LDz6zaNsK9vGPy79BxGmCMAd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DR2E0xvi6pE4piuIx6/CQIUMICwujurqa6OhopkyZQmZmJmr5uXJeZWVlLF++XEI8Qggx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\nk51obj3Mdjf74tgXWJ2eh9Hp5nRSTCk+O7cQovsVFb0LgN1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Zkdzvevrzc3x/034e+fgR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7SPWe1W9NqeN8xfP+d1H1UjTkafffYZBQUFxMXFceaZZ5KSkjLoc9nq26l9cRf2erNrW/DiZEJO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\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S7DMGDodToihamfcaTVjjihRkDfXTixcvIi8vD+7u7mUWXF+9eoVjx47B0tISQ4cOLZdt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Jg4cWKu7iCNoXUBeu3aNX766SdefvllzM3NcXNzY9iwYUaPD5ltu0ePHri6uqJWq/H09GTkyJHc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tjarJsuqDEILU1FQUFBSAxytOv8blcmFlZQWh8P1z9HpfkMsLIJMpHf14PDEEAstqtohCoVAo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/qTn4b2Jj8N7U0cvzlC7L89ScaEnSEdfu9Apm/rT470WUw2To0gG6dGkL+3/k7qA1mnn5N/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\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nv0RcfCAyMm+hcSPtPEsdHb+Bo+M3peY7O8+Fs/PcUvMbN1qKxo1KX2e3qWsQmrqWPpuq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\nqOOar3+LogVLTun4pXd/AZ3eQFxaBnpjZOur4UI8vd5eqnqqKHYUoxvSg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LHz+t10ml2g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V5E7+WNxpAAAgAElEQVRPmHATa0KMBafTSV1dHRBsczVp0qQxu1Z/fx0bN12F1VJEQuKnyEi/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d6t0NZXiGf69Olce+21EuIRQgghhBiovStg5fdOvs+OtzyDPCAhnrNAp83Bc+vKeP7Lco/W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\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MDGJjY/up2sHH/mUlzSv3w8GAoWI1EHfdaMyZ0SGpJzPzNjIyltLcsonIiLyQ1NBX7HY7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\nB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g7h4eHDXJ3wNmtFKy3vd3UEM12QiF/CyA5qFRT+jtqadwGYmPFLoqPmu/f562OGpYbi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B7U+DZbVa2bFjB9u2bcNqtQLwxRdfMHbsWBIkoAjAyZMnWbp0qUeIZ8mSJfLfjxBCCOElXRHk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rZKZKHXpKEY5d7CyT755BM++OADvS0hHiGEEEKIgSFBHiGGub3H6/j5B3vYXVgLQLpSyMd+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\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aKJUGTJv2Hzhzejk++3Qt3nvvK3g8nlGaIU10gwnxeOrtaHz8CLzNnYEDMiB263QYVqdz\noYmIiIiIiEZUcW2wzW/+ANtqAYCj9bzWWklDb63lawvOQTAa4XW7cfzTDwEAHZZmqLW6bvdMi53G\nz08UVqkp10CpNAEABLkGTld9P3cEOJ1OPPjgg3jhhRdw9OhR+P3+SE4TAEJeClKlTs4gT28hHrbT\nIiIiIiIaOAZ5aHQcegH48P8DHl8GHHymz0s7XF58fsoi7a/LSwz7dDRyDa6ovRtyMdBtTpHsQf6K\nlLCPM5m0d5Si8MitOHT4Wpw9+0K38wnxW1FVNRWiKIcgCNDpui/+EQ1Xa2srduzYERLiueOOO3oM\n8bjO2ND4xFH428+VoVfIYLp+JnSLwh8eJCIiIiIi6k9RbZeKPKkDr8jjaAu+TKPVioAxbchz8J9X\nkcfrdiP/orWIMhhhTEjElPyhh4SIBkqpjEFOzn3IyLgLixftQrRu+oDuKyoqgsfjQWVlJT7//POI\nh0hEnwh3XdeKPJNvrauvEA8REREREQ2cYrQnQJOQ2w6c+iC4P/WiPi//5EQT3N7AGzMzkw1Ij9MO\newoevwdKQSntl+6tg7M6kGuTCcC225azhc4w2doOw2L5GABwpupJpKZeC6UyRjrf3mUxMDo6GoLA\nXCGF19chnsbGRgDBEM+8efO6XdtZaoX15eMQPYG/a2RqOUzb86DJjul2LRERERERUaT5/CJKugR5\n8lMHUZGnPVh1RLf5F8Awwgu+tuAc5EYDNNHRWH3jbVh57Xa0NTbglbJXoRAU2DZ9G+SCfMjjEAGA\nz+dEZeWfoNGkIC3thpBziQkbkJiwYVDPO3TokLQ9b968iAd5vM0O4NwaptyggjxaFdHxxhqPx4PH\nHnsMJSUl0jGGeIiIiIiIhobfnNPIO/UB4HUGtuNnAqbsPi/v2lZrbR/VeCqrT+PjnHR8nJOOI5a6\nHq8RRRGvn3wdm17fhHp74LmiX8Thf56Vrpl7yRSY0yZn6dtwSk6+ClptFgAZ4s1r4Re9Iee7Bnn0\nev0Iz44musGEeByHG2F5sUQK8Qg6JeLvmM0QDxERERERjZrKZjs6PT4AQLxejQS9ZsD32tvc0rZ2\nmC3DfbYurbX0wTCRXKGE26jAQ4cewm/2/QbffPebaLA3DGssmtwcjtP4cv9GnKl6EuWnfg+ns3ZY\nz6uvr0dtbeAZcrkcs2dHvnqUu0tbLeUka6vVU4hn8+bNDPEQEREREQ0RK/LQyCvdFdzO3dTnpR6f\nHx+UNkr7fbXV8rjdsGsCb7p0+jw9XvPrfb/GzhM7AQD377sfD695GDJBhq0/mo99b5zC2eNWXLAp\na6B/EgLg9Xag6uyzSE25Bmp18H8fQVBgZu7voFDoER2d0+0+my34Vp/BMPA3C4n6M5gQT/tnNWh7\np0Lal8eqYb5tFpTmqBGbLxERERER0fmKa4MBmoKUwX1mdthc0rbWOLyKIP72drRGqeGVC3AqALO9\nAxpdIKDwfPHz6PR2AgB8og+mKNOwxqLJQRRFtHcUw+93Ica4QDqu0SRDJgtUz/b5HKipeQXZ2fcM\n6rkNDQ1wOAKt5Q4fPiydmzlzJrTa4Vf47o+na5AnZfIEeTweDx599FEcP35cOrZ582Zcdtllozgr\nIiIiIqLxjUEeGlk+L3DiveB+7sY+L99faYXNGajkkhoThfxBLl6db/PUzVKQ51TrKVidVpiiTNDo\nlFh9fS7cTi+UapaCHqiGxl0oK7sXHo8VblcjcnPvDzkfE7Ow13tZkYcioaWlBQ888EBIiOfOO+/E\n3LlzQ64TRRG298+g/cNgNS5FohbxtxVAbhjeG6tERERERETDday6S5An1Tioe6+7bwk6bW7Y29ww\nDPMlBV+bDcdTTGiJjgKqyxFfdRppMwsAAN+f/33EqGPwbNGz+Nmin0EhcJmR+tba9hVOnLgP7e3F\niIqagmVLP5TOCYIaeTN/i8Ijt2PatP9ASvLVA36u3+/HX/7yF5SXl/d4fv78+cOe+0C4a+3StmqS\nVORhiIeIiIiIKDL4CZtGVtVeoLMlsK1PAZJDK2T4/CLK6tvh9AbKR//fweCX7GvzErv1svZ5PWg8\nXYHYpFRkpGVA9tIrAABhdQqONB2BXqnH1Jip0vXzE+fjutzroJarcffcuxGlCF3QUmn4K3E+URTh\ncFTC621DVNQUqFTBN+wUcj08HisAoLbur5gy5XZotZkDei6DPBRuAw7x+EW0vlEO+/5g2z5VhgHm\nm/IgaJUjOmciIiIiIqLz+f0idpcEP6/MGkyQx1YH+Rt3Izp5DqLTFwGKvish9zuXdluv5zQKDe6a\ncxe+mfNNxGjYmpj6J/q9aG8v7vW80Tgfy5d9CoVCN6jnCoKAjIyMHoM8sbGxyMzMHOxUB030i/DU\nTq6KPD2FeLZs2YJNm4b39w4RERERETHIQyOt9N3gdu5GQBCkXVEU8e2Xv8Lu4p57qq/LD22r5XW7\n8dwP74KtqRFX/Me9iFOpEe0KtNT6sO4zPL5rL5YkL8FT654Kue+ni37aLRBEvauofAinTz8CAMib\n+QckJ2+TzsXFrUBs7FJ0Os5g6tQfICoqfcDPZWstCqeWlhbs2LEDTU1NAAKLeHfddRfmzJkTcp3o\n9cP6aik6iyzSMU1uHOKuy4WgYjUuIiIiIiIafXsrLDhrDbSsMkYpceGM+IHfXFcIVHwY+GfKsn5b\nmvfH12aDsdMFQRShysqCWts9YMEQDw1UbOxixMUuR2vbAej1BT1eM9gQz9eWL1+OiooKOBwOqY2W\nRqPBypUrIXRZf4wUn9UJ0RV4MVHQKSAfZlu7sc7tduOxxx5jiIeIiIiIKEIY5KGRI4qhQZ6c0LZa\nbxbW9hriMelUWJQZF3Ks9sRx2JoClTeqigoR3Rx868XZR1ENmUwGURTx9p8KEZusQ9aceKRMj4Eg\nMNxzPrfbgqqqZ3o9L5PJkJ+3A0plDARhcO2IWJGHwuX8EI9cLsedd97ZLcTjd3ph+d8SuE4FS9Rr\n5yUg9srpkMkjv6hHREREREQ0EK8dCFYn/sbcFGiUg3jpoO5ocDt5Tu/XDZCvvR15tYEXIVK+cw+M\nGVnDfiZNfDbbMVRUPoiszH+D0Rja1ion5z7I5Tqo1QlDfn5LSwsEQYDRGKxWJQgCbrzxxhEJ7fTE\nfV41non8EmFPIZ7LL78cGzdu7OMuIiIiIiIaDAZ5aOQ0FAFtVYFttQHIXCmdanW48Zt3SqT9LLMO\nxqhAGidarcBdq7KhOO+Ldr/PJ20f+dc/kG5xSfvts7Mw2xyDLGPPC0wt9Q6cPd6Cs8dbUPJ5HW77\n4woIAqtxnE+lMmHRBW/heOnP0NZ2EEplXLdr1OrEHu7sH4M8FA4DDfH4Otxofq4Ynprgwlr0ilQY\nN2ZBxhAfERERERGNEa0ON/5RHGyrdc0FUwZ1v1h7BJ2+c+GGmLnQDnM+flvwRQi5YRAtvmjSqjr7\nHE6evB8A4Pd7MH/e/4ac12qHFwYrKSnBm2++iYSEBNx8882Qy4PreaMV4gEQ0lZLNYHbarndbjz6\n6KMoLS2VjjHEQ0REREQUfgzy0Mgp3xPcnr4OUARLzP7+H6Ww2N0AgGSjBm9/dwWi1X3/eCZNm4Hr\n7t8BAJBZrWi56dbAtkaD//r3nRCionq9t/JIk7SdkR8HxWDebptkdLqpWDD/Vfh8HVAowhe4WbJk\nCVpbW2Gz2dhai4akpaUFf/zjH9Hc3Ayg9xCP1+pE87NF8DZ3SscM6zOhX5U2od+QIyIiIiKi8eeN\nwzVwe/0AgFmpRuSlDO7zsr+uCM81PQ8AEF4C7l469LnUl59Aja0VHn0UjA4X5IbgmsCDXz2I8tZy\nGFQG3Jx/M3LicoY+EE0oZtNqlJf/FqLoQ0vLPtjtp6DTZQ/7uR6PB7t378bBgwcBAGfPnsVHH32E\niy++eNjPDgd3lxeHlKkTM8jDEA8RERER0chhkIdGzrJ/B7JWAqW7gIxl0uEDp614ZX+wbPSvtuT3\nG+IBAI0uGsnTAwtFlmeC7Z90K5b3GeIBgIrCZmk7a84ges1PUjKZLKwhHgBYvHhxWJ9Hk0tPIZ67\n7roLs2fPDrnOU29H07NF8NsCQUHIgNgrpkO3KGmkp0xERERERNQnURTxape2WtdckD64B9gtgK2m\ny4Hhvbjw6SsvoEruBqamYNGpWghdXsIpbCzEocZDAICt07cOaxwav5zOWqjVSZDJgpVwtNosJCdt\ng9fXgalZ3wtLiKepqQk7d+5EQ0ODdCwmJgYzZswY9rPDQRRFeGrt0v5ErMjTU4jnG9/4BjZs2DCK\nsyIiIiIimrgY5KGRIwhA6oLAP+e4vX78/O/HpP21eYm4NH/wX7C3/ytY7edEQSwaG77CgsQFPV5r\nb3Wh8bQNACATZMgoMA16vInO53NBLleP9jSIemS1WrFjx45+QzyuMzY0P18MsdMbOCCXwXRtLqIK\nzCM9ZSIiIiIion4dq2lDaX2gDbVGKWDL3JTBPaD+SARmFSTvEuSxuW3StkHFKruTjShaIYrv4ou9\nnyE/7wEkJm4KOZ+bez9ksuFXvxZFEYWFhdi1axc8Ho90PC8vD5s3b0ZUPy/yjRSfzQ2/PTA/mVoO\neZxmlGcUXgzxEBERERGNPAZ5aFQ99WkFTjQESs9qVXLctyV/0M/wNjWhs7AQAOCXAb8Q/45LytFr\nkKfyaLAaT+qMGGh0yiHMfOJqbv4AZWX3YkbOrxBvHhvliYm+NtAQT2eZFdaXjkP0BErSy9RymLbn\nQZMdM+JzJiIiIiIiGojXulTj2ViQDINmkOsVdeEN8iROnQbH3r2ACCh9Psj1wUq99y27D5ZOC2xu\nG1KjU8M6Lo19ovgRRHwEiEBF5UOIj78UghBcZg5HiMflcuGdd97BsWPBFwAVCgXWr1+PBQsWjKlW\n2Z6ubbVSdJAJY2duw+V2u/HII4+grKxMOsYQDxERERFR5DHIQ6OmyuLAn/aclPZ/uHYGUmIG/yZN\n+4cfAqIIADieDnRo+/6wXFnYJG2zrVYon8+BsrJ74XTV4ujROzBjxq+QnnbjaE+LCED3EI9CocCd\nd97ZLcTjONwI6/+dAPyBvxcEnRLmWwugmqA96omIiIiIaPzrdPvwVmGttD/otlpA2IM8yy+/CvG/\n+QMAQBYVBZlKJZ2bHT+7t9toEpDJ1kEUPwDQCZXSBI+nBWp1+NbYamtrsXPnTlitVumY2WzGVVdd\nhcTExLCNEy7uLkGeidRWy+Vy4dFHH2WIh4iIiIhoFDDIQ5HnsALH3wZyNgDRCQACpXF/8WYRXN5A\ntYy8ZANuXpY5qMfWlJbg/T8/DG9dHQxp8Zhd3QTnsjn4xrTpmJ8wv8d7XJ1eVJe1SPtZc9hipyu7\nvRw+vxMAoFTGIjFhUz93DM3BgwdRUlICvV6PgoICTJ8+PSLj0MRhsVjwwAMP9Bviaf+sBm3vVEj7\n8lg1zLfNgtI8NsptExERERER9WTXsTq0uwJtgbPMOizKihv8Q8Ic5PHbgu2zurbVosnD621HdfVL\nSE+/GXJ58HO1TBYNGa7FnDmrEBe7POzVcQ4fPhwS4pk3bx42bNgAVZcw2Vjiqe1SkWeCvETUU4jn\niiuuwPr160dxVkREREREkweDPBR5J3YDb/878LYMWHAzsPkhvHO0Dp+cCFTGkcmA326dBYVcGNRj\nPS4nrDWBstMqVeBH+erb/whVWlqv91QVW+D3Bap0xE/RQz/BelYPl8EwG0uXvI+T5b9HbMwFUKmG\nsHA4APX19aioCIQtkpOTGeShPvUU4rnrrrswa9Ys6RpRFGF7/wzaPwyWolckahF/WwHkBvWIz5mI\niIiIiGgwXjsY/Cxz9cL0wQcjnDbAWoFwLvX5QoI8+j6upImopuYVlJ/6b3i9bZAJCmRM+VbIeUG2\nHKa4FREZe926dThz5gxaW1uxefPmkM//Y1HXIM9EqMjjcrnwyCOP4MSJE9KxrVu34tJLLx3FWRER\nERERTS4M8lDklb17bkMEYjPQ1unBfW+XSKe3L8nAnPSYYQ+jzs3tM8QDnN9Wi9V4eqJUxiJv5u8i\nOkZ7e7u0beBbfdQHi8WCHTt2wGKxAOglxOMX0fpmOexf1kvHVBkGmG/Kg6BVjviciYiIiIiIBqOi\nqQP7KwPVR+SCDNsWpA7+IUotcOcnQPUR4JnwzKtrkEcwGMPzUBo3RIjwetsAAGfOPInUlGuhUEQm\npCKKYkh4TalU4uqrr4ZMJoPJZIrImOHi63DD1+YO7CgEKOK1ozuhYWKIh4iIiIhobGCQhyLL0wmU\n7wnu52zCf+8uRXOHCwCQaFDjnktzhvTolJyZ2JCcjY4PP4TCL0J/x9Y+rxdFER2tLml/6tzw9e6m\nwbF1WQzU6/lWH/WspxDP3XffjYKCAuka0euH9dVSdBZZpGOanFjEXT8Tgko+4nMmIiIiIiIarL8e\nrJa21+QmIEE/hOrBcgWQPAeInwXgo7DMq7qsBHVGHQAgPVonHS+zluG/Pv8vGFQG5Jvz8YMFPwjL\neDR6zg/SAEBK8pU4c+ZJyGQCsrK+F9JaK1z8fj8++eQTNDc3Y9u2bSFzMJvHxwt4nlq7tK1K1kEm\nD2+bsZHEEA8RERER0djBIA+Fl9sOfPwHoK4wsO/qADyOwLZpOg51xuPlL7+QLr93cz4MmoFXzCj5\n5AMc//xjaHTR2Hj39yH/Yh/0Lg8AQH/JxX3eK5PJsPVHC9DW1Imzx62IS9H1ef1kUHX2OTQ0vIP0\ntJuQlLRlxMbtWpGHQR7qyUBCPH6XF5YXS+A61SYd085LQOyV0yEbZKs+IiIiIiKi0eDx+fG3Q8Eg\nzzUL00dxNqEO7f8ctZlJAIAYdXAJsamzCcetxwFg8C3AaEzx+72or38DVWefxry5L0KtTpDOCYIK\n8+Y+D40mDYIQ/mq3NpsNr7/+Ok6fPg0AyMzMxMKFC8M+TqS5u7TVUqaO37ZaDPEQEREREY0tDPJQ\neB3bCXz+UM/ncjfhf/51EqIY2F2Tm4ANBUkDfrS1tgb/eOwhiKIfenM82t56G/5zlV2UKSk4afLg\nSMlLAIDsmGwsTVna43OM8VEwxg+hTPUEZLeXw2YrRGlZOTyeFqSl3QCZLLJVTHw+Hzo6gosc0dHj\nd5GDImMgIR5fhxvNzxXDU9PlZ2l5CoybpkImcCGZiIiIiIjGhw9LG9HUHqgenKBXY3XO2KkeLPp8\n0rZMG3wZqt3dpV22iu2yx7Pi4u+jsek9AMDpM48jZ8a9Iee12qyIjHvixAm88cYbcDgc0rHjx49j\nwYIF4y4c1nVdQjlOXxp0uVx4+OGHcfLkSenYtm3bsG7dulGcFRERERHR5MYgD4VX29mejyu1aC+4\nDl98dEo69MvL8gb14byxshwyQYDo86O9uQmN//3f0jnD5VvwcNEz+ODsBwCAHyz4Qa9BHurO5+vA\nyfLfwWCcC6NhTkTH6hri0el0UCj41xAFDSTE421xovmZInibO6VjhkszoV+dNu4W/IiIiIiIaHL7\n68HgOsqVC9KgGEp1Ua8bsDcChlQIchnufuyisMwtQauHeKoCAKAzxkjHl6cuxyubXoHNZYNRbQzL\nWDQ6kpO3SUGepqb3MS37p5DL1REbz+v1Ys+ePdi7d2/I8VWrVuHCCy8cl5/pPV0q8qhSxt/Lagzx\nEBERERGNTfwGncJLEwPETAFaq4AZG4DFdwSOJ83Gh+VueHyBcjwFqQZkmgf3lkru8lXImrcQhbvf\nhW33bviOBEJBypQU6G65EV+8FSz1uiZ9TXj+PBNcevrNSEjYAADQaadC8/+zd97xTVX9H38nadJ0\nT9pCqZS9oYAiVFllCCIIgiJDQdRHVGSozyOPyI+iCOoDCDgZgigIMhQFBRGQVTayoexVoJuutE2a\n8fsj5rZp0jZtU9o4aXN9AAAgAElEQVTCeb9efTV3nXtucu4953zud6hrVfg5RVotQVHYM+J57bXX\naN68ubRPXoKGpG9OYczQmVfIwHdgAzzb16yMKgsEAoFAIBAIBAJBmUnIyOWvc0nS8jNlTasVfxIW\nR4F7ALImTyDrP98p9WvhG0TotQQAAmvlRzb2VnnTIrBFUYcJqiAmk4nMrNN4e1n/bgEBXQkI6IqP\nT1vCao+sUCOe1NRU1q5dy61bt6R1Xl5ePPXUU9StWzGRfyoaY64efUqueUEuQxlSvSLyCCMegUAg\nEAgEAoGg6iIMeQTOJXKs+c8OW07/LX3u1czxlFoFcXX3oEWtcK7v2CutC/6/Kbh7+fFdn+/YfmM7\nF+5cINwn3Oq407tvkqvJo15EDfyq2aTameh0ybi4+CKXm299T4+GeHo0vKt1EIY8AnskJycze/Zs\nUlNTAftGPNprGSR/expTjt68QiEjYGgT3FoEVkaVBQKBQCAQCAQCgaBUGIwmdl1I4kaqOZ3QkWt3\nMBjNDk8d6vmXzuEp/hRcN0c1Md04zHVtGzI0IaCshcexJOpFlD9FlyEjXfos9xIptKorWVnnOBs7\nmYyMo7R/aCNeXk2lbTKZjNatFldoJByTycSWLVs4cuQIOp1OWt+wYUMGDBiAh0f10un0qbnkXrgD\nRhP6O1ppvTLYHZlLGSJqVRL2jHgGDx5Mz549K7FWAoFAIBAIBAKBwIIw5BHcFbR6AzsKeJn1ah5c\npnKMOh3x0dHSstdjj+HVtSsATQOa0jSgqd3jjm+7wZ34bPavv0y/N1rzQPOAMp2/uhMb+x530g4S\nGNiN8Dqv4+FR767XQRjyCArjiBFPzrlUUpefxZRnBEDmqiDg+Wao6/vaLVMgEAgEAoFAIBAIqhrL\n919j6q+n7W4b8lApovEkX4CFXcBodnI4rulPTOb/mbedg1DTjXIb8phMJvKuXZeWFT7CkKe6kp19\nlYyMowBcvjKX1q0WWG13phFPbm4uarXaap3JZLJKpSWXy+nRowcdOnRALq8+hi9gjsCT+MVRjBq9\nzTZlNUqrJYx4BAKBQCAQCASCqk/1mi0Jqi37L6eSpTVPch/wd6dxcNkMOFIWLUJ35QoAcg8Pgt99\nt8Rj0hKyuRNv9nZzUcqp2fD+fPFvMOSQkrobvT6d+Pj1lZZ3PCMjQ/rs7S2EwPsdR4x4so8mkrLs\njGTEI/dQUuNfrYQRj0AgEAgEAoFAIKhWbDp12+76QE8VfVqUIl3wuU2SEQ/ALZ19p6bykLpkCTnH\nj0vLrvXrO/0cAudjNOYVuU0mU6FW18JkMjj9vJmZmfz+++9W6bLt4efnx4svvkhkZGS1M+IB0F7N\nsGvEA6BuVD00itzcXObPn29lxPP0008LIx6BQCAQCAQCgaCKISLyCO4KW07HS597NQsulRGJNjub\ns3t2EBZUk5Sv872GakyciDI4qMTjLx/PjwQU1swfpUrh8LnvJXJyrqNU+qLVxuPu3gB398rJP96m\nTRtq1qxJZmYmtWvXrpQ6CKoGjhjxZMbcJH3DZWlZ4etK4IstUNZwv+v1FQgEAoFAIBAIBIKyYjKZ\nOH0r37FlyINhqFzkqJVyBrapjVpZCq0i/kT+53pd4XI4/CO7PNDcnwealS8KsebAQW59+ilna9fA\nO0dLWNcoVOHh0vZ/7/w35++cx1vlzX8f/i/NApqV63wC56DVJnLo8EAeCHuR2rWfQy5XAuDmFkbd\n8HHUqvU0anUtp55To9EQExPDwYMH0evNBi47duxg0KBBVvs99NBD+Pr60q5dO5uIPdWJvJtZ0mdl\nqCeqMLOjoqqWJ24ty5/OrqLJzc3ls88+4+LFi9K6p59+mh49elRirQQCgUAgEAgEAoE9hCGPwLkk\nnIHkc+bPNZpCUBOMRhN/nkmQdunZrHRpta4eP8K2b74EIDTEj9Y3ElG3bInf0GcBiMuMI8QjBBe5\n/eZ85Viy9NkZOeKrK56ejXkkcg+ZmafI06eXfEAFERAQQEDA/ZnaTJBPcnIys2bN4s6dO4DZiOf1\n11+nWTOzAGwymcj48xqZ229Ix7gEu1NjdAsUPq6VUmeBQCAQCAQCgUAgKCs3UnPIzDUbOvi6K/lo\nUMuyR8q9nR8ph6gpoFFBvFn7aP5oKPXalF37yEtI4Oabb5KhUnIjwBxFNz43neYF9rmeeZ3L6WaH\nC4PR+dFdBGXj4qVP0GrjuXDxQ9LSD9OqpVlL8/JqhpeXc42t8vLyiIuLY+/eveh0Oqtt6enp6PV6\nXFzMOp1cLqdv375OPX9lobuVb8jj2bEWHg+WTuOsTCyReC5duiStE0Y8AoFAIBAIBAJB1UUY8gic\ny+mfYNf/zJ+7TYagJhyPSyMxUwuAv4eKdnX8SlXkxUP7pc/uujyQy6k5LRqZQoHJZOKlLS+hydPQ\npXYX3nzwTfzV/tL+mnQt8VfMRisyGYS3DCznBVZvZDIZ3t4tK7sagvucpKQkZs+eLRnxKJVKXnvt\ntXwjHqOJtF8uojmQH8lLVcebwJHNkLsrK6XOAoFAIBAIBAKBQFAeTt3Kd6hpUcun7EY82ixI/icl\njkwOQc2Ai8Ue4igmnY6bEyZiSEkhIzA/FXZwvQZW+2VoC6TMdhUps6sCBkM2GRn5Bl61Q4dXyHm0\nWi379+9n//79GAzWRlw1a9YkKiqKBg0aVFo694qmcESe6oIw4hEIBAKBQCAQCKofwpBHUOEUjMbT\nvUkQLorS5cCuXa8hydu2kuLqQnC6Bv/nn0f9zwv/83fOczPrJgBbr2/l/zr+n9WxV08kg8n8uWYD\nX9Sed88IwGg0kpqaSmZmJlqtFpPJdNfOfb/h7m5Os3T27NlKromgJPR6PfHx8XTt2hUwG5cFBQUh\nk8nMv5/JhD5Vi9EzD7qbI+/I1S4oApSkXHOOOC2wRtw/AkHZEfePQFB2xP0jEJjHwq6urnh5eeHv\n749cXrq5sqB6cbqAIU/zWuUwfnFRw0vbIP44ZNwGlfPSDifMmkXO0aMABGi0dOjUnTSjnjqt2ljt\n923vb0nXpZOpyyTEI8Rp53cm96Mm4+M9D3e3ZAwGLQkJ/iQkOK+PNZlMaDQasrKyMBqNREZGSttc\nXFzw9vZGrVaj1+uJjY112nmrEiajibx2AK4gk5F55xqkVX2DJaPRSGJiIq1ataJVq1YA+Pn54e3t\nLcZhlYQYBwsEZUfcPwJB2RH3j0BgpjppMcKQR1DhbClgyNOreekFnhr7D9P+3HXyFHLUQcHUeGOs\ntC0hO4EgtyAScxLpFNoJlUJldeyVE5WTVstoNHLjxg2ys7Pv2jnvZywDEEHVxmQyYTQaCQoKkta5\nuLjkd5ImMBlMKLyUKLz+MbqTy5C5VN1O9F5A3D8CQdkR949AUHbE/SMQmMfHubm55ObmotFoCAsL\nq9ICkqB8nLqZH8WmeahP2QtSuEDtduY/J5L+22/c+e57abn+62MJeOklu/sGewQT7FF1Uwrdr5qM\nTCZDpaoY7Usmk6FWq3F1tU51rVAo7qvnljLon/GLTGb+q+KYTCYMBgP+/vnRyxUKBQqFohJrJRDj\nYIGg7Ij7RyAoO+L+EQjMVCctRhjyCCqUS0lZXEw0h511Uyro1LD41FYmo5Hcs2cx/SO26G7eJH3t\nOgCUBiM1p7yH3MND2r9z7c78+fSfnE4+bWPEk6vJ49rJFGm5buu7l1YrNTWV7OxsXFxcCAkJwcPD\no9IeAiaTCZ0uEYXCE4XCvVLDG+v1epKSkpDL5ahUKvz8SpdmrSgyMzMB8PLyckp5AueTl5dHQkKC\nFHpbJpNRo0YN3NzcADAZjOiTczHl5YfmlnsqUfi43rMhuasK4v4RCMqOuH8EgrIj7h+BwGxsoNFo\niI+PJzs7m9TUVAID7+900PcqJpOJUzcLptaqWumotBcvcntKfoRjzx7d8X/xxUqsUfmoSprMvURu\nbi6pqakoFApcXFxQKpV4e1ettlyRGDJ1GNK1AMg9lLj4qSu5RsVjicSj1WqldZZIPILKRYyDBYKy\nI+4fgaDsiPtHIDBTnbQYYcgjqFAKptXq1DAQtbJ4j49b//4PGb/9ZnebV88eeEVF2ayXy+S0rNHS\nZn3qrfy81QGhnngHujla7XJj6RBDQkIqvVM0GrVotYlAInK5Cg+PRpViGGEwGMjKypK8gfR6/V2v\ng6ByKNGIR29En5yDSW+UjlF4q5B7qYQRj0AgEAgEAoHgnkUul0vzxbi4ODIzM6useCQoHwkZWlI0\nOgA8VArCAzxKOOLuYcjKIu6NcZJDlapOHWrNnFmt52JVSZOpaIxGPXK58+Rdk8lETk4OOTk5+Pv7\nW7UDV1dX/Pz8UKvVZGVlFVPKvYlJl+94JFNWbcMwo9FIQkICOp1OWieMeAQCgUAgEAgEguqlxQhD\nHoFzSbmY/1nlwZ/H8g15ejYrPuxyXkJikUY8cnd3gidPLlVV/Gt5Sp/rt717abUAydvFw6PyxTmD\nIT+UtFzudtfFOItlo8WIx4KLi3j83A+UZMRjzDOgT84BQ37bUPi6ovBU2S1PIBAIBAKBQCC417DM\nGwtGTRDcW5y+lR+Np1ktb+TyMs7LDXmQnQJe1mnLH+5fj1ZRYQAE1HJchzCZTNx+dzK6K1cAkKnV\nhM6fj6KaG79UJU2mIjEYtGiyL6BS+qNSBZXLoMcSXj4zM1NyvMrJybFKwSCTyaS5/P2IKS/f+Uim\nqrqpqYQRj0AgEAgEAoFAUDLVQYsRb9IFzkOvhQt/SospIY/w9/WbAMhl0KNp8YY8WX9tlz4rAgK4\n9EAIqSY9oSoPmj83CmVISJHHntlzC4PeSPPOoZIgJlfIqNnAB/+aHkT0fKA8V1ZqLAYrVSF0s1yu\nRKn0xWjUolDcPcHFZDKRnZ1NZmYmRqPRaptSqbznveIEDhjxaA3oU3LA+I8RjwwUfmoU7srKqrJA\nIBAIBAKBQHDXsThbFHR8ENxbnLqZIX1uXsun7AXFn4RF3cAzGBr3gX7zAHMU4rKQuvRbMrdskZZr\nfvA+6saNiPnxexKvXiaobgOaPtoV/1qh0j6H4g8x/q/xeKu8ebjmw0yLnFb266kgqpImU5FotbfB\nZEKnS8Fo1OHuHl7qMuwZ8FjQaDRWhjz3MyajySqKsMylarYtYcQjEAgEAoFAIBA4RnXQYoQhj8B5\nXNkFun9C6/rVZUuiHyaT2ZCnfV1//DyKj7CRuXWb9Dnw1VfZezSGlLjrxGvTCfX1pHBMnVx9Lim5\nKeSk5bF7zVX0WiOx++Pp80pLPP1cUaldeOrtds68wmqJi4sXLi53z2jGIgJlZGRIBhwWFAoF3t7e\nqNXqah2mW1AyJRrx5OrRp+SCpYOUyXAJUCNXi25JIBAIBAKBQHB/IeZG9z6nCkTkaRFaHkOeE+b/\nWQmQm178viWQfegQibNnS8t+w4bh068fAFdPHCX+4nku/32I0MZNrQx5MrQZZOoyydRlkpqbWq46\nCMqOyWTARL5hiatr8c5ztseb0Gq1ZGZmkpeXZ7VNJpPh4eGBp2fZDMTuRUx51mm1ZGWNqlWBCCMe\ngUAgEAgEAoHAcaqDFiPemAqcR+zG/M9N+rLlTMG0WkVH0wEwZGaiOXBAWjZFtCRlw0oAXJQqwlu2\nsTnm74S/eWXrK/Q6N5p62tYA5OXqcfMU0TwqE51Ox507d6zWWfINuru7V4sHo6B8lGTEY8jOw5Ca\nm3+AXIZLoBvyKhyaWiAQCAQCgUAgEAjKyplbBSPylOOl+u3j+Z9DWpW5mLzEROLefBP+mbOpW7ci\neNI7ABj0epKuXZH2Dapb3+rYDF3+tXirhIFAZSGTKXB3q4ten4HRmFuqCMwWA56CBh/mMs0GPB4e\nHigUYn5eEKu0Wsqq990IIx6BQCAQCAQCgeDeQxjyCJyD0Qixv0uL2fX7ELM7RVru1ax4zyDN7t3w\njweQulkzAlq04qXPFnPx0AFyMjNQqtV2j6uT2px6qa2l5a7DG6NQVs3wtvcLrq6uqFQqdDodMpkM\nT09PPDw87vmQ1gIzJRrxZOkwpBXIN6mQ4xKoRl4FhTCBQCAQCAQCgUAgKC+pGh0303IAULnIaRBU\njignBQ15arYuer9iMOXlcXPimxiSkgFQ+PlRe+5cZCpzFGW5XM6ImXNJvHqZO7dv4e5tHUGoX/1+\ndA3rSqYuE5Wi+MjLgopFJpOhVPoAjkd5MhgMpKSk2Ky3ROARBjz2MekKGvJULX3LnhGPv7+/SGkv\nEAgEAoFAIBBUc4Qhj8B5DP4GYn+DGwfYkR2OTm8WmJrW9CbMv/ic2gXTann26A6AT1AI7fo+WeQx\nCoOSLteGSMtNImtSq6Ffea5AUEry8vIwGo24urparff29iY3NxdPT09hwHMfUZwRj8lkwpChw5iZ\nLyzJlHJcAtyqbG55gUAgEAgEAoFAICgvpwuk1Woa4oVSUcb5j0EPCafzlwsY8mz55jRXT5oNc3qO\nbk7dVoFFFpM4azY5R46YF+RyQufMRlmzprRdJpcTGFaHwLA6do93kbvgp/bDTy30l+qIQqHAw8MD\njUYDgLu7O56enri4CIm4OKxSa6mqjoYhjHgEAoFAIBAIBIJ7l6oz8xBUb+RyqNsZ+nwM/9rBljNJ\n0qaSovEYdTqydu6Ulr2693DolPpDfrjnmr2O1J5KHnmqQenrfY+j12vQahPIy0vDYNCWfICDGAwG\n0tLSSEpKIi0tDZPJZLVdpVLh7e0tjHjuI+wZ8QQFBeUb8aRprY14VApcAoURT2mIjo5GJpOxY8eO\nyq5KhSGTyejatWtlV6PMxMfHM3LkSGrXro1CoUAmk5GWllamskaNGoVMJuPq1avSuqtXryKTyRg1\napRzKiwolureHgUCgUAgEFQNTt0skFYr1PHIKTYknwf9PymKvUPBI99YR68zkJdr/jMZTEUUABmb\nNpG6bJm0XGP8eDw6dix7nQR3HYMht+Sd/iEvL4/s7Gyb9Z6enri7uxMUFISvr2+RRjz25iSO0LVr\n13sqrbrJaKqSqbWEEU/FI3SYqo/QYe4tqnt7FAgEAoHA2Yg3qAKnk2cwsj02UVruWYIhT/aBgxj/\n8QRShoXh2qhhiedIjsvk+LYb0vIjgxqg9lSWscb3LgZDFlptIjk5N8jLSy13eUajkYyMDBISEiQx\nyGAwSJ5c9pDJZDZ/rq6uhIeHM3LkSM6ePVvuelUnLILWvSQCFGXEo1arzUY8qbkYNXk06tgC1zBv\nXMO8UQV7oFC64OPjQ4cOHZg7dy55/6TXEwjuFt9++63dZ5Tl7+uvvy5VeaNGjeL777+nS5cuvPfe\ne0ydOhV1EakhqxIxMTHSNS9cuLDI/SzfV3EC1o4dO4oVXnQ6Hd988w19+/alZs2auLq64uXlRURE\nBBMmTODEiRPlvJqqy969e3n88cfx9/fH3d2dVq1aMXfuXOnZ6QgWIbm4v/r161sdY/lNivqbNGmS\n3XNduXKFMWPG0KRJE9zd3QkODqZjx44sXLjQ6mWBs3j55ZeRyWS4u7sXK7w60o9aBNhvv/3W7vYb\nN24wadIk2rVrh5+fH0qlkqCgIHr06MG8efNIT0+3e1xR5yntyy1nUFECZ2pqKhMmTCA8PBxXV1dq\n1arF6NGjiYuLc7gMi9hd0t/evXutjgsPDy9y35CQELvn0mq1fPHFF7Rv357AwEA8PT1p2rQp48aN\n49q1a+X6LgQCgcBZFIzI07yWd9kLKmdaLe2lS9ye/J607BkVRcDLL5W9PoK7jsGQjUZzgezsq8U6\na+n1eu7cuSM5X+n1es6fP8+bb75J27ZtqVGjBjVq1CAoKIiHH36Yt99+myOWKE33IOXVYUz6AkY8\nLnJk8so3UjIYDA4Z8RQeX8nlcqHDCCoVocOYETrM3aGydBhLv1Pc34svvmhzLoPBwNy5c2nVqhVu\nbm74+/vz+OOP28ydncWHH34o1efcuXNF7leSxgL531N0dLTd7SkpKXzwwQdERkYSGBiIUqkkICCA\nTp06MWPGDBISEhyqc2UaWIaHhxMeHu70cnNycpg6dSqNGzdGrVYTFBTEM888U6b3ZmXR8kqrA73z\nzjt0796dsLAwqZ22adOGadOm2U3fKhAIyoeImypwOgevpJKRqwcg1NetRKEqc3t+Wi2vqChuX4il\nRp26KF3tD7qNRhM7VpzDZDR7mYU28qVxB/vi/v2O0ZjfOcvlrsXsWVI5RrKzs8nMzLQbfUelUpVY\nxtSpU6XP6enpHDx4kO+++45169axZ88eIiIiylw/QeVRrBGP0YQ+JQeT1npyNG7cOPz8/DAYDFy/\nfp2ffvqJiRMnsm3bNjZs2FAZl1EtGDt2LM8++ywPPPBAZVelwjh79izu7sWnYqwInnzySbvPoAcf\nfNDhMnQ6HX/++Sc9evRgxYoVzqxehWMRjSwC0r/+9a8KOc/58+cZMGAAZ8+eJTAwkJ49e/LAAw+g\n0+k4c+YMX3/9NfPnz2f9+vX079+/QupQWfzyyy8MGjQItVrNkCFD8Pf3Z8OGDUycOJGYmBjWrFnj\nUDnFGW5s2LCBv//+mz59+tjd3qVLF7vHP/roozbrDh06RLdu3cjJyaF37948+eSTZGRksGHDBl55\n5RXWrVvH5s2bneZpnZmZyapVq5DJZOTk5LB8+XLGjh3rlLILs3jxYsaOHYtWq6V169YMHToUPz8/\nUlJS2LNnDxMmTOCDDz4gOTm5Qs5flUlJSSEyMpLz588TFRXFs88+S2xsLEuXLuW3335j37591KtX\nr8RyfH19rcZ9Bblx4wZLliwhICCAdu3a2Wz38fFhwoQJNus9PT1t1un1erp3705MTAxNmjRh6NCh\nuLq6cujQIT777DO+++479u7dS7NmzRy4eoFAIKg4Tt/Kj8jTolY5IvLEF3jRVkpDHqNGQ9y48Rj/\ncchRPvAAtT6aiaxQFF2TyYTRYEBRTJolvVGPi1zIiXcbk8lEbu5tAPT6TECGu7t1+jO9Xk9WVpZV\nFB6TycSUKVP45JNPMBqNtG3bVhqPZmZmcuLECT777DNmz57N559/zuuvvy4dO3PmTCZNmkRoaOhd\nucaqiklXIK2WsvJ9Yg0GA4mJiaWKxDN+/Hh8fX2FDlNKhA5TcQgdRugwFU1l6jCjRo0q8rjPPvuM\n1NRUm2NMJhPPPvssa9eupXHjxowdO5bU1FR+/PFHOnfuzLp163jyyScdqrMjmEwmvvnmG2QyGSaT\niUWLFjFr1iynlV+QjRs3MmLECNLT02nQoAEDBw4kKCiI9PR0Dhw4wHvvvceMGTO4ePFikU489ypa\nrZaePXsSExPDgw8+yPjx47lx4wZr1qzht99+Y/v27Tz88MMOleWIlrdmzRorLa8sOtCnn35K27Zt\n6dmzJ0FBQWg0Gvbv3090dDQLFy5k//79hIWFOfV7EgjuZ8TMW1B+ks6DVzCozYLUltPx0qaezYKL\nfcljMhrJ2rZdWlZ37sTS999FJpNTp1UET4x/B5dCRiJndt8k4YpZCJO7yOgyrPE9FbLXmbi4+CCT\nKTEatSgUpfdGMJlMkgGP0Wi02ubi4oK3tzeurq4Off/2rLHfeOMNPv/8c+bOnVusRbegalKsEY/B\niD451yqPPP80k4kTJ1pZr0+ZMoWIiAg2btzIzp076dKly128iupDYGAggYGBJe9YjWnSpEmlnHfA\ngAHlDpMcHx+P0WikVq1azqnUXSItLY01a9bQsGFDWrZsyU8//cTff/9N27ZtnXqehIQEunfvTlxc\nHBMmTGDGjBm4ublZ7ZOYmMi0adO4c+eOU89d2WRkZPDyyy+jUCjYsWOHJEx+8MEHREVFsXbtWlat\nWsWzzz5bYlldu3a1KwYZDAa++eYbgCIFwK5duxbpGVWY6OhoNBoN3377LSNHjpTWz5o1i/bt27Nl\nyxZ2795N586dHSqvJH744QeysrKYOHEiX3zxBYsWLaoQQ54ffviBl19+GT8/P9atW0ffvn1t9omJ\nibF6gXU/8e6773L+/HkmTpzInDlzpPXz589n/PjxvPbaa2zevLnEcnx9fYtsa//9738BeP7553F1\ntTUyL+7Ywvz888/ExMTQvXt3tmzZYpXSderUqbz//vvMmjWLJUuWOFSeQCAQVASZuXlcSTZHsFXI\nZTQOKUfKm/1f5n8OacXlY0ncPHcHE5ByM6vIw0wmE7feew/dpUsAyNRqas+fh8Lb1ukqLf4Wy/49\nlsCwcB5o2ZrOw0bZ7PPC5hc4m3oWL5UXn0d9TvPA5mW/JkEpMCGXu2IwZGOeXPtZRRE0Go3k5OTY\nHDV//nw++eQTwsLCWLlyJY888ojNPomJicydO9cmKmHNmjWpWbOmsy+k2mGVVktVuWm1ymLEA0ie\n9haEDuMYQoepOIQOI3SYiqSydZii2va5c+eYNm0awcHBNkY5q1atYu3atURGRrJt2zYpstSYMWN4\n9NFHefnll4mKinJa+sQtW7Zw5coVRo0axaZNm1i2bBkzZsxwyGG7NOzcuZOnnnoKhULB0qVLGTly\npM27pJMnTzJ+/Hhycx1PH3qvMGfOHGJiYhg8eDA//vijpGsMGTKEAQMGMHr0aE6ePGmldxSFI1re\n3r17rcaCZdGBMjIy7EY+mzx5MjNmzGDmzJl8+eWXNtsFAkHZqHw3AkH155fX4JP68P1TmJIvsOVM\nfhi8Xs2LT6uVe+oU+kRzGi6Fnx/xMgOGvDz0Oi3piQk2Rjwmo4lTu25Ky+FdPElyvUlcpuPh/u8n\nlEpv1OoQ3N3roFCUzrsiLy+PpKQk0tPTrYx4FAoFvr6+1KhRA7VaXS4jql69egGQlJRks02r1fLR\nRx/RqlUr3N3d8fb2plOnTqxevdpqv9jYWLy9vXniiSeKPE/Lli1RKpXEx5uNzEwmE8uWLSMyMlK6\njrCwMB577DF+/PHHMl+Pszly5Ajjx4+ndevW+Pv7o1aradiwIW+99ZbdCZZOp2P+/Pm0bdsWPz8/\n3N3dCQ8P57r2+2cAACAASURBVMknn2Tr1q1W++7evZt+/fpRu3ZtXF1dCQkJoUOHDkybNs2m3Nu3\nb/P6668THh6OSqWiRo0aDBgwgD///NO+EY/eiD4px8qIR+GtgiLCTzdo0EASjQ4dOmR3nwMHDjB4\n8GBCQkJQqVSEhYXxyiuvcOvWLbv7Hzp0iF69euHl5YW3tzc9evRg3759RYbftISgjY+P56WXXiI0\nNBSFQmFlYJadnc3MmTOJiIjAw8MDT09POnbsyMqVK23OX5o2duLECYYOHSqFr6xRowZt27ZlwoQJ\nVmGuiwsdum3bNnr37i21k0aNGjFp0iS76WEs4V31ej0zZswgIiKCwMBAwsLCeOedd0qVMscSWvXK\nlSt8/vnnNGvWDLVaTXh4ODNmzJAieK1Zs4b27dvj4eFBUFAQY8eOtTs5sxcKuOB1r127lvbt2+Pu\n7o6/vz/PPvssN2/etCnnbhMeHk6dOmZv2GXLlklhaS0T9+J+u8rOt758+XJycnIYNWqUVIdFixY5\n/TzvvfcecXFxDB06lE8//dRGPAIICgriiy++KFFIWblyJTKZjDfffNPudq1Wi5+fHyEhIej15giB\n6enp/O9//yMqKoratWtLz7L+/fuzf//+8l9gMaxdu5akpCSeffZZK+9CtVrN9OnTAfjqq6/KdY7f\nf/+duLg4OnToQKtWrcpVFsDly5cBbDzyPDw86N69O2C/7y4rixYtQi6XM3HiRJ544glOnDjBgQMH\nnFY+mKP+vPHGG4BZILNnxAPwyCOPOHRumUzGsmXLAKhbt6503xcOs5yamsp///tfmjZtipubGz4+\nPpLhSWEc6cctodXBLIgVDM3tqAGMPTQaDd9//z0eHh42Y4GxY8cSHh7OH3/8IbWNsqDX66V+1Rke\np5a69O3b10bUsoiizmynAoFAUBZi4zOlzw2DPFEry2EEEJofySxB34hNX5/kxF9xnPwrjozkol98\n5Bw9SuamfAE+JHoq6iJe3N6+cA5DXh4Jly+QdNX+Mz9Dl4HWoCU5JxmlQqQ4rwjM0XduYTDkG+bI\nZHLc3Grj4VEfV9cQMjNz0Gg00l9hIx6VSkV6ejpz5sxBpVKxadMmu0Y8YB6Hz5gxg//85z9W6+2l\nEbXMX8aMGcOFCxcYMmQIQUFByOXyYtNcVGcdpmm7Fvzn/Xe5k3bHJiLP3dRhBg4cyNatW0ttxGMP\nocMIHcaC0GHuPkKHuX91GEskphdeeAGl0noMZanP9OnTrYwkHnroIYYMGUJSUhJr164tV50LYmlz\nL7/8MsOHDyc5OZmff/7ZaeWD2ch4zJgx5OXlMW/ePOn5VZiWLVuydevWEiMAhoeHS31mt27drPSQ\ngji777Ckr7t27RrXrl2zOm95niMmk0lKJ/jJJ59Y6RpPPvkknTp14syZM+zcudOh8hzR8gpGny6r\nDlRU+sJnnnkGgAsXLjhUX4FA4BgiIo+gfGTGQ9w/E77LOzibpuJ2unlS4OOmpH24f/GHb81Pq+XZ\nrRtZcjkBtR8gJe46DR7qwIXDCZzZc4tuI5rgHeiGTC7jqX+34+DGK5w7Fsd/s/6F4Vc9HWt2ZGGv\novPJCkqPXC63yhcrl8vx8vLC3d3daRGQLKJG4bCpOp2Oxx57jJ07d9KkSRNef/11srOzWbt2LUOG\nDOHYsWPMmDEDMHuOdO7cmV27dnH+/HkaNWpkVdbevXs5deoUgwYNkkIzTp48mZkzZ1K3bl2eeeYZ\nfHx8uH37NocOHWLNmjUMGTLEKddXXhYtWsTPP/9Mly5d6NGjBwaDgb///ps5c+awadMmDhw4YCXY\njBo1ipUrV9KiRQuef/553NzcuHXrFnv27GHz5s306NEDgM2bN9O3b1+8vb3p378/oaGhpKamcvbs\nWb788kurdBhXrlzh0Ucf5datW0RFRTF06FCuXbvGunXr2LRpE1999RU9evQgKLAGKpML+nQtxuw8\nMOSnYFP4uqLwLN6a3yI0FJ7EACxdupSXX34ZV1dX+vfvT1hYGBcuXGDx4sVs2LCB/fv3W4U53r17\nN7169SIvL49BgwZRv359Tp48Sbdu3YiKiiqyDqmpqXTo0AFPT0+eeuop5HI5wcFmY8S0tDSioqI4\nevQobdu2ZfTo0RiNRv744w+GDRvG6dOnpYkgON7GTpw4wcMPP4xMJqN///7UrVuXjIwMLl68yJdf\nfsn06dPtficFWbBgAa+++ioeHh48/fTTBAUFsWPHDj7++GM2bNhATEwMvr6+NscNGzaM3bt306NH\nD7y8vNi6dSuffPIJiYmJLF26tNhzFubtt99mx44d9OvXj169evHrr78yefJkdDod/v7+TJo0iQED\nBtCpUyf+/PNPvvjiCwwGQ6kmzV9++SW//vor/fv3p0uXLhw4cIAff/yR48ePc+zYMbuRHRzl2LFj\nzJ07l9zcXEJDQ+nWrRu1a9d2+PgJEyZw9epV5s2bR+vWrRkwYABAtUgZaDGgeP755wkJCSE4OJgf\nfviBWbNm4eHh4ZRz5OTk8P333wMUmW6nICX9lgMHDsTHx4cVK1bwySef4FIo9cMvv/xCWloab731\nlrTt7NmzTJ48mc6dO9O3b1/8/Py4fv06v/76K5s2bWLDhg307t3boeux9IGFU00Wxfbt5siD9srv\n3Lkz7u7u7N27F61WW+Z2bBGDijOOuHjxIp9//jkZGRmEhITQqVMnGjZsaHff5s2bExsby2+//caI\nESOk9dnZ2Wzfvh0PDw86duxYproW5ujRoxw5coSePXsSFhbGqFGj+Omnn1i4cKHD4YMdYe3atdJz\n3mJIXBSO/A5Tp05l/fr1HD9+XEpVAFg9b69du0bXrl25evUqnTp1onfv3mg0GjZu3Ejv3r1ZsGAB\nL7/8srS/I/14REQEU6dOZdq0adSpU8dKNCoowI8aNYply5axdOlSh4Slffv2kZOTI718KYhcLqdX\nr14sXLiQv/76y6H0Wvb45ZdfiI+Pp3PnzjRp0oTMzEybfbRaLcuXL+f69et4eHjQqlUrOnfujEJh\n++K7eXNzBIhNmzYxfvx4K9Fr48aNANLYRyAQCCqLlKz8l7O1/cqZuiT0Qbh5BGq14cZ1+wZBMrmM\n4LrWkXa0Fy5Knz2jovD9Z6xqj+z0NFxUruh1WkIb209NmK3PT9vkrSo+lbqgbOh0yeh0KejyUlG7\n1kKlytfWFAp3FAp3atQwotFobPpTpVIpRU+eN28eer2eYcOGSf1mcRQeVxfHlStX6N69O40aNWL4\n8OHk5OTgbSfKk4XqqsPo9Xr+PnCYeYs+548df3Lg4AG81fkp8u6WDnP9+nXWrl3L77//zldffUX3\n7t3LbMRjQegwQocpCaHDVAxCh7l/dJiC6HQ6vvvuO2QymZUOAOZ58N69e3F3d6dTp042x/bp04fv\nv/+e7du388ILL5SpvgVJSEjg119/pVGjRkRGRuLt7c2cOXNYuHChU/vjnTt3EhsbS2hoKC+++GKx\n+8rl8hKjzkyYMIH169ezc+dORo4caeNIBRXTd4SHhzN16lTmzp0r1cNCwWdOdHQ006ZNY+rUqQ45\nWl26dInr16/TqFEj6tata7O9T58+7N69m+3bt9OtW7cSy3NEy2vfvr203tk6kCVVpzMcDAUCQT7C\nkEdQPi4XsAatE8mmy/mW/d2bBOGiKL7zzdq9W/rs1aM7tTo8SqMOj3Ln9k0ykvX89tUZTEYTel1+\nRBiV2oVHBzfE+FA8hh16513LXSR80m+VXQWH2Te+LZ6ennh4eDgUwq8oCg5eMjIyOHToEDExMTzx\nxBO8/fbbVvvOnj2bnTt30qdPH3799VdpAjB16lTat2/PzJkzeeKJJ4iMjATgpZdeYteuXSxcuNAm\nl6tlUP3KK69I6xYsWEBoaCinTp2yyQNd0Cq5svnvf//LF198YfPy6ptvvuGll17iyy+/5J133gHM\nXg6rVq2iXbt2HDhwwOaYlJQU6fOiRYswGo3s2LGD1q1bW+1X+PrHjBnDrVu3mD59OpMnTzan04pP\nYMjgIQx6ZhBvv/U2Fw6eQZ6qR0+h+1EGCj81CvfiBZBz585JluWPPvqo1bbz58/zyiuvEB4ezs6d\nO60s87dv307Pnj0ZP3685DFgNBoZPXo0ubm5/P7771b5hr/++mteffXVIutx8uRJnnvuOZYsWWIz\nIZ0wYQJHjx7l448/tvJSzM3NZcCAAcyYMYPBgwdLg3dH29iyZcvIzc1l/fr1NiFV79y5U2Ke8mvX\nrjFu3Dg8PT05ePCgVUjk1157ja+++or//Oc/0n1QkEuXLnH69GlJoJLL5bRu3ZrvvvuOmTNnlion\n8ZEjRzhx4oT0+0RHR9OgQQP+97//4e7uzpEjR2jatClgnpy2adOGJUuWMG3aNIKCghw6x+bNmzl0\n6BAtW7aU1g0bNoyVK1fyyy+/SFb/ZWHevHlWywqFgpdeeom5c+cW6WVQkIICUkRERLmiYtxN9u/f\nz4kTJ+jVq5ckmA0fPpw5c+awatWqEifZjnL48GG0Wi2hoaE0bty43OVZ8psvXLiQzZs320Rks0RJ\nKRhGtmnTpty6dcsmLHpcXBzt27dn4sSJDgtIpeXcuXMANoamYH5ZUrduXU6fPs3ly5el+6Q03Lx5\nk02bNuHj41Os4LJixQpWrFhhtW7QoEEsWrQIPz8/q/XTp09n7969jBo1itWrV9OsWTMyMjLYuHEj\ner2eNWvWOC18+YIFCwAkMapPnz4EBwfz448/8umnnxb7Qqg07NmzB0DyQiov0dHRXL16lePHj9uk\nKrAwcuRIrl27xsqVK608HNPS0ujatSvjxo2jf//+BAcHO9yPR0REEBERwbRp0wgPD3fa86a4dgpI\nRl/nz58v8znsjckKEx8fz3PPPWe1rm7duixdutQm5UPfvn156qmn+Omnn2jZsiU9evRApVJx5MgR\n9uzZwxtvvFEhKdoEAoGgNOQWiFLqXpqUPNf2gVwBtR8CiyNNs/4Q0gIa96VBlhtuXiqOb7uBp58r\ndVoGIpNBWFN/PHytX0gZs/MNb1Rhxb8kfbDfU7SI6kVszC7qtX3I7j5bBm0hR59Dpi6TQLfqmXKm\nOmkysdH2HeTkcrlNlGSlUolKpZLWxcTEABRrSFFW9u3bx1tvvWWjwRRFddVhjHkG9AnZLF31HWP+\nPZavFnx913UYSzqtQYMG8cwzz/DWW29x5syZchnxCB1G6DCOIHQY5yN0mPtLhynIunXrSE5OpmfP\nnjZGERcvXsRgMFCvXj27RrXOmI8XZOnSpeTl5UlOPy1atKBt27b89ddfXLx4kQYNGjjlPBYdpmvX\nrnadc0rLhAkTSEtLY+fOnYwaNcpuyrOK6Dss2oslYlxV1WEc0fIKpkwt7/lnzZpFVlYW6enpHD58\nmD179tCqVSsmTZrkUH0FAoFjiNRagvKhK5CHPaABfxZIq9WzWfFptUwGg5SjHcC9QFQWn+BaHNyY\niMlotrLOSLHN8+2p9iCiRgTh3uEEexR/LkHZCQoKwsvLq1xGPADTpk2T/j799FP27NlD06ZNGTp0\nqI34sGTJEmQyGXPmzLEavAYFBTFlyhQAFi9eLK1/4oknqFmzJt9++y1arVZan5aWxurVq6lfv76N\nR7ZSqbQ7gKxKua/r1Kljt46jR4/G29ubP/74Q1onk8kwmUy4urra/a0CAgJs1tkLqVrw+uPi4tiy\nZQsPPPAAb70+EV1KNroEDTVkPvRpH8WQJwdzJ+0Ov/z2i23lZTJcAtzsGvHMnTuX6OhopkyZwsiR\nI2nXrh3Z2dm8/fbbtGvXzmrfr776Sgq/WTi8ZlRUFP3792fDhg2SF+LevXu5ePEi3bp1sxKPwOwh\nUdTAFMyhx2fNmmUzYUpJSWH58uU8+OCDNqHG1Wo1H3/8MSaTiR9++MFqW2namL3fws/Pr8T7bvny\n5eh0OsaOHWuT1/zDDz/Ey8uL77//3uq+sPDxxx/j758vCnt4eDB8+HCMRiOHDx8u9ryFmTJlitXv\n4+vrS//+/cnOzubVV1+1mhS7uroyZMgQdDodZ8+edfgc48aNsxKPAMmD5eDBg6Wqr4W6devy2Wef\nce7cOTQaDbdu3WL16tWEh4ezYMECRo8eXaZyqwsWYbFgtA6LMYUzwzrfvn0boFTedSVhEYcsYpGF\n+Ph4/vjjD9q0aWPVXnx8fOzee7Vr12bw4MHExsZy/fp1h8599uzZUrVdS2h1Hx8fu9st69PS0hwu\nsyCLFy/GYDAwYsQIu6JzjRo1+Oijjzh58iSZmZkkJSWxadMm2rRpw7p16+jXr59VCk0wR7s7dOgQ\nkZGRbNiwgY8//pivvvqK+Ph4RowYQYcOHcpU18JoNBpWrlyJj48PAwcOBMyi2vDhw9FoNDbP1fJQ\nEe2wOI4fP87OnTsZNGiQTZhyX19fpk2bRm5uLuvWrQPK1o8Xx8yZMzl79qz0vZZERbfTq1evsnXr\nVgICAhg0aJDdfV544QW2bdtGfHw8Go2GkydP8sorr3D16lX69OnD8ePHrfaXyWSsXbuW6Ohozp07\nx/z585k1axZ//fUXnTt3ZtiwYU4RCwUCgaA85BQw5HErTVqtrdHwTU/44mG4+bd5Xfij0PZ58AjA\nN9id5p1CGRbdgf7j29A6KoxW3cLwC7H15DdqNNJnWQkvqAHUHp5E9Hoc78AadrfLZDLcle4EewSj\nkIvnbEXj6lr0i32lUomnp6f05+rqamXYY0kvbi9VxdWrV4mOjrb6s3iaO0JQUFCpX9RURx3G9I9j\n4aghz+HtdXd1mP/85z+SEY9Op6Ndu3b079+ftLQ0/vzzz1Jdl9BhhA4jdJiqgdBh7g8dxh7FRfCp\n6PoWxGQysXjxYikqlIVRo0ZJ25zF3dZh7kbfURxjx47l7NmzDjsUOft3L62WV97zz5o1i2nTpjF3\n7lz27NlD79692bJlCzVq2J9DCASCsiEi8gicRqZWL+V/d3WR06Vx8Q/svFu3MOl0aF0UuPv5oSjg\ncX16100Sr+WHBy7sUQbQNrgt3z/+vZNqLygKZ70AKRj6UqPRcPr0aSZNmsTw4cM5ffo0H374IQCZ\nmZlcvHiR0NBQmwkx5HuSHT16VFrn4uLC888/z8cff8y6desYNmwYAN9//z05OTn861//shKzhg8f\nzmeffUbz5s15+umn6dKlCx07dixy0FKYY8eOsX79eqt1vr6+VmEVnUFeXh4LFixg1apVnDlzhvT0\ndKuXrQVzUnt7e9OvXz82bNhAREQEgwYNolOnTjz88MM2E4rhw4fz008/8fDDDzNkyBC6devGI488\nQu3atTEZjJh0Row6A4d2mPMVP9KuA/IsswCtJL89dI3swg8//cixUycY8fQwZEoFMpUcmUqB3FWB\nrIiIXIW9bsBsyW4v1Ou+ffsAcyhOe3nbExMTMRgMnD9/nnbt2kntorBHGZg9nSIjI4u0Ig8PD7fr\nlXTo0CEMBgMymcyuxb0lf3rBCaWjbWzIkCHMmzePAQMGMHjwYHr06MEjjzxC/fr17daxMH//bRb1\n7XlY+vn50aZNG3bt2kVsbKyN11/hlHYAYWFhgNkLrTTYK8sSraOwKAj5QnJcXFy5zlHW+lro0qWL\nVYQHd3d3nn76aTp06EDr1q1ZuXIl77zzjs13dy+QkZHB6tWrrQwoIN8L58CBA5w4ccIp4VAtz39n\npWUEiIyMpFGjRmzYsIE7d+5IEWVWrFiBwWCwm0ooJiaGefPmsW/fPkkML8jNmzetwsMXhb2+qTyU\n5/sxGo0sWbIEKDqcc/Pmza1SKXh6etK7d28iIyOJiIggJiaGDRs2WHmjHj16lAEDBhAUFMTu3buJ\niIggLS2N5cuX895777F+/XoOHTrkcL9ZFKtWrSIjI4NXXnnFyuvyhRdekMI6jxkzplznsFAR7bA4\nLP1Xenq63b4jKSkJyO87StOPO0LNmjWtPK3KS3m/P4sX+siRI4sMXV54HNCiRQu+/vprPD09mT17\nNtHR0ZLnN5g96p5//nk2bdrEF198wZNPPom7uzsxMTGMGzeOzp07s2bNGhtPa4FAILib5OgKGPI4\nGpEn6RzcMM/FSL0EPmHlqkPBiDwKJ6XsENw9ZLL8eXVeXl6JKX8KUlz/ffXqVaZNm2a1rk6dOg7r\nGi1atChVOhKhwxStwxTEoml06tQJuVxuM2/p2bMnP//8M0ePHrV6AVsSQofJR+gwQoepLIQOc//o\nMIW5cOECO3fuJDg4uEzzU2f+ntu3b+fSpUs89thjVsaAw4YN4+233+bbb7/lgw8+KNV4oyjutg5T\nkX2HIwQGBjrVOLm0358jWt727dsdvraSzm8xGE9ISGDv3r1MmjSJNm3asHHjRtq2bevQOQQCQckI\nQx6B04i7ky8OdWoYiLuq+Oalu3yZTFcl+xuE0sDVk4YmEzKZDE2aln3r8yP1tO9XlxphZQ8XWxW5\n+lHfCj+HJvsyBr3Z887NrQ5KZcmpKbKzs5HJZEV6EzkLSz7On376idq1a/PJJ58wZswYwsLCJEvg\nol4+WdYXtgR+4YUXmD17NgsWLJAMeRYuXIhKpbLJHfvpp59Sv359lixZwkcffcRHH32Ei4sLjz/+\nOLNnzy4xfOSxY8fKJXg5ypAhQ/j555+pV68eTz75JCEhIZJQNnfuXBvvnh9//JGPP/6YH374QRJj\n1Go1gwcPZtasWVKe8aeeeoqNGzcye/ZslixZIqU1aduqDR+8M5Uenc1iRHqqeVIeEmTrAWhSyKj1\ngHmwn5GnQVnL0+FB5ZUrVwgPDyc3N5djx44xZswYpk2bRr169WzSaVhCUf/vf/8rtsysLHN0MEv7\nsVxrYYpaDxQZwthSh0OHDtkVsQrXARxvY+3bt2f37t18+OGHrF27Vspf3bhxY6ZOncrQoUOLPB9Q\n5vsFsJuv3eIFZzAYbLYVh70JgKWs4rZZJlCO4Mz6lkRYWBiPP/44K1asYNeuXfekgLRixQo0Go2N\nAQWYn6d///03Cxcu5PPPP5fWW/qFwtFbCmLZVrAPsYiJpREMHWHkyJFMnjyZVatWSeHaly1bhlKp\ntLl3fv75ZwYPHoxaraZnz57Ur19fShm5Y8cOdu7caddj0hlY7gHL/VqYjIwMq/1Kw6ZNm7h+/Tod\nOnQotdjn7e3NsGHD+PDDD9m1a5ckJun1ep555hmSkpI4cOCA9Gz09PRk0qRJJCQkMHfuXD799NNy\nhxO2540IZiGzXbt2HDlyhMOHD1sJyFWtHRaFpe/4888/i/WYLth3ONqPVwQV2U71ej1Lly4FHBc6\nCzJmzBhmz57Nrl27rNZ/9NFHrFmzhnnz5lml6+rTpw9r164lIiKC8ePHC0MegUBQqRSMyKN2NCLP\n0QIOS437gGf5vFqN2aWLyHM/cDc0GWej0+lITk7G1dUVHx8fu6k3ClOzZk1iY2OtjE8sdO3aVXpB\no9frS/3CrrTjkuqqw9TwCsDVxfzdfLbkK6frMO3atWPmzJn07NkTsNY0Cr/09vf3p27dukDpozII\nHUboMEKHqXyEDnP/6jALFy7EZDLxwgsv2O1vK7K+9uoCtjpMQEAA/fr1Y926dfzyyy8MHjxY2lbV\n2mFRVGTfURE483d3VMv74osvePfdd516/uDgYAYOHEjbtm1p1KgRzz//PKdOnSqxzgKBwDFEai2B\n04hLzU9/VVJaLYCUM6c5VK8WeS4KzhpyiPlxOQC7V18gL9c8GfANdqdtrzoVU+F7HKMxf7Ivl5fs\nJWUymcjIyODOnTvEx8eXamJXVnx9fWncuDF6vV7yaLEMDCwWvYWxhGQsPICoVasW/fr1Y9euXZw9\ne5a9e/dy6tQpBg4caBPOT6FQMH78eI4fP05CQgLr1q1j4MCB/Prrr/Tu3bvESYQl1GTBv6tXr5bl\nKyiSw4cP8/PPP9OjRw9iY2NZunQpM2fOJDo6mv/7v/+z8WAAc1jg6Ohozp8/z/Xr11m+fDmPPvoo\ny5cvZ/DgwRjzDBg0eejv5NLrwa5s/u4XEk5dZ/OqDYx76XXOnDvLwBee4ez5WAC8vf75LZISyDXp\nyDTmkGrMwhigxLWmJ4lZ5sGxr59vmSzr1Wo1HTp0YNOmTXh5efHqq69y69Ytq30KDigLf+cF/yze\nPN7/RPZKSEjAHkWth6Ktyy11mDhxYrF1+Ouvv6RjStPGOnbsyMaNG7lz5w4xMTFMmTKFhIQEhg0b\nxtatW4v9Dst6vwhKxvLc0BRIRVBWLJNYvV5vs80ZYXHLgiVk84IFC5DJZFZ/b7zxBmAOGZ6Tk9+3\nW9qRZWJsD0v+6IKC34MPPoirqytxcXFS/mVn8NxzzyGXy6WwzkePHuXkyZM8/vjjNs/9KVOmoFKp\nOHz4MOvXr2f27Nm8//77REdHOyVffHFYyrfnharX67ly5QouLi42OdIdwSLAFDRiKA322nlsbCwX\nL16kadOmdoX1bt26AXDkyJEyndPCiRMnpHDsHTt2tGmHlvIt12ihrO3Q4iG8bdu2ctXbUSz1nDdv\nXrF9h8XABUruxyuS4topmD0Ioejc6cWxYcMGbt++TZcuXcp0v1m8tAs/jzdu3Ajkt8mCtG7dGn9/\nf65du1ZsWxEIBIKKJre0qbX0Oji2Mn+5jW3EDX2ewSribUkYNSVH5Nm1YimHN/xEdnrxY1OdQUeG\nLgOjqegXOYLSo9dnYTTazhUsmEwm6SWLVquVXqyUxCOPPAJUzPintBpAddRhlixZwvR3opny5rtM\nnjCpTDpMQfr27cv27du5c+cO27ZtY+LEiZw+fZonnniCM2fOAPljyGvXrtkY8Xh5eZV7ji90GDNC\nh6maCB1G6DDOoirpMDqdjmXLliGTyaTUdIVp0KABCoWCy5cv222z5ZmPFyQpKUmKbjd06FCbdmhJ\n/e1sHWbHjh1ON/6zR0X3Hc7GmTqMo1resWPHKuT8YDawbtasGadPn5bag0AgKD/CkEfgNJKyzJ2a\nTAbd76nkbgAAIABJREFUm5ZsyCO/eRuvXPOk1EXhQv0H23P1ZDKX/k6U9uk6rDEKpWimZcFNXRu1\nuiYqVQByuarE/fPy8qwspx3x7nIGllCslnN7eXlRv359bt68KQ0WCmIZaNkLz/faa68B5sGmo4Pq\noKAgnnrqKVavXk1UVBSXLl2qEhbDFy9eBKB///42lvoHDx60mtTZo3atUIY+NYTfVv9Kg3oN2LNn\nDwmxNzDcycWoycOUZ/6+Pdw96PZIF/43dSbvjH0LnU7HH7u3IvdUEtHR/B3vPhhDki4NDbn4Bvmh\ndjN7jRT3W5SGmjVr8u6776LRaGzCOltyt+7evduhstq0aQPAnj17bLYZjUb27t1b6vq1b98euVzu\ncB0K42gbc3V1JTIykvfff5/58+cD8MsvvxRbtuV6d+zYYbMtLS2NY8eOoVarrXKjCxzjwIEDAGWa\n1BfGEm74xo0bNtsOHz5c7vJLy+HDhzl69Ci1atXixRdftPvXqlUr0tPTWb16tXScxSPu0KFDdoUF\nyA/DXtB7zs3NTfLy/OCDD0qsn6OT5LCwMKKiojhw4ADnzp2ThCRL3vaCXLx4kWbNmtncC0aj0e7z\nwplYQq5v3rzZZtuuXbvIzs4mMjKyVKkJAG7dusVvv/2Gj48PzzzzTJnqtn+/OW1HwXZu+f6LmnRb\nUkKpVCWPLYrD0k937dq1yHbo5ubGypUrrbylLG3L0tYKo9frpfuqYDscPHgw/v7+7Nu3r0Rx3tE2\naEk/ak+QKm3/VZiwsDCGDx/OH3/8QcOGDdmzZ4+VaCaXy50qhHXo0AE3NzdiYmLIzMy02mY0Gtmy\nZQtg32imJCy/dVmi8UD+b134eWz5nSxtsvA2y0vO8rZVgUAgKA9WhjwqB7SN85sh+58+2KsWNOhu\ns8v272JZ+p89bPjsGPFX7HvQFqRgai17EXmyM9I58tsv7Fy+hAWvjiIzpWjh/cDtAzyy8hEivotg\nwl/OjYRyv2Iw5JKdcw1N9kX0+my7++Tk5Fg5W3l7lxxxGczGLy4uLqxdu9YqjURlU110GJPeBP8Y\nzR06fqREHaak8ZsFDw8PoqKimDNnDu+++y46nY5NmzYBSNEdDhw4IM25LEY8IHQYRxE6TPVE6DBC\nh3EWVUmH+fnnn0lKSqJHjx5Ftm3Lsyg7O9vuc8/SR9hL6Vcali1bhk6no127dkW2wxo1arB161au\nXLkiHVeSDlNwW8F22KVLF5o0aUJcXJyVE5M9jEajQ47lxekwFd13KBQKp+ow9evX54EHHuD8+fNW\n37eF0vzuZdHyKkIHshgHW34ngUBQfoSFhMBpWBzCHqzjR6BnyYMg49WrtLt6m9DUTHr3G0xgWAN2\nrcy3/mzSMYTQxn5FHn/w9kH23drH2ZSz5Opzy13/ew0XF09UqkDU6loOeUrl5uZ/h2q1+q7kLl2/\nfj1XrlxBqVQSGRkprR89ejQmk4l///vfVoOj5ORkafIxevRom/K6d+9Oo0aNWLZsGatXr6ZRo0Y2\nAw2tVsu2bdtsPBjz8vJITU0FsMllXhmEh4cDtsJAYmIir7/+utU6k9FEQtxt9m7fgz4lB91tDXm3\nNehTcshMuENWViYuLi6olOaB2vY9OyQBSuYiR+6uROHrSpLGbFTlFeSL0V2O0sOVTp06ERcXx5Il\nSwgKCpJCvx44cIAffvgBPz8/q7zOZeWNN94gODiYb7/91sqAa+zYsSiVSiZOnGjXOlyn01kNzi15\nzf/66y9psGth4cKFRVqYF0dQUBDDhw/n8OHDfPDBB3YnzpcuXZIG3KVpY7t377YbvtLisVZSWxwx\nYgRKpZLPPvtMEh0tTJkyhYyMDEaMGFHqien9gr2JnclkYubMmezbt4/AwEB69+5d7vO0b98egKVL\nl1q1nxs3bvD++++Xu/zSYnmpPn78eBYvXmz3b86cOVb7gvm51KVLF5KSkpg+fbpNuSdPnmTx4sW4\nuLgwYsQIq23Tp0+ndu3arFixgn//+992RfDk5GTGjRvHqlWrHL4WSyjgb775hpUrVxIQEMATTzxh\ns194eDgXLlyw8jY1mUxMmzZN8n51lNjYWGJjYx3ef/DgwQQGBrJq1SorwTA3N5f33nsPQApJbSE7\nO5vY2FiuX79eZLnffPMNBoOB5557rthnRUxMjN3wx8uXL+fHH39EpVJZCVAtWrTA19eX69evs3jx\nYqtj0tLSmDVrFmDucwsSHR1dZB7ywuTk5LBixQoUCgUrVqwosh0OGjSIrKwsVq7Mj0wwYsQIFAoF\nixYt4uTJkzZlT58+naSkJLp27UqdOvlRHb28vCRxfsiQIfzxxx9267Z//346duxY4jWAOfQ0YPd3\nevDBB+nUqRM//fQTS5YssXv8yZMnSUw0G7Bbwh8XRqPRkJn5Tz9eQHAJCAiwK0pbuH37NrGxsUWG\nSC6Mp6cnzz33HBqNxuY3/Pzzz7l69SqPPfaYjfB46dIlYmNjixTcrl27xpYtWwgICGDQoEFFnv/0\n6dNSH1n4+LFjxwLYPFc6deoEwIwZM2yE5+joaPR6PQ899JD04ksgEAgqg5zSRuT5+7v8z22Gg9z2\nmOQbmeRk5nH9tO1z0x7GApEN7EXkObt7B0aDeYwaXK8+XgGBRZaVoTMbSZowoZSXLhWTwBaTyURO\nznUwGTEZ8/h/9s47LIqr++Pf7UtbOqKIgEQsoGJFRQWxoVFjxKjRRDHWvPYSX6P+BE2sCZbE10Ql\ngtHYNXajBpXEEjtWjBURRUSkl2XL+f2BO+yyCyxNLPfzPPvAztx758zO3Jm53zn3nLy8BL1xpFqt\n1onAY25ubvTEK3d3d8yZMwf5+fno0aNHsQ4VVR2d4m3VYehV/33+IhmT5kzTK1+W57eoqCiDYyDt\nsb9KpYJYLNbRYbSdeJgOowvTYd5OmA7DdJj3QYfRxtjJxhp75syZo/Oe5sKFC9i2bRvs7e31xtSR\nkZHg8Xh6abKKQ6PxrF69utjzcMyYMSAiHT3o448/hqWlJfbt22cwyl9kZCRiYmLg7u7OReEBCiYg\n/fzzzxAKhZg4cSI2bdpkMKrkrVu30K1bN4OpQItSkg5TlfcOzbaTk5OLdex98eIFbt++bXQ0Gh6P\nh7FjxwIAZsyYoaPd7d27F3///TcaNWrERcDTEB8fj9u3byNHy1nfWC1Pu63y6EC3b982GJFOrVZj\n9uzZeP78Odq1a8c5UzIYjIrzekJuMN4rujUynN+4KPKHD8EnoOnj53Dr0AkXDj5E5suChxSpmQjt\ngkrOP/ndxe9w+2XBA9zWD7fC086zYoa/52g/gBTN01sZaD8MZGdn49atW9wAf+HChTo5s6dPn47D\nhw9j7969aNq0KXr27ImcnBzs2LEDz58/x4wZM3QeCjVoHn6mTp0KwPADcm5uLrp06QJXV1f4+PjA\nxcUFeXl5OHbsGGJjY9GnT5/XMmtm8eLFiIyMNLhu4sSJaNWqFXx9fbF79260a9cO7du3R1JSEg4f\nPoz6Hh6oVbMWoCYokrJBCjXibz6Ab2AHNKhXH828mqJ2rdrIyMzA4agjePY8CeO+GAsLmQw8sQAz\nF85BXPwj+Pv5w9XNFWKxGJcuXcLx48fh4uKCfv36ISkpCWq1GgsWLEBQUBAWLlyICxcuoGXLlnj8\n+DF27NgBPp+PiIiISnlBZmpqipkzZ2LKlCmYO3cu99K2QYMGWL9+Pb744gt4enoiMDAQHh4eUCgU\niI+Px99//w17e3tuMMfn8xEeHo7AwED06dMHQUFBcHd3x7Vr13Ds2DH06NEDhw8f1snXawyrVq3C\n3bt3MXfuXGzcuBHt27dHjRo18PTpU8TGxuLChQvYsmUL3NzcynSOhYWF4ejRo/D390fdunVhbm6O\nmzdv4vDhw7C2ti41eoGrqytWrFiBcePGoXnz5hgwYADs7e0RHR2Ns2fPokGDBliyZEk5jsj7QceO\nHeHh4YFWrVrByckJ6enpOH36NG7cuAFTU1P89ttvRs92LQkfHx907NgRf/31F1q3bo2AgAAkJSVh\n//796N69e4kv4ysbjVOEUCg0OGNKQ0BAAOrWrYszZ87g5s2b8PQsuMf+8ssv6NixI+bNm4cDBw7A\nz88PUqkUd+7cwb59+6BUKvHjjz/C3d1dp70aNWogKioKffv2xffff48NGzaga9euqFOnDvLz8xEb\nG4uTJ09CLpdzYX6NoV+/fpDJZFixYgUUCgUmTJhgMN/4lClTMHbsWDRr1gxBQUEQiUQ4ffo0bt26\nhd69e2P//v1Gb1PTf41NaSGTybBu3Tr0798f/v7+GDRoEGxsbLBv3z78+++/6N+/PwYOHKhT5/z5\n8+jUqRP8/PwMzvRUq9X45ZdfAJQe5WTIkCFQq9Vo164dateujby8PFy4cAHnz5+HUCjEmjVruJcW\nQMFMsBUrVmD48OEYNWoUtm7dimbNmiE1NRX79u1DcnIy2rRpgxEjRujZBMCoF0vbtm1DWloaevfu\nzeVMN8TIkSOxadMmrF27lgtB/cEHH2DlypXcvbJ3797w8PBAXl4eoqOjcenSJdSqVUtPuND8Frm5\nuRg/fjwCAwPh7e3NCQwpKSk4e/Ysrl69Cju74l9gatO5c2d89913GDVqFPr37w9zc3NYWVlxjieb\nN29GQEAARowYgR9++AE+Pj6wsrJCQkICrl27hhs3buDs2bNwcHDAkydP0KZNGzRs2BDNmzeHs7Mz\nMjIycODAATx79gwTJ07Uud927twZW7duRe/evdGiRQsIhUJ07NgRHTt2BAB8/fXX2LBhAyIiIowW\n9RYuXIiTJ09i2bJliImJQevWrREbG4u9e/fCwcEB//vf/wz+Bo8ePcLDhw91ziMN4eHhUKvVGDZs\nWIkvM3bs2IHFixejU6dOcHNzg4WFBe7fv4+DBw8iLy8PPXv2xPTp03XqzJ49G/v370dUVBQaNGiA\nwMBAbjbZ+fPnYWJigpUrVxq17wwGg1FV5OYXCvLS0hx50hOA+1ovR5p9plckP0+J1KQC0Z7HA2yd\nzEu1QTsiD9/AS6fGnbtBbGqCG8ePwdO/S4ltKdVKmInMkK3IhoWYOUpWFB6PB4m0JvJyH4NAMDGp\nozepKisrSyd6srl56cdcm7lz54KI8M0338DX1xctWrRA69atYWNjg7S0NMTFxXHRCjXPEZXN26rD\ntGvVFklPE3HkxDF4eHjoPbeW5flt2rRpiIuLg7+/P1xd9XWYTz75BElJSVAoFEyHeQXTYd5NmA7D\ndJj3QYfRcO/ePZw4cQI1atRAnz59Siw7aNAg7N69Gzt37kSzZs3Qu3dvpKSkYNu2bVCpVFi3bp1e\n3yiLDnPy5En8+++/aNy4MefoZogRI0ZgwYIFiIiIwLx58yAUCmFpaYnIyEgMGjQI3bp1Q2BgIJo0\naQKVSoXz588jOjoalpaW3IQtbfz8/LB79258/vnn+Pzzz/HNN9/A398f9vb2SE9Px8WLF3Hu3DmY\nmZnBxMSk1P3o1KkT+Hw+vv76a9y4cYNzGNE4aFXVvQMo0D8uXLiAwMBAdOzYERKJBE2bNkXv3r25\nbc+bNw8hISFGTXIDgKlTp+LAgQPYuXMnfHx80LlzZ8THx2PHjh0wNTXF+vXr9e6fQ4cORXR0NE6c\nOAF/f38Axmt5Q4fqpu0tqw70xx9/4KuvvkLHjh3h7u4OW1tbJCUlITo6Gg8ePICjoyOXRpDBYFQS\nJeUKZJ/X9wFwqV69evTWcT6cKERGFCKjTbM/Jpf/HqCHyVkGiyry8ynx7r9ERKRMTaVb9RvQrfoN\nKLZJU0pPzqbVXx6nVWOiaNWYKLp1+mmpm+68vTN5RXqRV6QXJWQmVOpuVZRbt27RrVu3qtsMo8nP\nz6cnT57QkydP6OnTp6RSqSqtbQB6H4FAQI6OjtSnTx86evSowXq5ubm0YMEC8vT0JKlUSubm5uTr\n60ubN2/WK5uRkUEZGRlERPTy5Uvi8/kkkUjoxYsXBvd1yZIlFBgYSM7OziSRSMjOzo58fHzop59+\nIrlcXmn7bgg/Pz+Dv4n25/fffyciopSUFBo7diy51HEhiURCdV3caMb4aZR65xm51K5DLrXrkPxx\nBskfZ1DSjXiaO20W+bfrSLVq1CSxWEyODjWoo28H2hTxK6nylaRWq4mIaNu2bTRo0CD64IMPyMzM\njCwsLMjT05NmzZpFCQkJFB8fT3FxcRQXF0ePHj2ie/fu0dixY6lOnTokEonI1taWPvroIzp//nyZ\n9t3FxYUA0MOHDw2uz83NpVq1ahGPx6OrV6/qrLt27RoNGzaM6tSpQ2KxmKytrcnT05NGjx5NUVFR\nem39888/1KVLFzI3Nydzc3Pq3LkznTlzhsaNG0cA6MqVKzrlAZCfn1+J9svlcvrxxx+pbdu2JJPJ\nSCwWk7OzMwUEBNDy5cu5860s59iRI0coODiYGjZsSDKZjExNTcnDw4MmTJhAcXFxOtsPCQkhAHTi\nxAk9244cOUJdu3YlKysrEovF5O7uTl999RWlpqbqldWcgxq0+09ERAQBoIiIiBJ/Cw3Dhg0r9piW\nZG9x2zF0HEpq5+HDhwSAhg0bZpS9RZk+fTp17NiRatasSRKJhExMTKh+/fo0btw4un//fpnaKs2W\n1NRUGjlyJNnb25NYLCZPT09as2ZNsfUM/bYV3V8iorVr1xIA+vjjj0stu2DBAgJAEydO1Fn+/Plz\nmjlzJjVu3JjMzMxIJBKRk5MTDRgwgE6fPl1im3K5nMLDw6lHjx7k6OhIIpGIzM3NycvLiyZMmEDX\nrl0r8z6NGDGCu35evHix2HIRERHUtGlTMjU1JVtbW+rbty9du3at2HOsuOuCZltEuv2nNE6dOkU9\nevQgKysrkkql5OXlRcuWLSOlUqlX9sSJEyVelw4dOkQAqE2bNqVud/HixdSlSxeqXbs2SaXSgvtJ\n3boUHBxMMTExxdaLjo6mjz/+mBwdHUkoFJKZmRk1b96cFi1aRLm5uXrl+/btS3w+n/79999SbWrX\nrh0BoL1795Za1sPDgwDQ5cuXdZafOnWKBgwYQE5OTiQSicjMzIwaN25MM2fOpOTk5BLbjI+Ppxkz\nZlCzZs3I0tKShEIh2dnZkb+/Py1fvpzS09NLtUtDWFgYNWjQgMRiMQEgFxcXnfUZGRm0YMECat68\nOZmZmZFUKiVXV1fq2bMnrVmzhrKyCp6bU1NTad68edSpUyeqVatWwX3c0ZH8/Pxo8+bN3D1cQ1JS\nEn366afk4OBAfD6fAFBISAi3XnMNMfZ6riElJYUmTpzI3fMdHR1p+PDh9PjxY4PlS7q3K5VKqlWr\nFgGg27dv663X7j8nT56kQYMGUf369XWOSZcuXWjDhg16+6/h+fPnNG3aNGrQoAFJJBISiURUp04d\nCg4OptjY2DLtO4NR3Rg7hqxXrx4BuERvgI7xLnyqWov5z6ZL5PLfA+Ty3wO0/+qTkgufXMLpKxTZ\n22CRp3dTOd1k87x/jLLhXs8POf0lt5T7dHHX26IoVArKVeg/D7wpvG2ajEolp/x8/ecPhULBaTVP\nnjyh7Ozscm/j9u3bNHnyZGratCl3r7W2tqaWLVvS5MmT6dKlS3p1ShqTDB48uNjn4KJjzrdNh/ny\nyy/JxaVAh3Gr40ozxk2jjOQ0cnFx0XnWK8vzW0k6TGJiIj158oTTYeLi4ujff/9lOgwxHcYQTIcx\n3hamwxTAdJjXr8NomDFjBgGgmTNnGlVeoVDQsmXLyMvLi6RSKVlZWVGPHj2KPcaTJ08mAHTs2LFS\n2x48eDABoJUrV5ZatmvXrgSAdu/erbP8+vXrFBwcTK6urlz/9fDwoPHjx+tdP4vy4sULmj9/PrVt\n25ZsbGy455C2bdvSN998Q0lJSaXapWHjxo3UtGlTkkqlOueGhqq4dxARZWVl0dixY8nJyYkEAoHe\ntUFzXmtrM8aQk5NDc+fOpQ8++IDEYjHZ2dlR//796ebNmwbLa+4phq7RpWl5hvpPWXSg69ev03/+\n8x9q2rQp2drakkAgIJlMRi1btqSQkBBKSUkp074zGG8Cb7oWwyMyzouVUbXweLxL9erVa16ecKPV\niiIXx68/xLTtVyGHGLVr2OHoFD+9YmqVCgdWLMGDy+fx4aQZcBKZ4NGngwEAkgYNUHfP74i/mYLo\nLf/C3FqKvlOblZra6eu/v8bznOdIladiU49NMBVVfxheDZrc429LPuTMzEwuD6ZUKoWNjU01W1Q2\nNLZbWFjg5MmT6NSpEz777DNs3Lixmi0rG6QmkEIFyleD8lVQ56sBlX46FEPwhHzwxALwxK/+ivhl\nTo+Wn5/PReIBCmYHaqfTehfw9fXFuXPnkJ6eDjMDYeXfR7T7D4PBKBus/xRARLC3t0dAQAC2b99e\n3eYw3hJY/2EwdDF2DOnh4YG7d+9eJqIWr8Oud52q1mK+iLyA47cL0ij+MqwlOjesYbigWg380BRI\ne5UmIOgXoHF/vWLXTiTg720Fttb3cUSX4Y1KteFupwAoExMBAB9E/QmRk1M59uTt4m3TZIojJSWF\nSx8pEolgZ2f3WtKgG8O7fh8nIigSswF1gW4ucjQDT1i2iDLGoFKpuEg8GmxtbcsceelNhukw+rzr\n/YfBqEpY/ymkefPmEAqFOH/+fHWbwnhLYP2HwdDnTddiWGotRsUQmeDgPQVSURDWr7i0Wn9v2YC7\n5wtyce9fthgfde3NrZPUdQMA1PG0xadzfSDPURolTCzqsKii1r+z5OQU5Pnk8yUQix3A55fc1bXz\nrr7tThtLly4FAC6txZsKEYGUas5ph/JVIIVxTjvg88ATC8DXOO2IBeDxKybmvUtOPDk5OcjPz4eV\nlZXO8sjISJw5cwY9evRg4hGDwWBUIjdu3EBKSgq+/vrr6jaFwWAwGIw3itx8Ffe/SUmptRKvFDrx\nSK2ABr0MFkt+nMn9b+ds3It+7dRaPAOptRivF7VaCR6PDx6vZKeQvLw8zokHACwtLd8YJ573AhVx\nTjzg8wBB5f/275ITD9NhGAwG4/WSnp6Oq1evYteuXdVtCoPBYDCqEObIwyg7+dlAwkWA1FCpCbdi\nEwEUDNS6edZAxotkpCY+gUtjb65Ks+69cO/CWaQ9S0Tznn1gnpSKl6/Wid3qcuWEYgGE4lLyxjNK\nhIigVGajIKpgFiSSYmb8vUKlUumIBhKJpGoNrAJu3ryJP/74Azdu3MDhw4fRq1cv+Pj4VLdZOpCa\nQHIV1BqnnXw1YExENB6vILrOq2g7fLEAEPAqVcB7l5x4ACA+Ph7NmjVD165d8cEHH0CpVOLKlSs4\ndeoUrKysEBYWVt0mMhgMxjtF48aNwaJ8MhgMBoOhT66i0JFHWpLW4dQCmHAZiPkNEEoBkeGxWHJ8\noSOPfZ3SZ9ISEdTZ2dx3gdaL9OdxD2Aqs4S5jW2p7TAqByI1cnMfAQBMTOqAzxcVU46QkZHBfTcx\nMYFYLH4tNjIK0J5oVZ6Ix6XxLjnxAEyHYTAYjNeNpaUlVCpV6QUZDAaD8VbDHHkYZUOeCaz0BnJe\nAAAEANorBiMWveAok8I64zHWTZ8FPp+PKZv3ctVk9g4YNG8prkcdgU+/gUgYP4FbJ34VkYdROajV\n+Shw4gF4PCF4vJIdo7K1RD2xWAyB4O1zpIqJicG8efMgk8nwySefYPXq1dVtkg5EBGVyLkhR+sN1\nZaTIKguGnHhq1KjxVjp0aahRowaGDBmC6OhonDhxAnK5HI6Ojhg+fDhmz54Nd3f36jaRUUVERkYi\nLi6u1HLe3t7o27dv1RvEYDAYDAaDwXivyVMYGZEHAGzdgc5zi12tUqiR+rRw/G7nbIQjj0IBKJUF\nX0Qi8LScQf78ZTWe3bsDt2Yt4f/5CFjXLD3lVmJWIoR8IWQSGSSCt3fMWF3I5UlQqQoiJGVn34O5\nuYdBzYaIIBQKoVQWRKyWyWSv29T3HrVW3+WV1nfLyLvmxAMwHeZ9hukwDAaDwWAwGFUHc+RhlI1H\nZzknnqK0+8AWMX8cAIhARJDn5ECiFbbZzMoabYIGAQDyHzyAii/Cvx6DAGVNmOQpIZay07Ey4PGE\nMDV1ffWt9Pzd2jPoTUxMqsaoKmbIkCEYMmTIG5vbU52rNOzEI+CBJxKAr+24U8EUWWXhXXTiAQBr\na2uEh4dXtxmMaiAyMhLR0dGllhs2bBgTkBgMBoPBYDAYVU5uWRx5SiHlaRbUr1L9yOxNIDEpXUPR\njsbD19JnUhIeI/HObQBAXMxlSMZMNMqGSScmIfZlLABg64db4WnnabT9jAK9RoNYbFvsxCs+nw8b\nGxvI5XKoVKq3csLV2w7la0XkEZeurRnLu+jEAzAd5n2G6TAMBoPBYDAYVQfznGCUDSocyMLEBomm\n9fA00Q4AIBXy8fJpwqtiamS9TNFx5OGaUCiQ//gxXlo3wjPHNnh2OA3XblzGwNmtjTbjQdoDXH9x\nHdZSa7jIXOAic6nYfr1D8PkC8PnGO7TIZDLw+Xzk5eW9tY48bzJEBHVmPvedJxWCbyqskhRZZeFd\ndeJhvN+cPHmyuk1gMBgMBoPBYDA4cvO1UmtV0JFHJ62WEdF4AECdncP9zzcr1GcU8jw4N2qMx7eu\nw71la5haWhnVXkZ+YbonC/GbOZHmTUYisYdAYAKFIg1isb0R5dn4vLognYg8lePI86468TDeb5gO\nw2AwGAwGg1F1MEceRvmp3QpR7t/h4J4bBd95PAz9bhWSHz3E45vXYONU22C1/MePAaUSyXZNuGV1\nPMuWk/1s4lksPr8YADCo/iDMbjO7fPvAAI/Hg4WFBczNzavNqeRdhuSqwtzqPB6E1hLwBJU3m6s8\nMCceBoPBYDAYDAaDwah6So3I8+w6cPsg4D0EsHIuua3MfPD5PKjVBPs6xr34V+cYjsjj6F4PA0IW\nIfXZU6hVpaeA1mAjtUGuMhcZ+RmQiVm6p/IgFJpDKGSOG28ypFIDqlfRq3k88IQV13CYEw+DwWDB\n0hCtAAAgAElEQVQwGAwGg8EoK8yRh1Gp8Hg8OLjWhYNr3WLL5D94ADWPjxS7xtyyuk1Ln4mkTWpe\nKve/tdS67Ia+xyiVSggEAj2nHebEUzWotKLx8M2EzImHwWAwGAwGg8FgMN4T8rQceaRiPpD9Aohe\nCqTcLViYFg+k3ANOLga6zgN8JxXbVsuebvDuWgcvn2bDxEJs1PbV2dkgAHdrWCPDTIBbyxah99Sv\nufXWjrXKtD+bP9wMQDdFN8MwObnxABUcf6nUGXy+vgQrl8uRnZ0NepWiXq1Ww9bWlqXSqmZ00mqJ\n+BXWy5gTD4PBYDAYDAaDwSgPzJGH8dqRP3iIdFldKEQFA1YzSzEcXMoWktnD2gO96vZCqjwVda2K\ndxpi6KJQKPDixQtIJBJYW1sz550qRi1XgeSFwq3A3DixtapgTjwMBoPBYDAYDAaD8XpQqNRQvIrq\nwecBYgEfOPczcH6NgdIE1G5VaptCkQAOLsZHwlHn5OChvSXuOdoAUCHj1nWj65YE0xJKR6XMBpHy\n1Td9xyciQmpqKjc+15CcnAyZTAZTA6nqGVULEUGdrYAqXSs9egXTajEnHgaDwWAwGAwGg1FemCMP\n47WT/+ABXmil1XJrag8ev2wiUDfXbujm2q2yTXsnUKlykZf3FADA50thYuIEoCAST0pKCogIeXl5\nSEtLg7U1i2ZUlaiytKLxmIoqJRxzeWFOPAwGg8FgMBgMBoPx+sgrklaLx+MBaY8NF67TDqjTttJt\nUGdnwzo7D7IcOTJMJcjLzKj0bTDKR15enp4TDwCo1WqoypDujFE5qBUqqNLkOpOxAIBvUn7pnDnx\nMBgMBoPBYDAYjIrAHHkYlYJb9kMIkxRQKRtCICz5tMp7+ADJdkGFdZvaVbV57xVEaqhUOTrLVCoV\nUlJSdJw4zMzMqsO89wa1QgXKVXLf+RaiarOFOfEwGAwGg8FgMBgMxuslV9uRR2wgVVK7CUBdf0Bo\nAtRuCVRBlBt1Tg6sc+TwvZuAuA6t0WjcxErfBsMwJibO0ETi4fH0j39OTqFuY2pqCqlUCgDg8/kQ\niapPP3jfICKoMxVQZcp1AifxhHwIrCXgS8onnTMnHgaDwWAwGAwGg1FRqi88BOPdgQjtX56F5Ylw\n/Dz6MzyPe1BCUUJqYi7yTAqcd0QSPpzqs6gwVYnGiUd7RpeNjQ3E4upN8/Suo84sFGt4UiH4ourJ\ncc+ceBgMBoPBYDAYDAbj9ZOXXxhtRWpoPOjgCXzQBXD1BYQlj8/ib6Yg7toLZKfJQaSfpqk41NnZ\nAAAegGZObnD1bmF0XW0uJ13GtJPTcPrJaajULFqMMQiF5hAKLSAUWoDH05VflUol5HI5993c3BxS\nqRRSqRRisZilLntNqPNVUD7PgSpD14mHbyGG0MGUOfEwGAwGg8FgMBiMaoVF5GGUDfdOwPR7Bf8L\nRMDVdFgrUmGlTAcAqJRK2NSqXWx1VUoKkkzcue8uje0gqMZ0Q+8iAoEUpqZ1X33j4eXLl1AqCyPD\n2NjYMCeOKoaUaqhzCwUbQTVF42FOPAwGg8FgMBgMBoNRPeQWSa1VES798QhP76YBAD4c1wSujY2L\nbKzWivrCr0BU3p13duLoo6M4+ugohnsNx9QWU8vdFgPIzc3l/heLxRCWEtmaUbmQmqDKzIc6M19n\nOU8kKIjCYyiClpEwJx4Gg8FgMBgMBoNRWbCRIqNsCCWAub3WgnSoeEJclXnBS/EYHk28ICwh0ov8\nwQO8sGvKfa/b1L7YssVBRPjlxi+wlFjCWmKNznU6s9lKWvB4AgiFZlCr1Xj58qWOeGBlZcWFa2ZU\nHaosBTebiycWlHsWV0VgTjwMBoPBYDAYDAaDUX2UmlrLSEhNSH6cyX23q126Q8DDmEuQmJpBqO3I\nY2paru3nKHJw7NEx7nt31+7laud9IScnDkQFx97ExAV8vq4eQEQ6abVY2vPXizpPCWWaHFAWRswC\njweBTAy+uahC+iJz4mEwGAwGg8FgMBiVCXPkYVSYDJEMf9l2QO3WzugW6F5y2dtxyDJzAgDwoEYd\nL9syby9bkY2Vl1cCAEyEJjg/5HzZjX7HISKkpqYiP79wdpGlpSVMyyncMYyHVGqos7Wj8bz+FGbM\niYfBYDAYDAaDwWAwqpc8LUceLrVW4CKg89yC/02sjGonPTkXirxXjiEWIphZlTyuy8/LxdGfVyIr\n9SXcrO3hLuBDrFKXOyKPqcgUmz/cjN13d+Nu2l00smlUrnbeF1SqXBBpoiLrp0FTq9UQCARQqVTg\n8XhsstVrgtQEVZoc6hyFznKeRAChtRS8CkYLZ048DAaDwWAwGAwGo7JhOY0YpXMpEljfAwjvAgrv\ngsSw9hj0v+P4ePVp/Bx9v7AcjweJacnCEP/JfbQ/MxONYiPh6fgSEpOy+5KlylO5/60kxglf7wMq\nlRzZ2feRnX0fOTnxUKkKRUMLCws2y+s1oc5WAFQg1vFEfPCkFQuhXlaqyoknODgYPB4PcXFxlWBl\n5aFQKBASEoJ69epBIpGAx+Nhz5491W0W4y2Cx+PB39+/us2oMkJDQ8Hj8XDy5MnqNqXcbNmyBc2a\nNYOFhQV4PB4mT55crnbi4uLA4/EQHByss/xNvb69i7wL5yODwWAwGMZiMLWWqQ1g6VTwERs3RteJ\nxuNsUWrEkPN7diIr9SUAIDEjFfxX49PyRuQBgHrW9fDf1v9FeLdwFhG5gggEAtjZ2cHBwQHW1tZv\n9O9Z3udkf3//N2q/1LkKKJKydZ14+DwIrKUQ2plUiROPnZ1dhZ143tRxCtNhGBWF6TBvPkyHeXd4\nF85HBoPBeJ9hjjyMksl8BhyYAsSfARIugJdwATUzr+Pq41RciU9DQmphXm8hv/RBen7cI4iUOXBM\nuoBmbcvnhGMiNMFwr+H4+IOP0blO53K18S6hUqlARADUUKlyoFLlgJAPPr+ge5ubm8PCwqLa7OPx\neHofiUQCV1dXDBs2DLGxsdVmW2VDaipIq/UKvrlYT7zSCFraH3Nzc3h7e2PevHnIysoq9/bfx0g8\nYWFhmD9/PmrVqoXp06cjJCQEDRo0qG6zykx5hc7IyEiD/cvFxQVDhgzB1atXq8BaBqNkXF1dDV77\neTweHB0dy9TW2bNnMWTIEGRmZuLLL79ESEgIAgMDq8jyyqVr167g8XhwdnbWca4tiub3KknA0lwj\nihNebt++jQkTJsDLywuWlpYQi8WoVasWPvzwQ/zyyy/Iy8ur4N68meTm5iIkJAT169eHVCqFg4MD\nBgwYUOZni+LOV+3Pxo0bS2zjr7/+gkAgAI/Hw5w5c4otd+bMGfTs2RM2NjYwNTVFkyZNsGLFihLP\nkfLy+PFjzqZZs2YVW+7kyZOliukaAdbV1dXgerVajZ07dyIoKAjOzs6QSqUwMzNDw4YNMXr0aJw+\nfdoom4sTel8HVSlwHjhwAP7+/rC0tIS5uTl8fHywYcOGMrWhEbtL+nTubHhslJWVhW+++QZNmzbl\nxgaenp4YPXq0zktHDZXVtxiM9528fAOOPOXghZYjj71z6WN7r05d8UGrtgCAJha2EKpfOfKwyT2v\nBRNTF5ia1oWpaV3weMUfd6FQ+Fqj8dy5cwdTp05F8+bNYWNjA5FIBBsbG/j4+GD69Om4dOnSa7Pl\ndUEqNZQpuegUEABJLQtInGXcx8bDES18W2H+/PkV0mGKc+J5lyfTMR2G6TCMNw+mwxTAdJiq503Q\nYa5fv46hQ4fC2dkZEokEDg4O8PPzw6+//lrs9vbt24cePXrA3t4eEokEzs7O6NOnD/75558y2V0a\nTIcpG++qDvPgwQOMGDECzs7OEIvFcHR0xKefforbt28Xu63o6Gj06tULtra2kEgkcHd3x7Rp05CW\nllbmfWe8W7DUWoySyXoOkLrUYmIBH4FepT8UkqIw1RPfvHyDWjsTO0xtMbVcdd811Go1Xrx4AYFA\nAJlMXwAyNTWtVicebUJCQrj/09PTcf78efz666/YtWsXTp06BW9v72q0rnJQ5yiAVyIpBHzwTYu/\nxA4bNgyurq4gIjx9+hR79uxBaGgo9u3bh7Nnz0IsLltKrqJOPHw+Hw4ODu+0Ew9Q8EBmbm6OY8eO\nlfk3e5do2rQp+vbtCwDIyMjA6dOnsXnzZuzatQtRUVHw9fWtZgvfXGJjY9/ptIPjx4/HoEGDUKdO\nnde6XUtLS4Mztso6K/XgwYMgIvz6669o165dZZlX5Tx48ABRUVHg8XhISEjA4cOH0atXryrZ1vz5\n8zFv3jyo1Wq0adMGw4YNg7m5OZKSknDy5EmMHDkSP/30Ey5evFgl268u5HI5unbtitOnT6Nly5aY\nNGkSHj9+jB07duDgwYM4fvw4fHx8jGpL+xlFm6ysLISFhUEoFKJr167F1s/MzMSwYcNgampa4oug\nvXv3IigoCFKpFAMHDoSNjQ3279+PKVOm4PTp09ixY4dR9hpLeHg41Go1eDweIiIiMH/+fAiFlT/8\ne/bsGfr374/Tp0/DwsICXbt2hbu7O4gId+/exZYtW7Bu3Tr88MMPmDBhQqVv/01n1apVmDBhAmxt\nbfHZZ59BLBZj586dCA4OxvXr1/H9998b1U7fvn2LFfA2btyIBw8eoEePHnrr4uLi0LVrV9y7dw8d\nOnTAl19+CSJCXFwcdu7ciWXLlkEkEnHlK7NvMRjvOzoRecTld+RJjtdy5KlT+vjeqoYjPpo+G0/+\njYUybDlyXi2vSEQehvEIBW/W70xEmD9/PubPnw+1Wo3mzZtzzyGZmZm4du0afvzxR4SFhWHVqlUY\nN24cV3fRokWYOXMmnJycqnEPyg4RQZ2jhCpdXqjRAPh8wGC4fVAXEPIrRYd5H514AKbDaGA6TPlh\nOkzVwHQYpsNUNW+CDhMZGYmRI0fC1NQUvXr1gqurK9LS0nDjxg0cOnQIQ4cO1SmvVqsxduxYrFu3\nDs7OzujXrx9sbW2RlJSEf/75B5cuXUKbNm3K/mMUA9Nh3gyqU4e5fPkyOnXqhIyMDAQEBGDQoEF4\n/Pgxdu3ahf379+PPP//UO+fWrVuHMWPGQCgUol+/fnB2dsbly5exbNkyHDhwAKdPn4adnV25fgvG\n2w9z5GEYDdnUxfC0EcjIVUAOMcI+aQqzZ7HIToxHDQdb1JfkFls3Nyu/XGm0GCWTlZUFlUoFlUqF\nly8VsLOrCwDg8fiQSkRV8pBQXkJDQ/WWTZgwAatWrcKKFSsQGRn52m2qTIgIqsxC8UZgISpxZk9w\ncLCOx/XixYvRpEkTXL58GVu2bMGwYcOM3vb76sQDAE+fPoWtre17LR4BgLe3t14fGzt2LNasWYM5\nc+bgxIkT1WPYW8DbOHOwLNjZ2VXLg76VlZXB635Zefr0KQCgVq1aFW7rdbJu3ToQEWbOnInFixdj\n7dq1VSIgLVy4ECEhIXB2dsaOHTsMCiYHDhxAWFhYpW+7ulm2bBlOnz6N/v37Y9u2bVwkwoEDB6Jv\n37744osvcP36dW55SRR3rq5ZswYA0Lt37xJnMU6aNAnp6en4+uuvMXv2bINlMjIyMGrUKAgEApw8\neRItW7YEAHzzzTcICAjAzp07sXXrVgwaNKhUe41BpVJh/fr1kMlkGDJkCH766Sfs27cP/fr1q5T2\nNeTk5CAwMBBXr17FoEGDsHr1alhbW+uUycjIwPfff4+MjIxK3fbbQFxcHKZPnw4bGxtcvHiRE4Dm\nzp2LVq1aISwsDEFBQWjbtm2pbfXt25d7WaRNWloali5dCrFYrDeDTqFQ4OOPP8ajR4+wd+9e9OnT\nR2e9SqXS6yOV2bcYjPcdbUceqSYiT146oJQX/C+xAEQmJbZBREh+XOgkauds/Ms4p/oNEZeTw33n\nl5IKvShylRxnn55Fe6f2EPLfHG3hbYU0Kbhfc8qp+fPnIzQ0FM7OztiyZYtB54Lnz59jxYoVSE9P\n11les2ZN1KxZ83WZWimQQg1lWh5Irh+JYfiYkegU0In7XhEd5n114gGYDqOB6TDlh+kwVQPTYZgO\nU9VUtw7zzz//YOTIkfDy8sIff/yht95QtNmwsDCsW7cOn3/+OcLDw/XuXYbqlBemw7wZVLcOM2LE\nCGRkZGDZsmWYMmUKt/zs2bPo2LEjhg4dips3b3ITqp49e4aJEydCIBDg1KlTaN26NVfnu+++w4wZ\nMzB9+vS3/v0po/ww9Y1hNLkkwckcN1wmD9hamODjZk6guOuIO/Y7zv0Wjqd3DYfPIyIcDb+J7Ysu\nIpVn+5qtfndRKOQ6s74tLGQQCs0gFJpBIDB5o5x4iqNbt24AgOTkZL11crmcE1VMTU0hk8nQoUMH\nbN++Xafc7du3IZPJSnwwb9y4MUQiEZ49ewag4JzcsGED2rVrB3t7e0ilUjg7O6N79+7Ytm1bufZF\nnasEVK+iV/F54JuKSq5QBFtbW+6h4MKFC3rr9+zZg88++wweHh4wMzODubk5WrRogWXLliExMVHP\niWfMmDFciNA1a9agcePGkEqlqFGjBkaPHq0n0Gn4888/0aFDB5iZmcHGxgZ9+/YtMeQfAGzfvh0d\nO3aEpaUlTExM0LhxYyxatAhyuVyvrKurK1xdXZGVlYUpU6bA2dkZJiYm8Pb25nKqK5VKLFy4EPXq\n1YNUKoW7uztWrVql044mrOHDhw/x6NEjLpRhUQ/p8tiWkZGBqVOnwtXVFSKRSGdgoVQqsXr1arRp\n0wYymQympqZo1qwZVq1axR0Dbfbt24fOnTujZs2akEgkqFWrFvz8/LB69WoAhaEro6OjAeiGFa1o\nvvARI0YAMHw+AQUP/YsWLYKvry8cHR1hbm6Otm3bYsuWLQbLy+VyhIaGom7dupBIJHBzc8OcOXMg\nl8sN2qsdGnPz5s3w8fGBubm53jE6d+4c+vfvD0dHR4jFYjg7O2PMmDGccKDNgwcPMHr0aHzwwQcw\nMTGBjY0NGjdujLFjxyIlJYUrl5+fjx9++AHNmzeHtbU1TE1N4erqio8++gh//vmnTpvF/daal/Ka\nULHW1tbo3r27Xn2gMBxqaGgoYmJi8OGHH8LKygqmpqbw8/PDmTNnDP6mhtAOZ3r//n30798ftra2\nsLCwQLdu3XDjxg0ABdfN0aNHo2bNmpBKpWjVqpVBobC4EKWa/X7x4gXXjkQigaenJyIiIoy2t6rQ\nhCvX2OLm5sb1DU3o45L6SXXmW1cqlYiMjIRMJsPcuXPRvHlzHDp0CE+ePKnU7cTFxSE0NBQikQiH\nDh0qdtZTr1698Mcff5TaXoMGDSAWi/HixQuD6xcvXgwej4f//e9/3LITJ05g9OjRaNSoEWQyGUxM\nTODl5YV58+ZVaRhpIsLPP/8MAFi6dKmOSPTRRx+hQ4cOuHXrFndtLS9r164FAIwZM6bYMnv37kVE\nRAR++OGHEoXOnTt3Ijk5GYMGDeKceABAKpXi22+/BQD89NNPFbJXm8OHDyMhIQEDBw7Ef/7zHwAF\nwmZls3z5cly9ehW+vr747bff9MQjAJDJZJg/fz6mT59eYluhoaFwc3MDAGzYsEHnnlhUsDhy5Ah6\n9uwJOzs7LuTwV199ZTDk8LVr1/Dpp5/C1dUVEokE9vb2aN68OSZPnsyJdq6urpg3bx4AoFOnTjrb\nrgjr16+HXC7H+PHjde5/1tbWXJhtzblcXjZu3Ijc3Fz069dP74XBxo0bERMTg0mTJuk58QDgQn5r\neF19i8F4X8g1lFrr0Azg+3oFn5t7Sm0jK1WOvFfpm8VSASztSnb8KYpa25GnjA4GUY+iMOH4BHTb\n2Q2bbm0qU12GPgqFAklJScjIyIBSqXwt23zw4AG+/fZbiMViHD58uNgIIQ4ODli4cCFmzJihs9zQ\nM7VmvDJ27FjcvXsXAwcOhIODA/h8folpEapChynaviozH4rnObpOPEI+eKKC+xmPr3tfL68Os2LF\nCiQmJuo58YwbN47pMOW0jekwTIcBmA5T3TAdpnSYDlO9OsyMGTOgUqmwadMmg5OttCPNAgXOLPPn\nz0ft2rWxbt06gw6oRetUBKbDFPK+6jAPHjxATEwMHBwcMGnSJJ06bdu2xUcffYS7d+/qXB8OHTqE\nvLw89O3bV8eJBwCmTZsGe3t7bN68GS9fvqyQzYy3lzf/TT/jjSFTXig0dGlYA3w+D7mZhR6dJhaW\nBuvdOZ+EhNupAIDTwm5oJ/4bknzDg1eGcRARsnPiYGKiRl6eOYRC6VsZklQzENN+oQUUDP66d++O\n6OhoNGjQAOPGjUNOTg527tyJgQMHIiYmBgsXLgRQ8MDbsWNH/PXXX7hz5w48PDx02jpz5gxu3LiB\noKAg7gFv9uzZWLRoEdzc3DBgwABYWloiMTERFy5cwI4dOzBw4MAy7QcRQZ1ZmDZOYC7SE4iMbQcw\n/AA5c+ZM8Pl8+Pj4wMnJCenp6YiKisK0adNw6tQpLF++3GAknhkzZuDIkSPo3bs3unXrhhMnTmDd\nunW4d+8ejh8/rrMNze8rFosxcOBA1KxZE6dOnULbtm3RpEkTgzbPmjULixYtgp2dHQYPHgxzc3Mc\nPnwYs2bNwpEjR3Ds2DG9/VEoFOjatStevnyJjz76CPn5+diyZQuCgoJw9OhRrF69GufOnUOPHj0g\nkUiwY8cOTJgwAfb29tyx0YQ1XLFiBQBwoWOtrKwqZFt+fj4CAgLw8uVLdOvWDTKZjHuYVSgU6N27\nN44cOYL69etj8ODBkEqlOHHiBCZMmIBz587p5O5du3YtxowZA0dHR/Tu3Rt2dnZ4/vw5rl27hoiI\nCPznP/+BlZUVQkJCEBkZiUePHumEFS0ubKOxlHQ+paWlISAgAFeuXIG3tzc+++wzCIVCHDlyBIMH\nD8bNmze5F8uatoKCgnDw4EHUq1cP48ePh0KhQGRkJG7evFmiHWFhYTh27Bh69+6NTp066YiXERER\nGDVqFCQSCfr06QNnZ2fcvXsX4eHh2L9/P/755x8uFHFiYiJatWqFjIwM9OzZE0FBQcjLy8PDhw+x\nceNGjB8/Hra2Bc6iwcHB2LJlC7y8vDB06FCYmJjg6dOnOHXqFP744w906dKlRJvT0tLg6+uLW7du\noVWrVpg8eTJevHiB7du3o1u3bvjpp58MDigvXryIpUuXom3bthg5ciTi4+Oxa9cudO7cGTExMahf\nv36J29UmLi4OPj4+aNiwIYKDgxEXF4fff/8d/v7+OHv2LAIDAyGTyTBw4EC8fPkSW7duRY8ePXDn\nzh2jwzdr9lMsFqN///7Iy8vDzp078cUXX4DP55dpRmpR5HI5Nm3ahPj4eJiZmaFJkybo2LEjBALj\n0kp4e3sjJCQEe/bswdWrVzFp0iSuf2v38zeRffv24dmzZxg1ahRMTEwQHByMiRMnYv369fi///u/\nSttOREQEFAoFBg0aBC8vrxLLGhOhbdiwYZg1axa2bNliMOzur7/+CrFYrBMxZsmSJbh9+zbatWuH\nDz/8EHl5eTh9+jRCQ0Nx8uRJ/Pnnn0Yd89DQUMybNw8hISFGzSC8f/8+4uPj4eHhwV2jtenRowf+\n/vtvHD9+HJ06dTLQQulcvnwZly9fhqura7FptZ4/f45Ro0ahb9+++Oyzz0qcHaO55wYGBuqt69ix\nI0xNTXHmzBnI5fJKiainEb+Cg4Ph5eWF5s2b4+jRo3j06BFcXFwq3H7R7fzf//1fqbPuStsvf39/\npKWlYeXKlTqpCgDopGCdP38+QkJCYGNjg169esHBwQHXrl3D999/j0OHDuHs2bOQyWQACsQjHx8f\n8Hg89OnTB25ubsjIyMC9e/ewevVqfPvttxCJRJg8eTL27NmD6OhoLv1pUeLi4uDm5gYXFxejxemS\njrsm/HLR57GyohEGR48erbdu8+bNAMDdRw4fPoy0tDTUqVMHgYGB3H1Tw+voWwzG+0SeTkSe8s2j\ne/G4MK2WnbNFsePMm9FREIhEqN+2g66DXrZ2RJ6yaQa77+4GACTnJiNHmVNKaUZp5OTkQK1Wc5GV\nDb10qWwiIiKgVCoxePBgeHp6llq+LBPCHj58iM6dO8PDwwNDhgxBbm4ud/81RGXrMNqo81VQpcpB\nCt0oPHwLMQQWYqAEfaasOszx48cxZcoU/PXXX1i+fDkA/Ug8TIdhOgzTYZgOU9p+Mh2mcmE6zLuv\nwyQkJODvv/9Gy5Yt4enpiRMnTuDSpUvg8Xjw9vZGp06d9DSJffv2ISsrC2PHjoVarcbOnTtx7949\nWFhYoH379mjatGm57CwOpsMwHUYTSMDV1dXgsalbtyCjSlRUFHr37q1TR7NOGz6fD1dXV1y4cAF/\n/fWXwehAjPcAImKfN+AD4FK9evXojePpVaIQGVGIjO7Ma0Iu/z1ALv89QMdvJxERUezpaPp7y690\ndO2P9CIhXq96blY+/TL9L1o1JopWjYmigyNX0a36DehW/QaUeepUuUw6eP8g/e/K/+i3W79RXHpc\nhXavqrh16xbdunWr5ELHF3K/bamfvRN0qmZmPiP5ziHG1z++UH/7vw0oe51yAIAAUEhICPeZMmUK\ntW/fnng8HvXq1YsyMjJ06ixcuJAAUI8ePUihUHDLk5KSyMXFhQDQ6dOnueW//vorAaBp06bpbX/Y\nsGEEgI4ePcots7GxIScnJ8rOztYrn5ycXOZ9VOUqSP44o+CTkElqparYsn5+fgSATpw4obP8+fPn\nVLNmTQJAO3fu1Kt37949ne95eXkUFxdH/fr1IwC0d+9eysvL49Zr9tvZ2ZkePXrELVcoFNShQwcC\nQOfOneOWZ2Zmko2NDQmFQrpw4YLOtiZPnswdx4cPH3LLz5w5w20jMTFRZxu9evUiALRgwQKdtjTH\nr1evXjr2/vXXXwSArK2tqWXLlpSamsqtu3//PolEIvL29tb7XVxcXMjFxUVveUVs69y5M2VlZem1\nGRISQgBo/PjxpFQqueVKpZK++OILAkB79uzhljdv3pzEYjElJSXptVX0PNOcF2UlIiKCAH1FheEA\nACAASURBVNCwYcP01o0cOZL7rYuiOT+WLFlCGRkZXB/Mzc2l7t27E4/HoytXrnDlNX2sQ4cOJJfL\nueWpqalUv359AkB+fn4629D8XqampnT58mU9G/79918SiUTk7u5OCQkJOuuioqKIz+dT3759uWU/\n/PADAaAVK1botZWVlUU5OTlERJSWlkY8Ho9atGihc5w0vHjxQue7IdtHjx5NAGj06NGkVqu55Xfu\n3CGZTEZisVinL5w4cYLrIxERETpt/fzzzwSAvvzySz1bDPHw4UOurW+//VZn3fz587l+MmbMGFKp\nCq81mmM0efJknTqa41D0mqPZxogRI3R+p5s3b5JAIKCGDRsaZa8hNH2p6MfNzY1OnjxZprY056r2\n7629D0WPXUn1NL9t0f5S0jZKQ7v/aOjevTsBoDNnzhBRwTknFovJxcVF55hp0PxeJW3f0L0jICCA\nANC6devKbLchEhISiM/nU4sWLfTWnT9/ngBQv379dJbfv39fp49omDNnDgGgrVu36iwv7nzULA8J\nCTHK1gMHDhR7fSMi2rFjBwGgAQMGGNWeITTXgaL3Cm0++ugjsrW1pWfPnhFR4TV59uzZemVbtmxJ\nAOjixYsG2/L09CQApT8/GkFCQgIJBALy8PDglmmuoXPmzNErr7mGFdefiAr7j/Y9Nz4+ngCQUCik\n3NzcMttpqP8U1081HD9+nABQ27ZtdZ4ViAp/f+3r4NSpU/Xuzxpevnyp0yeLOz+L2mbouaM47Ozs\nCIDevUeDmZkZATD4TGoMmucd7WOtjUwmI6lUSt999x0JhUKda7KZmRn98ssvOuVfR99iFI9RY0gi\nqlevHgG4RG+AjvEufKpSi1n6Ryynofzw552ChbtGF465r2wutY1z++5zesrf2+4YLJOdnkY/Bg+g\n7wd8SFtD/kuZKYXXnH/bt+c0mPxn+uOS4lCr1bTi0gry3+ZPTTY0oWdZz4yu+yZQ1ZoMERUsM7K+\nOmoBPX36lJ48eUJPnjwpGAu/Bk2mU6dOBIDCw8PLVb+kZ+riNBgiw+PbytZhiIjUKjUp0vIK9ZhX\nn/xnWaSSF45xKkuHUSqV9PjxY06H+f3333W0A6bDMB2G6TBMhyFiOgzTYYyH6TC6lKTD7N69mwDQ\np59+Sv7+/nrneuPGjenu3bs6dSZOnEgA6OuvvzbYR4KCgso9Fi8K02GYDkNUcJ8FQDVq1DDYT4OC\ngggAde/enVu2Zs0aAkCffPKJXnmVSkX29vYEgBYtWlQuexml86ZrMSy1FsNoFEoCAJiJBWjnXuBt\n36BdR7Qf9Dm6jhoPWydnvTpnf7+P3MyCUGnm1hI0UF2tsB3HHh3DT1d/wqLzi3D7ZcmhZt9FVCoV\n8vKyq9uMMjNv3jzus3z5cpw6dQoNGzbEp59+CgsLC52y69evB4/Hw7Jly3RmhDk4OHBe9OHh4dzy\nXr16oWbNmoiMjNQJ1ZuWlobt27fD3d1db+aHSCQy6J1enhzGKq1oPHwzIXiC0i+tkZGRCA0NRUhI\nCEaNGoWGDRsiMTERAwYMwMcff6xX3t3dnftfLpfj+fPnAIAvvvgCQMEMFEMe1nPnztWZFSIUCjF8\n+HAAwPnz57nle/fuxcuXLzF48GC9CEmhoaGwtNSPuLV+/XoAwJw5c3TCWQqFQoSFhYHP5+scJ21W\nrFihY2+HDh3g5uaG1NRULFmyRGemR926deHr64vr169DpdLPc2+IitgWFhaml9derVZj1apVcHR0\nxPLly3XOHYFAgLCwMPB4PPz222869YRCocGZWJWdKzsmJgahoaEIDQ3F1KlT0apVK4SHh6NWrVp6\nOZlTUlKwadMmtGzZUi90ulQqxZIlS0BE3Cx+oCC0JgAuLLsGKyurUme2jB49Gs2aNdNb/tNPP0Gh\nUGDlypVwcnLSWRcQEIA+ffpg//79yMzM1FlnYqKfTsDMzIxbzuPxQESQSCQGPd+LRh8oikKhwKZN\nm2Bubo5FixbpzGiuV68eJk6ciPz8fPz66696dX19ffXy4n7xxRcQCoU6/c0YXF1dMXPmTJ1lmplZ\ncrkc3333nc7+DR48GEKhEDExMUZvw9TUFMuWLdM5nxs1agRfX1/Exsbq/fbGMnz4cERFReHZs2fI\nzs7G9evXMWbMGMTFxaFHjx64erXizwJvKo8ePcKxY8dQv359Lteyra0tevXqhUePHuHo0aOVtq3E\nxEQAQO3atSulPScnJ3Tu3BmXLl3Sm+GpuQYUnR1Yt25dgyFvNbNzjxw5YtS2x48fj9jYWIwfP96o\n8poZpYbuTdrLDYX3NYasrCxs2bIFQqGQu88WZf369di7dy9Wr16NGjVqVLvN2vzyyy9QqVQ616PB\ngwdDLBZj/fr1Rt9LS0NzDtra2kIqlVZKm6Xxww8/ACiY/VR0VmhwcDC8vb317sWA4XuHtbV1qbPX\ntHFyckJsbCyioqKMrmPscS8u1UZpaGbijRo1Sm+dXC5HRkYGFAoFvvrqK0yZMgWPHj1CSkoK96w9\ncuRInZlor/M8ZTDeB3LzC1O+mIiNmw1fFAcXGRq0cYStkzkcXC0Mljm/ZzvkOQUaQVZqCqQWhVFR\ndCLymBkfkYfH42FS80k42v8oNgRuQA2z0u91jOJRKpUaxzEIBAKDqR2qAs0M36LjLaAwPYj2RxNp\nxRgcHBz0xiulUZk6jFquhPJ5jk50ZPAAgUwCoYMp+Ab6XEV0GJVKhaSkJKhUKh0dpqh2ADAdhukw\nTIcpCtNhCmE6TOXDdJgC3nUdRvMuZPv27YiNjcXu3buRnp6Oe/fu4fPPP8f169fx4YcfIj8/X6/O\n0qVLYW9vj3PnziEzMxPnzp1Dy5YtsWvXLi4FVkVhOgzTYQDAw8MDHh4eSEpKwo8//qiz7ty5c9i7\ndy8AIDU1lVvevXt3CIVC7NmzBxcvXtSps2LFCiQnJ+vVYbxfsNRajDLjX98BEmHpIlTivTTcOlWY\nW7fDQA8If1BCPyNy2UiVF16wrCVVH4r4TSMzMxP5+VIolWK8HumnctCIVgCQnZ2NmzdvYubMmRgy\nZAhu3ryJBQsWACjYv3v37sHJyQkNGjTQaycgIAAAcOXKFW6ZUCjE0KFDsWTJEuzatQuDBw8GUJir\ncvTo0ToPuEOGDMGPP/4IT09PfPLJJ/Dz80Pbtm2LvbkXJSYmhssjTko11DkKWMosMXHkOAjMjTsq\nmodxbYKDg4vNiZySkoLvvvsOBw8exIMHD5CToxvaPCkpyWC9omIQADg7Fzjdad/8L1++DADw8/PT\nK29paQlvb2+9HLeaOppjoo2Hhwdq166Nhw8fIi0tTechz8rKSkcQ01CrVi08fPgQLVq00Fvn5OQE\nlUqFZ8+eGRQhi1Je26RSqcHw1Xfu3EFKSgrq1aunE+pYGxMTE8TGxnLfhwwZgmnTpsHT0xMDBw6E\nn58ffH19YW9vX6r9ZeXq1at6g/I6derg77//1gvve+HCBahUKi6XuMb5TSPoafLUau/LlStXwOfz\n0a5dO71tt2/fvkTbiuZ21XD27FkAQHR0tMH88c+fP4dKpcKdO3fQokUL9OnTB7NmzcK4ceNw5MgR\ndO/eHb6+vmjUqJFO/5bJZOjduzf2798Pb29vBAUFoUOHDvDx8TEqBeHt27eRk5MDX19f2NjY6K0P\nCAjAt99+q3MN0mCov4lEItSoUaPMD9ve3t56InetWrUAFJzDRR0gBQIBatSogYSEBKO3Ua9ePYPh\n7zXXiLS0NL3tGIN2aHIA8PLyws8//wxzc3OEhYUhNDQUv//+e5nbfRsIDw+HWq3WExKDg4Oxe/du\nrF271mBo1/Kgua9WNHe0NsHBwTh27Bg2bNiApUuXAigIdb9161bY29ujZ8+eOuWzs7OxcuVK/P77\n77hz5w4yMzN17vfG5qO3s7OrVGG9or/Nli1bkJmZiX79+hnMux4XF4fJkyfjk08+wYABAypkq4bK\nOp5qtRrr168Hn8/H0KFDueUaIXP37t04ePAg+vTpU6HtAFVzDpbG2bNnIRKJsGPHDuzYsUNvfX5+\nPpKTk5GSkgJbW1sMHDgQK1euRN++fdG/f3906dIFvr6+Bp9DSkMkEhl8Nq0IFfkN09PTsX37dojF\nYr1rDgBOKFSpVAgKCuL6NFAg9GdlZWHixIlYsmSJweelyraXwXgfydVJrVU+Rx7XJnZwbVLyPbJt\n/8EAeLjyx374Dx0F4asX2KRWQ601buQbENNLQ8QXwdvBu/SCjBLRjLGAgpffr+s6WtJ1Oy4uDvPm\nzdNZ5uLiwr0ILA0vL68ypQOtLB2GiEB5KpBCxekwAMCTCCCwkoBfQl8rrw5z6NAh3L9/X0+H0bxY\nKQrTYZgOw3QYpsMUB9NhKh+mw7wfOoz2+DY8PBy9evUCUHD92bBhA2JjY3Hx4kXs2rULn376qU4d\nExMT7N+/n2u3devW2LdvHzw8PLBx40YsWLDAqPtccTAdhukw2qxZswaBgYGYNGkSd19MSEjA7t27\n0ahRI1y7dk3nXuPi4oL58+dj1qxZ8PX1Rb9+/VC7dm3ExMTgzz//RJMmTfTqMN4vmCMPo2QcGgLT\n7mBYxDlce1oww6ubZ+kzsVRKNU5u/pf77tbUDnW97RFfCSb19+iPljVaIk2eBieL8t9gq51OXxd8\nyoBcLueEg7QO34L/0erye94O3la+epWAmZkZWrdujd27d6N27dpYunQpxo4dC2dnZ84TtmbNmgbr\napYX9e4ePnw4wsLCsGbNGs6RZ+3atRCLxdzMJw3Lly+Hu7s71q9fj8WLF2Px4sUQCoXo2bMnwsL+\nn73zDovi+vr4d7YvfREQUASigqhRYsMWxd6wIRETfQW7+cVYEktiNCBRo1FTjNHEErBEY0ssKFhB\nEWPUJFZQUUHEAoLC0rbf9w/chXELSxPU+3meeVhmbjnTZ75z7jmr0KRJE5P2X7p0SV/watgIM6fP\nBMMzz6M4Li4O/v7+UCqVSE5OxqxZsxAVFYXGjRtjwYIFrLK5ublo3749UlNT4evri8DAQNjZ2YHH\n40GlUmHNmjWsSERlMZTDWBvlqKwnuHa7G4sqYOgB2px9lZ6ejry8PJYdxoQ6rV2GlmuXlRVATVFZ\n25ycnAw+xOXk5AAAUlJS9PZ9WQoKCnS/P/nkEzg4OGDt2rVYvXo1vv/+ezAMg+7du2PFihUGxYbK\nEhISgqioKBBCkJWVhU2bNmHBggUYPHgw/vrrL5Zwol2XCxcuGBRuDK1LXl4e7O3tWRGytJQXicLQ\nsVPWjhUrVpisr7XD3d0d58+fR3h4OGJjY/HHH38AKBE7Zs+ejenTp+vq7Ny5E8uXL8f27dt1YoZI\nJEJQUBBWrlxp0ubKXoMA4znDeTxehUdemDoPTJ1D5p4jgGl7AVTbaBEtU6dOxapVq3D69Olqbbeu\noFarERkZCQ6Hg//7v/9jLRswYACcnZ1x8OBBPH78mHVeaEeiaDQaGEO7rOyoFVdXV9y4caNComF5\nDB8+HDY2Nti2bRu+/vprcLlcREdHIycnBzNnzmRdA5RKJXr27Inz58+jZcuWCA4OhqOjo27066JF\ni4zem6pKeaNnpFIpq1xF0Y6ueTHXtZbx48dDLBZj7dq1ZrdZ0zZrOXLkCO7du4d+/frpCVHjxo3T\nCZllBaSqHIMAkJ2dDZlM9lJGg+Xk5EClUpm8FwMl94569eqhQ4cOSEhIwJIlS7Bnzx5s3boVAODt\n7Y2wsDCdwFdT2NraIjs7G3l5eQZHImv3uyExvzy2bduGoqIijBo1yqAAa2FhAYFAAIVCYTDKwPDh\nwzF9+nTWSOWXdZxSKG8KsjKOPOJKOvKYg9DCEv5jJ6LNwCGwrlf6sZoUF+t+M2IxGCr+sqmEJsNi\nyOqS6QXUahlKMjYAHI4QKpUauWUcPnSjk1+CJuPi4oIbN24Y/Kjn7++v+5ChUqkMRjAxhTkRCctS\nUzrM9EnTwLUVgGPJL/eDTHXoMFwuF0qlEmvXrqU6TDXZRnUYw+tCdZhSqA5TeagOQ3WY6qK2dRiJ\npGRAv1Ao1HNuYhgGQ4cOxcWLF3H+/Hnde762TseOHfWuiy4uLvDz88OJEydw8eLFKjnyUB2mBKrD\nlODv74/z589j8eLFOHXqFE6dOgU3NzcsWLAArVu3xtChQ+Hk5MSq8/nnn6N58+b4/vvvcfjwYSgU\nCrRo0QI7duzA5cuXceXKFb06lDcHmlqLYhouH480Njj1kItnsAGPw8Dfu/wLxqXj6Xj63PGHJ+Ti\n3WCvajMp4K0ATHtnGhZ0XIAGVq+wI08FIYSwHpREItFLC59XU9jZ2cHb2xsqlUo3ckf7sKcNAf0i\n2vCBLz4Uurq6YvDgwTh9+jSSk5Nx9uxZXLt2DcOHD9cbecPlcjFjxgxcvnwZmZmZ2Lt3L4YPH44D\nBw6gf//+5T7whoaGghACtUIF+X0p5PeluPXXNXCsKyZ8ASVexa1atcLBgwfh7u6OsLAwvREmGzdu\nRGpqKmbOnIl9+/Zh8eLFmDt3LpYvX65zWqoq2u1pLLKPof1R2X31MqisbcaEP2254cOHm8xXmZqa\nyqo3duxYnDt3Djk5OTh06BAmTJiA06dPo1+/frrwntUJwzCoX78+5s+fj08//RRXrlzREyS16zJr\n1iwQQiCVSiGVSvXWJS4uTlfHxsYGT58+hUql0uvT2DFT1iZDlH0BNLVNy45O9PHxwc6dO5GTk4OL\nFy9i2bJl0Gg0mDFjBjZt2qQrJxaLER4ejlu3biE9PR3btm1D165dsW3bNgQFBZm0ty4f16862heO\nwsLqSQ/JMIzBYxKonbQv0dHRePDgATQaDRo2bAiGYXQTn8/H48ePoVKpdCHntWiPJa2oaojs7GwA\nbNFPOwqzIuFly0MsFmPkyJF49OgRjh07BsB4OOf9+/fj/PnzCAkJwdWrV7F+/XosWbIE4eHhmDJl\nSrXZZAhvb28AJaN0DZGSkgKgZNRkRbl06RIuXrwIT09P9O3b12CZf//9F1lZWXB0dGTtZ63j8JIl\nS8AwDIYNG2aWzSqVCqmpqeDxeHjrrbcqbHNZtOLXkSNHWLYxDIPBgwcDAGJjY3H//n1dncoeg25u\nbmjUqBFUKtVLE4ZtbW0hkUjKzR/t7u6uq9OpUydER0fj2bNnSExMxMKFC5GZmYkPPvgAx48fr1F7\nTe33R48eobCwEA0bNjRrpPKLbNiwAQBMnm/a/g19MNCKmsVlPvTX5LlFobyJFCvKOPJUMrVWRbBx\nYH8MV5d55uJU4DqjIcY/KFDKh8sVgcsVg8sVg2E4rCguIpHopY6m7dKlC4DqfV7UUtFRzFXRYYha\ngzGDg3X6i3ZK+e8G+PUtwLUSVMieiugws2bN0ukws2fPxpIlSzBmzJgKrbsxqA5TAtVhqA5Tl4/r\nVx2qw1AdprqobR1G27+1tbXB1Eym3m+NOdAZqlMZqA5DdZgXadWqFXbt2oXMzEwoFArcuXMHCxcu\nxD///AMAaN++vV6doUOHIi4uDnl5eSguLsbFixcxatQonD171mgdypsBdeShlMvxpNKXg06N68FW\nXOKsIH2ShWPr1+DM71tw/VTpw0vek2JcOJSm+99vsCes7V9th5O6gEpVAIGgxAObYZjX5uVFG+ZU\n62FsbW2Nxo0b48GDB7oHwLJoX2rbtGmjt0yb03T9+vW6B6jybqpOTk4IDAzErl270LNnT9y5cwfX\nrl0zy3ZNfumIC0bEMxnCuTwsLCywfPlyaDQavXzZN2+WRLfShgHlcDioX78+BAKBXpjlyqLdnoba\ny8vLM5jvWZtvOz4+Xm/Z7du3kZGRAU9PT6MPyzVJddvWrFkz2NnZ4dy5cxUaaaPFzs4OAwcOxIYN\nGxAaGoqnT58iISFBt1wr5lbnyJsvv/wSjo6OWLNmDUvY6tChAzgcDqv/8njnnXeg0Wh0D45lOXPm\nTKXs69ixIwBUyA4tPB4Pbdu2xbx587Bjxw4A0KW7exE3NzeMHj0aR44cQdOmTXHmzBmTL0ne3t6w\nsLDApUuXDIZhNnUNophGG8a7qo4KWiQSCeslWItara5QjvrqQvsyFxAQgAkTJuhN2pCrGzduZIU9\nbt26NYDS7fMiOTk5SElJgVAo1L2MAiWjevh8Pvbu3YukpCSTtlVkRJbWzs2bNyM7OxsxMTFo1aoV\nfH3ZaTVu374NABgxYoReG9V1bzJG48aN0ahRI9y6dUtPuAeAmJgYAIbD+pfHL7/8AgCYOHGiUQF8\n7NixBvdxt27dAJSEZJ8wYQL69Omjq6O1JTY2Vq+906dPo6ioCJ07d65QiooXefz4MaKjo2FjY2PQ\nvgkTJqBLly5Qq9UsIdPb2xtCoVCXvsAQ2uNTe7xq0Y6WW7x4scmRZIB5x2F598OOHTvi2bNnuH79\nerltvYhQKETnzp0RERGhy/GuzU9uTt+VwdR+r8px+vfff+Py5cvw8vKCv7+/0XK9evUCAIPPttp5\nHh4eunk1eW5RKG8ixS8pIo8xSNm0WpaWZtXJLs5Gn919sOLCCtzJvVNTpr1WqBSFKMhLQX5eMvLz\nkqF4LIXiUSFkj/Lx+OEj1sdTgZwDxaPClzZ9MHAkeDwe9uzZg8un/zFZFgCgJqx5muKSj7WKrKLS\n+VklxxVHCQjyYbAt8tyJzVhfdmpLBHTqh20/RMK/a3fcuXMH/8VfMFpe+bhIZ0tJ5wy49iLw6onM\njopsCFM6jPbjT79+/XTzHBwcYGlpSXUYI1AdhuowWqgOU3egOkwoAKrDVAe1rcO0atUKDg4OyM7O\nNujMaOj9Vvs+bEw/0M4vW6eiUB3GNG+iDmMMuVyOLVu2gMPhYNSoUWbVuXHjBs6cOQNPT0906tSp\nwn1SXg+oIw9FD6VCjmuJB3H55C5cPrkL987tgyVKvFL7NC8Ng5mX9RhXTsTi7z934erJowBKosac\n3nETamXJDcTBzQrNmhAUnDqFglOnoHr28j2zX0U0Gg3kcjlkMhlUKhXUajmKZffA4z2BRCKGra3t\na5ETcd++fUhNTQWfz2flfB4/fjwIIZgzZw7rJp6dnY2vvvpKV+ZFevXqBS8vL2zevBm7du2Cl5cX\nevTowSojl8tx4sQJ1sM7UBKa8unTpwBgljcuUWmgKSoVErjWAjPW2DQjR45Eq1atcPz4cd1Lqlwu\n14UAPHfuHMuJ57///sPXX39d5X6BEo9fiUSC7du34+LFi6xl4eHhBsNmavfB4sWLWbnh1Wo1Zs+e\nDY1GgwkTJlSLfRWlum3j8Xj4+OOP8ejRI0yfPt2gp/6jR49YL3GxsbEGR6loR4CVPc60+zg9vToS\nEJZgbW2NefPmQalUIjw8XDffyckJo0ePxsWLF/HVV18ZtPHOnTuslzJtft8FCxZAoVDo5ufl5enO\nyYoybdo08Pl8zJo1y6CHvEKhYIlL58+fN/iipp2n3Z5PnjzB33//rVeusLAQ+fn54PF4EAiMn68C\ngQCjR49GQUEBvvzyS9ayO3fuYPXq1eDz+XoheyklXL9+XXctLcu9e/cwbdo0AKi2EawdOnRAeno6\njh49ypq/ePFi3Lt3r1r6MJeMjAzExsZCIpFg9+7d2Lhxo94UGRmJrl27IjU1lTX6RCvYrFixQi88\ns0ajwZw5c6BSqfD++++znDw8PDwQHh4OhUKBQYMG6V27tcTGxmLAgAFmr0uXLl3QtGlT7N+/H+vW\nrYNSqTSY91krdLwo1N+9exfz5s0zuz+g5P5+48YN3Wij8mAYBlOnTgUAzJ07lyVc7N+/HwkJCWje\nvDlrJClQco29ceMGa2R8WQoLC7F9+3bweDyDzxlaVq9ebXAfayPyDBo0CBs3bsRHH32kqxMUFAQH\nBwf8/vvvrH0lk8l0I3Y//PBDg+tq7gjzX3/9FSqVCqNHjzZo38aNGxEVFQWGYbBp0ybddhOJRBg1\nahRUKhXmzJmj94yUkZGhC7//4rEwa9YstG7dGgkJCRg7dqzBUZgFBQWIiIjAypUry10HiUQChmGM\n3g9nzZoFAJg0aRIePnyot7ywsBDnzp3T/Z+QkGDwGebFewdQ/r1YqVTixo0buHPH/A/b48aNg1Ao\nxJo1a5CWlqab/+zZMyxduhQAdMeylry8PNy4cUM38tgQ5YUd1zJlyhTweDx89913rOuLTCbDF198\nAQAsAamy5xaFQjFMWUcekdaRpwLRbo5HJiHm56u4eDgV+U9lrGU5D+7j/vUrkBUWGKkNaMo68pg5\n4vTsw7PIKs7ClqQtCDsbZratbzJExkDDyEEYVcmk1gBqDaAm0KD0nsohDPhq7vNlL2dq7OaBz6fP\ngUKhwNDRgfjr778Mlsst++G87DIN0Z+nLjmGGQIwGgPL1BroVvv5//KiYpw8dRJEpWaVU8rkuo/2\nYoHI+LqUeTbhWPBLovBYlJ9KyxwM6TAqlYqlwwClTjxUhzEO1WGoDvMiVId5OVAdhuowb4IOw+Px\ndAO2X+z/6tWriIqKAo/HY0UAa926Nbp06YLk5GRs3LiR1d7GjRuRnJyMxo0b60U6oToMG6rDlGCu\nDlNYWKjnmKRUKvHhhx8iLS0NH374IRo3bsxark33VZasrCx88MEH0Gg0WL58ucFIVJQ3A/0kq5Q3\nntsr/NFSWfoSdFv9LqwxEiIo0Nun1JGnOL/04iK2LsknSDQEju7WyLj5DBoNQYemUqT2Z4cApBhG\n67xTXFwMuVyuu3lbW1uDy30KEAINUYBhcmBh0bic1uoeZV9gCwsLkZSUpPOAXbp0KStX8uzZsxET\nE4P9+/ejdevWGDhwIIqKirB7925kZWVh7ty5ulCWZdE+UH7yyScADEfjKS4uRu/eveHh4QE/Pz+4\nu7tDJpPh2LFjSE5OxpAhQ+Dj41Pu+qgLSl+iGSEXHGHVHasYhsGiRYswfPhwfPHFF4iLi0NmZiYC\nAwPxyy+/ICIiAv/99x+8vb2RkpKC6OhoBAYGYufOnVXu28rKCuvXr0dwcDDeffdd9MkUlAAAIABJ\nREFUBAcHw8XFBWfOnMG1a9fQrVs3vXCNnTt3xty5c/HNN9+gZcuWCAoKgqWlJWJiYnDt2jV07doV\nc+bMqbJtlaEmbFu4cCEuX76Mn3/+GQcPHkTPnj3RoEEDZGVlISUlBYmJiViyZAmaN28OoOTDmEgk\nQteuXeHh4QFCCBISEnDhwgW0bdsWvXv31rXdq1cv7N69G4GBgRg4cCDEYjHc3d2rLFL873//w6pV\nq7Bt2zbMmzdPZ9uaNWuQkpKCL7/8Eps3b0anTp3QsGFDPHz4EMnJybhw4QJ27NgBT09PACUC0u+/\n/47Y2Fi0bNkSQ4YMgVKpxN69e9GuXTvcvHmzwg+TzZo1w6+//orx48ejRYsW6N+/P7y8vKBUKpGe\nno6EhAQ4Ojrixo0bAIDt27fjp59+Qvfu3dGkSRNIJBLcuXMHBw8ehFAoxMyZMwEADx48QMeOHeHj\n44M2bdrAzc0NUqkU0dHRePz4MaZPnw5ra2uTti1btgwJCQlYs2YNLly4gB49eiA7Oxu7du1Cfn4+\n1qxZo9s2FDa7d+/GsmXL0KNHD3h6esLa2hp37tzBoUOHIJPJMHDgQMyePbta+po9ezaOHDmCoUOH\nIjg4GPb29jh79ixSU1Ph7+9vcCRoTbFx40ao1WqMGTPGZNrLiRMn4syZM1i/fr0uWou/vz/mzZuH\n5cuXo3nz5hg6dCjc3d0hlUpx7Ngx3LhxA82bNzf48j1//nxdnur27dujc+fOaNeuHaysrJCZmYnT\np08jJSUF7dq1q9D6jB07FgsXLsRXX30FHo9nMI3j4MGD0aRJE3z77be4evUq3nnnHaSnpyM6OhqD\nBg2qkCC+Zs0aLFq0CGFhYaznBVN88skniI6Oxp49e+Dn54devXohPT0du3fvhoWFBX799Ve969LY\nsWNx6tQpxMXFGRw98/vvv0MqlSIwMFAvf3pVsbGxwYYNGxAUFAR/f3+MGjUK9vb2OHDgAG7evImg\noCAEBwez6mifBc1x3iaE6ELbT5w40Wi5Jk2aoHv37oiPj0dMTAwGDRoEAFi1ahUuXLiAyMhI/PXX\nX+jTpw9sbGxw79497N+/H/n5+Zg3b56eKGdhYYHY2FgEBQXht99+w8GDB9GnTx80adIEGo0Gt2/f\nxokTJyCVSrFmzZpy18PKygp+fn5ISEjA6NGj4eXlBS6XiyFDhqBVq1bo1asXli1bhs8//xxNmzbF\nwIED4enpiYKCAty7dw+nTp1C165ddSOvVq1ahaNHj8Lf3x9vvfUWrKyscP36dcTExEAikbAEmB49\neoDD4eDzzz/HtWvXdGG2tY5WDx48gI+PD9zd3VlikCk8PT2xYsUKTJ8+He3atUNwcDAEAgH27NmD\njIwMfPrpp3qjqv7880+MGzcOISEhiIqK0mtTKpVi586dEAgEeqHWX6RZs2ZYvnw5Pv30U7Ru3RrD\nhg2DpaUljhw5glu3bsHPz09P8K3MuUWhUAwjUxpIrSXPLy0gNP5MKs0pxs3zjwEC3L38BF5+7PvS\ntbhjuHjwDwBAt9Hj0H6I/shsTdnUWmZG5MkpLh0R/LbD22bVeZPQaFRgGA4YpvQ6yGg44KqsoBbk\nG69IAAsIUXW3k4rzxczPQAjB0h++gf/wPmjz9jto59sG9nYS5ErzcC8jHSfPxAMAuvp1Nt1YJSmW\nFWPA+0Pg7uaODr5t0ahhI8jkMpxIiMONlJsI6DMQPk29TTfC44BnJwRHVL1S9os6zOnTp5GZmYnh\nw4fj559/RkREBP755x/4+PhQHaYcqA5TAtVhqA7zsqE6DNVh3hQdZv78+Thx4gS2bNmCq1evwt/f\nH0+ePMHevXshk8mwatUqNGnShFVn06ZN6Nq1KyZNmoQ//vgDLVq0QFJSEg4fPgwLCwtERUWxNBeq\nw1Adpqo6TFxcHCZOnIjevXvr7oeHDx9GWloaBg0aZPC6EhERgdjYWHTq1AmOjo7IyMjAgQMHkJeX\nh4iICLz33ntmrTvlNaW8vHZ0ejkTgH+aNm1Kapvc7MeEhNkYnM4t6ccq++zRQ/LfkUPk7O7tJOlM\nPGtZzoMCcvnkffJg/nyS5N3M4CRPTa2wfXdz75KwxDDy3cXvSPSd6Kqsao2SlJREkpKSyi2nUqlI\nYWEhyc7OJg8ePDA4SaVSUlCQQqTSayQv7wpRKgtfwhpUHygZi8WauFwucXZ2JkOGDCFHjx41WK+4\nuJgsWbKEtGjRgohEImJlZUW6dOlCtm/frldWKpUSqVRKCCHk6dOnhMPhEKFQSLKzs/XKKhQKsnz5\nctK/f3/i5uZGhEIhcXBwIH5+fmTdunVELpeXu04alZrIM/KJ/L6UyO9LibpIafb26N69OwFA4uLi\njJZp27YtAUA2bdpE0tLSSFpaGjl+/DgZNGgQcXR0JBYWFqRNmzZkw4YNJDU1lQAgISEhrDZCQkII\nAJJq4DyLi4sjAEhYWJjesqNHj5IuXboQsVhM7OzsyJAhQ0hycrLJ9nbs2EG6dOlCrKysiFAoJM2b\nNyeLFy8mxcXFemXd3d2Ju7u7yW1jCGP9m2qvOm3TotFoyJYtW0jPnj2JRCIhfD6fuLq6ki5dupAl\nS5aQ9PR0Xdl169aRYcOGEU9PTyIWi4lEIiG+vr5k+fLluuNVi0qlIp9//jnx9PQkPB6PACDdu3c3\naQshhERGRhrc/2VZvXo1AUACAwNZ8+VyOfnxxx9Jhw4diI2NDREIBMTNzY307NmTfPfdd3rnT3Fx\nMVm4cCHx8PAgAoGAuLu7k/nz55OMjAwCgAwdOpRVPiwsrNxjnRBCrly5QkJCQkijRo2IQCAgEomE\ntGjRgkyePJmcOHFCV+7cuXNk6tSppFWrVkQikRCRSEQaN25MQkNDydWrV3Xlnj17RhYtWkR69OhB\nXF1diUAgIM7OzqR79+5k+/btRKPRsPo3tq2fPXtG5s6dS5o0aUIEAgGxtbUlvXv3JkeOHNEra+qc\nIsS8Y0uLsXO6PHuN9WNsP5hqx9T5Xh7x8fFk1KhRxNvbm9ja2hIej0ccHBxI7969yebNm/W2f3mU\nZ8v+/ftJ27ZtiVAoJPb29iQ4OJikpaUZrFeZ62V5SKVSkpubS9zc3AgAcvnyZZPlCwsLia2tLeHz\n+SQzM5O1LDo6mgQEBJD69esTHo9HrK2tSbt27ciSJUtIQUGByXaTkpLItGnTSIsWLYi1tTXh8/nE\n2dmZ9O/fn2zcuJHIZLIKrde9e/cIh8MhAEhAQIDRcunp6eSDDz4grq6uRCQSkebNm5Ply5cTpVJp\n8Bgzdjxq5xs7h4xRVFREvvzyS9156uDgQIKCgsj169cNli/vHtyhQwcCgMTGxlbIDi3aa/IXX3xh\ntMyZM2fIgAEDiJ2dHRGJRKRly5bk22+/JSqVSq/spUuXCAAyevTocvs+evQoAUDeeeedcsv+9ttv\nBAAZMmQIa35+fj5ZsmQJadeuHbG2tiY8Ho/Ur1+fBAQEkEOHDplsU61Wk127dpHhw4eTBg0aEKFQ\nSMRiMfH29iYTJkwgiYmJenXKPr+VJSUlhQQEBBB7e3vCMAwBQCIjI1llEhISyHvvvUdcXFwIn88n\nDg4OpHXr1mTWrFnkwoULunJHjhwhoaGhxMfHh9jY2BALCwvi5eVFPv74Y5KWlqbX99atW0nr1q2J\nSCTSPbdq0V5DzL2el+XAgQOkW7duxMrKilhYWJB27dqRqKgog2XLu7evXbuWACCjRo0yu//o6GjS\no0cPYmNjQ4RCIfHx8SERERGkqKjIYPmKnluU6sHcd8imTZsSAP+QOqBjvA5TTWoxvVfFE/d50cR9\nXjS58ej59W5bECHhdiU6y93TRuv+feAOWTPlBFkz5QTZ/8N/est3RXxOVo4cRFaOHERundO/xhJC\nSH58vE5/uTdxklk23829Sw7eOUi2J28nFx9fNKtOXcTc88lc1Go5KS5+SKTSa0QuZ78nKZ8VE1nG\nM1L8IIco8vKJWqkiGqWaqJUqopApiEKmICqFkmiU6lqdkq8lkRnTZ5DWrVrrntMlEglp17YdmTF9\nBrn49wW9OiH/N5YAIHdT7ujm3U25QwCQD97/gEhzpQb76t6t5JlL+7+8SEaWfb2M9O/Xj63DdPAj\na9f8RGSFxeWvQwXfI8pSER0mMjJSp8McO3aMDBw4kOowVIdhQXUYqsOU1w/VYUrrUR3GfKgOY54O\nU1hYSMLCwoi3tzcRCATExsaG9OrVixw+fNhonfT0dDJhwgTi6upK+Hw+qV+/Pnn//fcNPitSHYbq\nMIaoiA5z8+ZNEhgYSBo2bKi7l3Xr1o1ERkYStVptsI5Ws3F0dCR8Pp84OTmR4cOHk9Onjb8vUqqP\nuq7FMISwQ3ZRageGYf5p2rRpG0NhLV8mz548guSnZgAAJeEiSVySe7ZY6AiXQZ/B3au1qep6PPx8\nPvL+/BMAIGzaFDwXZzAMB9Z9+8DOQC7P8oi/H4+PT34MAOjaoCvW9V5X4TZeBsnJyQBgNLKLTCZD\nQUEBKzTqi3C5XPB4PIjFYlhYWDwXGTUAONUSPvh1Ij+/ZOSbtbU14uPj0aNHD4wZMwZbt26tkf7U\nUjnU0pJ9x/A54DlZVOs+kcvlyMzM1ArLrHRaFEp1U/b8qQzHjh1D37598dlnn1VbiHEK5VWhqucP\nhWKK1atXY+bMmbh69SpatGhR2+ZUO/T8oVDYlPcOqcXLywspKSn/EkLavgy7XndqUovpuvwkMp6V\npII5PacHGtV7HkZeowEUBQBPBPD03/E0GoKtX5xFwTM5AKDfpJZo0taJVSZ+y0bcv34V2ffvYfz3\nP8PWSX8Es/TwYTz45FMAgHW/fmj4w/fVuXp1GnPPJ3ORK7Ihl5WE2udwBLC09NJpAKpcGTQFJWm3\nubbCakm7/Srwut3HVSoVMjMzWSmPtOm0KJTqhuowFErled3uP5S6BdVhKJQ3j7quxdDUWhSjFDAW\naP3Z8fILmol9aCjsRgRWqY1nstK83RKhpKom1RoajcagE4/WcUckEoHH47GcQ0p+Vz190+vON998\nAwC6HMDVDdEQqJ+LdADAsRZQJx7KG8HDhw/h6urKmpeTk4PPPvsMADB8+PDaMItCoVBeW06dOoUh\nQ4a8luIRhUKhvAmUTa0lEpRJM8DhACIbo/Uykp/qnHhElnx4tnLQK+M/tiR8v0qpBJdnWNrTFBWV\ndkmdEaqEgC+BQp4FQtQAOCBECYYx/I7+5MkTqNUl+97R0dGs1AyU2oU68VDqKlSHoVAolJcL1WEo\nFEpdgzryUF4pfJ18sbDjQjyTPUMTSZPyK9QihBDk5+dDLpejXr16LGePsnlb+Xw+y3mHUnGuX7+O\n2NhYXLt2DTExMQgICICfn1+N9KUpUgKa55HMuBxwxNW3z6gTD6Uu88knn+Dy5cvo3LmzLldrTEwM\nnj59iilTpqBDhw61bSKFQqG8Vuzdu7e2TaBQKBRKFZApNbrfYr75zhxJiY90v707OoPL5xgty+Pz\njS7TFBbqfnMsLMzu/02FEAK1ugAKRTZEIjdwOKXv+gzDhVDoAobhgsezNjmYR61WQ6PRGF1OqVsY\ncuJxdHSEBT1nKHUAqsNQKBTKy4XqMBQKpa5BvQYo1UZuVhFu/f0Yds4WcGhoDXuX6h+54mnrCU9b\nz2pvtzoghODhw4dITk4Gn8+HRCLRhapTKBQQCoW6shwOBxKJBAKBgI7OqgYuXbqERYsWwcbGBu+9\n9x7Wrl1bI/0QQqDOL43Gw7XmV1s0HurEQ6nrBAYGIjMzEwcPHkRubi5EIhFatGiB8ePHY+LEibVt\nHqWGSEtLQ1RUlFllZ86cCTs7u5o1iEKhUCgUCuUVgBCC4rIRecx05CnOVyD18hPd/z5dXCptA43I\nUzFksgwolbkAAKUyB0JhfdZygeDVjQpNMQx14qHUdagO82ZCdRgKhUKhUChaqCMPpdLERa2HvKgQ\nImsbtAsYjsxUBS4cSgMAvOXriAFT365dA18CGo0G6enpSE5ORnJyMqRSKQDg3XffZZWTyWQsRx4A\nEIvFZvahACFqMAwfDMOt1jROrwujR4/G6NGjazy3p6ZIBaifj6zjMOBYGB/9WBGoEw/lVWDkyJEY\nOXJkbZtBecmkpaVh0aJFZpUNDQ2lAhKFQqFQKBQKAKWaQP08kiufy4DP5QBKGZD+FyC2A8T2gMRd\nr97Nvx9Doy6pV9/TBvVcrSptA8uRx0zHhPkJ81GgLIC1wBqz2s6Cg1g/rdfrCo9nrXPkUSieQiBw\nBMMYj4ZEebWhTjyUVwGqw7yZUB2GQqFQKBSKFurIQ6k0ty+eg/RJFgDAt89A5GYW65bZOb/+L75n\nz55FYmIiCsuEq34RkUikmyqLQpENhSIHACAUOkModKx0W5TKQwiBpkCh+59rxQfDqbpTFXXioVAo\ndRl/f3/d9YlCoVAoFAqFYh6saDy859F48jKArcNKfks8gRmXWHUIIay0Ws27uBpsO3HXb7Bv0BD1\nPRtD4tLA6GAfVmotMyPynH14FjmyEv1hRpsZZtV51SBEDZWqAHy+LWs+j2cLDvcJeFxLCAQO1Inn\nNYY68VAolLoM1WEoFAqFQqFooY48FBZEZIcOsp8AADZiPo6bKFv8PG0UAIhtbPDscbbuf8lr5shD\nCNETxwghek48IpEI3t7esLe3B4/Hg729fZX71mhKUzlxONUTAYZScYhMDaJ8Ho2HYcCxrPq+oE48\nFAqFQqFQKBQKhfL6ISvryCN47sgjyy0tINYfPZ+ZKsWzRyUaA0/IRZN2TnplCp49xbm9OwAAfKEI\n06J2gmEMp+3SFFYsIg8hBFKFVPe/jcCm3DqvEoQQyOWZUCpzQIgGHI4XuNzSyMkMw8DSogmNgvya\nQ514KBQKhUKhUCgUyqsCdeShsOFwkYWSvN9KxrijAiEEA6d9iuJ8KYrzpRCILfDscalIJKlfM/nX\nw8+GQ6lRwk5oh4lvT4REVHM5ymUyGW7duoXk5GTk5eVh8uTJrOU+Pj44duwYLC0t4ePjAx8fH3h4\neIDL5SI5Obna7OBw+OBwhCBECcbEPqHULOr80mg8HEs+GG7VRudRJx4KhUKhUCgUCoVCeT0pVpQ6\n8oj5Bhx5RLZ4EZElHy3edcWtC5lo0sYJApG+ZJeVdkf329HjLXA4hp14AEBTVCYij5lOCj/3/hlS\nhRT5inyIeJWPLFwXYRgGGk0xCCkZoKNQZEMsbqBXhvL6Qp14KBQKhUKhUCgUyqsEdeShVAqGYdCk\nfUfd/xoNQW5WqSNPTaXWOpF+ArnyEvFrXMtx1d5+QUEBbt68ieTkZNy9excajUa3LDs7Gw4Opfnh\n7e3tMXnyZDg7O4PDqbmQyyJRaThtGlazdtDIVSBaIZYpSatVFagTD4VCoVAoFAqFQqG8vpRNraVz\n5Cku68ijH5HHrr4F/Ec3Q5egplDK1XrLAcDW0Rl+w4ORlXob9Rt7mbSBFZHHjNRaDMOgg0uHcsu9\nOujrJwKBI1SqAnA4QnB51HnjTYI68VAoFAqFQqFQKJRXDerIQ6kW8nOKoVGViCQWNgIIxdV/aKk1\nauTJ83T/2wn1ha/KkJeXh+TkZCQnJyM9Pd2os8zdu3dZjjwA4OpqOGd9TUFHh9UO6vwy6c3EfDC8\nyjtuyWQyZGVlUSceCoVCoVAoFAqFQnlNKS4vtZaBiDxa+EIu+ELDkXbqNXRD11H/Z5YNmqKyjjxv\nhrMCIQTPcs+hqOgZa1CUFi7XEhYWnuByLam+8gZBnXgoFAqFQqFQKBTKqwh15KEAKceBxO8BuRQ2\najWOCHIxS/k/KIhD+XWfUzatlkVxJlIDRwAAlA8eVJuZBAQ/9PgBufJcFCoLweNU/fA9f/48Dh8+\nbHS5i4uLLm2Wo6NjlfujvHpolGoQWanYw7GufDQe6sRDoVAoFAqFQqFQKK8/MlZqrecDQWSlA5Mg\nrp6BSabQFJZJrWVGRJ7XAYXiCS5dCoWlxVcgRAOVqhA8Xum6MwwDHs+qFi2kvGyoEw+FQqFQKBQK\nhUJ5VaGOPBTg0CwgNx1AyQHhzQEOC+cjm9gCCDaribKOPMK0a5ClJOmVYXjGc7ebA4/DQ49GParU\nxosoFAq9eY0aNYKPjw+aNWsGiURSrf1RXj00ZaLxMGIeOPzKHcfUiYdCoVAoFAqFQqFQ3gzKT61V\nGpGnOF8BhsNAZFm1FM4vworI84Y4LQiFTnCuPxT5+SX/q9VFLEceypsFdeKhUCgUCoVCoVAorzLU\nkYcC5GcanB3L7YExRqrc/CsBV04cgdjaBk3ad0RuppNumUXRY73yXHt7WHbrVh3WVgqNRoPTp0+j\nadOmcHV1ZYVQ5nA48PDw0DnvWFtb15qdL6LRKKBWy8Dh8MEwfHCqIQoRxXyISgNNUakjD9eqck43\n1ImHQqFQKBQKhUKhUN4cWI48utRaZSLyiEoj8vx75B6uxj/AW+84ok2/RnBoWD2aBCsijxmOC/H3\n47H+ynpYC6zRrWE3jPYZXS121AQqVSEePtwJocgF9Z0GsJa5u0/GrVtp4HCEEApffmRle3t73W8O\np/JpuSlVgzrxUCgUCoVCoVAolFcd6hVAYXFv2J/4aOd15MESYqfGRh15cjLSkX71EgBA4uyCZ49L\nRzhZFJU4BtkFB8PuvfcAAEKvpuBUwWmBEFKl/OX3799HfHw84uPj4erqismTJwMAfH190bZtW4jF\n4kq3XZOoVPmQyR4CAPh8CcTihrVs0ZuFuqA0YhMj5IIjrHg0HurEQ6FQKBQKhUKhUChvFsVlUmuJ\ntBF5ZPoRedQqDW7+/RhqlQYpFzLh1aG+UUee66dO4N7VS6jv2Rgevm1Rr4GbSRtYEXnMSK31oOAB\nrmZfBQC4WZtuuzbJzb2Iy1cmQ6XKg4XFW3By7AuGKX1Xt7RsApFIaaKFmoW+69c+1ImHQqFQKBQK\nhUKhvA7QoSEUFtlWPrhG3sJ9Uh+WQuN+XsX5Ut1vsbUNfDq74u3uDeBkUQDLokcAAF59J4hbtoC4\nZYsqOfEk5SRhTMwYJOckV7qNGzdu6H67uLjofltZWdVZJx4AIKRUdGBoNJ6XClFroCks3f5c64of\nw9SJh0KhUCgUCoVCoVDePGTlpdYSl0TkSbuSjeLn6Zwt7YRo1KKe0TbTLv+L5IQ4xG/ZiPvXr5rs\nnyiVINpU4hwOGKGwXJvzFfm63zYCm3LL1ySEEKjVcqjVcmg0bKccKytvABoAQFHRXTzJPl4LFpbY\nSDQEIM//B0BAoNFodBoA5eVDnXgoFAqFQqFQKBTK6wJ15KGwKFSUvuhamXDkaTtwGAI/X4QB0z6F\ne6s28Onsgm7ve6O7eypE8lyj9SqKWqNGxF8RuPLkCkYdGoW9t/ZWuA1CCMuRp1mzZtVmX03DMHzw\neFbgcITgMNT542WiLlQCz8U3hs8BU8FoPK+DE09UVBQYhkFUVBRrvoeHBzw8PGrFJlMYs5dCKQ+G\nYeDv71/bZtQY4eHhYBgG8fHxtW1KpdmxYwfeeecdWFtbg2EYzJw5s1LtpKWlgWEYhIaGsuaHhoaC\nYRikpaVV3ViKSV6H45FCoVAolPIoNuTIY+0MSDwBsT0glgAAkhIf6cr5dHYBh2M8EnFm6h3d7/qe\njU32/2I0HnMiHAd5BWHrgK34qddPCHgroNzyNYVckY3zFwYj/lRzxJ9qjpSUJazlPJ41GjQYA7Go\nEby9v0I9e/+Xah/RECifFEH5oADKhwWQF8qQwxQgh5OPrPwcPH78+LVx5KnsM7K/v3+VompXltfB\niYfqMJQ3BarD1H2oDvP68DocjxQKhfKmQh15KCwK5aVik6XAuCOPnbMLPH3bovm7PVCvYc2FXE5+\nmoyUZykAAB7DQ3vn9hVu48mTJ3j27BmAkhDHnp6e1WpjTSIQ2MPCwhNWVl4QCOzLr1AHYRhGbxIK\nhfDw8EBISAiSkysfaammIBoCTUHpqD+OtaBCIpQ5TjxPnz7FsmXL4O/vDycnJwgEAlhbW6NFixYY\nN24cDh48+NqIf9VFfHw8GIZBeHh4bZtSI1RW7NQKZy+eY+7u7hg9ejQuX75cA9ZSKKbx8PAweP1n\nGAbOzs4Vauuvv/7C6NGjkZ+fjw8//BBhYWHo379/DVlevfTp0wcMw8DNzQ1qtdpoOe32MiVgaa8R\nxoSXGzdu4OOPP0bLli1ha2sLgUAAV1dXDBo0CJs2bYJMJqvi2tRNiouLERYWBm9vb4hEIjg5OWHk\nyJEVfr4wdryWnbZu3WqyjdOnT4PL5YJhGCxYsEBvuVKpxA8//IBx48bB19cXAkHJ88XGjRsrZGtF\nSExM1Nm/fv16o+W095IXxdWyaO/DxgR3hUKBTZs2YdCgQXBxcYFQKIS1tTV8fX0xc+ZMXLlyxSyb\na/N+X5Ni8ubNm9GhQwdYWVnB1tYW/v7+iI6OrlAb2uuAqWnChAkm28jOzoazszMYhkHXrl1Nlk1I\nSMCIESN0+9PFxQV9+/bF4cOHK2Q3hfImUqzQ6H6LBc8deQLXAzMuAfNSgQZtoVKqkZH8VFfOp7PL\ni82w6P/hDPQcNwUt/HvDoZG7ybIsRx4znRgcxA7wdfJFt4bd8JbdW2bVqQlysk9CLn8MPl9itIyn\nx//QseMxNGzwAbjc8qMNVSeaAgXIc+1MCTXymCIQpu6/u9+6dQuffPIJ2rRpA3t7e/D5fNjb28PP\nzw+zZ8/GP//8U9smVglznHioDlNxqA5jGKrDUOoiVIcpgeowNU9t6jDlvRO/uM21TkympsaNTTvI\nV5T79+/rtKH58+cbLVeexgKUOsIZc+bVaDTYs2cPRowYATc3N4hEIlhaWsLHxweTJ09GYmKiWTYb\nc7h7GdSko1l0dDT8/f1ha2sLKysr+Pn5YfPmzRVqQ6sTmZp69eqlVy8rKwtz585Fy5YtYW1tjXr1\n6qFt27ZYsWIF8vPzDfRUQlpaGj788EO89dZbEIlEqFevHvz8/LBq1aoKrz+Wx+YYAAAgAElEQVTl\n9YDm6qGwKJSXicgjqv3Do6VDS+wdsheLzy1GO+d2aGTTqMJtlI3G07RpU/B4tb9ebyJhYWG633l5\neTh//jy2bNmCvXv34syZM/D19a1F69hoCpWA5rl4w+OAIzb/mDHHiefAgQMICQlBbm4uPDw8MHDg\nQLi4uEChUODOnTvYt28foqKiEBQUhN27d1frulUHJ06cqG0TKAZo3bo1hg0bBgCQSqVITEzE9u3b\nsXfvXpw4cQJdunSpZQvrLsnJya/UKM2KMm3aNIwaNQqNGlX8HloVbG1tDY7YsrKyqlA7hw4dAiEE\nW7ZsQefOnavLvBrn7t27OHHiBBiGQUZGBmJiYhAQUDOj2yMiIrBo0SJoNBp07NgRISEhsLKyQmZm\nJuLj4zFx4kSsW7cOFy9erJH+awu5XI4+ffogMTER7dq1w4wZM3D//n3s3r0bhw4dwsmTJ+Hn52dW\nW2WfU8pSUFCAVatWgcfjoU+fPkbr5+fnIyQkBBYWFigoKDBYprCwUHdO1K9fH87Ozrh//75Z9lUW\nrfOO1pFn8uTJNdLPrVu3MGzYMCQnJ8PBwQF9+vRBo0aNoFAokJSUhJ9//hmrV6/Gvn37MGTIkBqx\noS4ze/ZsrFq1Cg0bNsSkSZOgUCjw+++/Y/Dgwfjxxx8xbdo0s9oJDQ01KvL9+OOPePr0KQYMGGCy\njSlTpqCwsLDcvhYvXoyFCxfCwcEBAQEBcHFxQXZ2Nv777z/Ex8dj4MCBZtlMobyplI3II+Ibju76\n9GEhNM/fO22dxLBxMJ3229XLB65ePmb1rylznnMsLc2qU1dwdR0JV9eRSEv7GalpP4Bh9Lcfl1s7\nz+5EpYH6eSo0JdSQMkXAyw88UyEIIYiIiEBERAQ0Gg3atGmD4OBg2NvbIz8/H1euXMGPP/6IVatW\nYc2aNfjoo490db/++mt89tlnaNCgQS2uQfmY48RDdRhKTUB1mMpDdZiageowVIepaeqKDmOs7ovf\n/kw5yRw8eBD//vtvue/QFWXjxo3QaDRgGAaRkZGIiIiokW+Sjx8/RlBQEBITE2FtbY0+ffqgcePG\nIIQgJSUFO3bswIYNG7B69Wp8/PHH1d5/XWfNmjX4+OOPUa9ePYwZMwYCgQB79uxBaGgorl69ipUr\nV5rVzrBhw4w6Um3duhV3797VO4bS0tLg5+eHrKws+Pv7Y8CAAZDJZDh69Cjmzp2Lbdu24dy5cxCL\n2e9/R44cQWBgIFQqFQICAhAcHIyCggLcvHkTf/75Jz799NNKbQvKqw31aKAA0//V/cy7otD9NpVa\n62XiYeuBDX03QE2Me1Cboqwjj7e3d3WZRakghkbvfPzxx1izZg2+//77OhOGlxACdZloPFwrvtmj\nc8xx4jl58iRGjBgBHo+HDRs2YPz48eBwOHrtbNu2DUePHq2GNap+qttLnVI9+Pr66p1nU6dOxS+/\n/IIFCxYgLi6udgx7BXiVUi5WBgcHBzg4OLz0fu3s7Kpl5ObDhw8BAK6urlVu62WyYcMGEELw2Wef\nYdmyZVi/fn2NCEhLly5FWFgY3NzcsHv3boOCSXR09Gs5cuPbb79FYmIigoKCsHPnTt39NDg4GMOG\nDcP48eNx9epVvfusIYwdq7/88gsAYPDgwSZHMc6YMQN5eXn4/PPP8cUXXxgsY2FhgcOHD8PX1xcu\nLi4IDw/HokWLyrWtsuTm5mL37t1o2rQp3n77bfzxxx/4999/0aZNm2rtJzMzE7169UJGRgZmzpyJ\npUuX6okRWVlZWLRokS5K5pvE2bNnsWrVKjRu3BgXLlyARFISYWLOnDlo27YtZs+ejYCAAKPCUFmM\njY67efMmFi1ahPr162Po0KFG62/ZsgV//PEH1q5di//9739Gy+3evRsLFy5E79698ccff8Da2pq1\nXKlUGqlJoVC0yAyl1nqBJ+mlIzEd3awNlqkslYnIU9fw8JgKD4+ptW0GC7VUDhACFdSQcoqgjd3C\n4XBQr1498Pn8WrXPEBEREQgPD4ebmxt27Nhh0LEgKysL33//PfLy8ljzXVxc4OJiOlJUbaNSqfD4\n8WNW1AUnJyfWswjVYSg1BdVhKg/VYWoGqsNQHaamqSs6jLnHub+/v0FnHrVajU2bNgFAtQ54UqvV\n+PXXX2FjY4PRo0dj3bp1OHDgAAIDA6utDwAoKipC//79cfnyZYwaNQpr167VaQ1apFIpVq5cCalU\nWq19vwqkpaVh9uzZsLe3x8WLF3V6y5dffon27dtj1apVGDFiBDp16lRuW8OGDdM57ZYlNzcX33zz\nDQQCgZ5Ws2LFCmRlZSE8PJzldKZWq9G3b1+cPHkSu3fvxtixY3XL7t69i6CgINSrVw/Hjx+Hl5cX\nq02qw7y50NRaFMC2oW4qVJRJrSU0LDa9SNxvN3Bg9SUk7LyFAoWg/AqVgGEY8DgVdyzKy8vTPXhy\nOBw0bdq0uk2jVIG+ffsCKEl/9iJyuRzLli1Dq1atYGFhARsbG7z77rvYtWsXq9yNGzdgY2Nj8qH8\n7bffBp/Px+PHjwGUOOts3rwZnTt3hqOjI0QiEdzc3NCvXz/8vmU7oH4eBp3DgGNhnhBnyInH2dmZ\n5cSjVqsxdepUqFQqrF69GhMnTjT4UCsSiTBx4kRs376dNb9s7vHY2FhdWMCyjkb79u3DmDFj4OXl\nBUtLS1hZWaFt27ZYvXo1NBrNi10BAG7fvo333nsPEokElpaW6Ny5Mw4dOmR0XT1M5GbfsWMHevTo\nAYlEApFIBB8fHyxevBhyuVyvrDZ0ZHZ2NiZPnqxL29CiRQtERkayyoaGhqJHjx4AgEWLFrFCFxoK\nu3jo0CF07twZlpaWkEgkCAoKQkpKikGbHz16hI8++ggeHh4QCARwdHREYGCg0dDi5h6bWg4cOIBe\nvXrp1s/V1RXdu3fH2rVrAZSGrjx16pRuu2inquYL16bXuHDhgsHlRUVFWLVqFbp06aI7Xjp16oQd\nO3YYXffw8HC89dZbEAqF8PT0xIIFCyCXyw3aWzY05vbt2+Hn5wcrKyu94+fvv/9GUFCQ7pxxc3PD\nlClTdNfvsty9exeTJ09GkyZNIBaLYW9vj7fffhtTp05FTk6OrpxCocDq1avRpk0bSCQSWFhYwMPD\nA0OHDsXx48dZbRrb1tqP8tpQsRKJBP369dOrD7BDjl+6dAmDBg2CnZ0dLCws0L17d5w9e9bgNjVE\n2XCmd+7c0T3EW1tbo2/fvrh27RqAkmun9twRiURo3769QaHQWIjSipyDtYH2mqe1xdPTU3duaEMf\nmzpPajPfukqlQlRUFGxsbPDll1+iTZs2OHz4MB48eFCt/aSlpSE8PBx8Ph+HDx82OuopICAAsbGx\n5bbXrFkzCAQCZGdnG1y+bNkyMAyDn376STcvLi4OkydPRvPmzWFjYwOxWIyWLVti0aJFNRpGmhCC\nn3/+GQDwzTffsO6nQ4cOxbvvvoukpCTdtbWyaCPaTJkyxWiZ/fv3IzIyEqtXrzYpdAoEAgwYMOCl\nfRDbtm0biouLERoaqhMVNmzYUO39LFiwABkZGXj//ffx3Xff6TnxACUf1H766SeMGjXKZFsVud9X\n5JkjISEBgwcPRsOGDSEUCuHs7IyOHTuyHKkYhtGFWC57vTHHwcYU2uP0iy++YAlrHh4e+OijjyCX\ny6t8zdUep+PGjTP6ETk9PR3Tp0/HhAkTTI441Gg0mDdvHiwsLLB9+3Y9Jx4AdfJDNYVS1yguo63o\nUmu9AMuRp1E1O/KUjcjzijry1DU0chU0RSqooClJp/V8fl124rl79y4WL14MgUCAmJgYo9FBnJyc\nsHTpUsydO5c139DztPZdZerUqUhJSUFwcDCcnJzA4XBMpkQwpcPs3LmzUutnjhMP1WHYUB2G6jBa\nqA7DhuowJVAdpnyoDlM3dJiqcvjwYWRkZKBjx45o1apVtbUbExODjIwMBAcH6wbP1IQO89133+Hy\n5cvo0qULfvvtNz0nHgCwsbFBREQEZs+ebbKt8PBweHp6AihJCV72nvji4PsjR45g4MCBcHBwgFAo\nROPGjTFnzhzk5ubqtXvlyhW8//778PDwgFAohKOjI9q0aYOZM2fqnFI8PDx0ukyPHj1YfVeFX3/9\nFXK5HNOmTWPd/yQSiS7dmfZYrixbt25FcXExAgMD9Rw37969CwB6Eam5XC4GDRoEQP+baHh4OAoK\nCrBu3To9Jx6A6jBvMnUj5AqlzsBKrSU0fGFQymT47YtPILa2gZV9PeTmvIvczCLcT3qK+p5V9w0r\nVhWDEAILftXFpps3b+p+e3h4GPywUFfRaFRQqfLAMHxwOAJwuaLaNqna0b6EtWvXjjVfoVCgX79+\nOHXqFJo1a4aPPvoIRUVF2LNnD4KDg3Hp0iUsXboUQMnDbrdu3XD69GncunVL7yZ39uxZXLt2DSNG\njNB5cH/xxRf4+uuv4enpiZEjR8LW1haPHj3ChQsXsHv3bozoVXKD5VoJwHDKf2gw5sTz4s01Pj4e\nKSkpcHNzw/jx48tt11jIxT179iA2NhYDBgzA1KlTWS9Hn332GTgcDvz8/NCgQQPk5eXh5MmTmDFj\nBi5cuKCXVzYlJQWdOnVCTk4OBgwYAF9fX9y+fRvDhg2rcFjJCRMm4Ndff0XDhg0RGBgIOzs7nDt3\nDgsXLsSJEydw7NgxvXXKzc1Fly5dIBAIEBQUBJlMhj179uhGyIWEhACAzut58+bN6N69O+uF8UUx\n4o8//kBMTAyGDx8Of39/XLp0CXv37kVcXBzOnj3LisyVmpqKrl274uHDh+jZsyfef/99VjjQvXv3\nspzEKnJsAiUvHlOmTIGzszMGDx4MBwcHZGVl4cqVK4iMjMT//vc/2NnZISwsDFFRUbh37x7LS7uq\nHw+1x6ShB73c3Fz07NkT//33H3x9fTF+/HhoNBocOXIEH3zwAa5fv47Fixez2hoxYgQOHTqEpk2b\nYtq0aVAqlYiKisL169dN2rFq1SocO3YMgwcPRo8ePVgjPSMjIzFp0iQIhUIMGTIEbm5uSElJwcaN\nG3Hw4EGcO3dOF4r40aNHaN++PaRSKQYOHIgRI0ZAJpMhNTUVW7duxbRp01CvXj0AJeLBjh070LJl\nS4wdOxZisRgPHz7EmTNnEBsbi969e5u0WXtsJiUloX379pg5cyays7Oxa9cu9O3bF+vWrTP4Qnnx\n4kV888036NSpEyZOnIj09HTs3bsXvXr1wqVLlyoUGU4bhtPHxwehoaFIS0vDn3/+CX9/f/z111/o\n378/bGxsEBwcjKdPn+L333/HgAEDcOvWLbPDN5t7DlYGuVyObdu2IT09HZaWlmjVqhW6desGLtc8\nR2FfX1+EhYVh3759uHz5MmbMmAE7OzsA0P2tqxw4cACPHz/GpEmTIBaLERoaiunTp+PXX3/FwoUL\nq62fyMhIKJVKjBo1Ci1btjRZVigUltteSEgI5s+fjx07dhgMu7tlyxYIBAKWM8by5ctx48YNdO7c\nGYMGDYJMJkNiYiLCw8MRHx+P48ePm7XPtdFpwsLCzBpZdefOHaSnp8PLy0snOJRlwIABSEhIwMmT\nJ3UfICrKv//+i3///RceHh5GwzlnZWVh0qRJGDZsGMaMGVNnIgwCJWIRh8PB2LFj4ezsjPr162P7\n9u1YuXIlLKspzUpxcbHu2cJYaOuylHccmnu/r8gzR2xsLAYNGgQbGxsMGTIEDRo0wNOnT5GcnIy1\na9fq7DbnehMfH48ePXqge/fuZudvP3nyJACgf//+essGDBiAr776CidPnqx0dCaFQoEtW7aAYRhM\nmjTJYBlCCEJDQ2Fra4tvv/0WT58+Ndre2bNnkZqaiqCgIEgkEhw6dAjXrl2DSCRChw4dzBqxRqFQ\nAJmqbGotDlCcCyTtA0S2gJUz4N4JT+6XpmIsLyIPIaRCgjYrIo+Z1/wxh8egSFUEG4ENVnZfCQfx\ny48kUFchhECdKy914nm+KxiGqbNOPEDJs6JKpcIHH3yAFi1alFu+ImkfUlNT0atXL3h5eWH06NEo\nLi6GjY2N0fLl6TDBwcFm9w2Y58QDUB2G6jBUh6E6DNVhqA5DdRhjvKo6DADs3LkTqampEAgE8PHx\nQc+ePc3a3lq0zkLVnX5c225oaChatmyJNm3a4OjRo7h37x7c3d2rvZ+FCxeWG/2ovO3i7++P3Nxc\n/PDDD6yUkUDJNUFLREQEwsLCYG9vj4CAADg5OeHKlStYuXIlDh8+jL/++kv3LHjlyhX4+fmBYRgM\nGTIEnp6ekEqluH37NtauXYvFixeDz+dj5syZ2LdvH06dOoWQkBCD9+C0tDR4enrC3d3dbCfB8nSY\nsmUqi9ZBy9Ax1KJFC8TGxuLQoUN45513dPM1Gg1iYmLA4XDQs2dP3XylUok9e/bAyckJAwcOxPnz\n55GYmAiVSgUfHx/07duXFTCA8oZBCKFTHZgA/NO0aVNS23z+xxXiPi+auM+LJlvOphosk5eVSVaO\nHERWjhxEfp4ylvz04UmyZsoJsmbKCfLg2x9IknczkuTdjGT99FOlbFh5YSXpvbs3iUuPq/yKPGfz\n5s0kLCyMhIWFkb///rvK7ZlLUlISSUpKMlnmp/9+Ii2jWpKWUS3JT//pb6tl55bolv/y70q95WGJ\nYbrlu27u0ls+59Qc3fLoO9F6yz86/pFuuaFtff7ReZP2mwsAAkC3H8LCwsisWbNI165dCcMwJCAg\ngEilUladpUuXEgBkwIABRKlU6uZnZmYSd3d3AoAkJibq5m/ZsoUAIJ9++qle/yEhIQQAOXr0qG6e\nvb09adCgASksLGSVVRcpyYPLqUR+X0rkGflEo9aUu37FxcXk3r17JC0tjaSlpZH09HSiUCgMll20\naBEBQMaMGVNuu4aIjIwkAAjDMCQmJsZgmdu3b+vNU6vVZOzYsQQAOXfuHGtZnz59CADy/fffs+bv\n27dPt+8iIyNZy9zd3Ym7u7tB24YPH06KiopYy8LCwgz2oW1/woQJRKVS6eZfv36dcLlc4uPjwyof\nFxenO5YMobUBADl48CBr2ffff08AkJ49e7Lm9+3blwAgixcvZs1PTEwkXC6X2Nvbk/z8fN38ih6b\nbdq0IQKBgGRmZurZ++TJE9b/3bt3JyW35YqhXe+QkBC9ZRMnTiQASEBAgN4y7bkRERHBOgeLi4tJ\nv/9n77yjo6jePv6d7emkQ0iDhI6AEAISJBBApIUiAoJSVXgVMDRpKkWQJgiIoBDaT0DpIJFq6DX0\nmlCzCQFJ78lm233/WGeym+0pJJD7OWfP2Z25bWbuzL3z3ec+T7duhGEYcuPGDW47e5+9++67pKio\niNuemZlJGjRoQACQ0NBQnTrYa29ra0uuX7+u14YHDx4QoVBIAgICSFJSks6+6OhowuPxSN++fblt\nq1atMtiXCCEkLy+P63tZWVmEYRjSqlUrnb7FkpaWpvPbUNs///xzAoB8/vnnRK0ufhY8fPiQODo6\nEpFIROLj47ntbP80dM/8+uuvBAD5v//7P722GCI+Pp4rq2TfnDdvHgFAnJ2dyZgxY4hKpeL2sdco\nIiJCJw97HU6ePKl33Nbcg9bA3g8lP3Xq1CGnTp2yqiy2r2qfb+1jKHntTOVjz23J+8VUHabIycnR\nG8MIIaRbt24EALlw4QIhRNPnRCIR8fPz07lmLOz5MlU/+4zQvo5hYWEEAFm/fr1V7TZGUlIS4fF4\npFWrVnr7YmJiCADSv39/ne1PnjzRuUdYvvnmGwKA/PnnnzrbjfVHdruxZ3xJoqKijD7fCCFk165d\nBAAZOHCgReUZgn0OLFiwwGiaPn36EFdXV/Ly5UtCSPEzedasWWbLZ4+5vK6fNhcvXiQAyHvvvcdt\nmzRpEgFAIiMj9dKbGktY2Oec9j135swZAoDUrl3b6jYau38sHe8tnXP079+fACA3b97UK6vkWGzu\nWWDoHJgiLy+PACD29vYG96emphIAxMPDw6LyDLF9+3YCgHTt2tVomuXLlxOGYcjx48cJIcXPwpCQ\nEINpAZAvv/ySvPXWW3rP8Q4dOpCUlJRSt5diHEveIQkhpF69egTANVIFdIw34VNRWsxnW65w2srh\nOy8I+fc2IbMdNZ9f2hKlUkXWfnmS01IKcouMlqWQy8maz4aSnd/PIqe3bSJqA3OJkmQdOMBpM0mT\n9N+TDdF2W1tOI8iSZVl8rOWNXJ5NCgoSSUFBIpHLM0tVRnloMktilnD7N16PJEXPckjOs3TyPOk5\nef78OZl6fGqV12Q6depkdOy3BFPzaWMaDCGG322N6TCE6I/H5lAoFOTZs2ecDiOVSvXmBCxUh6E6\njDZUh6E6jDGoDqML1WE0UB1Gl6qgw7DXpOTHw8OD7Nq1y6I6kpKSCJ/PJ05OTgbnJaWFLbd+/frc\nNvYZ+s033+ilt0RfYO8f7TlAYmIiAUAEAgEpLCy0qo3G7h9j9ynLiRMnCADyzjvvkMxM3fk5OyZq\nPwdZ/Wn//v16ZWVkZOjck8b6Z8m2lZwHmcLNzY0A0Bt7WOzs7AiAUl//CxcuEAA611qb5ORkbpwO\nCwsjU6ZMIRMmTCANGzYkNWrUIBs3btRJf/36dS7twIED9fq3r68viYkpn/9rKfpUdS2GhtaiAHkp\n3CdfVhxnz05seBVKYW5xTEWRjT2ImgAAHFwkEPBImZryIOMBfr//O17mv8T4E+Nx6d9LpS5LJpPp\nWGhaY31fNSh2v8u8Abfq3Llzuc9PP/2Ec+fOoVGjRvjoo4/0XPZv3LgRDMNg+fLlOiuHPDw8OAv6\nyMhIbnuvXr1Qq1YtbN68Wcd1cFZWFnbu3ImAgAC9VR9CoVDHMp0QAlWuHG4umlUkPHuhWW88lnri\nYWFDe9WuXdvg/jlz5uh9DLkl7NOnj0FrYsBw3HQej4evvvoKgMb9IUtSUhKOHz+OOnXqYNy4cXp1\nhIaGGqzDECtXroRAIMDGjRv1VsB9++23cHV1xbZt2/Ty2draYvny5TrXonHjxggJCUFsbCxyc3P1\n8pgjLCxML9TauHHjEBAQgBMnTiAhIQGA5viPHTsGX19fPRfi7dq1w0cffYSMjAzs3buX225t3wQ0\nK/oM9YnyjpV98+ZNrt9MmjQJrVu3RmRkJLy8vPRiMqenp2Pr1q0ICgpCRESEzj6JRILFixeDEKLj\nVpwNN8K6ZmepUaOG2ZUtn3/+uY71OcvatWuhUCiwcuVKvfsiLCwM4eHhOHjwoF4/MORdzc7OjtvO\nMAwIIRCLxQZXJbCrxYyhUCiwdetW2NvbY+HChTqrn+vVq4cJEyZwHhBKEhISohcXd9SoURAIBIiJ\niTFZb0n8/f0xffp0nW3syqyioiIsXbpU5/iGDBkCgUCAmzdvWlxHRdyDgCa8S3R0NF6+fIn8/Hzc\nuXMHY8aMgVQqRffu3XHr1q1Slfs6kJCQgOPHj6NBgwac5wpXV1f06tULCQkJOHbsWLnV9e+//wIA\nvL29y6W82rVro3Pnzrh27ZreCk/2GVBydWDdunUNeghgny3a444pxo0bh9jYWL3xyBjsilInJyeD\n+9nthsZRS8jLy8Mff/wBgUBgdPX2xo0bceDAAaxZswaenp6lqqei0F4FxjJy5EgA5evWubz7oCWU\nds5haOywdiwODg5GbGyswee/ISq6nwLmVxLev38fM2fOxNixY82uggY0XqYAjZvpwsJC/PPPP8jN\nzcXdu3fRrVs3nDlzBh9++GGp20uhVBcKFdoeefgajzzchhooylfCs44jRBI+7J3FsLE3vsIy/VkC\nCrKzkHjnJh5dPg/GzKpbwHqPPCq1CnmKYg9B9kJ7s3kqiucv/sCFix1x4WJHJCT8Vmnt0EZdqLme\nYgjhKLEHwzCQSKq+12RTGgQbGkT7s2LFCovL9vDw0HtXMUdJHYbFmvHYUk88LFSHoTqMNlSHoTqM\nOagO83pCdRgN1UGH6dOnDw4ePIikpCQUFhYiLi4OM2bMQFZWFgYNGoTDhw+brScyMhIqlQoff/wx\nbMsxBO2GDRugUql0nkdDhgyBSCTCxo0bdeYuZYHtg66urq9sPrpq1SoAGj2ppHeuESNGoEWLFhbr\nMM7Ozma9CGlTu3ZtxMbGIjo62uI8lvZVbW911sDqMMa8Int4eODSpUvo168fTpw4gR9//BGrVq3C\ngwcPMHDgQD1thtVhTp8+jUOHDmHDhg1IT09HQkICvv76ayQmJqJHjx5GQ/BR3mxoaC0K8FNTQKUx\nfijyO8RttjdiyOPq7YthS1ejMCcbLx5n49oRTTgu55q2QNnseJBSkAJHkSMyizLRumZrtKlpOMao\nJYjFYowZMwZxcXHIyMgw+tCuuhQPZjxe1XTTbA2ssQsA5Ofn4969e5g+fTqGDh2Ke/fuYcGCBQCA\n3NxcPH78GLVr10bDhg31ymFdzt24cYPbJhAIMGzYMCxevBh79uzBkCFDABTHqfz88891JrdDhw7F\nzz//jCZNmuDDDz9EaGgogpu2gj3+m/gwAN/e+Dm/efMmdu/ejfz8fO64atSogVmzZpl0qc2mNeYS\n3VBIhREjRuhNjoKDg43WkZ6ejqVLl+LQoUN4+vQp8vPzdfZrxwVmz2H79u0NimkdO3a0KKZtQUEB\nbt26BTc3N6PCn1gsRmxsrN72evXqGXS/7ePjA0Az8S9p6GUOQ8IXn89H+/bt8eTJE9y4cQN+fn7c\n8b/77rsGr1tYWBi2bt2KGzduYNiwYaXqm0OHDsXkyZPRpEkTDBo0CKGhoQgJCYG7u7tVx2QJt27d\n0nsp9/X1xdmzZ/Xc+165cgUqlQoMw3AuqLXdbLJxarWv2Y0bN8Dj8dCuXTu9utu3b2+ybcb67MWL\nFwFoJqmG4senpKRApVLh4cOHaNWqFcLDwzFz5kx8+eWXOHr0KLp164aQkBA0btxY575ydHRE7969\ncfDgQbRo0QIffPAB3n33XbRp08aiF7S4uDgUFBQgJCQELi4uevvDwoo17YgAACAASURBVMIwf/58\nnWvNUjJUIKARrD09PZGZmWm2bm1atGihd296eXkBAOrXr693b/D5fHh6eiIpKcniOiriHgT0Q+w0\nbdoUv/76K+zt7bFs2TLMmTMH+/bts7rc14HIyEio1Wo9IXHEiBHYu3cv1q1bZ/RPAGsxN66UhhEj\nRuD48ePYsmULlixZAkDjzv7PP/+Eu7s7evTooZM+Pz8fK1euxL59+/Dw4UPk5ubqjPmWxqN3c3Mr\nV2G9rOfmjz/+QG5uLvr378+F5tRGKpUiIiICH374IQYOHFimtpY3OTk52LlzJ5ycnNCvXz9uO+vW\n+fLly7h9+3a5xIGviD5oitLMOYYOHYq9e/eiTZs2GDRoEDp16oSQkJBSCa+2trYG5wBlpbTn79Gj\nRzh9+jQ8PT3Rp08fvf0KhQKffPIJatWqxd3P5mDFRUIIdu/ejebNmwPQuIbet28f6tevj9OnT+Pi\nxYs0zBaFYgKZliGPjZAPyLREYokTbB1F6De5JYiaoDBPYaCEYlKkT7nvHnUCLapfna9lyGPB/JfH\n8HDkgyPIKcpBniIPfJ5lITiqDezchs+DnbMtbGEPXnzVX3BlapyWSqV6GoSfn5+egYExmjZtalUI\nC0M6zDvvvGOxVnfz5k3s3bsXeXl5UKs1C98cHR0xY8YMo0Y8ANVhqA5DdZiSUB3GNFSHeT2hOkz1\n0GEAYOLEiTq/GzRogB9++AFeXl4YP348Zs6caTJMpVqtxsaNGwGUb1gttlw2vDkLa1C2d+9e/P33\n3wgPDy9zXa9ahwE0Y4dQKMSuXbuwa9cuvf1yuRypqalIT0+Hq6srBg0ahJUrV6Jv374YMGAAunTp\ngpCQEIPGz+YQCoXlrsOU5RxmZ2dj586dEIlEes8cFqlUivDwcBQWFuLQoUMICQlBQUEBDhw4gMmT\nJ+PAgQO4ePEiF6KO1WFUKhUWLlzIGbK5uLhg8eLFePz4Mfbu3Yv169djxowZpThiyusMNeSp7hTl\ncUY84AmQVVQ84Bsz5BGIRHD39QcASO88AKCZGLh42YE8lXPpmFLECH/X+1381fcvrLi+AsObDC/T\nYMQwDDw9PavcCmmWL1p8gS9afGF0/7Q2MzGtzUyj++e0m4M57eYY3b+kwxIs6WBcsF/debXJ9rWu\n2drk/rJgZ2eH4OBg7N27F97e3liyZAnGjh0LHx8fzgq2Vq1aBvOy20tado8cORLLli3Db7/9xhny\nrFu3DiKRiFuBzvLTTz8hICAAGzduxKJFi7Bo0SIIBAK83+k9LP52Aeo3bQiGb1yUu3LlCmd4xOLn\n52c2lizbdmOTae0Jd/v27XH+/HmD6YxNZLOystC6dWvEx8cjODgYw4YNg4uLCwQCARfnVNtjEXuu\njd0jxuopSWZmJgghSE1NNSiCmcJYfGV2lVVpLNXNHQ973Nb2tdL0zUmTJsHNzQ1r1qzBqlWrsGLF\nCjAMg9DQUCxdutSg2FBahg8fjs2bN4MQgpSUFGzYsAHffPMNevfujYsXL+oIJ+np6QA0fdmQcMOS\nl1e8Kjc7O5vrTyUx95w11pfYdixdutRkfrYdfn5+iImJwZw5c3DkyBFulZ6Pjw+mTJmCCRMmcHl2\n7NiBxYsXY/v27ZyYIZFIMGDAAPz4448m21za5xBguk9b258Nidrs+TcmeAsEAk4AtISKuAdNMXbs\nWCxbtgxnzpwp13KrCiqVCps2bQKPx8Mnn3yis6979+6oWbMmDh48iJcvX+rcF+xKFPZPCUOw+7RX\nrXh5eSEuLs4q0dAc/fr1g6OjI7Zu3YqFCxeCz+cjKioK6enpiIiI0HkGKBQKhIWFISYmBk2bNsWg\nQYPg7u7OifJz587VGXfKE3OrZ3JycnTSWYs5LyejRo2CjY0N1qxZU6ryK5Jt27YhPz8fY8aM0Vud\nNXLkSFy/fh3r1q3D6tXFc8Gy9EEA5doHTVGaOUf//v0RFRWFZcuWYePGjfjtN413h1atWmHhwoXo\n2rVrhbXXXD81t0rMHOvWrQMhBCNHjjT4Z9jChQtx48YNnDx5Evb2lnnXcHZ2BqBZ5cka8bDY2Nig\nW7du2LBhA2JiYqghD4ViAm2PPDYiPpCtNW+0KZ5/MTwGto7GvfEAQNNOXeHbtBmS45/A1sGy54Va\ny5DAEo88DMOgtn1t1LY37LXkVSIQOEAi8f7ve8UtyDKnyUxtPRUTm0VAmVoIHjTaFN9JBIbHgAHz\nWmgytWrVQlxcnEENomPHjpwGoVQqTS5KMoS1WpsxHaZHjx5YtmwZAgNNG6ldu3YN33//vc42X19f\nzJs3z2Q+qsPoQ3UYqsMAVIcxBtVhXj+oDlN9dBhTfPrpp5g4cSJu3ryJ3Nxco8Zwhw8fRmJiItq2\nbVsui5tYjh49ioSEBHTr1k3P29nIkSM5gzJtQ56y6jBpaWmQyWSvxCtPeno6lEql2TlHXl4eXF1d\nERwcjLNnz2LBggXYvXs3fv/9dwAaw6vZs2fjo48+qtD2Ojk5IS0tDdnZ2QY9wrF91ZBRpTm2bt2K\ngoICDB482Kgh3IgRI3Dnzh3cunWL62eOjo4YM2YMZDIZIiIiMHfuXGzevBlAsQ4DQGdBnva2vXv3\nWu1ljvJmUPWXj1AqlvTHxd9d6iJPUfwCayy0FgshBPG3i115+TV1hUrLyp1vZFJqjhqSGpjTbg7q\nONUpVX7K60ONGjXQoEEDKJVKXL9+HUDxRI91f1wS1nVgyQmhl5cXevfujTNnziA2NhYXLlzA3bt3\n0a9fP71VN3w+H1999RVu3riJpPtS7Fi3FX3e742o44cQPuwDKMXGXUvJZDJ069YNUqkUUqkUz549\ng1wu1wnjZoyQkBAAwKlTp0xO0MxhzMAtMjIS8fHxmD17Ni5fvow1a9Zg/vz5mDNnDgYNGqSXnj2H\nycnJBsszdg2MlfP222+bjef4KjB3PGx7re1rpe2bw4YNw6VLl5Ceno6///4bo0ePxpkzZ9CtWzfO\nbWJ5whoxzpw5E5MnT8bt27fxzTff6KRh2zhx4kTk5OQgJyfH4PU6efIkl8fR0REZGRlQKpV6dRo7\n59ptMoT2C6CpfqO9uq9Ro0bYsWMH0tPTcfXqVSxatAhqtRpfffUVNmzYwKWzsbHBnDlz8PDhQyQm\nJmLr1q1o3749tm7digEDBphsb2mvNcU8Hh4eAKC3SrW0MAxjsE8CZQtVU1qioqLw/PlzqNVqeHt7\ng2EY7iMUCvHy5UsolUpu9Q8L25dYUdUQrPtUbdGPXYVpjXtZc9jY2GDgwIH4999/cfz4cQDG3Tkf\nOHAAMTExGD58OO7cuYN169ZhwYIFmDNnDsaMGVNubTIEGzL14cOHBvc/evQIgGbVpLXcvHkTV69e\nRZ06dfDee+8ZTHP9+nWkpKTA3d1d5zqzxsMLFiwAwzDo27ev1fWXFTZ01m+//abTNoZhMH78eAAa\n4aGwsJDLU9o+GBQUBLFYjKSkJDx48KDcj6UkpZ1z9OzZEydOnEBmZiaio6MxceJE3Lt3D7169cL9\n+/crrL12dnaoXbs28vLyuLFDm7L0U7lcji1btoBhGKPunK9fvw5CCDp27KjTD9hVX+fPnwfDMDrX\nlL23jP3BwApM2v2HQqHoUyg35ZHHOq2EYRg4edRE/TYh8G7c1KI8OqG1yjFkwKvAu/YQhLQ7jZB2\np+HvP7bS2qFSqZCeno5spgBqEDBiPng2r9d6SFaDKM+5Iou1C+9YHebWrVtITk7Gnj170K9fP/z1\n1194//33Tf7pqFAodHQYqVSKgoICLlyTKagOQ3UYqsPoQnWY6gfVYagOU15Utg5jColEwhnvmOrr\nrLFQeZ8rttyjR4/q6TC9e/cGABw5cgTPnj3j8pS2D/r4+MDX1xdKpfKVGeg5OTnB2dnZ7JzDz8+P\ny/POO+8gKioKmZmZOH/+PL799lskJydjyJAh+Oeffyq0vab66r///ov8/Hx4e3uXKrQaq7kZ60O5\nubk4ffo0XFxcDBqLderUCYDGSL1kewHDWgzVYao31JCnupP2qPi7az3kFxWLTeYMeVITc5GXqXnR\nFtsKUKteDR1DHoGWFSGFYgzWxSkrqDg4OCAgIADPnz/nJn/asC+0LVu21Nv3xRea1XTr1q0zOykj\nSjWUqQVwd3BB3+7h2L52Czq92xFPpE9xL9bwHzoymQwpKSmcEMK6T7V05VrHjh0RGBiIZ8+eYdOm\nTRblsYbHjzWGeR988IHePkOumdlY2efOnTO42uPUqVMW1Wtvb48mTZrg3r17yMjIsKLF1sG6tjW3\nMsXQsapUKpw7dw5A8XFrH7+hF9CSfa0sfRPQTMJ69OiB9evXY8SIEcjIyMDZs2etPj5r+O677+Du\n7o7Vq1cjPj6e2x4cHAwej6dTvznefvttqNVqXLhwQW8fe26tpW3btgBgVTtYBAIBWrVqhWnTpuGP\nP/4AAOzfv99gWh8fHwwdOhRHjx5FvXr1cO7cOZMvSQ0aNICtrS1u3rxp0A2zuWtNMQ7rxrtu3brl\nUp6zs7POSzCLSqWyKkZ9ecG+zPXq1QujR4/W+7AuVyMjI3VEddbrBXt+SpKeno5Hjx5BLBbrvNyx\nXjj27Nlj1hjBmhVZbDu3bNmCtLQ0HD58GM2aNUOLFi100lk77pQnAQEB8PX1xcOHD3WebyxsXHTW\n3b41sB5bPv30U6MC+LBhwwxe4w4dOgDQuGQfPXp0hXp7McTVq1dx48YNeHl5GWzf6NGj0axZM84V\nMAvbB69cuWJUlGX7p7aXFhsbG27VY8lV8oawpB+aGg/LOuews7NDWFgYli9fjpkzZ0Iul3N9xVzd\npYXtg0eOHNHbV5Z+um/fPqSmpqJLly5Gn6ldu3Y12AfYPxY9PT0xevRoHdffHTp0gEAgwKNHjyCX\ny/XKvHv3LgDA39/f6jZTKNUJmaLYYEAi5AOFWn9sSSr+T0hdjzyvlyFPVUClUiE9LQ0qqKFi1Mhm\nCsB3Er/SEAblwYgRIyAQCLB7926DIZYqCw8PD/Tv3x87d+5EWFgYnjx5wo0vJVEoFEhOTtYZmz08\nPEyG09KG6jBlg+ow1kN1GA1Uh6k6UB1mBACqw5QHla3DmOLBgwfIzMyEg4ODUS8pL168wN9//w0n\nJ6dyDZH+8uVLREVFwdHR0agOExISApVKpWNQ1qBBA4jFYjx8+NDo89GQDgMUey2aP3++WUPlsuow\ngGbsyMzMxL1798yWVRKxWIx27dph3rx5WLVqFQCNQZqldZeGitJhLl++jFu3bqF+/fro2LGjwTSs\njpKTk2NQU0lNTQUAiETFXlldXFy4e93QnJjqMNUbashT3UnXeglyq4e8ouKXKAeJaUOe+FvF3nj8\n33IDn8/T9chTiYY88fHxRl38UaoO+/fvR3x8PIRCoU6851GjRoEQgqlTp+oM4GlpadyfRGycSG06\nd+6M+vXrY8uWLdi5cyfq16/PWbiyFBUV4fiRY5Cn5INoiasqCYPMXI24asgSt6xGPGyeX3/9FQKB\nAOPHj8emTZsMTrQUCgUKtFZQWgo7kJcUfm7cuIGFCxfqpff29kbXrl0RHx+vE14D0EymrJn8T5o0\nCXK5HKNGjTK4+iIzM5PzulRaWDeIiYmJJtOdOHECUVFROttWr16NJ0+eoFOnTpxlOHv8UqlUL6b8\n5cuXsX37djg7O+u4M7S2bx45csSgOMWuANPua5YenzU4ODhg2rRpUCgUOqHfPDw8MHToUFy9ehWL\nFy822MYnT57ovJSxf/J98803OpPQ7Oxsi/68NcS4ceMgFAoxceJEgxbycrlcR1yKiYkxuOqM3cae\nz9TUVFy+fFkvXX5+PnJzcyEQCHQmyyURiUQYOnQo8vLy8N133+nse/LkCVatWgWhUKjnspeiwZiY\nnJCQgHHjxgEAPv7443KpKzg4GImJiTh27JjO9vnz51u0Qrc8SUpKwpEjR+Ds7Ixdu3YhMjJS77Np\n0ya0b98e8fHxOqtPWMFm6dKleu6Z1Wo1pk6dCqVSiY8++ghisZjb5+/vjzlz5kAul6Nnz564evWq\nwbYdOXLEZIzwkoSEhKBevXo4cOAA1q5dC4VCYTDus7Fx5+nTp5g2bZrF9QGa52hcXBy32sgcDMNg\n7FjNKv2vv/5aZzw9cOAAzp49i8aNG+usJAU0z9i4uDij42x+fj62b98OgUBgcK7BsmrVKoPXmPXI\n07NnT0RGRuLLL7+06HiMIZVKwTCMxS/rrCHzV199ZbB9kZGRWL58uU5aQHMtQ0NDkZqaivnz5+uV\ne+fOHURGRkIgEOjdv/Pnz4e3tze2bduGqVOnGlwhlJaWhgkTJuDPP/80ewzmxkNr5xzR0dEG21Ry\n7LCk7oKCAsTFxVk1VrP9dMGCBTp/SkilUvzyyy8Qi8V6YWAtuR8sWUn45ZdfGuwDixYtAgAEBgYi\nMjKSE9MAwM3NDYMGDUJ2drZeuJLjx4/j6NGjcHJywvvvv2/hGaBQqid6obW0PPLkqtxwbucjPLj0\nLzJfls/q+JLoeOSxILQWpRi1Wq0JH8C+7xHAXmwLnohfuQ0rBQEBAdz7W/fu3Q0aAwAV70GhqKgI\n0dHRet5hFAoF995gSIcpqxEPQHUYqsMUQ3UYDVSHeTOhOgzVYaqDDvP06VODoTLT0tK4d+rBgwcb\nDEcIABs2bIBKpcInn3xi1hML603HEjZu3AilUomhQ4ca1WE2b94MhmGwYcMG7rxJJBIMHjwYSqUS\nU6dO1ZsnJSUlcWEQS/aFiRMnonnz5jh79iyGDRtmcB6Ql5eHefPm4ccffzR7DM7OzmAYxuh4OHHi\nRADAZ599hhcvXujtz8/Px6VLl7jfZ8+eNfj/bGl0GIVCgbi4ODx58sTscbCMHDkSYrEYq1ev1omk\nkZmZiR9++AFAsVbDkp2djbi4OIPelFksCf/m6uqKRo0aQalU6o3VMpmM09w6d+6ss4/VD2fNmgWZ\nTMZtT0pKwk8//QRA078p1Y/XyycspfxJ05qwu9VHnqz4JcKYR54ja1fgeew95OfwwPDbgSf0QZ0W\nGitXZVbpDHkuvrgIaY4UnXw6oaadZfGgjaFWq7Fnzx7k5eWhVq1a+Oijj0oV67AyIYRALk8BwwjA\nMEIIBA6v3cqvkmi/vObn5+P+/fuc9esPP/ygEyd5ypQpOHz4MA4cOIDmzZujR48eKCgowK5du5CS\nkoKvv/6ac2OpDTuZnDRpEgDDf2zkZ+Tive7d4Ofjh+AWreDr7Qs5lPjnVDRiY2MRHh6ORo0a6eQp\nDyMels6dO2P37t0YPnw4Ro0ahXnz5iE0NBReXl6QyWR48eIF/vnnH6Snp6NZs2ZGwxoYYtiwYVi6\ndCkiIiJw8uRJ1KtXD48ePUJUVBT69++PHTt26OX55Zdf8M477yAiIgLHjh1D8+bN8fjxY+zbtw+9\ne/fGwYMHLap71KhRuHbtGtasWYOAgAB069YNvr6+yMjIQHx8PM6cOYORI0fi119/tfh4StKgQQPU\nrl0bf/75J0QiEXx9fcEwDD755BMdt429e/dGv3790K9fPwQGBuLWrVs4dOgQXFxcsGbNGp0yf/31\nV4SEhGDq1Kk4duwYgoKC8OzZM+zatQs8Hg+bNm3Sialrbd8cPHgwJBIJ2rdvD39/fxBCcPbsWVy5\ncgWtWrVCly5duLSdO3fGrl270L9/f/To0QM2Njbw8/Mrs0jxxRdfYNmyZdi6dSumTZuGxo0bA9CI\nao8ePcKCBQvw559/okOHDvD09MSLFy8QGxuLK1eu4I8//uDCbwwbNgx//vknjhw5gqZNmyI8PBwK\nhQJ79uxBUFAQHjx4oBOv1xIaNmyIjRs3YtSoUWjSpAnef/991K9fHwqFAomJiTh79izc3d0RFxcH\nANi+fTt++eUXhIaGIjAwEM7Oznjy5AkOHjwIsViMiIgIAMDz58/Rtm1bNGrUCC1btoSPjw9ycnIQ\nFRWFly9fYsKECUZjJbMsWrQIZ8+exerVq3HlyhV06tQJaWlp2LlzJ3Jzc7F69Wru3FB02bVrFxYt\nWoROnTqhTp06cHBwwJMnT/D3339DJpOhR48emDJlSrnUNWXKFBw9ehR9+vTBoEGD4OLiggsXLiA+\nPh4dO3a0eEVreRAZGQmVSoWPP/7YZHzqTz/9FOfOncO6des4by0dO3bEtGnTsHjxYjRu3Bh9+vSB\nn58fcnJycPz4ccTFxaFx48YGX75nzpzJxalu3bo12rVrh6CgINjb2yM5ORlnzpzBo0ePEBQUZNXx\nDBs2DN9++y2+//57CAQCDBkyRC9N7969ERgYiOXLl+POnTt4++23kZiYiKioKPTs2dMqQXz16tWY\nO3cuZs+erTNnMMWkSZMQFRWF3bt3o02bNujcuTMSExOxa9cu2NraYuPGjXrPpWHDhuH06dM4efKk\nwdUzf/75J3JyctC/f3/UrFm2OakhFi1axD3T2NWKmzZt4lbUtm/fHp9++imXnhV4jAlR2uTl5eGP\nP/6AQCDQc7+tTVhYGOrWrYsLFy7g3r17aNKkCQCNqNWhQwfMnTsXUVFRCA0NhUQiwcOHD/HXX39B\nqVTi559/RkBAgE55np6eiI6ORt++ffHjjz9iy5Yt6Nq1K3x9fSGXyxEbG4tTp06hqKjI6IpdbcyN\n99bOOSZPngypVIqOHTvC398fIpEI165dw4kTJ+Dn56cjhHTu3BlLly7FZ599hgEDBsDe3h41atTg\nxO+YmBh06tQJoaGhFj9f2rVrh0mTJmH58uVo1qwZBgwYALlcjh07diAjIwM///yznqGWufvh8ePH\nOHnyJDw9PREeHm5RO6xh+fLluHz5MhYsWIAzZ84gODgYCQkJ2LdvH/h8PtavX2/VHJVCqY7oh9Yq\nFtdfZrni1gnNSnbfxi7oPaGFXn6unNwcCEQiCMXG5xaG0PHIY4HL+H2P9uGnaz/BUeyIXnV7YWzz\nygtpVZlwRjzsH+wEcGBsYOtsX7kNKwPfffcdCCH4/vvvERISglatWiE4OBguLi7IysqCVCrl/thk\nPQuWN4WFhejSpQv8/f3Rpk0b+Pn5QSaT4fjx40Z1mJJGPAzDwN3d3SojHhaqw1AdhuowxVAd5s2E\n6jBUh6kOOsyZM2fw6aefIjQ0FAEBAXBxcUFiYiIOHTqE7OxsBAUFYcmSJQbzqtVqLhSgKSMMADr/\nAZmDEMKVq63llCQwMJDTEQ4fPoyePXsCAJYtW4YrV65g06ZNuHjxIrp27QpHR0ckJCTgwIEDyM3N\nxbRp0/SMo2xtbXHkyBEMGDAA27Ztw8GDB9G1a1cEBgZCrVbj8ePHiI6ORk5Ojp7hsCHs7e3Rpk0b\nnD17FkOHDkX9+vXB5/MRHh6OZs2aoXPnzli0aBFmzJiBevXqoUePHqhTpw7y8vKQkJCA06dPo337\n9pwHnGXLluHYsWPo2LEj6tatC3t7e9y7dw+HDx+Gs7OzzjXo1KkTeDweZsyYgbt373JhpNgQlc+f\nP0ejRo3g5+enY5Rjijp16mDp0qWYMGECgoKCMGjQIIhEIuzevRtJSUmYPHky3nnnHZ08+/btw8iR\nIzF8+HBs3rxZr8ycnBzs2LEDIpHIpOYGaBb/9ezZE/Pnz8fx48fRrl07FBYW4vDhw0hISEBgYKCe\n4d2oUaPw999/Y//+/WjevDm6deuG/Px87N+/HxkZGZgwYYJRL0CUNxxzMe3o59V8AFyrV68eeeWs\naUfIbEdCZjsSZcJl4jctivuoVGqDWXbMmU5+HNiT/DiwJ1k5aiNZ++VJUlSoIIQQEtc6mNxv0JDc\nb9CQKDIyLG5GxIkI0nRzU9J0c1Oy5+GeMh1SYmIimT17Npk9ezZZvHgxUalUZSqvNNy/f5/cv3+/\n1PlVKiXJzr6t+eTcJWq14WvxOgBA78Pn80nNmjVJeHg4OXbsmMF8hYWFZMGCBaRJkyZEIpEQe3t7\nEhISQrZv366XNicnh+Tk5BBCCMnIyCA8Ho+IxWKSlpbGpVGr1USZU0TynqaTBTPnkfc6diE+Xt5E\nLBYTNzc30qZNG7J27VpSVFSkU3ZBQQFJSEggUqmUSKVS8uzZMyKXy8t8XtLS0sgPP/xA3n33XeLm\n5kYEAgGxt7cnDRs2JMOGDSMHDx7U67ubNm0iAMimTZuMlnvv3j3Su3dv4u7uTmxtbUnLli3J+vXr\nSXx8PAFAhg8frpfn0aNH5IMPPiBOTk7E1taWtG3blkRFRRmtz8/Pj/j5+Rms/+DBg6Rnz57E3d2d\nCIVC4unpSVq3bk1mzZpFYmNjddICIKGhoQbLGT58OAFA4uPjdbbHxMSQsLAw4ujoSBiGIQDIyZMn\n9c7PwYMHSdu2bYmtrS1xcnIi/fv3Jw8ePDBYV1JSEhk7dizx9fUlQqGQuLq6kj59+pCYmBiD6a3p\nm2vXriV9+/YlderUITY2NsTZ2Zm0aNGCLF68mOuzLEqlksyYMYPUqVOHCAQCk+dHG/a4DV1bllWr\nVhEApH///jrbi4qKyNKlS0lwcDBxdHQkIpGI+Pj4kLCwMPLTTz/p3EPssX/77bfE39+fiEQi4ufn\nR2bOnEmSkpIIANKnTx+d9LNnz9a5Rsa4ffs2GT58OPH19SUikYg4OzuTJk2akM8//5xER0dz6S5d\nukTGjh1LmjVrRpydnYlEIiEBAQFkxIgR5M6dO1y6zMxMMnfuXNKpUyfi5eVFRCIRqVmzJgkNDSXb\nt2/Xe6YaO9eZmZnk66+/JoGBgUQkEhEnJyfSpUsXcvToUb20J0+eJADI7NmzDR6jqfumJKbuV1Pt\nNVaPsetQmnvQEk6dOkUGDx5MGjRoQJycnIhAICBubm6kS5cuZMuWLVaPaebacuDAAdKqVSsiFouJ\ni4sLGTRoEJFKpQbzGTu3pT1edvxRqVTEx8eHACC3bt0ymSc/P584OTkRoVBIkpOTdfZFRUWRXr16\nEU9PTyIQCIiDgwMJCgoiCxYsIHl5eSbLvX//Phk3bhxp0qQJmJkGYgAAIABJREFUcXBwIEKhkNSs\nWZO8//77JDIykshkMquOLSEhgfB4PAKA9OrVy2i6xMREMmTIEOLl5UUkEglp3LgxWbx4MVEoFAb7\nmLH+yG43dg8Zo6CggHz33Xfcferm5kYGDBhA7t27ZzB9aGioyedScHAwAUCOHDliVTtY2GfyrFmz\nTNZv7FOyb+7fv99kedqsW7eOACD9+vUzm3bBggUEAJkwYYLO9pSUFDJ9+nTy1ltvETs7OyIUCknt\n2rXJwIEDyfnz502WWVRURCIjI0n37t1JzZo1iVAoJPb29qRp06Zk/Pjx5Pbt2zrptedvJTE13rNY\nOufYsWMHGTx4MAkMDCR2dnbEwcGBNGnShMycOZOkpKTo1b1s2TLSsGFDIhKJCACdZyr7rLdkfC7J\n5s2bSVBQELG1tSX29vakQ4cO5ODBgwbTmrsfvv76awKATJ8+3ep2EFL8LAwJCTGaJj09nUycOJH4\n+/sToVBIXFxcSHh4OLl48WKp6qSYx9J3yHr16hEA10gV0DHehE9FaDFqtVpHW1Gq1IRsG8hpL+fX\nHSWrx0ST1WOiyYV9j02WdWLzOrJsUG+yadL/kYeXTD+HtZF+MozTZvIsuG833NnAaTJLYpZYXE9F\nUFSUSnJyY0lObiyRyZLNZzBAaTQZlUpFUlJSyPPnz7lPdlI6UeYWmc/8GhAXF0ciIiJI8+bNuTm6\ns7MzCQoKIhEREeTatWt6eUzNp4cMGWJ0HGfnOyxyuZwsXryYvP/++8THx8esDiOXy8mzZ884HSYh\nIYEUFBSU+RxQHYbqMFSHKYbqMLpQHca6tlAdRgPVYV6tDsM+t5o2bUpcXFy4uUz79u3JqlWr9OYT\n2hw6dIgAIG3btjV7fDdv3iQAyNChQ82mPXbsGAFA3n77bbNpt23bRgCQ8PBwne25ublkwYIFJCgo\niDg4OBCBQEA8PT1Jr169yN9//22yTJVKRXbu3En69etHateuTcRiMbGxsSENGjQgo0eP1tNxTOkw\njx49Ir169SIuLi7ceF9yPnL27Fny4Ycfklq1ahGhUEjc3NxI8+bNycSJE8mVK1e4dEePHiUjRowg\njRo1Io6OjsTW1pbUr1+fjB8/nkilUr26f//9d9K8eXMikUg4fYyFfYZY+jzX5q+//iIdOnQg9vb2\nxNbWlgQFBZHNmzcbTGtubF+zZg0BQAYPHmxR3bdu3SIff/wx8fHxIUKhkLtXZ8yYQTIzMw3mUSgU\nZMWKFaR58+bExsaG2NnZkXbt2pHff//dojoppaOqazEMIbruuiiVA8Mw1+rVq9fSkEvLCkOtAn7w\nApQaN105EY/RbFEMAMBeLMDdud0MZtsy5UukPdO4Sew9eRHAuKF+65ogCgXi3mqmScQwaHj3DhgL\nrFZlShk67OiAQqXG5f2BvgdQ16n0MVuPHz+O8+fPA9DEEu7Tp0+pyyotbOzxkiuKLEWlkiE/XxP2\njMcTwd6+gZkc1Zvc3FwAGve1p06dQqdOnfDxxx/j999/B6AxWFRlF0GdpyjOJOBB4CoBT2i8jxYW\nFiI1NZUVeMvkiYdCqapo3z+l5fjx43jvvfcwffp0g+7DKZQ3lfK4fygUU0yaNAm//fYbEhISjMZ5\nf12h9w+Fooul75D169fHo0ePrhNCWr2Kdr3pVIQWI1Oo0PBbzWpUkYCHh/O7Axu6Ac807ub/kuzH\nM6nmHbPbZ00R2MrDaFk75kxHUuxdAECfqd8iMKiNRW2IH/AhZHc1+fx37oBNs2Ym06+8vhKRdyIB\nAONajMOY5sbD9lU00oTf8OSJZjW1n+/nCAy0LkwEYL0mo1arkZGRoRO6xp6IYSOQQOBh+9p7SK4I\nKmocL09PPBRKVYXqMBRK6aHvkZSKZtWqVYiIiMCdO3c4D8ZvCvT+oVD0qepaDA2tVZ3JfsYZ8cDO\nA3kodhVsJzZu3DBwziIU5mSjMCcHHnXqci6eVVoxD/lOThYZ8QCAmqgxqdUknEg8gdTC1DIZ8QDg\nXH8CGnehryMMw4dI7AGiVoBhXr847JUJ6z6RDYFA1ATKDBmIVtg4RsSHwFUChm/c/Sw14qFQ9Hnx\n4gW8vLx0tqWnp2P69OkAoBPHnkKhUChl5/Tp0/jss8/eOCMeCoVCeZPRC6sFAN5BgFACUpiN1AcM\nNAtNAXdf0yK6UiEHGAYgBJ51Akym1cba0FpfNP8CQxsNRY48B46i1ys0eVlRq9XIzMzUMeKxI2JI\niAh8JzE14nmFUCMeCkUfqsNQKBTKq+X06dMIDw9/44x4KBTK6wk15KnOpD0q/u5WH/lFxYYOdmLj\nXcPG3gE29g6A7jsEVJmZ3Hf+f3EMLcFWaIvBDQdjcMPBUKqV5jOYIDU1Fenp6QAAoVCIunXLZhRU\nWfB4QkjEnpXdjNeGe/fu4ciRI7h79y4OHz6MXr16oU2bNiBKNZTphSAKNZeWZyMA31kChmdcjKNG\nPBSKYSZNmoRbt26hXbt2cHd3R1JSEg4fPoyMjAyMGTMGwcHBld1ECoVCeaO4du1aZTeBQqFQKFZS\nqDBgyNNtAQAgL0MG2cwLAACRjQCObhKTZQ1dsBxyWSHSEqWwd3G1uA3qggLuO8/Ozmx6IV8INxs3\nuNlUvuGoSOgCezuNV2KRyL3C68vLy0NRURH325aIYUNE4NkIwJNQ2fRVQY14KBTDUB2GQqFQXi17\n9uyp7CZQKBQKB30jrc4QNeD5FpD+CHCrhzwtQx4HE4Y8xlBlZXHfrTHk0UbAK1uX1PbGExgYSA0v\nqgk3b97E3Llz4ejoiA8//BBr1qyBWq6CMr0QUBWHD+Q5iMB3FJlcUUeNeCgU4/Tv3x/Jyck4ePAg\nsrKyIJFI0KRJE4waNQqffvppZTePUkFIpVJs3rzZorQRERGoUaNGxTaIQqFQKBQKpQqjY8gj0vWw\nm5qYy31397G3yNuLSGIDr/rWhe221iNPZaNWy1FQEA+BwBFeXh/Cy+tDy/PKlFBmyHS2EYUKEPCg\n1vKOZAw7sS2KZEVQKBWwJSLYEhHAAHwnsdXHQSkd1IiHQjEO1WGqJ1SHoVAoFAqFAlBDnupN/W6a\nj1oNKAqQn1gsfJjyyBNz8Ckk9kLUae4OB5fi1WPKUnrkKU8ePHjAfX9dw2pRrGfo0KEYOnQoF9tT\nXaiEMrUQ+M8YBwzAryEB3860MQ414qFQTDNw4EAMHDiwsptBecVIpVLMnTvXorQjRoygAhKFQqFQ\nKJRqjXZoLYmwhCHPs2JDHjczYbVKCyFE1yNPFTfkUSpzce36EOTl3Ye39ydoUH+OxXnlSblI+fU2\noFTrbFd0FkPoYQtlSoGRnLo4Qowihg8J0bz78+xFYATGQ3FTyg9qxEOhmIbqMNUTqsNQKBQKhUIB\nqCEPBQB4PEBsj7yiYkFJ25DnVvQzxF36F2oVASEE2cmFUKsJzu54hGE/tOOMeVSZ2h55LJs8Zsgy\n4CJxKZfDyM3NRVJSEgDNi3+9evXKpdzKQK1WgMejxiPWQgiBOk8BVXaxW2zwGAhcJGZdYlMjHgqF\nQjFMx44duWcjhUKhUCgUCsU0Mp3QWrrGILnpxQuoXGqaD3lVKhQKzYItABAIwFjwTqtSq8Dn8c2m\nqwgePJiDvLz7pcqbe/KZnhFPaWDAcEY84DPgO4jKXCbFPNSIh0KhUAxDdRgKhUKhUCgANeShaJFX\nVCw22f9nyJOXWYRzux8B/80bVfKHUOQfARgb2NZoAAeXMC6PSssjj8CMRx6VWoVfbv6CTXc3oa1X\nW4T5hqF33d6QCEzHhzeFVCrlvvv5+cG2iq86MwQhBHJ5KpTKXPD5duDxhBAInMArY8ixagEBVFlF\nUOcrircJeBC4SsATmhYkqREPhUKhUCgUCoVCoVDKA+3QWhIhH8h9CVz+FZA4AZmNAGiMRHgC42G1\nCCF4ej0G7n514ODqblEILoNYmC9sVxhkShkcRA7Y1XsXnCWvzsuyr99nyM65gcLCBBC10nyG/1Dl\nylEYm8H9Fta0A/47XEZIAIYBI7TSqw6PAd9RDIZXyvNNsRhqxEOhUCgUCoVCoVAopqHWARSO/KJi\nwYQ15CnMk3NGPACgUjwFoARILrzqeejk1zbk4dcwLfq8yH+BbbHboCRKnHt+DmmFaegb0LdM7Vco\nig04Xld3kmp1IYqKkgEAKlUBeDwRhMLKCVP2WkEAYQGgVhb3AUbEh8BVAoZvWrijRjwUCoVCoVAo\nFAqFQikvtENr2Qj5QNYz4NxPmg3yuQCamS0jNz0N+5d8DwBw8qyJ0SvXl96YxwyEEOQU5UBJlChQ\nFsBW+GoXRTnYN0TroP1ITT0CLy/Lw8cU3EgB1Jr3eJGfIzz+rzm3LyM2FgAg9DTs9UitVkMmk4HH\n44HP59P3/1cMNeKhUCgUCoVCoVAoFPPQgM/VlbTHwOklwL19mu8A8rQMebRDa7HU8LRFwNue4As1\nq8fa9Omis1+VpWXIY8Yjj4+DDxa0XwAACPEKQeR7kRDyyyac1KhRAw0bNkTDhg1Rq1atMpVVWfD5\nthCLa/733Q62tgFgGHqbmoIo1RDmATythXs8GwEEbjbUiIdCoVAoFAqFQqFQKK8UmVaoJ4mID8iK\nw5D7uLzEW5288VYnbzgbMTIBgJT4J9x3B1e3CjPiAYBCZSFURGNQIeaLIeaLK6wuYwiFjlYZ8RBC\nkH/lJffbrrWnVfWpVCpkZWUhIyMDmVqL0igVDzXioVAoFAqFQqFQKBTLoB55qivPLgMnNYY0aNIP\n+HCzjiGPvVg/FBFfyEP4pMlQFH2JZ/fuwLNuoM5+pbZHHmfzHnG6+HXBb11+Q5tabcolFnvdunVR\nt27dMpdT2YhEbmAYAYRCJ2rEYwa1XAVlWiF4xTopeA4i8B1FZoXOwsJCpKSkcL+pEQ+FQqFQKBQK\nhUKhUMqKrKRHHlk297uB30s0+LC+2TIEQiF8Gr+FFOlTePgHVEg7WWyFtrg57CbyFfnIV+RXaF0A\noFYroFIVQih0LHUZ8oQcKFMLAWi88dq85W5VftaIBAB4PKq7vCoMGfF4eHhAIpFUcssoFAqFQqFQ\nKBQKpepBDXmqK2kPi7+71gNgOLSWIYRiCeq2bK23XZVZvMpMoOWRR03U+P3+7wgPCNeLs96udjur\nm/6mQAiBQpEJobCGjsEOwzAQiWg4LXOoCxVQZhQBpDj2G99ZAr6deUMcasRDoVAoFAqFQqFQKJSK\noFBRwpCnUMvji8SyMOD+LVrBv0UrEEKglBeVdxP14DE8OIgc4CByqPC6Hj9ZgrTUf/DWW7/AwaFx\nqcrIv5LMfbdt4Q6egcVoplCri1cDUUOeVwM14qFQKBQKhUKhUCgU66Bvq9WVtEfF3900q8HyZPqh\ntQRCHjz8HODh5wCXWsbdPgOAKlM/tFauPBdfnfgKP179EVNPT4VSrTSWvVpBiAqFhc8gkz2HTPZv\nZTfntYIQAlWuHMp0GWfEQxhAbgdqxEOhUCgUCoVCoVAolEpFx5BHpOuRBxInq8piGAZC8Ztj6JCc\n/DeePduIQlkirl4bgNy8OKvLUMuUKLydyv22DbIurBag65GHzy+7h2iKaagRD4VCoVAoFAqFQqFY\nD/XIU13R9sjjpvHIk2fAI49zTTt8OEPf+44hDBny3E69jVNJpwAAl19ext5HezGwgeVxz99UFIps\nKJXZ/33PgEBgD6HQOkGvOkIIgSqrCOp8BbeNEfAgl6hBLNDeqBEPhUKhUCgUCoVCoVAqkkKt0FoS\nIR+QFXsvho1lHnneVBieAHy+PVSqPLi4vAt7O/NhxkpScDsVRKHxqCPwtIXIx3ovQtoeeaghT8VC\njXgoFAqFQqFQKBQKpXRQQ57qiEoBZMYX/3YNBADky7UMeSS6XePe6WgU5mQjsPU7qFGzll6Rarkc\n6vz/Yqnz+eA5aISUkNoh+KLFF1hzcw1GNhmJ/vX6l/PBFPPixQvExsYCAGrVqoXGjUvnovlVIBQ6\nQ6XKh0KRBZHIFQJBxbuvft0hagJleiFIUbEoyoj4ELhKICvIN5ufGvFQKBQKhUKhUCgUCqWikZUM\nrZVT7JHnnrQ2/n18HwDQuL0XvAIr37BHppRBTdSwEdiAYZgKrcvDvRvsgurh8ZPFaNxoqU6YcUsp\n0AqrZde6ZqnarO2Rh4bWqjioEQ+FQqFQKBQKhUKhlB5qyFMdyYgH2BBXjt6A2B4AkKdlIMGG1mK5\ndugAUqVPcXrrRvT9+jsEtArW2a/KLF5hxnd21hFSxjQbgyDPILSuaZlnn9Ly8uVLnD17FgDQokWL\nKm3IwzAMJJLaEAgcqSceCyBKtcaIR6EVx95WAL6zxCLRzpART82aNSEQ0EcghUKhUCgUCoVCoVDK\nD53QWkIeUFisl/yb6ogHD14CALwbOhs05Im/cRU5aSnw8A+Am58/hCJxhbZ3z6M9WBSzCAJGgE+a\nfIJJrSZVaH12dnXRvNlvpcqreJkP+bNczQ8+A9u3PUpVDvXIU/FQIx4KhUKhUCgUCoVCKRt02Ul1\nxEBYLQDIkxWHK7LXMuTJSU1BqvQpAIAvEMC7UVO9IlVZWmG1augapvAYXoUb8VRlCFFBLs8AIURn\nO8PwqBGPBaiLVFCkFOgY8fAdRdSIh1LtmDNnDhiGwalTpyq7KRUGwzDo2LFjZTeDQqFYiFQqBcMw\nGDFiRGU3hUKhUCiUKoN2aC0bUYnQWnyR2fx3Tx7HP5FrsP2byYg9e6oCWqhLTlEOAEBJlBDyqrbH\n2vwrL7nvNk1cwbcrXXupRx7LGDFiBBiGgVQqtSpfaGgoRCIRNeKhvPZQHYZCoVQ1qA5DoVAo1Qv6\ntlodSX9U/N2tOB55vgGPPIV5cjy9lYMmnYahZkAL1Hm7NcS2tnpFPk+K5b6/EORVQKNfT9RqOfIL\nnkImew6FIqOym1MpMAyj9xGLxfD398fw4cO5cGiGUBUooEwrBNT/GUExAN9FAr6j+LU14unYseMb\nLwIYw9/fX6cf8Hg8ODk5oW3btlixYgUUCoX5QiiUcmTz5s0Gn1Hs59dff63sJlKqENu2beP6xrFj\nx4ymY8XeOXPmGE3D9j1jwkt+fj5WrFiBsLAweHh4QCQSoUaNGggODsasWbPw9OnTMh5N1SUqKgod\nO3aEk5MT7O3t0aZNG2zZssWqMtg/nUx9OnfurJOnNM+DjRs3om/fvggMDISjoyPs7OzQqFEjfPbZ\nZ3jw4EGZzoMxunbtCoZh4OPjo/MnZEnYMdfUH2/m5iRxcXEYP348mjZtCicnJ4hEInh5eaFnz57Y\nsGEDZDKZRW1m63nVVKTAmZSUhFGjRsHLy4ub10ZERCAzM9N85v84deqU2X7KMAyePXtmMP9ff/2F\n7t27w93dHWKxGD4+PggPD8elS5d00mVlZWHp0qUYOnQoGjduDIFAAIZh8M8//5TpHFAoFONoe+SR\nCPmArDi0FvjmDU9SpMXjvGedgHJtmyFURAUJX2Ng4ShyLNeys7Ku4ubNkZDL08tcFlGqUXCj+P3e\nLqhmqcuqjh55Hj58iEmTJqFly5ZwcXGBUCiEi4sL2rRpgylTpuDatWvlUo9CoYBcLud+VwUjHqrD\nUB2GUnWgOgzFGqgO82qoLB2m5Bhl6PP9999z6RUKBfbt24fRo0ejadOmcHR0hK2tLd566y189913\nyM3NLZfzURKqw1hOVddhWM6dO4c+ffrA398fEokEvr6+6NGjB44cOWI0z/379zFw4EBuXtugQQPM\nnj0bhYWFFtU5evRorl8/fvzY6jZTqi/UJUV1JE3bkKfYI09+kSbcloAAWY+yUcDkIDddhov7EgG4\nwdU7HOGTWyNTlon0wnQEOgdyee8+uQDWJOgxSYFz2l00ddP33FPeFBQUID4+HoQQPH/+vMLrM4VC\nkQ2lMgc2Nj7cNrk8DWqVZnCVyf4Fn28PPr9i3WJXVWbPns19z87ORkxMDP73v/9hz549OHfuHFq0\naMHtJ4RAnaeAKruouAAeA4GrBDyxZY+tqmjEQ9Hw1VdfoUaNGlCpVEhMTMTevXsxceJEREdH4+DB\ng5XdvCrLuHHjMHjwYPj6+lZ2UyqM2NhY2BowFq1o+vTpo/MMYgkKCnrlbaFUXdatWweGYUAIwbp1\n6/Dee+9VSD2XLl3CgAED8Pz5c3h7e6NHjx7w8vJCfn4+bty4gcWLF2Pp0qW4dOkSWrZsWSFtqCxW\nr16N8ePHw9XVFR9//DFEIhF2796NESNG4M6dO/jxxx8tKqdv377w9/c3uO/333/H06dP0b17d4P7\nrXkebN26Ff/++y/atGmDmjVrgsfj4d69e9i0aRP+97//Yf/+/UbrKQ1Pnz5FdHQ0GIZBUlISDh8+\njF69epVb+drMmzcPc+fOhVqtRtu2bTF8+HDY29sjOTkZp06dwqeffoq1a9fi6tWrFVJ/VebJkydo\n164dUlJS0KdPHzRs2BAxMTFYuXIljhw5gvPnz8PV1dVsOf7+/jrzY23u3LmDvXv3okmTJvDx8dHZ\np1arMXbsWKxfvx4+Pj7o378/XF1dkZycjEuXLuHatWto27Ytl14qleLrr78GAHh7e8PNzQ3Jycll\nOAMUCsUcMp3QWnygSX/A622NQU+mDQDjf5wTQtCsa3ekxD9BakI8XH38Kry9494eh3Fvj4NcJQcB\nMZ/BQoqKUnHn7njI5SmIuRKOZs1+g6ND6XWiwvvpUBdodCt+DTHEBsKSWYJardbxmFwZf3K8Sggh\nmDdvHubNmwe1Wo2WLVti0KBBcHFxQW5uLm7fvo2ff/4Zy5Ytw+rVq/Hll19yeRcuXIjp06ejdu3a\nFtWlUCjw8uVL7vxWBSMeigaqw5QOqsNUHFSHoVgC1WEqnsrUYSIiIpCVlaWXnhCChQsXQqFQ6OR5\n8uQJ+vfvDzs7O3Tq1Ak9e/ZEXl4ejh49iu+//x47duzA+fPn4ebmZvkJMAPVYaoG5aXDAMDatWvx\nxRdfwM7ODv369YO3tzeSkpKwd+9eHD58GPPnz8esWbN08ly+fBlhYWFQKBQYMGAAfHx8cOLECcyb\nNw/R0dGIjo6GWGz8f9+DBw9i48aNsLe3R14edYRBsY5q8Y82wzDeAOYBeB+AK4B/AewHMJcQYtZc\nj2EYOwB9AfQE0BKADwA1gAcA/gDwMyFEbryEKoaB0FqEEOTJlQABPsoT49SG+waz5shz8P6e9zGk\n0RB85fwVt/1duxZIhubFr1Hd4FdixCOTybBy5UoUFRWZT1zBqFQFuHAxDAF1J8Lb+2Nuu1hcEypV\nAVQqGSQSr2prxAPAoEX8+PHjsXr1aqxYsQKbN28GoOmLqswiqAuKxU1GwAPf1QY8oWVOxKgRT9Um\nIiJCZ2L/7bffokWLFoiKisLp06cRGhpaeY2rwri5uZXri0hVpGHDhpVSb9++falLWopJHjx4gDNn\nzqBLly7IyMjAX3/9heTk5HIXPOPi4tCtWzfk5eVh0aJFmDx5st7YFR8fj2nTpiEnJ6dc665spFIp\npkyZAhcXF1y9epUbJ7777ju0bt0ay5YtwwcffIB33nnHbFl9+/ZF37599bZnZWVhyZIlEIlERu95\na54Hhw4dMvjH1PHjx/Hee+9h8uTJ5WrIs379ehBCMH36dCxatAjr1q2rEAHphx9+wOzZs+Hj44Nd\nu3ahTZs2emmioqKwbNmycq/7deCLL75ASkoKVq1ahfHjx3PbJ02ahJ9++gmzZs2yaCWxv7+/0RWj\nH330EQDg888/19u3bNkyrF+/Hp988gkiIyMhEumG6Sm5st7Pzw///PMP3n77bbi4uGDEiBFWr66k\nUEpDddZhtD3y2Ij4QPuI4p2b7gMwPoYzDIPWvftXYOuMI7Ig7Jc1ZGSchVyueS9Xq4sgErqUqTzt\nsFp2QZ5geKUzwCGEQCwWc1553nRDnnnz5mHOnDnw8fHBH3/8gZCQEL00KSkpWLFiBbKzs3W216pV\nC7Vq1bKoHtaIR9vbETXiqTpQHaZ0UB2m4qA6DMUcVIepeCpbh4mIiNBLDwBHjx6F4v/ZO++wKK71\nj3+3wgKLFCmCCoigiLEgNkDBEkUlqFiwRSxJNDfGGxNzLbmxJbYUo9eoSeQnWBKjEnusQexK1GBD\nUFRQ7ALS25b398c6wy67wIJYOZ/n2YflzNkzZ2bOnDPnO+95X4UCbdu21THuk8vlWLFiBSIiImBu\nbs6nl5aWIiwsDH/++Sfmzp2L5cuXG3H0xsF0mFeD2tJhFAoFZsyYAVNTU5w7dw7NmjXjt82cORNt\n27bF/PnzMXXqVN4wR6VSYezYsSgsLMSOHTsQGhoKQLM4YOjQofjjjz/www8/YPr06Qb3+fjxY7z/\n/vsIDw/HgwcPcOTIkWc5FYw6yBsfWksgELgDOAdgLIC/AfwA4CaAfwM4JRAIjDHT6wJgA4DeAC4D\nWA6NcOQM4DsAcQKB4PWZmbp2Adq+q/nYeQEACktVIAJMCXBUGW4WVvYyXHh8AYXKQqhIhb2pe/lt\nquwyHa5JY31r+ufB3bt3KzTiMdb6srbIzb0IpTIbBDUePNjJpwsEQshkjWFm1gRS6bOJVm8inBX9\n48ePAQCkJigziqAuVKCkpATfrliCdr06o14TO1jZWqFLly7YvHmzThnJycmwtLTkH6AKCwv1jHiC\ng4Mhk8nw4IFG+CMirF27Fn5+frCzs4OpqSkaNWqE3r17Y9OmTS/i0I3i3Llz+Pe//43WrVvDxsYG\npqam8PDwwGeffWbQZWBpaSn+97//wcfHB9bW1jAzM4Orqyv69++vFz7h2LFjeOedd9CwYUOYmJjA\n0dERnTp1wty5c/XKvX//Pj766CO4urpCKpXCzs4OYWFhteZ6u2nTprxodObMGYN54uPjMXjwYDg6\nOkIqlaJRo0aYMGEC7t27ZzD/mTNn0KtXL8jlclhaWqJnz544depUhfHNuZjgDx48wHvvvQdnZ2eI\nRCLewAzQtK2FCxeiTZs2MDc3h4WFBTp37oyNGzfq7b8Pj/YuAAAgAElEQVQ6bezixYsYPnw4XF1d\nYWJiAjs7O/j4+OCTTz7ReRlXWWz22NhYBAcH8+3E09MT06dP1xNigTLXmkqlEgsWLECbNm1Qv359\nNGrUCNOmTdNxg14VnNvU1NRU/Pjjj2jRogVMTU3h6uqKBQsW8Csxt2zZgg4dOsDc3Bz29vaYNGmS\nQVeghmKzax93TEwMOnToADMzM9jY2GDYsGEv3RsbR03rmZKSgtGjR8PZ2Zl3lzp69GikpKQYzF8d\nNm3ahB49evDtwtXVFcOHDze4cmPjxo3o1q0brK2tYWpqCi8vL3z99dcGx1nuOmVkZOCDDz5AgwYN\nYGJiAm9vb0RFRenlr879YKgNcHDtrbyL2p07d6JHjx58PZycnBAYGIiVK1caf7KqYPXq1QCAsWPH\nYsyYMVAoFDr9Q23x8ccfIzc3F9OmTcO0adMMGqC6ublh8+bNVQopCxcuhEAgwP/+9z+D2+/duweR\nSIT27dvrpM2bNw/+/v58f+vk5IQRI0ZUGgqzNlizZg1KSkowadIknZcM1tbWmDlzJgA8s5v19evX\no6ioCGFhYbUiyFf0Yurtt9+GlZVVrbrKVSqViI6OhqWlJWbNmgUfHx/s2bOn1vvAtLQ0zJkzBxKJ\nBHv27DEoHgFASEhIpS6HubIEAgEvUmi7xy5/n9+5cweTJk1CkyZNYGJiAltbW4SGhhp8LsjLy8NX\nX33Fu9KWy+Vwd3dHeHg4/2wyZ84cuLm5AQDWrl2rs+9nuXdv3ryJAwcOwNXVVcdjAQDMnTsX5ubm\nWL9+PQoKCmq8j8zMTGzbtg0ymQzvvvuuzrbc3FzMmzcPDRs2xOrVq/WMeABAItEN22Ntbc2PBQzG\ni6Ku6zBFpeU88tRRGjQIQ+tWkZBIbODd4geYmjrVuCzlk2KUXH+6YlsAmPk61LgskUgEW1tb2NnZ\nwc7OrsblvA7cvHkTX3/9NaRSKfbu3WvQiAfQGNwsWLCA9+DGYej5mxvfJ06ciJSUFISHh8Pe3h4m\nJiY4ceIEgDLjKO1nJabDMB2G6TBMh6ltmA7DdJjagOkwr54O88svvwAAJkyYoJPu7OzMe1LRRiqV\n8vWtzTCaTIcp403RYbKyspCTkwNPT08dIx4A8PLygqenJ4qKinS85hw5cgRJSUno2rUrb8QDAEKh\nEN988w0AzX2i7fFTG26B1ooVK4w7YAajHHXBPcVKAPYAJhMRb4opEAiWAJgCYD6AiVWU8QDAKABb\ntFd8CQQCOYDDAPwAfATg9TCH7Knvwp0Lq6W9DkkoEsCttUbUMK8nResejZBQ9DcAIOpyFLo27Io+\nbppVxqonZS7wRNY1c29cXczMzNCsWTNcu3YNRIQWLVoAAOzs7HQehl4EnPvpW2k/QWbmCjPZl/w2\noVAKobB2V7a9KXCihq+vL0iphjKjCKRUo7S0FCGjBuLo6eNo3rw5PvroIxQWFiImJgbh4eE4f/48\nFixYAECzcqRr1644evQoLly4ACursvYnFotx48YNJCYmYtCgQXB0dAQAfPHFF1i4cCHc3NwwdOhQ\n1KtXD/fv38eZM2ewZcsWhIeHv/iTYYDVq1dj27ZtCAwMRM+ePaFSqfDPP/9gyZIl2Lt3L+Lj4yGX\ny/n8Y8aMwcaNG9GyZUuMHj0aMpkM9+7dw/Hjx7Fv3z707NkTALBv3z7069cPlpaWCA0NhbOzM7Ky\nspCUlISVK1fqhHlITU1FQEAA7t27h+7du2P48OFIT0/Hli1b8Oeff+KPP/6oFSt07kGn/MsnAIiK\nisL7778PExMThIaGolGjRkhJSUFkZCR27dqF06dP67g5PnbsGHr16gWFQoFBgwbB3d0dly5dQrdu\n3dC9e/cK65CVlYVOnTrBwsICYWFhEAqFcHDQCMTZ2dno3r07EhIS4OPjg3HjxkGtVmP//v0YMWIE\nEhMT8fXXX/NlGdvGLl68iI4dO0IgECA0NBRubm7Izc3F9evXsXLlSnz99dcGz4k2P//8Mz788EOY\nm5tjyJAhsLe3x+HDh7F48WLs2rULJ06c0LkvOEaMGIFjx46hZ8+ekMvl+Ouvv/DNN9/g0aNHBkWA\nypg6dSoOHz6Md955B7169cLOnTvxxRdfoLS0FDY2Npg+fToGDBiALl264ODBg1ixYgVUKhVWrVpl\n9D5WrlyJnTt3IjQ0FIGBgYiPj8emTZtw4cIFnD9/vlL3lVVx/vx5LF26FMXFxXB2dka3bt3QsGHD\nGpVVnXqeOXMGPXv2RF5eHkJDQ9GiRQskJyfj119/xY4dOxAbG1sjt9JEhLFjx2Lt2rWoX78+wsLC\nYGdnhzt37iAuLg7NmjXTKXf8+PFYs2YNGjZsiLCwMFhZWeH06dP48ssvERsbi4MHD+oJGdnZ2fD3\n94dUKsXgwYNRXFyMmJgYjBs3DkKhEBEREXze59nn/vLLL5gwYQIcHR3xzjvvoH79+nj06BEuXryI\nqKgo/Otf/6px2RylpaVYu3YtLC0tMXDgQBQWFmLq1KmIjIzEhx9+WGuruFNTU/HXX3/B1NRU7yWK\nIapq86NHj8Z///tfrF27FpMnT9bbvmHDBqjVap1rdfToUSxatAjdunXDoEGDYGFhgZSUFMTExGDn\nzp04ceIEWrduXWXd0tLS4ObmBhcXl0pjg2tz6NAhAEBwcLDeNs6rDZenpnBCoCEvJxy10R8cP34c\n2dnZtepye+fOnXjw4AHef/99yGQyjBkzBpMnT8aaNWvw5ZdfVl2AkURFRUGhUGDYsGFo2bJyD5tV\ntUErKyvMnj0b0dHRuHXrls7zhbZI+M8//6BXr17IyspC7969ERYWhoyMDGzfvh0BAQHYtm0b+vbt\nC0DTvwUHB+PkyZPo3Lkz3nvvPYjFYqSnp+Pw4cPo0qUL2rVrh6CgIGRnZ2PZsmVo3bq1zspAbRf+\nQUFBOHLkCOLi4ioUr7Xh2mCvXr0gFOoufpDL5fD398eBAwdw+vRp9OjRo8ryDBEdHY2SkhKMHj0a\n1tbWOtt27tyJ/Px8TJw4EWq1GjExMbh+/TrkcjkCAgKMuj8ZjBdEndZhihRlHklM67AhDwDUr98N\nfp3jIBZbPFM5BWcfgov6ZdLUCmKrV9KG65UjKioKSqUSI0aMgLe3d5X5q+PFODU1FT169ICHhwdC\nQ0NRVFQEuVwOgUBgcA7LdBimwxiC6TBMh2E6DNNhDMF0mLqlw2jz8OFD7Nq1CxYWFhgxYoTR++H6\n7dqMyMB0mDdPh7G3t4ednR2uXbuGlJQUeHh48Nu4tDZt2ug4iqjsPmnSpAk8PT1x7do13Lx5E+7u\n7jrbo6OjsX37dmzbtu2FO59gvEEQ0Rv7AdAEmql+KgBhuW1yAPkACgCYP8M+Rjzdx65nrOs5Dw8P\nelnceJRHLtN2U/PPd9OPE2LpxwmxFPnpUTq9dRNtXTyXDq//P3qUdpPi78VTyNYQCtkaQnNPzuV/\nf+ezqXSlWXO60qw5ZW/f/tKO42WRmXWS/optQn/FNqGz54bTlStX6MqVKxXm587V6/B5Vp7eHzR7\n9mz+M2XKFAoICCCBQEAhISGU/fgJldzNo5L0XCpJz6Wvps0mANSnTx9SKBR8WQ8fPiQXFxcCQCdO\nnODT161bRwDo/fffp7S0NEpLS6M7d+6QQqGgiIgIAkAHDhzg89vY2JCzszMVFBTo1ffx48fPfMyV\nERgYSAAoLi6uyrxpaWmkVCr10iMjIwkALVq0iE/Lzs4mgUBA7dq1M/ibjIwM/ntYWBgBoPPnz+vl\nK3/8vXr1IgD09ddf66SfOHGCRCIR2djYUF5eXpXHQkT8tUtNTdVJT05OJjMzMwJAZ8+e1dl29epV\nkkgk5O7uTnfu3NHZFhsbS0KhkAYMGMCnqVQqatq0KQGgPXv26ORftWoV3x7Ln38u/d1339Vpcxxc\nO1q8eLFOelFREfXu3ZsEAgElJCTw6ca2sU8//ZQA0HYD/WZWVhapVCr+/9mzZ+vVPS0tjaRSKcnl\nckpKStL5/YcffsjfF9pwbdDHx4cyMzMpNzeXcnNzKT8/n9zd3UkoFNL9+/f16mMI7ry4uLjoXJ8n\nT56Qra0tmZmZUf369XX6w+LiYvLy8iKpVEoPHz7UKQ8ABQYG6qRxxy2Xy+nixYs624YPH04AaNOm\nTUbVtzxRUVH8tdf+iEQimjBhAhUVFRldVnXrqVarqXnz5gSANmzYoJP/999/JwDUrFkznTZgLD//\n/DMBoPbt21N2drbONqVSSffu3eP/587BwIEDqbCw0OAxLV26VCedO0/jx4/X6W8SExNJJBKRl5eX\nTv7q9LmG2gAH1960+xAfHx+DbclQ2TVl48aNBIA++OADPo3rR3fu3Em5ubk6+bnzNnv27ArL5M57\nREQEn8aNZf7+/rVSb6KyPvzSpUt621q0aEESiURnfHj48KHe8RARnT9/nszNzSk4OFgnPTU1Ve84\ntNNdXFyMrmv9+vUJgE59tDE3NycABtuRMZw8eZIAkKenp8Htz9IfbNmyhWbPnk3/+c9/aMCAASSV\nSsnGxoZOnjxZo7oaonfv3gSALzMjI4OkUim5uLgY7CcqGnO1MfRM0r17dwJAq1evrrW6c/spT25u\nLmVlZZG7uzuZmJjQ4cOHdbbfvXuXnJycyNHRkYqLi4mI6OLFiwRAZ+znUKlUlJWVxf9fUfs0VDdj\nnsuIiKZOnUoA6LvvvjO4/aOPPiIAtHLlSqPKMwQ3Nmg/63JMnjyZANCMGTP4a6z9GTRoUJX3CNeX\nHjx4sMZ1ZDwfqppDcnh4eBCAc/QKaC6GPq+TDkPPSYsJ+jaOXKbtJpdpuynloe5c6eCaRF5zSTp1\nr4ISng11SUnZnL7lW1XmT89Np8yiTCpVlT6X+jwrapWa7i2Ip/RpRyl92lEquPCoyt8wTUZDt27d\nCABFRkbW6PeGnr+58RUAffrpp3T79m1eh7l16xYVFRUZHPuZDsN0GKbDMB2GiOkwREyHMQamw9QN\nHcYQCxYsMNiPVsXEiRMJAE2fPr261awQpsO8mTrM5s2b+XF89OjRNH36dHr33XfJwsKC2rVrRykp\nKTr5Bw8eTAAoJibGYHn9+vUz+AyUlpZGlpaWNGrUKD6NO/by+2C8XF51LeZND63FmfwfICK19gYi\nygNwAoAZgE7PsA/O36byGcp46eSXGK5++pVLuHnub5zdtRU5jx6iQ4MO2DVwF3YN3IVZnWfx+VRa\n7mVF5VaO1gVsrDujR/cb6NH9Btr5/Payq/NKMnfuXP7zww8/4Pjx4/Dy8kJ42BDISkSAmjQZBcDa\nmF8hEAiwZMkSHStqe3t73to5MjKST+/bty8cHR0RExODkpISiMViODg4ID8/H5s3b4a7uzu/CopD\nIpFAJNJfHfkqxb52cXExWMdx48bB0tIS+/fv59MEAgGICCYmJnqWyYDhcHMymUwvTfv479y5gwMH\nDqBx48Z6qxL8/PwwfPhwZGVlYevWrdU6rqVLl2LOnDn48ssvERERgXbt2vErK9q1a6eTd9WqVVAo\nFFi2bBmcnZ11tnXv3h2hoaHYtWsX8vLyAAAnT57E9evX0a1bN37lAMcHH3wAT0/PCusllUrx3Xff\n6VnuZ2ZmYsOGDfD19dU7D6ampli8eDGICL/9pnvvV6eNGboW1tbWBq+lNhs2bEBpaSkmTZqkF9d8\n/vz5kMvlWL9+vUG3vIsXL9YJs2Fubo6RI0dCrVYbdPlbGV9++aXO9bGyskJoaCgKCwvx4YcfwsvL\ni99mYmKC8PBwlJaWVstF7OTJk/HWW2/ppL3//vsAgL///rta9eVwc3PD8uXLcfXqVRQUFODevXvY\nvHkzXF1d8fPPP2PcuHHVLtPYep48eRLJycno3LkzRo4cqZM/PDwcAQEBuHr1Ko4fP17tOnCxoH/+\n+WfUq1dPZ5tIJEKDBg34/5ctWwaxWIw1a9botcMvv/wStra2+PXXX/X2YWZmhiVLlui08RYtWsDf\n3x9JSUn8PcnxPPtcsVhscMVkbfXnnEtf7Vje3PfadOt8//59AKjxKkRDcKu81q5dq5N+9uxZXLly\nBSEhITrjg729vc4KY47WrVuje/fuiIuL03E1XxHOzs5ISkpCbGys0XXlXNCXb7McXLohV/XGwF1H\n7n4sz7P0BzExMZg7dy6++eYbbN++HS4uLti/f79RceSN4datWzh48CCaNWvGl2lra4uQkBDcunUL\nBw4cqJX9AM+nHVbG/v37cePGDXz88cd8eAcOJycn/Oc//8GDBw/02pKhcVMoFOp5sKmKdevWISkp\nCR06dDAqv7HtNDs72+D2qjhy5AiSk5Ph7e0NPz8/ve1c+NhvvvkGdnZ2iI+PR15eHuLj4+Hr64s/\n/vijVlbAMhjPSJ3XYbRDa1kU3ga2jAF2fQKcrtwLgqKkGNu+mYcTm3/FjXPxz7mWZQzaOQiBmwLh\ns94HuaW5NS5HpSpEWtpPUKurflaoCmVmEQovPEbhhcfIO5wOVY5mPiM0E0PWgq1mNRYuvHj5uTRQ\nFsZB+7N06VKjy7a3t8dnn30GtVpzmwsEAtjb21cYehRgOgzAdJjyMB2G6TBMh2E6jCGYDlM3dJjy\nEBH/zsdYDz6AxnPOzz//jIYNGxrlWckYmA7z5uowQ4YMwaFDh2BlZYV169Zh0aJFWL9+PczNzTF2\n7Fg0adLkmffPed6ysLCoMNQeg2Esb3poLS7I3bUKtqcA6AXAE4DxI5wu3NNl5cEJnyIQCCoKZtxc\nrVbXagzH6pCUqRGa1ACypWo4mgshkihw7+Z1Ps/1O/dwp8Bw/WzSb4N7dDt/8yaUarXBfHUFMzMz\nmJmZ6T1Av47U1jHk5pYJggUFBUhKSsKcWXPw7rgIXJ50CfOmzQIJgCxVHq7fuA4nJyc4Ozvr7Z8b\n4M+dO4e8vDyo1WoIhUK8++67+PbbbxEXF4fhw4ejqKgIq1evRlFRESIiInTiWg4ZMgQ///wzvLy8\nMHDgQPj7+6NDhw4VDsbluXjxInbv3q2TVq9ePb0YnYZQqTT3WmFhYZXnVqFQYM2aNfjjjz+QnJyM\n3NxcXiQDgPT0dL4MgUCAPn36YO/evWjVqhVCQ0Ph5+cHX19fmJmZ6ZQbFhaGrVu3omPHjggLC0OX\nLl3QqVMnPYHm5MmTAIBOnTqhuLhYL5a2n58fNmzYgPj4eAwcOLDKYyfNilcsW7ZMb9uMGTMwY8YM\nvXPCTZ4PHjxocCJ9//59qFQqJCQkoG3btjh16hQAoH379gbPb/v27XHt2jWD579x48aQyWR66UeO\nHIFKpYJarcaMGTP0ylQqNe8PLl26xP/W2DYWEhKCZcuWYcCAAejfvz+CgoLQqVMnvQdGALwIpF13\nTpDo1KmTXr3FYjFatWqFEydO4Ny5c7yowbXBZs2aIS8vj/8/Ly8PdnaacIr37t0z6t7nJpJeXl56\n+blJaYsWLSrclpKSohd6RqVS6eTnjtvb21uvHG6i8OjRoxr1VT4+Pvz+VSoVLCwsEBwcjJYtW8LP\nzw8bN27EpEmT9AQhQ1S3ntz95e/vb7Du/v7+OH78OE6dOoW2bdsafUwFBQW4fPky7O3t0bRp00rP\nS2FhIS5cuABbW1ssXrzYYB6pVGpQEHJ3d4dAINBL50IY3rlzh5+AVrfPLd8GOLj2lp+fz28fPHgw\nZs6ciRYtWiAsLAwBAQHo1KlTrYlHN27cwOHDh+Hh4YGWLVvy+w0ICIC9vT12797Nv1jn4NpCSUlJ\nheef608VCgWfh0tTKpW1Nvb27NkT9erVw/r16/HFF1/wIh7n2jg8PFxvX/v27cOaNWuQkJCAzMxM\nvo/jSEtL468zN7ZqHwcHN6ZU91jy8vIMukLmxr+CgoJql5mTk4PNmzfzLsgN/f5Z+oPVq1dj9erV\nyM3NRVJSEhYuXAh/f38sW7ZMTyCuCStWrIBarcbw4cN16h4eHo6tW7di5cqV8Pf31/kNN+Zq3y/l\nMfRMwqUVFRXVWjvUHmfKp58+fRqA5l4zNMbeuHEDgMb1fpcuXdCoUSO0atUKGzduxM2bN9GvXz90\n7twZbdu2hVSqG8q2svbJYW1tDWtr6wr7nfJw/VBxcbHB/Nz9X1paWqPzx8VMj4iIqLR8mUyGjRs3\nwsHBAUQELy8v/Pbbb/Dx8cH69esxY8YMODk5VXoMxjyLMl4sKpUKhYWFVWoC6ld/rv3K6TDAi9Vi\n8orK5k03zxyEY+I2AEB2PW88KGnGb0tOSsaD4qv8//kP7uHmub9x89zfMLWygffwoppVQKmEw9Ov\nVMWxFamLUKgsBAAIIMDZE2chFNRszZ9avQmEA7hxcxuEgokQCGq2yMskB2h4SggB9MNmZNmV4trx\no1WWUZkmY8zLsFeJZ+mrKxvXr1y5grlz5+qkNW7cGOPHj+f/N/T8zY2v3t7ekMlkkEqlEAgEEIvF\nUCgUUCgUBsd+psMwHYbpMEyHAZgOw3SYqmE6TN3RYcpz6NAh3Lx5E23atOH7y6qIj4/HiBEjYG5u\njnXr1kEsFtfKtWQ6zJurw/z++++YPHky3nnnHWzbtg2NGjVCeno6Fi9ejEmTJiE2NlbHEI+7Hyt6\njiwtLdWr3/Lly3HkyBFs2bJFp01y16WyNsJ48bzqWsybbsjDPZlUZDLKpesHrTUCgUAwCUAwgPMA\n1tSkjJeBa+qvkCg0RhVprsOhkFqhWKUZZEqEwN8uSkxpp1lBU5gxEMXZWSh+kgkTy4on18L8Av67\n2uLZYp/XBRqeqdmqhTcFczNzdGrhiy0/bUCTDl74/qeleG/0ODh6NETOA03b5GJil4d7aM3JyYFa\nrYZCoYBIJEJERAR++OEHrF+/no+fGh0dDalUilGjRumUsWjRIri5uWHDhg1YsmQJ7/mnV69emD9/\nvl4sy/JcunQJixYt0klr3LixUQJSdRgzZgx27doFV1dX9OvXDw4ODvzD0apVq/iHBI7o6Gj88MMP\n2LJlCxYsWABAs1Kpf//+mD9/Puzt7QEAoaGh2Lx5M3788UesX78ea9Zouq+2bdti9uzZfPxyztqY\nO+fl4a5Rda3yL126BBcXFxQXF+PixYuYMmUKFi1aBFdXVwwfPlwnb1ZWFgDDopM2BQWaPogzGOOO\ntTwVpQMVtzmuDv/88w/++eefKusAGN/GfH19sW/fPnz33XfYsWMHfv/9dwCAh4cHpk+fjiFDhlS4\nP6DseGtyjQzFa+cmbdV9KLG0tKywrMq2lZ+YVoYhsYErh3sIri0aNmyIXr16YfPmzThx4oRRAhKH\nsfWs6tpp93XVgctf0QtcbbKzs0FEyMjI0OvTqqIi8cfQsT5rn1sZkyZNgo2NDSIjI/HTTz9h5cqV\nEAgECAgIwFdffaUnUFaXtWvXgoj0jDHEYjHCw8OxfPly/Pbbb/jkk0/4bdwKzsruI26b9mpP7prf\nu3fvmeqsjUwmw8CBAxEdHY3Y2Fj06tULCoUCMTExqF+/Pt5++22d/KtWrcK0adNgZWWF7t27o2HD\nhpDJZBAIBPjzzz9x6dIlgytLawNLS0tkZmYiJyfH4OplboJraKVaVWzatAmFhYUYNGhQtWNSV6c/\nsLS0RMeOHbF582YEBgZiypQpCAoKMrgK3lhUKhV+/fVXCIVCDBs2TGfb22+/DQcHB+zduxcPHz7U\nGcdq2g4bNGiAa9eu1Wo7rIwnT716btu2rdJ8nBgkEomwa9cuLF68GDt27MCsWRoPoXK5HMOHD8ec\nOXNg8RznItyYpm2grg2Xbmjsq4qsrCzs3LkTMplM71pzcGN3+/bt9Z5bHB0d4evri8OHDyMhIcGo\ncYDBeE7UaR2mSEkoeGonIhQAMpTN2VQiU1i5CmBqBagVBJNyj1OKwrL5hEm9mns6FmiN1WTgpYw2\npgJTDLcZji1ZW2AjtqmxEQ8AEM4//XYdhIsQILDS/BUhyxQYNOIhEHIaUY3rx6FQKFDvkMaGTCaT\nGXxx9abg6OiIa9eu8Su9tenSpQs/bimVSh0vIZXBvaTixiHOiKcqLyZMh2E6jCGYDsN0GA6mw1QN\n02GYDlPbvGo6DOdtSdsTU2XEx8dj0KBBEAqF+OOPP+Dr61vtehqC6TAa3kQdJiUlBR999BFatmyJ\n1atX89fB09MTq1evxvXr17Ft2za899576NKlC4Cyvrei/XP3Cbf/69evY968eRg1ahR69+5t7GEy\nGBXy5s5WjYNTBqqtBAgEgjAASwE8ADCIiIxa0kNE7QylCwSCc0Kh0CcoKKi6Vak+Fz4BnqQCAJwH\nLQBs3fEk4Q7wzwUAgIuTA4KCjLc6B4DkoiL+JPoH94HIwrw2a2yQzMxMXLigqbO1tXW1LOWfN5yb\n0po85LypcOeCVGoos4pBChWs6lnB090DCZfO4/KdZDRt7wVnkeZl1+PHjw2ev4yMDACagZFzV2du\nbg5HR0eEhIRg+/btuHPnDp48eYIrV64gPDwcbm5ueuVMmzYN06ZNw6NHj3D8+HH8/vvv2LJlC65e\nvYrExESYmJhUeCwTJ07ExIkTa3QeOCt8MzOzStvH2bNnsWvXLvTs2RN79uzRcVeqVquxbNkyCAQC\nnTLkcjkWLlyIhQsXIj09HUePHkV0dDQ2bdqEu3fv4tixY3zeIUOGYMiQISgoKEB8fDx2796NVatW\nYejQoUhISECLFi34yUxWVpbBunIT1fr16xvV1gUCTZdrYWEBuVwOuVyOHj16YP/+/WjevDk+/fRT\nhISE6Ex8uRU0OTk5Rj2McSuZcnJyDNaJe1A1dP7FYrHB33DnYcqUKViyZEmVdeAwto317NkTPXv2\nRElJCc6dO4d9+/Zh+fLlGD9+PBo3bsyHhePya9edE1vz8vIqvV8aNGjAb+faIPe/9qSMc4Nuampq\n1DXl2iV3TbUxVF+OyvYjEol00iorh5skSCSSWu9vuXaoUqmMKru69eTEzOzs7ErbakUudiuCW311\n//79Kn/HGRe0bdu2UnHUEOWvE0dFbcLY+4FzT4mhivYAACAASURBVG+obE6kLV/2hAkTMGHCBGRn\nZ+PkyZPYtm0b1qxZg7CwMCQlJVUqHFeGQqHgXbVz4QYMsW7dOj7sI1B2bfPz8yu8Btxk2M7Ojs/D\niTkJCQlQq9VGr06uivfeew/R0dHYsmULBg0ahG3btiErKwv//ve/dV7YKJVKLFy4EI6Ojvjnn390\nXH8DGhH90qVLOue/Nu/B5s2b48SJE7h//z5cXV11tt2/fx8FBQVo2LBhhWJ/Zaxfvx6ARnCsST2r\n2x8AmuuZmJiIy5cv67ncrw47duzgxZzKytm8eTNmzpzJ/8+9JCgpKamwzlw/4+TkxOcJDAzEkSNH\ncOLEiVp7MVZ+3OHIy8vj2/mOHTsQGhpqVHlyuRwrVqzAihUrcP36dRw5cgQ///wzfvnlFxQWFvLX\n+3mMEdwLhVu3bhks89atWwCAVq1aVXufkZGRKCkpQUREBBo1amQwT8uWLQFoVlQbKl97FWxF++f6\n6aqeRRkvHm5srcrFeFUvy18DXrgOA7w4LSb+ZiYAzSpXTwc52rZuBSRqttna2iJkWLcKf5vl6QEn\nG03/bd3ACZ4d/SvMWxkl16/j5tPvpo6OqOrYuqEb+mf2R1ZRFro07FKjfarVSpy/4I68vCKoVIUI\n7DodIlHFc+rKyEU6cq+lAQDEdjJIGpgDAgFkLeuj0VvGrfavTJMpKirzdGRubq63kvhNomvXrjh6\n9ChOnDhRaehF7sV+eY2h/LO99kpnIoJarYa5ubleOK2Kxn6mwzAdhukwTIepDKbDVA7TYcpgOsyb\np8M8evQIf/75JywsLDBu3Lgqf3Ps2DGEhYVBKBRi//796NTpWaL26sJ0GH3eFB3m5MmTUCgU6Nat\nm8H7PSgoCAkJCUhKSkLfvn0BaLy+bd++Henp6QbLT03VvGtv06YN5HI5bt26hZKSEmzYsAEbNmww\nWA/uXfa2bdswYMCASuvMeP686lrMa68AVQFnPl3RCGxZLp9RCASCAQB+B/AIQBAR3aziJ688+SVl\nFtvmJhXbd+WW5iIxIxGJGYm4lavpINVFRaCnQohAIoHQ3KzC39cmT548wdGjR3H06FFcunTpheyz\nItRqJZTKfCiV+VCpauj+ug5ASjWUj4tAWu0tO1djjMOpuHK5HO7u7rh79y5SUlL0yoiLiwOg+xAl\nEAggkUj4B51ffvmFj8E6YcKESutkb2+PsLAwbN68Gd27d8eNGzdw+fLlGh9jbXH9uiasXWhoqF7M\n4b///ltHfDREo0aNMHLkSOzfvx8eHh44fvw4MjMz9fKZm5uje/fuWLJkCWbOnInS0lLs3bsXQNkD\nxfHjxw2u2OGuxbOutGjQoAFmzpyJgoICzJ49W2cb9xCuLX5Vhnady6NWq3k3utWhQ4cOEAqFRteh\nPMa2MRMTE/j5+WHevHl87NQdO3ZUWjZ3vIbc/mVnZ+P8+fMwNTXViY3OMI74+HgAMOheuzao7Npp\np1f3/jI3N0fLli3x8OFDJCQkVJrXwsIC3t7eSExM5Fc8Pm+quh+sra2Rnp6u9zuVSoXz58/rpWtj\nZWWFvn37YvXq1RgzZgyysrJqfN8Cmvvv0aNHaNasGcaPH2/w4+rqyk9gOVq3bg0AvIt5Q3DbuLwA\n4Obmhp49e6K4uBjffvttlfUzdkWWv78/PDw8sGPHDuTk5PDuYbm47RwZGRnIzs6Gn5+fnniUn59f\nbZGxunCrkPft04+Swo1LXJ7qEB8fjwsXLsDT07PKF5mVlQFUrz+4e/cuADzzKn/O/XZISIjBNsit\nVIuMjORXyANVt8PMzEykpKTAxMQEzZqVhXkZO3YsJBIJ/vjjD1y5cqXSuhnbBjkBydCq3fbt2wMw\nfpwvT9OmTTF+/HgcOXIEFhYWOuNmZfutKd26aV7AHzhwQG+VXV5eHk6cOAGZTFYjEZG71h988EGF\neXr06AEASExMNLidSy8vwjIYL5g6rcMk3itbqdnSuXovg2ycnNFxwBB0HDCkxkY8AKB8/Jj/Ln76\ngr0qvG29a2zEAwBCoRg+bTega5cE+HU+UmMjnvKYtrCF7Qgv2A5vDjMjjXiqQntc4MaKN5UxY8ZA\nLBYjJiaGN26qKaWlpXj48CE//nGeeMob8RgD02GYDlMVTIepmzAd5vnAdBjobGM6TBmvkg4TFRUF\nhUKB4cOHV2mMcejQIfTp0wdisRgHDx6sVSMegOkwVfE66zDc+XusNV/ShkvXNvSv7D65efMmrl27\nBhcXF37scnV1rbD/4gyVhwwZwvdnDEZVvOmGPFywcc8Ktns8/VtR7HY9BALBEABbADwEEEhEV6v4\nyWtBQUnZ5FBuWvELh4SHCRj25zAM+3MYvjnzDQBA9dQrCgCIrK351R51ieycMzhytDWOHG2N8xfG\nV/2DOoi6RAXFo0KQsmyw3X10H1JvpUEikcDPz49PHzduHIgIn3/+uc6gn5GRgXnz5gEAhg4dCkDz\ngkwikUAgEKBHjx7w9PTE2rVrsXnzZnh6evIDPUdJSQliY2N1HrIAjcU/N4EqH8v8ZcAN4uUnl48e\nPTJomf348WN+wqsNF8NWLBbzDyCxsbEGBaiHDx8CKDv+hg0b4u2330ZaWhqWLl2qkzc+Ph6//fYb\nrK2tjYrLXhUff/wxHBwcEB0drWPANWnSJEgkEkyZMgXXrul31aWlpToPnf7+/nB3d0dcXBw/4eD4\n5ZdfDJZRFfb29hg5ciTOnj2Lr776yqCYduPGDd76ujpt7NixYwZd9pa/FhUxatQoSCQSLF++nBcd\nOb788kvk5uZi1KhRla5srMsYmrAQERYuXIhTp06hfv36CA4Ofi779vf3R7NmzXD8+HHExMTobIuJ\nicHRo0fh6emJgICAapc9efJkABpDxvLtS61W67jW//TTT1FaWopx48bxXs60efLkyTMJB9Xtczt0\n6IDbt2/jwIEDOvm//vprfoWFNvv27TN4T3Lx0p+lP+cMQufNm4fIyEiDn6lTp+rkBTRhCtzd3ZGQ\nkMC7Bdbmr7/+wq5du1CvXj29VRfLly+HpaUlFi5ciO+//97gsd2+fRvDhg2rVKAqT0REBIqLi7Fy\n5Urs2bMHrVq10vNkaG9vDzMzM5w7d45fqQZortW///1vfmWpMSgUCiQnJ/NxtY1h7NixMDExwY8/\n/oi0tDQ+/cmTJ3yYgvKrsHNycpCcnGwwXAQHd20qM44Aqt8fZGZmVmhIvnv3bmzbtg0WFhYIDNQN\nKzJmzBgIBAKDbaM8d+7cwb59+2BtbY0tW7YYbINRUVEICAhAamoq/vrrL539AMC3336LO3fu6JSr\nVqvx+eefQ6lUYvjw4TpjhKurK+bMmYPS0lL069cPZ8+eNVi3ffv2oU+fPlUeAwDejfbt27f1tvXr\n1w/u7u5YsWIF9uzZY/D3p06dQmFhIQDNSidDRixPnjxBSUkJZDIZn2b9dF5iaL8ct2/fRnJyMl9+\nVbi7u6NXr15IS0vDihUrdLbNnj0bBQUFGD16NMzNdb2TJicnIzk5ucJyjx07hqSkJLRs2VLnmbg8\nrVu3hr+/P5KSkhAZGamzLTIyEklJSXB3d+eFOQbjJVGndZjL98qevbydqh9mrzbQNuQR2ekbv+SW\n5uo9m9UWAoEApqYNqs74kiAinWN/AzxcVYq7uzv++9//orS0FH369KnQoMLQPECb8kY8gOZaG3v+\nmA7DdJjqwnSYNxemwzAdpjKYDqOhrugwHETEz2+rWpR94MABhISEwNTUFLGxsUbNfZkOo0td1mG4\ncFkxMTG4ePGizrbz588jJiYGAoFAx4AtMDAQXl5eOHr0KHbu3Mmnq9VqTJs2DYDmPuHei7dp06bC\n/osz4FqwYAEiIyPRpk0bo84Bo27zpofWinv6t5dAIBASET/jFAgEcgD+AIrA+T2uAoFAMALAOgB3\nAXR7VVeA1QTOkEdEgMWdYiQeuwuRWIjmnasWYFRP3cEBGkMeBsMQs2f8l/9eUFiI5LQU7DugsWJd\nsGCBjovGqVOnYu/evdixYwdat26Nvn37orCwEJs3b8bjx48xYcIEtG/fHmKxGA4ODrwYIhAIMHHi\nRHz66acADD/4FRUVoWfPnnB1dUXHjh35GOEHDx5EUlISQkNDX8iqmUWLFlX48Dh58mS0b98e/v7+\n2Lp1K/z8/BAQEICHDx9i7969aNasmV7c5bt376JTp07w8vKCj48PGjVqhNzcXOzevRsPHjzA5MmT\neWv2zz77DGlpaQgKCoKrqyukUinOnTuHQ4cOwcXFRSf2608//QR/f398/vnnOHDgAHx9fZGeno4t\nW7ZAKBQiKiqqVtwkmpmZYfr06ZgyZQpmzZqFjRs3AtB4XlqzZg3GjRsHb29vBAcHw9PTEwqFArdv\n38axY8dgZ2fHP5QJhUJERkYiODgYoaGhGDRoENzd3XHx4kUcPHgQffr0wd69e6st2P74449ISUnB\nrFmzsH79egQEBMDBwQH37t1DUlISzpw5g40bN8LNza1abez777/HgQMHEBQUhCZNmsDCwgKJiYnY\nu3cvrK2tq5zwuLq6YunSpfjoo4/g4+ODoUOHws7ODkeOHMGpU6fQvHlzLF68uAZXpG7QtWtXeHp6\non379nB2dkZOTg5OnDiBy5cvw8zMDL/++qtRrsRrgkAgwNq1a/H2228jPDwc/fv3R/PmzXH16lVs\n374dcrkc69atq9HLhffeew/Hjx/HunXr4OHhgf79+8POzg737t3DoUOHMG7cON498bhx43Du3Dms\nXLkS7u7u6N27Nxo3boysrCykpqbi6NGjGDt2LH766acaHWd1+9ypU6di//796N+/P8LDw2FjY4OT\nJ08iNTUVQUFBeqL6sGHDYGpqioCAALi6uoKIcOzYMZw5cwbt2rXjXaJXF24yXr9+/UpdnA4aNAgz\nZszAH3/8geXLl8PGxgYikQgbNmxAcHAwxo4di+joaHTo0AEikQgXL17Evn37IJFIsHbtWj03rs2b\nN8f+/fsxaNAgTJ06FcuWLUOPHj3g5OSEgoICXLhwASdOnIBAIOAni8YwevRozJo1C7Nnz4ZCodBb\nBQZo+s/Jkydj0aJFeOutt9C/f3+UlpYiLi4OWVlZ6NatG78CuCru3r0LLy8vuLi46IhBleHm5oZv\nv/0WkydPhq+vL8LDwyGVShETE4M7d+7gs88+Q+fOnXV+s23bNowdOxYREREGx9Tc3Fxs2rQJUqnU\n4DFrU93+ID09HW3btoWPjw+8vb3h7OzMr8A9ffo0JBIJIiMj+dAEHNwLMGM89URGRkKlUmHUqFGV\nrnbn7vlffvmFdw0eFBSEadOmYfHixWjRogX69+8PFxcX5Obm4uDBg0hOTkaLFi3w3Xff6ZU3c+ZM\nKJVKzJ07F+3bt4efnx98fX1hYWGBhw8f4ujRo0hJSTE6/nyPHj2wZcsWhIWFoW/fvpDJZHBxccGA\nAQMgkUiwdetW9O7dG/369YOfnx/atGkDMzMzpKen48yZM7h58ybu378PMzMzXLhwAQMHDkS7du3Q\nsmVLODk54fHjx9ixYwcUCoXOfWFhYYGOHTvi2LFjGDlyJDw9PSESiRAaGopWrVoB0NwbR44cQVxc\nnNErBVeuXAk/Pz9MnjwZsbGx8PLyQnx8POLi4uDp6Yn58+fr/Ybr5yp6cV4dofP//u//EBAQgPff\nfx9bt26Ft7c3rly5gj179sDMzAzR0dF6HiamTp3Ki8Dcavlvv/2Wd/M8YMAA5s6ZUZvUaR0m8W45\njzylL74OlXnkKVGV4IMDH8DJwgnz/ObBQmrxoqv3UtFeKCQUCuvEQrRZs2aBiPDVV1/B398f7dq1\nQ4cOHWBjY4Ps7GykpaXxL6G6du1qsIyMjAw+HAx3zqpz7pgOw3QYpsMwOJgOw3SYimA6TN3TYTgO\nHTqE69evw8fHB+3aGYyGCwC4evUq+vfvj+LiYvTt2xc7duww6EWtfEg2psMwHYajQ4cOGDt2LKKi\notC+fXsMHDiQv2e2b9+O0tJSfPLJJ/D29uZ/IxKJEBUVhe7du2Pw4MEYPHgwGjdujNjYWJw9exb+\n/v6YMmWKUcfBYNQIbjXKm/oBsB+aqD0fl0tf8jT9p3LpzQE0N1BOBAAVgJsAXJ5DPc95eHjQC2Fp\na6LZlppPxnUiIpq94zK5TNtNzT/fTT9OiKUfJ8TSD6Pep3X/mUy7li6m3MzHRER09sFZGrprKA3d\nNZQWxS8iIqK848fpSrPmdKVZc0qLGPNijoGIUlJSaPbs2TR79mxau3btC9uvIbKy4inu8FsUd/gt\nSjg/lq5cuUJXrlx5qXV6FVCr1fT0PtP5iEQicnR0pNDQUDpw4IDB3xYVFdH8+fPJ29ubTE1NycLC\ngnx9fWnZsmWUlpZGd+7cIYVCQUREubm5lJubS0REWVlZJBQKycTEhDIyMvTKLS0tpcWLF1NwcDA1\natSITExMqH79+tSxY0datWoVlZSUPL8TQkSBgYEGz4n2Z9u2bURElJmZSR9++CG5uLiQiYkJNWnS\nhGbMmEEFBQXk4uJCLi4ufLlPnjyhuXPnUrdu3cjJyYmkUik5OjpSYGAg/fbbb6RWq/m8mzZtomHD\nhlHTpk3J3Nyc5HI5eXt708yZM+nRo0d6db5z5w5NnDiRGjduTBKJhGxtbal///70999/V+vYXVxc\nCAClpqYa3F5UVEROTk4kEAjowoULOtsuXrxIERER1LhxY5JKpWRtbU3e3t70wQcfUGxsrF5Zp0+f\npp49e5KFhQVZWFhQjx496OTJk/TRRx8RAEpISNDJD4ACAwMrrX9JSQktX76cOnfuTJaWliSVSqlR\no0bUvXt3+uGHH/j2Vp02tn//fhozZgx5eXmRpaUlmZmZkaenJ3388ceUlpams//Zs2cTAIqLi9Or\n2/79++ntt98mKysrkkql5O7uTp9//jk9efJELy/XBjm075+oqCgCQFFRUZWeC46IiIgKr2ll9a1o\nP4auQ2XlpKamEgCKiIgwqr7lmTp1KnXt2pUaNGhAJiYmJJPJqFmzZvTRRx/RjRs3qlVWTeuZnJxM\no0aNIkdHRxKLxeTo6EgjR46k5OTkGh2TNhs2bKCuXbuSpaUlmZiYkKurK40YMYLOnTunl3fXrl3U\nr18/srOzI4lEQg4ODtS+fXv64osvKCkpSSdvZfdL+TZRkz53x44d1K5dOzIxMSEbGxsKDw+ntLQ0\ng+1t1apVNGDAAHJzcyOZTEbW1tbUpk0bWrx4Md+ua8LMmTMJAE2ZMqXSfLm5uTRmzBgCQEuWLNHZ\nlpqaSpMmTSJPT0+SyWRkYmJCbm5uNHbsWLp06VKl5ebl5dGSJUsoKCiI7OzsSCwWk6WlJfn4+ND0\n6dPp5s2b1T6mHj16EAASi8X04MEDg3kUCgV9//335OXlRaampuTg4ECjRo2q8PxX1La5dO1xylh2\n7txJXbt2JQsLCzIzMyNfX1+Kjo42mJfrSyrqA1auXEkAaNiwYVXut7r9QVZWFs2cOZMCAgLI0dGR\nJBIJmZmZUfPmzWnChAkVPge2adOG5HI5ZWVlVVoflUpFjRo1IgB6Y2J5CgoKqF69eiSRSOjhw4c6\n23bv3k0hISHk4OBAYrGY5HI5+fr60vz58yk/P7/Scq9cuUKTJk0ib29vksvlJJFIyNHRkYKDgyky\nMpKKi4sr/T2HUqmkGTNmkJubG4nFYr4P0R5/Hj58SNOmTSNvb2+SyWRkbm5OTZs2pUGDBtH69ev5\nZ7709HSaMWMG+fn5kYODA0mlUnJ2dqbg4GDas2eP3r5TUlIoJCSEbGxsSCAQ6I093JhoqO+ujNu3\nb9OYMWP4a9+4cWOaPHkyZWZmGszPPeMZIisri0xNTUkmkxkctyva//jx48nJyYnvs4cPH15hu+Oe\nwSr6zJ4926j9Mp4vxs4hPTw8CMA5egX0loo+r4sOQ7WsxRSVKqnJjD/JZdpucp2+m/KKFURX95Xp\nLxsG087/nadt35+j3SsuUFF+aa3stzwPFi7iNZrHv/yis23OyTnUMroltYxuSQO2D6BS1fOpw7OQ\nE3eb0qcdpfRpR+nJnuo/8xBVfD+VlJTQ3bt36e7duwbnvm8yycnJ9Mknn1Dr1q2pXr16JBaLydra\nmnx9femTTz4xOEd49913CQAdO3aM0tLS6NatW5ScnEwAaMSIERU+b5efczIdhukwTIdhOgwH02HK\nYDqMLkyHqXs6DMfQoUMJAP3000+V5ouLi6tyPDc072Y6DNNhtFGr1RQVFUWBgYFkZWVFIpGIrK2t\nqXv37rRx48YK95+YmEiDBw8mW1tbkkql5OHhQbNmzaLCwkKjj4E79pSUFKN/w3j+vOpajIDI8KrA\nNwWBQOAO4CQAewA7ACQB6AigGzSunP2IKFMrPwEAEQm00roB+AuaUGRrAOgHDQWyiWipgXRj63nO\nw8PDpybuRqvNsjbAk1TN94//AWzd8fmWC9hy7g5kamBSrgxEapRk/whA46nn1CARVoVEws5MP756\nzu4/ce+pS0N5n2A0/OGH538M0MSu5laRNmnSBKNHj34h++VIT1+Lu/d+R8cOe/RWInGxx+tyPGQi\ngupJCdSFCj5NIBZCXF8Ggbh6KxsKCwt14lZynng4K+q8vDwAgFwux+HDh9GtWzeMGjUK69evr4Uj\nYbxJ+Pv7Iz4+Hjk5OXruFusq2vcPg8GoHuz+YVSH7Oxs2Nra4rPPPsM333zzsqvz0mH3D4Ohi7Fz\nSE9PT6SkpPxDRBUvV33JvC46zNP91JoWcz49GwNWnAAANKlvjkNTg4Br+4HfNGGh4dELv5yZBEWx\nxivMez90hYmsbGXwo7SbuBi7HwBg7+KGVj1rFlrk7mdTkfvnnwCABosWwurpqnY1qbH478X4Lfk3\nAMD0DtMx0mtkjfahjUpVjPv3/4Bc3gIWFs0hEsmq/lEl5B5OR+6+NACARWBDWPVxq3YZFd1PRUVF\nePLUq7SJiQkfdoChT/lwWgKBAA4ODnwoCDaOM4yF6TD6sPuHwag57P5hVAemw+jC7h8GQ59XXYt5\n00NrgYhuCAQCXwDzAAQD6AvgPoD/AZhLRFlGFOMCjXgEAOMqyHMLwDMJSC8EIqC0LN4mBJrDKijV\nGOxIn+pmpM4DZ8RTJFXhatEtqEgFQ2iH1hK/wNBaJSUl/PcX7Q65tDQLKdfng0gFpTIXEkm9qn9U\nhyCVGsqsYlBJWZsRmIggtjGFQFS7Rjzl4R7IJk2aVIOaM94ECgsLUVpaCisrK5306OhonDx5En36\n9GHiEYPBYDBeOMeOHYNEIuFDgDIYDMabSl3VYS7fzeG/ezvrawREgEJrjiyR6s6Ncx49wIUDGgOc\npu071diQp6LQWkKBEDM6zkBru9b4+8HfGNF8RI3KL09+fjKuXpsFADAza4rOnfbXSrnPA84oBYBe\nGEJGGVUZ8TAY5WE6DIPBYDBeRZgOw2AwXnfeeEMeACCidABjjcyrZxFCRNEAomu3Vi+J+xeAgqei\njqkVUK8RACCvWGO046bUCElCUT24tPsP9tguw/1MzcI3pVppsEhtQx6R1Ysz5Ll+/Tr/3dHR8YXt\nFwCUyhzQU8Omy5c/Rtu2617o/l9lSKGGMrMIpCwTyIRmEoisTaptcGWsEU9iYiL27duHy5cvY+/e\nvQgJCUHHjh2f7UAYry23b99G27Zt8fbbb6Np06ZQKpVISEjA8ePHYWVlhe+///5lV5HBYDAYdZB3\n3nkHxcXFL7saDAaD8UKoizpM4r1c/ntLJ0u97Uq1WOPgHYBYIoSwmotcjKUiQx6Ovk36om+TvrW2\nv7z8K/x3ufzV9kqsUpUZUgmFz+f8v+4wIx5GTWA6DIPBYDBeRZgOw2AwXnfqhCEPQ4vkP8u+ewYD\nIk0TKCjRGOl4KMpWJDXr0AT+vj9i1J5R+JfnWDiYOxgsUpWtZcjzgjzyqNVqXL16lf+/efPmL2S/\nhigqNuThu26iLlFCmVkMqMtC9oksTSCUS56bEQ8AnD9/HnPnzoWlpSWGDBmClStX1vwgGK89Dg4O\nGDlyJI4cOYK4uDiUlJTA0dERY8eOxRdffAF3d/eXXUXGcyI6OhppaWlV5mvTpg0GPA0x8Dpw+PBh\nHD58uMp8VlZW+OSTT55/hRgMBoPBYDAYeiTeK/PI05LzyGPbFAiaCQBQmLprAo4BkJjqe4Oxc2mC\n7uMmAgDq2RvWX4yhKkOe2kYmawwHh1Dk5SXCUv7Wc9/fs8A88lQOM+Jh1BSmw9RdmA7DdBgGg8Fg\nMBjPD2bIU9dI0XJx3Lwf/7WgRAUTNaGRsmxFkmur+pBbmGLXwF0wk5hVWKTyyYs35ElPT0dhYSEA\nwMLCAs7Ozi9kvxwymSu6d0t5oft81VEVKqB6UsyvMIQAEFmbQmQmqXZZ1Q2nNXLkSIwcOZLF9mQA\nAKytrREZGfmyq8F4CURHR+PIkSNV5ouIiHjtBKS5c+dWmc/FxYUJSAwGg8FgMBgvAYVKjeT7efz/\n3pxHHlt3IGgaAKD0USGA0wAAiYm+EYmVgyPa9g55pnqoi4qgzn8aTl0iQXR6DBS3lJjQegKEgufj\ngcbWJgC2NgEAACKqIvfLxcRE4ylYpVJVqC/UVZgRD+NZYDpM3YXpMEyHYTAYDAaD8fxgs9a6RsRu\n4PpfwNW9gHt3PjlXkYHmVichytW4V7Z3kUNuYwoAlRrxAIDqSTb/XWRtVUnO2uPatWv892bNmr1w\nl8ga7zLV8zDzpkJEUOeVQpVbWpYoFEBsK4PQgDhZFQUFBcjIyOD/r8qIh8FgMDiMWS31OjJnzhzM\nmTPnZVeDwWAwGAwGg1EB1x/lo1SlMYBwtpLBykyql0dRUhbWSWLyfOa32t541NZy/C9hOQiEixkX\n8W3Xb2EhtXgu++WorifeF41MJoNMJnvZ1XjlYEY8DAajpjAdhsFgMBgMBuP5wd6M1zVMLYGWYZrP\nUxIzE5Fv+x063xzEpzVsXrnxjjYqLY88usG4ogAAIABJREFU4hfkkScoKAiurq5ITk5Gy5YtX8g+\nGfoQEVRPSqAuVPBpArEQ4voyCMTVN65iRjwMBoPBYDAYDAaDwXjduHxXO6yWpcE8imJtQ57nE9ZJ\nqTWfzjBTgZ66zC1SFsFUbPpc9sl4vWFGPAwGg8FgMBgMBoPxasLejjNgY2IDgVqIRk+8AACkLsbJ\n36chYU892Ls2waCZ8ypdVaV6CaG1JBIJPDw84OHh8UL2x9CHVGooM4tBpWVipMBEBLGtDAJh9Vfh\nMSMeBoPBYDAYDAaDwWC8jiTey+W/ezvVM5hH2yOP1PQ5GfI8KvPI49bEB+NaemDXjV34LvA7iIVs\nbs3QhRnxMBgMBoPBYDAYDMarC5vFM2BtYg/b1PGQqp+G0rIsREkOUJSbg8LsJ5Ua8Wg8smgZ8li9\nmNBaLxsiNdTq4qf/CSAS1S3XzGqFGqrMIpBSzacJzSUQWZnUyJU2M+JhMBgMBoPBYDAYDMbrSuK9\nCjzy3DkHHFkEAChV9gSgWYxkyCPPgxspSNi7EwDg0KQpfPr2r3Y9tENrSeztMaXdFIx/azwspYa9\nBD0rd+9uRHHJA1jKvWFl1QESSd3QhN4EmBEPg8FgMBgMBoPBYLzasLfkdYX0M4CiAHDxh1ooglBQ\nFvYov0SJVJU9oizz8RbJMNLLFHkPTaAsLYG1c6NKi1UXFIIUmrBKApkMwjoSa7yo6BZOne4JAJDJ\nXODX+dBLrtGLQ12ihDKzGFATnyaqZwKhhYQZ8TAYDAaDwWAwGAwGo06hVpOOR56W2h55CjOAlAMA\nAIW8OXhDHgMeefIyH+PKsTgAQGlx0TMb8ojt7ADguRnxAMD9B1uRk/MPAKB1q0jUr9/tue3rWVEo\nFMjNzYVIJIJEIoG5ufnLrtJLgxnxMBgMBoPBYDAYDMarD3tTXlc4vgS4ugcX5DaY29gD/wteg4by\nhgCAghIlIAAyBCJctxGh57gQ9BjTF3mZGVCrVJUWq8rO5r+/CG88+fn5SE9Ph7u7O6RS6XPfH0MX\nVaECqifFAGfDIxBAZG0CkZmkRuUxIx4Gg8FgMBgMBoPBYLzOpGYWoPBpyGk7uQnsLU0N5mtodQfB\nE1pCUaKCpa3hPM/C1ayryE+7ALOn/3OGPM8LIhXy85P5/+Vy7+e6v2dFpVKhpKQEACCVSuusIQ8z\n4mEwGAwGg8FgMBiM1wP2trwuUFoI3IjDn+Zm+NLWHIrC+/gk7hOs77seMrEM+SVKPqu5VNMkBEIh\nLO3sqyxaJ6yW9fM35Lly5Qr27NkDsViMgIAABAUFPfd9GkYAoVDjfUgkrH0B7lWDiKDKK4U6t7Qs\nUSiA2FYGoQGX4MbAjHgYDAaDwWAwGAwGg/E6cvluDuKSH0FNwM2MfD7d26li7zeWpvmwbFuxzuLQ\npCmC/zUFACC3rZ4RToGiAEN3D8X0FMX/s3feYVEcbxz/3nHHUU66VBFQAY1dIkZRUVSwgYokGE0A\nNZafvUUTG5ioaBRjlFjAhl3solEUexejWEEsFAtSpbc7bn5/kF3uuL3jaNb9PM8+D+zOzsztzu7M\nfPed90W7//bxjOrfkKe5/WLk5T1CUfFLCARVa0iKEKUVouhxJiCWoCQxt+oTagBluAIAamo10zE+\ndVgjHhYWFhYWFhYWFhYWlk8H9ov5l8Dzc4C4CI3U1AGUhz56W/gWiTmJaGHYAvnFFYY8QkH1mkRZ\ndoUhD09Pv06qq4y4uPLVXmKxGFpaWlWkrltEomxkZV2FhoYFdHXboWePh++1/A8FIQRl74ohKaxo\nJxweFzwjTXB4XCVnKoY14mFhYWFhYWFhYWFhYWH5FMnIL8GQdVchKiNyx2TCagEAkU+jCB0jY7R0\n7lWjOmnyNKHN14ZegZRGU88eebhcdZiaDoKpafVDgElT8G8q3h16CjBcz7qkTMrjNJdbMy3jU6ay\nEQ+Xy4WxsTFrxMPCwsLCwsLCwsLCwvKRwn41/xKIOwEAaFtSinkGX2M3cvFXz7/o0FqvYzLQQMJB\nHpdAqFG9JiFKSaH/VtOvX0OevLw8JCYm0v/b29vXa3nSlJUV4fa/36Kw8AUsLIZDV7dd1Sd9BhBC\nUJZVDEmRlBGPQA08Q01wuJwa5clkxGNqavrFrohjYWFhYWFhYWFhYWFh+XSIS8ljNOIBgJ7NKxnP\n5Lys+Fuz/jQTLqfcMEWvwjkQeMb1a8hTWwghyI1KRt7ZZIVp1C2EdVaeWFyha3xpi4hYIx4WFhYW\nFhYWFhYWFpZPjy9r5volUiYG4k/S/w51mAR309ZQV1On96WcfYPxZRpIVZMgi8dFaXERfUxdQ1Nh\n1pLiYmSGbqpIa2VVx5WX5dSpU7ToYGFhAV1d3SrOqDsSEoNRWPii/J9qrKj71JHki2SMeLjafKjp\nCcDhsEY8LCwsLCwsLCwsLCwsLF82jfQ14dneAgDgYG0ABysD2QQpMRV/m7ap17qMauEH3aLVAAjA\n4YBnaFiv5dUGIpIg62A8imLS6X08Ey1otqyos7q5EBpf1d1vEIlE9N98Pr/O8v3YKSkpQVpaGmvE\nw8LCwsLCwsLCwsLC8onx5fmS/dJIvg4U/edauYE5YNZexohHGpMyLoSkFGt9v8Va328ROmm00qwz\n1m+A6GX56jKuri70Rwyv06pL8/TpUzx69Ij+v1evmrmbrilmpp7Q0+sEABCJ6yde+8eGpFiMspwS\n+n+usG6NePh8PmvE8wnh5+cHDocj4xXrY0AkEsHf3x+2trYQCMrb55EjRz50tVg+ITgcDnr06PGh\nq1FvBAQEgMPh4MKFCx+6KiwsLCrysfa5LCwsLCzyWBlqYYarPWa42sPZjsEDTso9+s+zd1ti+9xr\n2PPbTbyMy5JLSqqxaOhM0hl02tUJnXZ1wrwr8wAAvmaDwPkvDzUDA3Dq0etMYWECJBJR1QkZKCsQ\nIX3zAxkjHoGtHoz/1xa6rtb0ptnKqMaegCsjkUi+SI88tTXiqemYpEePHjXWjlgq+FjHhKwOw1Jb\nWB2GhYXlY+Nj7XNZWFhYWEOezxwSe7zin+b9AaY44FJikZZANTGj5OlTZG7eTP9vPGtmva32Ki0t\nxYkTJ+j/27RpgyZNmtRLWYrQ1m6KDu13oU2bELRqufq9lv0hIGIJxFnF9P8cdTWo6dbMiIfD4YDD\n4UAoFMLa2hrW1taws7NDly5dMGrUKMTGxtZl1T96KEFLehMKhWjXrh0WLVqE/Pz8qjNhoQkKCsJv\nv/0Gc3NzzJo1C/7+/mjevPmHrla1qanQuW3bNrn2JBAIYGVlhREjRuDevXtVZ8LCUsdYW1vLtUtq\nMzU1/dDVY/nIsLOzA4fDQZcuXZSmo9qQMqi2p0h4uXXrFkaPHg17e3s0aNCAfl96eXkhPDwcZWVl\nNf0ZHzVZWVmYNm0arK2tIRAIYG5ujlGjRuHVq1cq55GYmKjwuZbeLl++rDSfHTt20GnDwsIUphOJ\nRFizZg06deoEXV1daGtrw87ODj4+PkhPT1d4Xk3YtWsXXafTp08rTEcJ8gEBAQrTUP2yn58f4/GC\nggKsXr0aLi4uMDY2hrq6OvT09ODo6Ih58+bhxYsXKtWZKmfbtm0qpa9L6uvjbFlZGVavXo02bdpA\nU1MTBgYG6N+/P65du1atfJT1QdT2+++/y5xDibaKtri4OIXlXb58GUOHDoWZmRkEAgHMzMzg6uqK\nf/75p0bXgeUzQ1wCpFW0n4JSIfKyipH1pgASsazRjqikGOtGf499Ab/gwvZNVRr1lEnKUCguRKG4\nECVl5QtwxGlS3m0a1l9YLULKcPeuD65e64Znz/6AWJyn8rmi9EKkr4tBaWLFAintTqYw8msFbjVD\nvVeHykY8XCZt7DOjshFPYmIiVq5cic6dO8PAwAB8Ph8GBgbo1KkTZs2ahX///fcD17j+YHWYuoXV\nYVgdhuXjg9VhWKoDq8PUPx+DDsM0Vx00aBAiIyNl0lU1H+ZwOHXuWOHq1at03iEhIQrTVaWxAMCF\nCxeUGoiWlpZi8+bNGDBgAH0tGjRogHbt2mHatGm4f/++SnWmylGmCdUX9WloFhYWBkdHRwiFQujq\n6qJHjx44fvx41SdKwTTWrryNHi3vOOTevXvw9vaGqakp1NXVYWlpiTFjxuD169eM5axYsQL9+/eH\ntbU1hEIhdHR00Lp1a8yYMaNaz9anxpexBOVLhRBcSvgH8xtbwEYkQi+hJnyZkgGgumNtgRr4Ag0A\nAF/BCh0ikSAlYBHwnxCi6eAAvaFD677+/3Hp0iVkZ2eXl6WpCTc3t3orSxkcDgcNjd6vJ6APASGk\n3IhH8p9wyOWAZ6BRa8F+6tSpAAA1NTWIxWLcvn0b27dvx8GDB3HlyhW0a9eutlX/pPD19YW1tTUI\nIXjz5g2OHDmCgIAAHDt2DNevX4e6OrPnLBZZjh8/DqFQiDNnznzR16xt27YYPHgwACA3NxdXr17F\n7t27cfDgQZw9exZOTk4fuIYfL7GxsdDS0vrQ1ag3Jk2ahGHDhqFx48bvtVxdXV1MmzZNbr9QKHyv\n9WD5uDl//jyePn0KDoeD69ev4+HDh2jVqlWdlyMSiTBlyhRs2LABampqcHZ2xoABAyAQCPDq1Suc\nO3cOBw8exNChQ3HgwIE6L/9DkpmZiS5duiA+Ph4uLi4YNmwY4uLisHXrVpw4cQLXr19XyUBeT08P\n/v7+jMdevnyJLVu2wNDQEI6OjgrzePnyJSZPngyhUKj0g1lWVhb69euHW7duoUOHDhg1ahTU1dXx\n8uVLREVFITU1FQ3r8AN1SEgIOBwOCCEICQmBq6trneUtzY0bN+Dl5YXXr1+jUaNG6N+/P8zNzVFQ\nUIC7d+9i+fLlWLFiBW7cuIEOHTrUSx0+VgghGDZsGA4cOAB7e3tMmjQJWVlZ2LdvH7p3746DBw9i\n0KBBKuU1bdo0eu5YuYzAwECIRCL069eP8dypU6dCT09Pbr+RkRFj+sWLF2PBggUwMjLCwIEDYWZm\nhoyMDNy9excXLlxA//79Vaozy2dMWixAea3Rt4aopMJ4hK8h65k2PSkRxQX5eBX7EIW5Oejh81O1\nixOnvx9DnqysaygueQMAeJMSjiZNpqp0XsmLHGTufAxJ4X9GNRxAt58NhN0s6t17y5cWVkvaiIcQ\ngjVr1uCvv/6CRCJBhw4d4O3tDQMDA+Tl5eH+/ftYu3YtgoKCEBwcjIkTJ9L5BAYG4pdffoGFhcUH\n/DV1B6vD1A2sDlMOq8PUHFaHqR9YHYZFFVgdpv75GHQYRXPV27dv48qVK/Dy8qLTDh48GNbW1ozl\n7NixAy9evFA4h64plPEOZcgzduzYOs2fIj4+HoMHD0ZsbCyMjIzQp08fNG7cGKWlpXj8+DE2bNiA\nNWvW4MiRI/Dw8KiXOnzMzJo1C0FBQWjUqBHGjBmD0tJS7N27F+7u7li7di0mTZqkUj5+fn4KDanW\nrl1L63zS/PPPPxgyZAhEIhHc3d1hZ2eHJ0+eYPPmzTh27BiuXr2KZs2ayZyzceNGCIVCODs7w8TE\nBCKRCHfv3sWff/6JzZs348KFC2jfvn2NrsXHDGvI8zmT+hAJJe+QLdTHXTU12KkgVgh1dTFuu/KO\nM/vgQRRRK3V4PJgF+INTT6uZUlNTZVZh9unTB9ra2vVSFks5ZTklIKUVltA8Aw1weDW7vwUFBfTf\n06dPB5/Ph4mJCR1Oa/LkyQgODsbq1as/yIriD0nlzm3ZsmVo06YN7ty5gz179sDXl8nsjqUyb968\ngaGh4RctHgFAu3bt5KzBx48fj40bN2L+/Pk4f/78h6nYJ8CnuHKwOhgZGSn8AFmf6OnpfZAVCiyf\nFtTEffbs2Vi+fDlCQkKwZs2aOi9n4sSJCA0NRevWrbF//37Y29vLHC8rK8OePXtw9OjROi/7QzN3\n7lzEx8dj+vTpWLVqFb1/zZo1mDp1KiZMmIBTp05VmY+yZ/rXX38FAPj4+CgM1UEIwciRI2FoaAhP\nT0+sXLlSYVk+Pj64desW1q1bh//9739y+VCeBeqCJ0+e4NKlS+jduzeysrJw7NgxpKamwsTEpM7K\nAIC4uDi4ubkhPz8fy5Ytw8yZM+XCuiQkJGDOnDnIzf0ywvhKs3fvXhw4cABdunTB2bNnoaFRvrBk\n/Pjx6Nq1K8aMGQMXFxc0aNCgyryYPl4AQGRkJEQiEdq3b4+vv/5a4bmKBMzK7N+/HwsWLEDv3r1x\n6NAhubpJGw2wfMG8lVrdadYWoicV82y+QNaQJ+NlIv23sXXVwn4vq164MfwGAECNU56XjCFPPY7/\nROJsqKsbo7Q0DaYmg8DlVh2mqeBuGt4diAfKyhcMcfhcGHjbQ7PV+xmnfkmGPJU98axZswZ//vkn\nLC0tsWfPHkbjgrS0NKxevRo5OTky+83MzGBmZvZe6v0+YHWYuoHVYcphdZiaw+ow9QOrw7CoAqvD\n1D8fWodRNlfNy8uTm6sOHjyYNkyVJjs7G3/88QfU1dWVesSpLtnZ2di/fz9sbW3RunVrHDp0CHfu\n3KnzBU2pqano1asXXr16hWnTpmHp0qXQ1NSUSZOWloZFixbh3bt3dVr2p8C1a9cQFBSEpk2bIjo6\nGvr6+gCAn3/+GQ4ODpg1axYGDhyokkaiqH08efIEixYtgomJiczirOLiYowePRqlpaU4ePAgPD09\n6WP79+/Hd999h59++kkuROXDhw9pvUia0NBQjB07FvPmzfssvSN//r5kv2TiTiCZXyEQ2+g3U5K4\nHG11NaXHxZmZSFsZRP9vOHo0BLa2Na+jEgghOH78OC0+NG7c+L1a0z19tgwZGV/WpKusUARJfkVH\nrqYrqLF764KCAmRkZND/VzbiAUCveGYKkVBSUkKLKlpaWtDR0UG3bt0QHh4uky4uLg46OjoYOHCg\nwrq0bt0afD4fb9++BVDetsLCwtClSxc0bNgQGhoasLS0hJubG/bt21ej31tbDA0N6QFTdHS03PEj\nR47ghx9+gJ2dHbS1tSEUCuHg4IA1a9YwftCSdre3ceNGtG7dGhoaGjAxMcHYsWPlBDqKqKgodOvW\nDdra2jAwMMDgwYOVhhMAgPDwcHTv3h26urrQ1NRE69atERgYiJKSErm01v+FV8vPz8f06dNhaWkJ\nTU1NtGvXjo6pLhaLsXTpUtja2kJDQwNNmzZFcHAw4+9LSEhAUlIS7aKv8sCiJnXLzc3FjBkzYG1t\nDT6fLzNgFovFWLduHb755hvo6OhAS0sL7du3R3BwMON9OHbsGHr16kW7bTQ3N4ezszPWrVsHoMJF\n5sWLFwFAxt1gbeOFU+4KmdoTABQWFiIwMBBOTk4wNTWFUChE586dsWfPHsb0JSUlCAgIQJMmTSAQ\nCGBjY4P58+ejpKSEsb7SMcF3796NTp060SH2pLl58ya8vLxkXCiOGzcOb968kavDixcvMHbsWDRr\n1owOu9G6dWuMHz8emZmZdLrS0lKsWbMGHTp0gL6+PrS0tGBtbY1BgwYhKipKJk9F1zonJwe//vor\n7O3toaGhAX19fbi5ucmdD8i61oyJicGAAQOgp6cHLS0tODs7VyssCNUm/Pz88Pz5c3h5ecHQ0BAN\nGjSAq6srHj58CKD8vTl27FiYmZlBQ0MDHTt2ZBQKFcVmp353RkYGnY9AIEDLli2xdetWletb39Sk\nnhKJBBs2bEDHjh0hFAqhra2Njh07Yv369bU2AHj16hWmTJlCv58aN26MHj16yIVpodJOmjSJfmYM\nDQ3h4eHB+ExK36cDBw7A0dERWlpaMDAwwLBhwxhdiqr6PChqA4Bse5MmNTUVs2bNgr29PbS1taGn\npwd7e3v4+fmpHPqnKjIzM3H48GHY2tpi8eLFMDExwc6dO1FcXFz1ydXg2rVrCA0NhYGBASIjI+XE\nI6DcW+APP/yAnTt3Ks2ruLgYenp6MDY2lgnRIc348ePB4XBkwsJWtw+vKwoKCrBjxw5oa2tj0aJF\nMscmTZoEa2trREZG1uqeisVi2hhb2QqqNWvW4Ny5c9i6datSo/xz587hxIkT8PLykjPiAcrfCdJj\nydoSGhoKABg5ciT8/PwgEonqxbh88uTJyM3NxZw5czBnzhw5Ix4AsLGxQXh4ODp37qw0rx49emDk\nyJF0vaXHDtJulj+lMcv69esBlK8alBZlOnbsCG9vb6Snp9d6lSYlWI8bN65W+QDl/cycOXOgpaWF\n3bt3MxoYfe6GAiwq0vZ7YPxVYPB6wMEPopKKvkO9kkee1i5uGLtuGwb9vADt3BTPbSn4XD60+drQ\n5mtDg1f+3LwvjzymJu5w6nIZbdqEoFGjH5WmJYQgNyoJ7/Y9oY14uEI+Go5t896MeIDy+QHF5/x8\nVjbiefnyJdauXQt1dXWcPHlSoYcQY2NjLF26FLNnz5bZz+TGn+oPxo8fj6dPn8Lb2xvGxsbgcrmM\n400KVodhdRhWh2F1GApWh2F1mOrA6jCsDsPqMLIo02Hqcq66Y8cOFBUVwdPTs06NE3fu3ImioiL4\n+fnRzwGlzdQl8+fPx6tXr/D999/jzz//lDPiAcrHwH///TeGDRumNC8/Pz/07NkTALBo0SKZsUPl\n53zPnj3o2bMn9PX1oaGhgRYtWmDx4sWM46DLly/D3d0djRo1gkAggKmpKb755huZtsPhVISmt7Gx\nUTj+qi4bNmwAAMybN4824gHKx2YTJ05ESUlJrfsmSocZOXKkTLu7du0a3r59i6+//lrGiAcAvv32\nWzg4OODixYt48OCBzDEmIx4A+O677wAAT58+rVV9P1ZYjzyfM+1GYL5AB2OfHMML+z6wtuzJmIyQ\nitBaQoHyJpG6fDkk/008+ZaWMPrf+LqssQzUoPH48ePIycnBwIED693dMkVm1hUkJ4ciOTkUxg37\noWXLP8Hlfr5iDwBIRGUoe1fRmXA1eeAKa/abKxvxAJAz4gFAT8Qqr4otLS2Fm5sbLl68iObNm2Pi\nxIkoLCzEgQMH4O3tjZiYGCxduhRA+SqO7t2749KlS4iPj4ednZ1MXteuXcPDhw8xdOhQOibwvHnz\nEBgYCBsbG3z33XfQ1dVFSkoKoqOjsX//fnh7e9fod9cWQsqFTabB1C+//AIul4tOnTrBwsICOTk5\nOHfuHKZOnYro6Gjs2LGDMc/Zs2cjMjIS7u7ucHV1xfnz5xEaGopnz57h3LlzMmmp66uurg5vb2+Y\nmZnhypUr6Ny5M9q0acOY/9y5cxEYGAgjIyMMHz4cQqEQJ0+exNy5cxEZGYkzZ87I/R6RSIQ+ffog\nKysLgwYNQmlpKfbs2YOhQ4fi9OnTWLduHW7evIl+/fpBIBBg//79mDx5Mho2bEjfG8rl4+rVqwFU\nrL6WDodQk7qVlpbCxcUFWVlZcHV1hY6ODmxsbOh6u7u70xOQ4cOHQ0NDA+fPn8fkyZNx8+ZNmfsQ\nEhKCcePGwdTUFO7u7jAyMkJaWhru37+PrVu3YsKECbSLzG3btiEpKUnGXWZtB2PK2lN2djZcXFxw\n9+5dtGvXDj/88AN4PB4iIyMxfPhwPHr0CIsXL5bJa+jQoThx4gRsbW0xadIk+mPno0ePlNYjKCgI\nZ86cgbu7O3r27CkjXm7duhVjxoyBQCCAh4cHLC0t8fTpU2zatAkRERG4ceMG7Yo4JSUFHTt2RG5u\nLvr374+hQ4eiuLgYCQkJ2LFjByZNmgRDQ0MA5YPrPXv2oFWrVvDx8YGmpibevHmDK1eu4NSpU+jd\nu7fSOmdnZ8PJyQmPHz9Gx44dMW3aNGRkZCA8PByurq5Yv34944fA27dv448//kDnzp3x008/ITk5\nGQcPHkSvXr0QExPDOHFVRGJiIjp16oQWLVrAz88PiYmJOHz4MHr06IHr16+jb9++0NHRgbe3N7Ky\nsrB3717069cP8fHxKrtvpn6nuro6vLy8UFxcjAMHDmDUqFHgcrm1WpFaUlKCnTt3Ijk5Gdra2mjT\npg26d+9eow/w1a3njz/+iN27d8PS0hI//fQTOBwODh8+jAkTJuDKlSvYtWtXjX7T7du34ebmhqys\nLHTv3h2enp7Izs7GkydPEBAQgAULFtBp79y5A1dXV2RlZcHNzQ2enp7IyMjAkSNH0LVrVxw+fJgx\n5Mq6detw7NgxeHh4wNnZGTdv3sS+fftw7949xMTE0KtsqvM8VJfCwkI4OTnh+fPn6NOnD9zd3UEI\nQVJSEo4ePQovLy+VXABXRVhYGEpKSuDn5wcej4cRI0Zg1apV2L9/P378UflHweqwceNGAKAFSGUo\n8iZDoaGhAW9vb4SEhODkyZNwd3eXOV5SUoLw8HCYmJjIhIKtaR9eGT8/P4SFhWHr1q0qrYa6fv06\nioqK4OrqKifecLlcuLq6IiQkBOfPn6/xPT169Cjevn2L7t27K1xZGxsbi19++QVTp05F9+7d5cYf\n0uzevRtA+W9NTU3F8ePHkZaWBlNTU7i6utZpaI/S0lKEhYVBR0cHQ4YMQWFhIWbNmoVNmzZh9uzZ\ndTbvSEhIQFRUFDQ0NOQ+kDJRVTv08/ODnp4ejh49ikGDBsmEp6XGQR9yzLJt2zaMHDkSvr6+KhlF\nlZSU4Nq1a9DS0kK3bt3kjvfr1w87duzAuXPnaAOm6pKamoqIiAgIhUIMHz5cYbqTJ08iNzcXampq\naNasGVxcXKCjoyOX7tq1a0hISICXlxf09fVx4sQJemWYo6NjlcZYLF8QanzAtFX5BkBUcpk+xK+k\nvXA4HDQwNEIDw5qL5OKM92PIAwBcLq/K0ONELMG7g09ReDetol4mWjDyawmePrMIW18YGBhAJBJB\nJBJ9toY8lY14uFwu/vnnH4jFYgwfPhwtW7asMg8mQ1NFJCQkoFevXrCzs8OIESNQVFTE+M6kYHUY\nVodhdRhWh1EGq8OwOgwTrA7D6jCsDiOPMh2mqrlqdcKoUcY1dR32KjQ0FFwuFz4+PjA1NYWJiQl2\n796NlStX1lk0lqKiIvoeKwpPJk3C5eGJAAAgAElEQVRV7ZAy/A4LC4Ozs7OMMar02GH06NHYsmUL\nGjVqBE9PT+jp6eHGjRtYsGABzp49izNnztDj7VOnTmHAgAHQ0dGBh4cHLCwskJWVhdjYWKxbt46u\nt7+/P44cOYJ79+7JhAOXHn9duHABPXv2hLOzs1LDemmoMWnfvn3ljvXr1w+///47zp07J2eQpiql\npaXYvn07OBwOxowZI3OMcrig6Blo0qQJ/v33X5w9exatW7eusqyIiAgAUDh2/uQhhLDbR7AB+NfW\n1pZ8CNaMP0uCx5Vvp++/UZgu/+pV8ti+Ob3lXbr8XupXWlpKnj179l7KIoQQiURCbkV7kqizTUjU\n2SbkwcOp1c7j8ePH5PHjx0rT3Dz2nL7uVW3ndsTKnX9uR6zK59889lzu/OPBMUrPuXFU/hxVyM/P\nJ4mJifQGgAAg/v7+9DZ9+nTStWtXwuFwyMCBA0lubq5MHkuXLiUASL9+/YhIJKL3p6amEisrKwKA\nXL16ld6/fft2AoDMnDlTrj6+vr4EADl9+jS9z8DAgFhYWJCCggK59Onp6TX63ari7OxMAJDz58/L\n7E9LSyNmZmYEADlw4IDceUzPQFlZGfHx8SEAyI0bN2SOUb/b0tKSJCUl0ftFIhHp1q0bAUBu3rxJ\n78/LyyMGBgaEx+OR6OhombymTZtG38eEhAR6/7Vr1+gyUlJSZMoYOHAgAUCWLFkikxd1/wYOHEiK\ni4vp/ZcuXSIAiL6+Pvn666/Ju3fv6GPPnz8nfD6ftGvXTu4aWFlZESsrK7n9talbr169SH5+vlye\n/v7+BACZNGkSEYvF9H6xWExGjRpFAJAjR47Q+zt06EDU1dVJamqqXF6V2xnVLqrL1q1bCQDi6+sr\nd+ynn36ir3VlqPaxfPlykpubSz+DRUVFxM3NjXA4HHL37l06PfWMdevWjZSUlND73717R+zt7QkA\n4uzsLFMGdb20tLTInTt35Orw5MkTwufzSdOmTcmrV69kjp09e5ZwuVwyePBget+aNWsIALJ69Wq5\nvPLz80lhYSEhhJDs7GzC4XCIg4ODzH2iyMjIkPmfqe5jx44lAMjYsWOJRCKh98fHxxMdHR2irq4u\n8yycP3+efka2bt0qk9eGDRsIAPK///1Pri5MJCQk0HktXrxY5thvv/1GPyfjxo0jZWVl9DHqHk2b\nNk3mHOo+VH7nUGWMHj1a5jo9evSIqKmpkRYtWqhUXyaoZ6nyZmNjQy5cuFCtvKpbz927dxMApH37\n9iQvL4/en5+fTxwcHAgAsmvXrmr/ppKSEmJtbS13PvX8JCcn0/tEIhFp2rQpEQgEcr/39evXxNzc\nnJiamsq8A6n71KBBA3L//n2Zc77//nsCgOzbt4/ep+rzIJ135TZASEV7k36HHDt2jLEtUdehcp9d\nU1q0aEG4XC55+fIlIYSQBw8eEACka9eujOmptqAMqu1JP59NmjQhAMiZM2fqpN5U/zJ06FC5Y+Hh\n4QQAmTFjhsz+mvbh0r9Den/l94wigoOD6X6LiRUrVhAAZPbs2Srlx4Srq6vS50okEhEHBwdiZ2dH\nt0uqTa5du1auPbVp04YAIKtWrSJaWloy7xA+n09+//33Gte1Mnv27KHf9RSenp4EAImKipJLT9Xb\n399fYZ5M/TL1fnZycqqzulPlKGoLH3LMomxswsTDhw8JANKqVSvG49HR0QQAcXR0VCk/Jqi5xZgx\nYxiPU89W5a1BgwYkODhYLv2qVasIADJx4kTSunVrufO6d+9O0tLSql1PVeaQhBBia2tLAPxLPgId\n43PYaqLFXI5PJ1ZzjhOrOcfJ8NDrKp+3ftJ5er5dWiw/Tq0tyRMm0npNzslTdZ5/dRDnl5LUDTHk\n5ZxL9Ja26T4pKxJVfXId8DloMkznKKK4uJgkJyfTOkxycjIpKSkhPXv2JADIpk2bVM5LGqYxifR8\nhUmDIYS5r2B1GFaHYXUYVoehYHUYVodRBVaHqbgOrA7D6jDSKNNhqpqrOjk5kRcvXlRZBnXN7ezs\nalxPJq5fv04AEFdXV3rfjBkzFI5XVdEXqP5Aul+hxjgWFhZ1VneqHEWaEFXXIUOGyLwPCKl4J0i/\nPyj9KSYmRi6vymMWRe2zct0q962KyM/PJwCIUChkPJ6enk4AEGNjY5XyY4LqG/r06SN3LDIykgAg\nHTt2ZDyX6jvGjRvHeDw0NJT4+/uTmTNnEldXV8LlcomVlRWJj4+vUV0/di2GDa3FIoMWn4v8d1nI\nf5eFguyKuICSkhKkSFne6fTvD2G3ru+lTnw+H02bNn0vZQHlK+HatgmBmakneDxd2Dab997K/pio\nySLk/Px8uXBaFIsWLaK3P//8E1euXEGLFi3w/fffy1knb9myBRwOB6tWrZJZEWZsbExb2m/atIne\nP3DgQJiZmWHbtm0yLuqys7MRHh6Opk2byq384PP5jCsS3lcM423btiEgIAD+/v4YM2YMWrRogZSU\nFHz33XcYMmSIXHqmZ4DL5WLq1KkAgMjISMZyFi5cKLMqhMfj0auZb926Re8/evQosrKyMHz4cDkP\nSQEBAdDV1ZXLe8uWLQDK3RRS3o6oMoKCgsDlcmXukzSrV6+WsXTu1q0bbGxs8O7dOyxfvlzGorhJ\nkyZwcnLCgwcPUFZWxphfXdYtKChIzvpbIpEgODgYpqam+PPPP2XajpqaGoKCgsDhcORWmPB4PMaV\nWHXdzmJiYhAQEICAgADMmDEDHTt2xKZNm2Bubo6goCCZtJmZmdi5cye+/vprOc8AGhoaWL58OQgh\ntFcEALT7xsWLF0NdXZ3er6enJ7P6hYmxY8cyhkVcv349RCIR/vrrLzkPCy4uLvDw8EBERATy8vJk\njjG5wdTW1qb3czgcEEIgEAjA5coPc6paHSMSibBz504IhUIEBgbKeGSwtbXFlClTaIvyyjg5Ocmt\nzhg1ahR4PJ7M86YK1tbW+OWXX2T2USueSkpKsGLFCpnfN3z4cPB4PMTExKhchpaWFlatWiXTnr/6\n6is4OTkhNjZW7tqrysiRI3H27Fm8ffsWBQUFePDgAcaNG4fExET069cP9+7dq1Z+1akn9ewvW7YM\nQqGQ3q+trY3ly5cDgMJnXxkRERFITEyEh4cHozcHS0tL+u8TJ07g+fPnmDx5MpydnWXSmZubY/bs\n2Xj79i3Onj0rl8+UKVPkVhpQqxaY2lBVz0NtYMpDXV2d0S1vdbl06RJiY2PRu3dvNGrUCADQqlUr\ndOjQAVeuXEFsbGyty6BISUkBALqc2tK5c2fY2dkhIiICWVlZMseod2Xl1Yk17cMrExgYiNjYWMZx\nAhPUylumPlx6f3Z2tkr5VSYxMRFRUVEwNDTE0KFDGdP89ttvuHv3LrZt26ZSu0xLK/fa8PPPP2Po\n0KF4+vQpsrOzcejQIejr62PBggV1FvqKcvEr/d6uD7fOdd0Gq+JDj1mGDBmC2NhYBAYGqpS+vtsp\nIYR+7ytaSdi9e3fs27cPSUlJKCoqwvPnz7Fy5UoA5e7PqbZCQbXTDRs2oKioCFFRUcjLy8PDhw/h\n5uaGS5cu4dtvv61RfVk+XyRlEpSJ/nPjzwF46nUvx8mE1jKuX488SuuRUYT09fdQmpBL79N2NIWR\nX8sah+5mUUxJSQlSU1NlPPGYmJhAXV2dXu3K5NEuMTGRnkNSG+VpRRWMjY3l5itVweowrA7D6jCs\nDsMEq8OwOgwTrA5TDqvDsDqMNFXpMFXNVa9evQofH58qy6HmwJU9qdQWJh2GGiN9yjoMAPz111/g\n8XjYsmWL3LO8YMECGBoaMnonY3ruqztmcXR0RGxsLGM/yUR9t1Og4l4z6TBOTk7Q19dHdHQ0jh49\nKnPs0KFD+PfffwEA7969kzsXKO9TFi1ahKCgIJw+fRoODg6IioqCra1tjev7McPOoFlApP4WSEqw\ncXx5PF+NBjqYuKl8ApG5cSNESckAAG6DBjD5tXqT9U8NdXVDfPXVCpSWZkBd/f3Fbf+Uyc/Pl4kF\ny+fzYWJiQv9PSEVLKygowKNHj/DLL79gxIgRePToEZYsWQIAyMvLw7Nnz2BhYcEYosHFxQUAcPfu\nXXofj8eDj48Pli9fjoMHD9KDeyqO59ixY2UmgSNGjMDatWvRsmVLfPvtt3B2dkbnzp0VdlyViYmJ\noeOIU+jp6dFuhVWBGmRK4+fnpzDuZGZmJlasWIF//vkHL168QEFBgcxxpri9gHzYMqBioiPdEd65\ncwcA5CY7QHnH3a5dOzp+eOVzqHsijZ2dHRo1aoSEhARkZ2fLCEJ6enqMg2lzc3MkJCTAwcFB7piF\nhQXKysrw9u1blcJq1LRuGhoajC744uPjkZmZSccQZkJTU1Nm0jNixAjMnDkTLVu2hLe3N5ydneHk\n5ISG9eDm/t69e3KT8saNG+Py5cty7n2jo6NRVlZGxxKnjN8oQU8kEgGAzG+5e/cuuFwuunTpIld2\n167KjTodHR0Z91+/fh0AcPHiRcZY1WlpaSgrK0N8fDwcHBzg4eGBuXPnYuLEiYiMjISbmxucnJzw\n1VdfyTzfOjo6cHd3R0REBNq1a4ehQ4eiW7du6NSpE7S0tJTWFQDi4uJol7YGBgZyx11cXLB48WKZ\ndxAF0/NGvQsVDTwV0a5dOzmR29zcHEB5G648iVdTU4OJiQlevXqlchm2traM7u+pd0R2dnaNxILK\nLktbtWqFDRs2QCgUIigoCAEBATh8+HC91PPOnTvgcrkyLk4pnJ2doaamxnjvquLGjRsAyl2LVgXV\ntpOSkhAQECB3nIrXGxsbK+fWWdV3tqrPQ01wdnaGhYUFli1bhjt37qB///5wcnJibJM1hZqcVw6T\n4+fnhzt37iA0NBSrVq2qk7Io6jI8q6+vL+bNm4e9e/diwoQJAMpD90RGRqJ9+/Zy/UhN+/DKmJmZ\nVemWujpQY7OaXpvQ0FBIJBL4+voyuiG+desWli5dipkzZ6ocaoj6UNS+fXuEhYXRdRsyZAh4PB48\nPDwQGBiokktrZTx79gwXLlyAvb29TN369esHExMTHD58GBkZGXXywae217m6fOgxi66urspjalWo\n7fWLiorCixcv0KFDB8Z3LFD+sUeaJk2aYObMmbC3t4e7uzvmzZuH0aNH0+9Aqp0SQnDgwAG0bdsW\nANCyZUscPnwYdnZ2uHjxIq5fv86G2fqSyXkFSMoAvcYAhwNRScWHcL5ATaZNF+Zkg6euDnXNqseq\nFKcSTuHnSz8DANys3bDSeaWsIU89zDmePfsDElIKc7NvIRQyhyopScxB5vbHkBSK6X26/Wwg7G7x\n3t6DXxKUEQ/1rpQ24gGUv0MTExPlXOVbWVmprGu0atWqyjAE0rA6DKvDsDoMq8MogtVhWB2GCVaH\nYXUYaVgdppyqdJiq5qq2tra4cuWK0rlqTk4OwsPDoa6uXmvtRZrc3FyEh4dDV1dXxjCKMii7efMm\n7t+/Xyfhkd63DlNYWIh79+7ByMhIoWG8QCCQG7McOnQInTp1gre3N3r27AknJ6caGR9paWkpDHdf\nG2p6/Z4+fYqLFy/CxMQEgwYNkjuura2NtWvXwsfHB56ennB3d4ednR3i4+Nx7NgxtGnTBvfv31f4\n/qP6h8zMTNy5cwfz5s2Dg4MD9u3bxxgq7FOHNeT5HCnOBXLfIEfHDOo8dWjyVLcG1uLLPxglL14g\nI7TCatp45ox6i7dOWeBT8Wg/tNBTn0Y8ju5N4Ohe89imPX9ojp4/1PzlPGBiW0iKxRBnFNH7uEI+\neHrVj1WvyIhH0YtWW1sbjo6OOHToEBo1aoQ//vgD48ePh6WlJW0NqmiARO2vbA06cuRIBAUFYePG\njbQhT0hICNTV1eUGqH/++SeaNm2KLVu2YNmyZVi2bBl4PB769++PoKAgNGvWTOnvjYmJqZXgBQDn\nz59Hjx49IBKJEBsbi+nTp2Pbtm1o2rQp5s+fL5M2OzsbHTt2REJCAhwdHeHj4wMDAwPweDxkZ2fj\nr7/+kvFEJI20OEJBeTmSXlVFXXdp4ytppFdTVT5H2b1KTk5GTk6OTD0UCXVUvZiOU8cocaMqalo3\nY2NjxvcO1b6fPn2qNC5ofn4+/feMGTNgZGSEdevWYc2aNVi9ejU4HA6cnZ2xYsUKhR+TaoKvry+2\nbdsGQgjS0tKwefNmzJ8/H+7u7rh+/bqMcEL9lujoaEbhhum35OTk0G2uMoraDAVT25Gux4oVK5Se\nT9XDysoKt27dQkBAAE6dOoVDhw4BKJ9cz5o1C1OmTKHP2bdvH5YvX47du3fTYoaGhga8vLywcuVK\npXWu6TsIYH7egPL2q+oqRgplz4GyZ0jVZwRQXl8A1a5zVYwfPx5BQUG4dOlStc6rTj2ptiq9YlE6\nvZGREb06pTpQ91sVAZtq2/v371eaTvoZo1D1nV2d56G66Ojo4MaNG/D398exY8foVUpGRkaYMGEC\n5s+fz7jCVVXevXuHAwcOQE9Pj44xTTF8+HDMmjUL27dvR2BgoIwoQa3ylEgkjKs8AcisRKcwMzPD\nixcv8OrVK9jbM390rC4+Pj5YsGABwsLCaAFp165dEIvFcqvAatOH1xbqXUG91yqTm5srk646iMVi\n+qMX0+oasViMH3/8EXZ2dvj9999VzldfXx/p6ekYPHiwXH88YMAAqKurIz4+Hjk5ObUyFgkNDQUh\nRE6U4vF4+OGHHxAUFIRt27Zh1qxZ9DGqXVHtjAmmNkiJ/9UR+GvDxz5mqUx9tlNA+Sqwqhg4cCAs\nLCzw+vVrPH78mF6pq6+vD6Dc4IcSRik0NTXh5uaGzZs349atW6whz5fMjfXA9WBAQw9wWwKRtRd9\nSF0gO0++fnAPYiJPQN/MHN2+94NtJ/mPtlVBCIFYyjsur449T4jFBXj1eifKygrw8uVWOHY8hgYN\nWsqkKYxJQ9b+eKDsv0U8PC4MvO2g1frDeQcCyvskNTU1uX7lY9BkakNVRjxA+TgoLi6O8WNVjx49\n6HPFYnG1x3dVzQMrw+owrA7D6jCsDqMIVodhdRgmWB2G1WGkYXWYqnUYoOq5aq9evbB9+3alc9Wd\nO3eisLAQw4YNq1Nvdrt27UJBQQHGjRsHDQ3Zb5AjR47EnTt3EBISguDgYHr/p6LDvHv3DoQQpKen\nKx2zSOPp6Ynjx48jKCgIW7ZswcaNGwEADg4OCAwMRJ8+feqtvlW106o89lRFSEgICCEYOXKkwnfX\niBEjYGlpieXLl+PSpUs4efIkmjVrhrVr14LL5WLChAkwNjZWWo6hoSH69OmDjh07onnz5vDx8UFS\nUlKdeEj7mGBDa32OPPkHWNcJm7d3h+MuR7gecEXE8wj68Ku4LOwPjEbCvfLVWtvNyrBStwgrdYvQ\nQFsdmgINCCQE/HfZeNarNxKHfQ/8NyDVbNsWet99V29Vv3z5MpKSkhAeHl4tK3GW6kPEEoiziun/\nOepqUNNVfTUVRXWNeKTR09ODvb09xGIxvXKH6hwoF9CVodziVe5EzM3N4e7uTruJvHbtGh4+fIgh\nQ4bIrbxRU1PD1KlTce/ePaSmpuLgwYMYMmQIjh07hr59+1Y5kPPz85OLU5iYmFjl72WCz+ejTZs2\niIiIgJWVFfz9/eVWKWzatAkJCQnw9/fHzZs3sW7dOixevBgBAQHw9vauUbmVoa5namoq43Gm+1HT\ne/U+qGndFBkPUumGDBmiNF5lQkKCzHk+Pj64ceMGMjMzceLECYwePRqXLl2Cm5tbjSaxVcHhcGBi\nYoK5c+di5syZuH//vpwgSf2W6dOngxCC3Nxc5Obmyv2W8+fP0+fo6OggKysLYrEYlVHUZqTrxIT0\ngFHZNZVendiiRQvs27cPmZmZuH37NpYtWwaJRIKpU6di8+bNdDpNTU0EBAQgPj4eycnJ2LlzJ7p2\n7YqdO3fCy8tLri5M9foY2/WnDjX4rrwKpi7R1dVFVlYWo5AmFouRkZHBuKqsKihhR5UVO1TbOHr0\nqNK2XXnFXHVR9XmgJrJMz68iF6mNGjXC5s2bkZaWhocPH2LNmjUwNDTEb7/9ht9++61W9d6+fTuK\ni4uRnZ0NTU1NcDgcejMyMkJpaSkyMzNx8OBBmfOo6yo95pCGEEK7WJYW4qjVqkwutGtKo0aN4OLi\nglu3biEuLg5A+QpvPp8v5/L7ffThiqAEs/j4eMbj1KpEOzu7aucdERGBlJQUODs7Mwpz+fn5iI+P\nR2xsLDQ0NGTuMyVqTJ48GTo6OjIf4Ki8mMRULpdLP79FRUVyx1VFJBLR4bl+/fVXmbpxOBw6FEJl\nt85VtUEAdIhZpjZ4+/ZthSJJXfKpjFkomjVrBjU1Nbx48YLxPVWbdpqWloajR49CKBQyuuNXBWoe\nId13KWunQIV4Wpt2yvIZkPKfl4bibEBDD6XFUh55KoWXSk14DgB4l/IGPIaPYKpQlp1N6zZcoRDc\nOhYvMzKiUFZW/hxoaTWFUPgVfYwQgtyzycja+4Q24uEK+Wg4tvUHN+KhPrCnpKQgPT1d6UeATwlV\njHiAcrf1QN2Ogyiqu/CO1WHkYXWYclgdhtVhPuZ2/anD6jCsDgOwOsyXosNIl69orkrtVzZXpbSQ\ncePGVbuOyqDy3bhxo5wOM3nyZADlRkTSdaupDvP1119DIBDg1atXePLkSZ3+DiaoerZv317pO0g6\naglQvmDt3LlzePfuHc6ePYvp06fj0aNHGDhwIB4/flxv9dXW1oaFhQXy8/PpPlaa2rTT0tJS2sN2\nVaHZunfvjhMnTiArKwslJSV49OgRJk6cSHvc6dixo0pl6unpoXPnzkhPT8ejR4+qXeePHdaQ53Mk\n7jgAIEFcbmGcUpACPrfC6u3G0RdIS8pDcYEYuXmlyC4WgXAAwgH0xSXoGf0YvR68QLdHCRC9fg3J\nf1aiUFOD6W+LwFFgfVtbCCEycUcruyGtb1692om3qRHIy3sMiUR+kPU5QQgpN+KR/NdxqHHAM9So\nthBTGyMeCspFJSWoNWjQAE2bNsXr16/pDkMaalLboUMHuWOUNXZISAi9+raqAYexsTE8PT0RHh4O\nFxcXPH/+HA8fPlS5/nWFlpYWli9fDolEIhcv+9mzZwDAGPe0spvlmkJdT6b8cnJyGOM9U/G2L1y4\nIHfs2bNnePXqFWxsbBQOHOuTuq5b8+bNoaenhxs3blRrpQ2Fnp4e+vfvj9DQUPj5+SErKwuXL1+m\nj1cO1VAXLFy4EA0bNkRwcLCMsOXo6AgulytTflW0b98eEokE165dkzt25cqVGtXvm2++AYBq1YOC\nx+PBwcEBc+bMwZ49ewBAzs06haWlJUaMGIHIyEjafaiywb+9vT20tLQQExPD6IZZ2TuIRTmUq+Mm\nTWq+8rkqqLbKtNrs0qVLKCsrq9G9o9rryZMnVU5bk7ZdE6p6HqgPyi9fvpQ79/bt20rz5nA4aNmy\nJSZPnowzZ87I5V0TqIn7999/j9GjR8ttlMhb2YiCWklEtaPK3L9/HwUFBbC2tpYRCalVSiEhIVUK\n3tVZkUV5cgkLC0NMTAzu37+Pfv36yRkPv48+XBHffPMNNDU1cfXqVeTl5ckck0gkOH36NACgZ8+e\n1c67Ki8nAoGA8f6OHj2a7qM7d+4MHx8fmVVgvXr1AgDGsVhqaioyMjKgra1dq1VhR48eRVpaGuzt\n7RXWsUmTJoiPj5e5R1W1Qelj0ivfbGxs0Lt3bxQXF1e5+hlQrR0qGzd8amMWgUCALl26oLCwkPG9\nSb13mcJ0VMXWrVshEonw/fff1yhEQU5ODuLi4sDhcGBtbU3v7969O3g8Hp4+fYrS0lK586j2K30O\nyxcGIUDK/Yr/zdpCx0gD383tiCEz26Pnj82lkhKAEFpnMbaRD33DRF+bvnjg+wAPfB+Uh9VKq9+w\nWiYmA9Gu7VYYG/dHI4vhtHZAxBK82x+P3DNJFeUba8F4QjsIGlf/o11dI/0BraysTOFq8k8JVY14\ngPLxCo/Hw4EDB2Rc+X9oWB2mHFaHUc6nNqYBWB2GgtVhPh5YHaZ+YHWYclgdRp4PqcMAVc9VKeMQ\nRXPVmzdv4t69e7Czs2MMl1dTbt++jbt378Lc3FyhDtOmTRs6rBcF1Qajo6MZDeMAZh1GU1MTP/74\nIwCo5CW6tjqMUChEy5Yt8ejRI9q4rTpoa2vDxcUFq1atwty5c1FaWirz7quPMQulsZw6dUruWG10\nmMOHDyM9PR29e/euUd+TmZmJw4cPo0GDBnB3d1f5PMrok8mT4afOpz+DZZFFVAQ8K7d0LeVwoMYp\nv8U2ujZ0kqL88snPue2xuHj/LcT/GXPYmQhRevFCuejEQMOpU6FRR67wmMjLy0NxcbmHGIFA8F4H\n54SU4emzpXj0aBpuRbvTK80+V8qyS0BKK176PAMNcNSq9zqoCyOeI0eOICEhAXw+Xybm86hRo0AI\nwc8//yzTOWVkZNAd76hRo+Ty69WrF+zs7BAWFobw8HDY2dnJDYpKSkpw9uxZOetXkUhEd7KqxG+u\nD7777ju0adMGUVFRMqtwqIFVZTHk7t27CAwMrJOyBw0aBH19fezevVtuQhEQEMC4gpy6B4sXL0Z6\neoVwXFZWhlmzZkEikWD06NF1Ur/qUtd14/F4mDx5MlJSUjBlyhRGq/WUlBQZS+lTp04xDjCpFWDS\n7czQ0BAAkJycrHKdqqJBgwaYM2cORCKRTHxoY2NjjBgxArdv38bvv//OWMfnz5/LiE4+Pj4AgPnz\n58tMAnJycqoVMkWaSZMmgc/nY/r06YyrFEpLS2Um4Ldu3WKc/FH7qOuZnp6OmzdvyqUrKChAXl4e\neDweo8hNoa6ujhEjRiA/Px8LFy6UOfb8+XOsWbMGfD6fngywyKJowpKUlIRJkyYBAH744Yd6K596\n9n/99VcUFhbS+wsLC/HLL78AQI3eS+7u7rC2tsaxY8dokUYa6RVigwYNQtOmTfH333/jn3/+Yczv\n+vXrMvWrLqo+D0C5aAyUf31bDSkAACAASURBVNCWft5fvnzJuKrr4cOHjKubmfKuLteuXcOjR4/Q\nokUL7N69G5s2bZLb9u3bBysrK1y4cEHm3UAJNgsXLpRbwVZSUkJ/fKkcKsnJyQljxoxBZmYm+vbt\ny2gkLJFIsGfPnmo9156entDR0cHOnTtp7y5MscPrsg9PSUlBXFycyl5dhEIhfvzxRxQUFMj0AwAQ\nHByMxMREuLm5yU2snz9/jri4OIUfTJKSknD69GkYGhoyCmNAuWjCdH83bdoEDw8PAOUuvIODg2VW\nxI0YMQJ6enrYtm0bHjx4QO+X/sDm5eUlMzG/cOECOByOyiITJX799ttvCus4d+5cmbQA0K1bNzRt\n2hR3796l77k0UVFRiIiIgK6urpy78rVr10JHRweBgYEICgpi7HuTk5MxbNgwpYZCFMrGDR96zEIZ\nvzCt6lLE//73PwDl4wxqPgiUi3X79u1Dw4YN5dpaVc8DIQSbNpWHh1Zm2P/27Vta6JUmPz8ffn5+\nKC4uRu/evWVCVBgZGcHb2xs5OTly79EzZ84gMjISurq6n2VsdhYVeZcIlPzXNjUNAN1G4PHV0LBx\nA5jb6sO8WcVHbA6Hg+GLgzA5bD9+CFwNbT39GhUpzqhfQx4ORw2Ght3RutVaWFr6AQAkhSJkbHmI\nwjsVHi4EzfRg/L+24BlUP2R3fSDdl9UmJMXHQnWMeADQIaNKS0vRr18/RoMAQLF3gLqC1WGYYXUY\n5XzoMU1NYHUYWVgd5v3A6jCsDqMMVoep4HPXYYCq56pnz55VOldVNTR1YmKi3IIXZVD5Tp06VaEO\ns2rVKpm0QPm9dHZ2Rnp6OhYvXiyX74MHD7Bp0yY6TLo0ixcvRqNGjbBr1y78/PPPjOOIjIwMTJky\nBXv37q3yN1Q1bpgxYwZKS0sxatQoxrH1u3fv6KgkQLnHKqY6MT33VZVdWFiIuLi4ao1pxo8fDwBY\nsmSJjBFtYmIi/v77bwgEAowcOVLmnIyMDMTFxdFekJhQ1cFCZUM3oFyH+eGHH5CXl4eFCxfKGAgm\nJSXhxYsXjHlt3LgR0dHRsLS0pEOif058fqZJXzovLgCi8gHJRrEeRCOu42XeS1g2sGRMfuVpxQPn\n+pUp8vZuo/9vOGMGdPr3AwBwtbXB06+ZoKQq0g9/w4YN3+tKqeLiN5BIyq0u+XxD8Pmfr6vOsgIR\nJAUVAwI1XQG4guq9CmpixCM9cCkoKMDjx49py86lS5fKxEqeNWsWTp48iaNHj6Jt27bo378/CgsL\nsX//fqSlpWH27Nm0i0ZpOBwOxo8fjxkzZgBg7iyKiorQu3dvWFtbo1OnTrCyskJxcTHOnDmD2NhY\neHh4oEWLFtW6HnUFFW5iyJAhmDdvHi2y+fj4YMWKFZg2bRrOnz8PW1tbPH36FMePH4enpyf27dtX\n67KFQiFCQkLg7e2Nbt26wdvbG2ZmZrhy5QoePnyI7t27y62s6NKlC2bPno0//vgDrVq1gpeXF7S1\ntXHy5Ek8fPgQXbt2xc8//1zrutWE+qjbggULcO/ePWzYsAERERFwcXGBhYUF0tLS8PTpU1y9ehVL\nlizBV1+Vu5kfNmwYNDQ00LVrV1hbW4MQgsuXLyM6OhoODg7o3bs3nXevXr2wf/9+eHp6on///tDU\n1ISVlVWtRYoJEyYgKCgIO3fuxJw5c+i6BQcH4+nTp1i4cCHCwsLQuXNnNGrUCG/evEFsbCyio6Ox\nZ88e2NiUG4H6+Phg7969OHXqFFq1agUPDw+IRCIcPHgQX3/9NZ48eVLtd3bz5s2xZcsWjBo1Ci1b\ntkTfvn1hZ2cHkUiE5ORkXL58GQ0bNqTdpe7evRt///03nJ2d0axZM+jr6+P58+eIiIiAQCCgQ7O8\nfv0a33zzDVq0aIEOHTrA0tISubm5OH78ON6+fYspU6ZUuSp/2bJluHz5MoKDgxEdHY2ePXsiIyMD\n4eHhyMvLQ3BwMH1tWGTZv38/li1bhp49e8LGxgYNGjTA8+fPceLECRQXF6N///6YNWtWvZU/fPhw\nHD16FOHh4WjZsiUGDx4MDodDG45+9913GDFiRLXzVVdXx/79++Hq6orhw4dj48aN+Oabb5Cbm4sn\nT57g4sWLtDjD5/Nx6NAhuLm5YcCAAejSpQvatWsHLS0tvHz5EtHR0Xjx4gVSUlJqLMao+jwAQKdO\nneh3uKOjI1xcXJCamoqIiAi4ubnJrRCLiorCjBkz0KVLFzRv3hzGxsZ49eoVjh49Ci6XW6v3OjWZ\n++mnnxSm4XK5GDlyJAICAhAaGkp7MPH19UVkZCT27t0LOzs7eHh4wNTUFJmZmfjnn3+QnJwMZ2dn\nWiiU5u+//4aamho2bNiAFi1aoEePHmjbti0EAgFev36Nc+fO4dWrV1W6fJdGU1MT3377LTZv3ox1\n69bB0NAQAwYMkEtXl334r7/+irCwMGzdupVRrGJi6dKluHDhAlatWoWYmBg4OjoiNjYWR48ehbGx\nMf7++2+5c3r16oWkpCQkJCQwijKbNm2CRCKBr68vBILqh2VVhpGREUJCQjBs2DB06tQJQ4cORcOG\nDXHx4kXcuXMHzZo1k/NqQ3l1VGXVTUJCAqKiomBkZCRnbCPNsGHDMH36dBw8eBBr166FgYEB1NTU\nsHPnTvTt2xcjR47Etm3b4OjoCDU1Ndy/fx+nTp0Cn89HWFiYnNv/5s2bIzIyEkOHDsWsWbPw119/\noVevXjA3N0dBQQHu3buHq1evgsPhYM6cOVX+js6dO0NLSwurV69GVlYWPY6ePHkydHV1P+iY5fDh\nwxg5ciR8fX0ZDZ4UXe9Dhw7hwIEDaN++Pdzd3ZGZmYl9+/ahrKwMoaGhcu74q3oezp07h2fPnqFD\nhw5wcHBQWHZcXBx69uyJzp07o0WLFjA2Nsbr169x5swZvH37Fk2aNKENgqRZtWoVbt68iSVLltDv\n16SkJBw+fBhqamoIDQ39IN4QWD4SqLBaAGDWFlDB8y1fXQCTJs1qXKQ4vX4NeeTKyyxCxrZHEKdX\niM9aX5tAf0izai8Sqk8+J0Oe6hrxUCxcuBCEEPz+++9wcnKCg4MDHB0dYWBggOzsbCQmJiIqKgpA\n+Sru+oDVYZhhdZiqYXUYVodhdZiqYXUYVodRBqvDfHk6TFVz1TVr1jDOVXNzc7Fv3z6oq6vD19dX\naRnV0WHy8/OxZ88e8Hg8pfm6uLigSZMmtPFZy5YtAQCbN29G9+7dsWjRIhw/fhzOzs7Q0NBAfHw8\njh07BrFYjLVr16JpU1nPpiYmJjh79iwGDx6MlStXIiwsDH369EHjxo1RWlqK2NhYXLhwASUlJSp5\nvbK3t4eFhQX27t0LdXV1NG7cGBwOBz/++COsrKwwatQo/Pvvv1i3bh2aNm0KNzc3NG7cGFlZWUhI\nSMClS5cwcuRIbNiwAQAwc+ZMJCYmokePHrC2toa6ujr+/fdfnDt3DlZWVhg2bBhddq9evbBixQqM\nGTMGXl5eEAqF0NPTo401b926hZ49e8LZ2ZnRMyITXbp0wYwZM7Bq1Sq0adMGXl5eKC0txb59+5CV\nlYW1a9fKtcXg4GAsWrQI/v7+coZqQLk3rPPnz8PExIRexKeIsLAwBAUFoUePHjAzM0N6ejoiIiKQ\nmpqKMWPG0N94Ke7evQtPT0906dIFdnZ2MDExQWZmJm7cuIEHDx5AKBRix44d1XI08clQVbw2dns/\nG4B/bW1tSa05MpEQf53y7fRCxiTb518jwePOkuBxZ0m3BZHEas5xYjXnOLn3OIk8/qoleWzfnDy2\nb05K36bWvj7V4ObNm8Tf35/4+/uTw4cPv9eyi4rekPingSTm3hjy8OGMWuf3+PFj8vjx4zqoWd1S\nViImJa/ySMnLXFLyMpeIMgqJRCKpVh55eXkkMTGR3l6/fk3EYrHC9ADkNjU1NWJqako8PDzI6dOn\nGc8rKioiS5YsIS1btiQaGhpEKBQSJycnsnv3brm0ubm5JDc3lxBCSFZWFuFyuUQgEJCMjAy5tKWl\npWT58uWkb9++xNLSkggEAmJkZEQ6depE1q9fT0pKSqp1PaqLs7MzAUDOnz+vMI2DgwMBQI4dO0bv\ne/ToEXF3dycNGzYkWlpapEOHDiQ0NJQkJCQQAMTX11cmD19fXwKAJCQkyOV//vx5AoD4+/vLHTt9\n+jRxcnIimpqaRE9Pj3h4eJDY2Fil+e3Zs4c4OTkRoVBIBAIB+eqrr8jixYtJUVGRXForKytiZWWl\n9Nowoah8ZfnVZd0oJBIJ2b59O3FxcSH6+vqEz+cTc3Nz4uTkRJYsWUKSk5PptOvXryeDBw8mNjY2\nRFNTk+jr65N27dqR5cuX0+2VQiwWk19//ZXY2NgQHo9HABBnZ2eldSGEkP+zd95xURzvH//ccdzB\nHb2DIFgAFTXYC0aKimJvsRcsUaNYY9Sv0Z9oTNQkEqPG2CvR2Auxxd4VG2JBRQUVCx1B2rX5/XHu\ncsfdcXdI08z79boXy+zszrO7M7uzn33mmU2bNmm8/sosX76cACC9e/dWSS8sLCQrVqwgzZs3JxYW\nFoTP5xM3NzcSFBREfvvtN7X2k5+fT+bOnUs8PDwIn88n7u7uZPbs2SQpKYkAID169FDJP2/ePJ11\nnRBCYmNjyfDhw0n16tUJn88n1tbWxMfHh4wZM4acOnWKzXf16lUybtw40rBhQ2JtbU1MTExIrVq1\nSGhoKLl79y6bLzMzk8yfP58EBgYSFxcXwufziZOTE/H39yfbt29Xu+dpO9eZmZlkxowZpHbt2oTP\n5xNLS0vSvn17cvz4cbW8JbUpQvSrWwza2rQue7WVo+06lLSfktq7Ls6ePUsGDBhAvL29iaWlJeHx\neMTOzo60b9+ebNmyxeBnTmnslMlk5I8//iBNmjQhpqamxNTUlDRu3JisXLmSyGQyg49JmefPn5Nv\nvvmGeHh4EGNjY2JtbU2aNGlCFi5cqJY3OTmZzJw5k/j4+BBTU1MiEolI7dq1SZ8+fci2bduIRCJh\n85bUXjTVCX3bA0NmZiYZPXo0sbe3J3w+n/j4+JA1a9Zo3PeDBw/I1KlTSZMmTYidnR3b3vv06UMu\nXbpU6nOXlZVFhEIh4fP5JDU1tcS8L168IFwul9jb26s8l+VyOdm2bRtp164dsbW1JTwej1hZWRE/\nPz+ycuVKIhaLS9zv1atXyciRI4mnpycRiUSEz+cTV1dX0rNnT7Jz506D68eFCxfYvk1YWJjWfGX1\nDGfSN23aZJCd6enpZNKkSaR69erE2NiYODk5kREjRpCXL19qzO/u7q71HiCVSomLiwsBQB4+fGiQ\nHQxMfV+xYoXa85Dh0qVLpEuXLsTGxoYYGxuTmjVrkm+//ZZkZGSo5V22bBkBQNatW6ez7NmzZxMA\nZOrUqTrzfv311wQAiYiIUElPSEggYWFhxMvLi5iamhKBQEBq1KhBRowYobH9KZOTk0MiIiJIQEAA\nsbe3Jzwej1hYWJDGjRuTWbNmkWfPnum0i+Ho0aOkZcuWRCQSsfVQ+ZpVVp9Fn76JJiQSCYmIiCD1\n69cnJiYmxMrKioSEhGi97+hqD/369SMAyOrVq0ss98WLF2TMmDGkUaNGxM7Ojr0mzZo1IwsXLtRa\nRwlRtK2pU6eyzwQbGxvSvXt3cuXKFb2PWxl93yE9PT0JgJukCugYn8OvNFrMhceprI4yaJ2G630i\nXEmXmWvQvktL6tq1rJbzdtHici2rIPEdebXgMnk58zz7e3fmhcH9vPKEaU+pqank1atX5NWrVyQv\nL6+yzSo1BQUF5Pnz56wO8+LFC4O1i4cPH5IpU6aQL774gu2nW1tbk6ZNm5IpU6aQmzdvqm2jqU/C\n9F8GDRqk9R5Z/N2e6jBUh6E6jAKqwyigOow6VIfRDtVhqA6jDNVh9NNhtL2rnjx5Umv/bdWqVQQA\nGTBggM79HzhwgAAg33//vc68a9euJQBIr169dOb98ccfCQAyadIklfSUlBQya9Ys0qBBAyISiYix\nsTGpVq0a6devn842UlhYSNavX09CQkKIk5MTMTY2JmZmZqR+/fpk4sSJJDY2VqddDNHR0SQoKIhY\nWFgQDoej8R4SFRVFunTpQuzt7YmxsTFxdHQkzZo1I99//z2Ji4tj8+3cuZMMGDCA1K5dm4hEImJu\nbk58fHzI7NmzSUpKilrZS5cuJXXq1CF8Pp8AUHn2MM9Effoxxdm8eTNp2rQpEQqFxMzMjLRt25ZE\nRUVpzMvcN7U9e2fMmEEAkFmzZuks98qVKyrXxMbGhnTs2JEcOHBAY/7nz5+TadOmkWbNmhEHBwfC\n4/GImZkZadiwIfn2229V+oOGUtW1GA4hmqdRolQsHA7npqenZ2NNYS31Ri4DfvUC8j5Ethl1EnBr\nppZt29wryP4wamqdeQGyjAicLExwzOc9YhfOh5GcwKa2J+r8vZOd97wiOHLkCKKjowEA7du31xhx\n5VOBmXu8skYUaYLICSQpeYBU4S3L4XHBcxCCw9X/GpfFdFrlAROGzdzcHGfPnkVgYCCGDBmCbdu2\nVapdFMqngHL7KQ0nTpxAcHAwZs2aVWYhximUT4WPbT8Uyn+Zsmo/vXv3RnR0NJ49e6YzKgGFUpXR\n9x3Sy8sL8fHxtwgh2kMNUfSmNFrMxfg0DNmgmELEr7Yt/hrdUjXDtt7AU8WU5+i7EajfBzKZHFwO\nR+39WyIuhDHf8Ohm31/8HqY8U0xsNBECIwGyfo5A5lbF+6/Dd9/BdpT6VNSGkpV1A3H3Z8M+uzus\nsz5EsSAE+Q/SAekHLZHHgU0/bwgbln8UIH1IT0/HlStXYGNjA3Nzc9jZ2TEOW3BwcNBr1HBVo7SR\neMob2g+mUEoP1WEolNJDnz8USukpq/Yzbdo0rFmzBs+fP4ednV1ZmEahVBpVXYupOvFuKR/Py+gi\nJx4zR6Ca/nWpQz1HvD91Gver2eFq7Wo4gjykvUgsHzu1oDy1Fr35ly2EEEgzClgnHnA4MLI1+Syc\neIrz888/AwAbVo5CoZQNr1+/VktLT09nw6f26tWrok2iUCgUyn8cQhTTJUyfPr3SP2hSKJT/DgQl\nDIgjBHgbW/S/sy8AIPZ0ElaNP4M1k87i2qFnAIDnd2OwYdLXePPkkcE2HHp6CDsf7USbv9tg7qW5\nkCnpKTz7stFT3j1+gLzCp3gu+A1xpuORkXgV+bFprBMPV2QM+68bVhknHgC4ePEibty4gfz8fOWo\nS+ByuVVOu9CHqurEQ6FQKgaqw1AoFAqlKnLu3Dl8/fXX9DsuhVIBfHpDUSjaefhP0WKtNhC+T4KL\nmQt4XN2XOdjTCu9+uIi8Wk6KBA4HVs4u5WWpRqgjT/khzxGDFEjZ/42sBeAa6y9iVXUnnvv37+PY\nsWO4d+8ejh49iq5du6JFixaVbRaF8lkxbdo03LlzB61bt4a9vT2SkpJw9OhRZGRkYOzYsWjevHll\nm0ihUCiU/xgcDgepqamVbQaFQvmPkZUnYZfNBcaqK3PeALkf7kt8M8C6BgBA8uF9XCqWAxwgKe4e\nDvz8A6TiQuxZOAd9Zi+Ai5f+EX3Njc2RI1GMqG3l0gpy8Wl2HcfUtDSHxSIXy5B16Cnev3oDNFCk\nSUxTwCuwYvPw7E1hF+oDnu3HlVXWdO/eHbVq1UJKSopKuomJSYVGnC4LqBMPhUKhOgyFQqFQqiI3\nb96sbBMolP8M1JHnc4EQ4OFh9t/58re4t78LeFwetnbaigb2DbRuam7CQ/238XhRUACXrPfIMzcD\nr6ZHqcI7lxaxWIzs7GwACnHC2tq6wsr+3JEXSCHLFrP/c834MBIal7CFKlXdiQcAYmJiMH/+fFhY\nWOCrr77CqlWrKtskCuWzo3fv3khOTkZUVBSysrJgYmICHx8fjBw5EqNHj65s8yjlRGJiIjZv3qxX\n3ilTpsDKykp3xipCeHi4Xvl69uwJX1/f8jWGQqFQKBTKJ0NKTiG7bG9eTDd5c6do2akhwFUEwpYU\nythkY4ERjE1MwRMIIBUXgi8UQWRlmAYyr/U8SOVSuFu4o75dfbzEad0b6YHkbS7St8dBmpIPU1NP\nOMeOBddMAIeG/jDppRjsxTHhwaS2FTi8qhfkm8PhwNvbG2KxGEZGRrCysgKXy4VAUHH6VllAnXgo\nFApAdZj/KlSHoToMhUKhUCgM1JHncyElDshMAAAQvhkSCjIAAFK5FM5mziVuGlTHAQVn94Evk8P3\nRQpsR3eDw/Tp5W6yMsqOIjY2NhXqJCKRZOPJk0UQimrCTOQNW9u2FVZ2eUOkcsWUWh/gCIxgZKm/\n8PMpOPEAwODBgzF48GA6Ny6FUo7069cP/fr1q2wzKBVMYmIi5s+fr1fe0NDQT0pA0ve4PDw8qIBE\noVAoFAqFJVXJkcehuCMPALg0ApLvA85fsEliJUcevsAIjjXc0f//fsLRP35D1ykzYOngZJANHT06\nGm54CRBCkBv9FllRz9gpufn59rD0rgfrnrXBNfl05ENjY2OYfohKJBQKK9kawykoKEBKSgp14qFQ\nKFSH+Y9CdRiqw1AoFAqFwvDpvIlTSkZgDvhNAR4dQZ69N+pbmSDhXQLyZfmwNbEtcdMOdeyQs+IM\n+79ZULvytlYNCwsL9OrVC+np6RUuTuTlPcXrN7sAAGZmdT4bRx5CiMKJR64Qf2DEAc9G/3DSn4oT\nD4VCoVDKj4CAAPYjwufG53pcFAqFQqFQypeUnKLBMg4WxRx5vEMUP5kEkOSxyZICpYg8H5xi7Kp7\nYMjiZXq/ow8/Opxd3hKypTSma0SeL0Xmvnjk303De7s7yHT/F+AA9s5BqNZ6cpWfkio7Oxsikeiz\n0CqoEw+FQqFQqA5DoVAoFAqFgTryfC5YuQEd5gMd5kMkycd6Y8Xoo3xpvproIpPJ2WVjIw5aFrxF\n6geHDSM7O5h+0bDi7P6ASCTCF198oTtjOZCb95RdFgprVooN5YEsqxBEXCQW8mxMwDHSL/Q1deKh\nUCgUCoVCoVAoFApFHdWIPCaaMxkZA0aW7L/vM9+AyAvB4ZrCWFD0Xm2Ik8ytlFuGG6uDwhfZyNjx\nELJMxTFJBVnIs70PAJDY+FR5Jx5CCHbt2oWCggJ06tQJtWvXrmyTSg114qFQKBQKhUKhUCgUijJV\nb0JrysfzwYkHAEx5piBygpcPMvDo2lsAgDzEGUst87HUMh8+XjaQXTjL5jcPDATnP+asYWnRGF6e\nc1Gt2mDY2QZUtjllgixXAnmuhP3fyEoArkA/vz3qxEOhUCgUCoVCoVAoFIpmUrKLHHnsNU2tVYyM\n16/wImY9xO93g8hzVRx5KgsiJ8g5l4TU1bGsEw8ACGpalrBV1SM2NhZJSUlIS0vDjh07kJ2dXdkm\nlQrqxEOhUCgUCoVCoVAolOLQiDz/Aa4fScT1fxLAN+XBu4UTTsSlQP5hUFVwPSe8n3cKBMATR2u4\nVXcG99kTONSoVeVHXpUVIlFNiESfTyQeuVgGWVaREMc15YErMtZrW+rEQ6FQKBQKhUKhUCgUinZK\nnFqrGBJxIfb8OAcyyXsA7yF+fxA8wZelKndTx02l2q44svdiZOx6jMLHmWwax8QI1n08wfXyhE1u\nIwCAgO9QJuWVF4WFhTh58iT7f8uWLWFhYVGJFpUO6sRDoVAoFAqFQqFQKBRNUEeez4HCHEBgrnX1\nq0cKcUacL8Wz+AxEJ2aw6wJM3uPd8+co5Bkh3skG8ScPQ3DlLCZs+LvczWZgxIr/iuNQeUJkckgz\nCgDmnBpzYWRtote5pU48FAqFQqFQKBQKhUKhaEcslSMzTxH9lssBbEVKjjwPDgJv7wLOXwBuLQEz\nexjzBfhywDAcWRkBwAjGpm3BNymdFNfUqelH21/wJBMZOx9BnlMUwZdf3Rw2A+qAZ6OYJsxE4PTR\n5VQEFy5cQE5ODgDAzMwMbdu2rWSLDIc68VAoFAqFQqFQKBQKRRvUkedTJz8L+NULcG0K1OkKtPwG\nL3JeIqswCwDgZu6mkv3aozTI5AqBoFF1K/CvXQIAvDcpEglsXFwr1KkmKysLq1evhp2dHdzc3NCp\nU6cKK/tzghACaWYhIJUrEjgcGNmYgMPVfS1zcnKQkVHk4MXn8+Hg4ECdeCgUCoVCoVAoFAqFQvlA\n6vui6Le2ZgIYKb9v39+v+AFA12VA0xEAgLpfBuLCrqcoyOOBa+xaKVNrERlB9snnyDn7EiBF6eb+\nrrAIdgfHiFvhNn0MGRkZuHLlCvt/+/btIRDonuasKkGdeCgUCoVCoVAoFAqFUhLUkedTJ/4EICsE\nnl8CJHlAq/H4I+YPHEk4AgBY9OUiAC5s9huJRaGTg+s5IWfVcgCAiUSKhj6+yDU1gZ1b9Qo9hLS0\nNBQWFuLVq1fg8WiVLC3yHDFIgZT9n2cjANdYt0BInXgoFAqFQqFQKBQKhULRTWpOkSOPg3kxx5E3\nsUXLzl+orOIae8HIWPG+XtqIPKVFmlWIjB0PIX6eXWSPmTFs+nnDxMu6Qm0pK44fPw6ZTAYAcHV1\nRcOGDSvZIsOgTjwUCoVCoVAoFAqFQtEF9Zr41Hl0uGi5Thed2WNeZgEfBox1cOCgIFYhNJnJCBpP\n/g5GlpblYWWJpKWlsct2dnYVWnZGxiW8eLEeQmFN2Ni0gZ1dYIWWX1bIC6SQZYvZ/7nmfHBNjXVu\nR514KBQKhUKhUCgUCoVC0Y+U7AJ2WcWRpyAbyHiKPKkxbme6opWtN5Rj3Axd2AqSQhnEBTLwTStO\nisu/n46MPY9B8osG/QhqW8GmvzeMzD9Np5EnT57g0aNH7P8hISHgcj+diELUiYdCoVAoFAqFQqFQ\nKPpAHXk+ZaSFiog8DHW6AlBMp9XArgEAwEpghVSlTQplcoAH1LQXwfbONbz9kC5s1rRSnHiAynXk\nyc6+i/SM80jPOA8C+SfpyEOkckgzisREjsAIRha6BSDqxEOhUCgUCoVCoVAoFIr+pKhE5DEpWvH2\nLvJlPOx5UR+phWbIaqThwAAAIABJREFUXL0SIWHfwuhD1GGB0BgCoe7BNiXxVdRX7PLubrtLzEuk\ncrw7koD3l18XJXIBiw7uMPd30zoFd2rqCSQ+Xw0AsLdrBw+P8R9lc1kjk8lw7Ngx9n9fX19Uq1at\nEi0yDOrEQ6FQKBQKhUKhUCgUfaGOPJ8yCecB8XvFsnUNwL4OACCsURjCGoWx2fbjltqmwfWckLP3\nL/Z/83bty9fWEqhMR568vGfsskhYq0LLLguInECaXgDIP0xyb8QBz8YEHI5mUY6BOvFQKBQKhUKh\nUCgUCoViGCqOPBZKEXnexuJulhNSC80AAI+uXsQXHULg5lN2Uz49zHioVz5ZHgcpq2IgeZ3LphlZ\nCmAz0BsCj5IHcIklGcjOjgEAmIm8Sm9sOREdHc1qSHw+H+3atatki/RHkxOPk5MTjI0/zsGLQqFQ\nKBQKhUKhUCifJ59O7FmKOg//KVqu0wXQ4byhTLCHCLnXrrH/m7cLKkvLDKIyHXk8PCagQf1VqFXz\nW1hZNavQsssC2btCEIliXnhwAJ6NKThGJTdr6sRD0ZfNmzeDw+Fg8+bNKukeHh7w8PCoFJtKQpu9\nFIouOBwOAgICKtuMciM8PBwcDgdnz56tbFMoFIqehIaGgsPhIDExsbJNoVAoFIoSqTlaptZ6cwfN\nbJLQyPoVAKDjuMll6sSjLzy3lsiN5qs48ZjUs4Xj5EY6nXg+BQgh4H2IcuTv7w9zc/NKtkg/PlUn\nntL2RwICAnQOMKNohuowlP8KVIehUChVDarDUCiUqgh15PlUkcuBR0eL/v8wrZY+2JsLUPNpLCCR\nAAAkPnVx6sBORB/cgxf3Ysva0hLJz89Hbq5CYOLxeLCs4Om9hEJ3ODh0hIfHeJiZeVdo2R+LLFcC\nea6E/d/IUgCuoGRnnMpw4uFwOGo/gUAADw8PDB8+HHFxceVWdlUmIyMDixcvRkBAABwcHMDn82Fu\nbg4fHx+MGDECUVFRrMhHUXD27FlwOByEh4dXtinlQmnFTkY4K97G3N3dMXjwYNy5c6ccrKVQSsbD\nw0Pj/Z/D4cDJyamyzaNUMby8vMDhcNC6desS8zF1qCSYuqdNeImOjsaoUaPg7e0Nc3Nz9n7Zt29f\n7Nq1CzKZrLSHUaXJyMjAlClT4OHhAYFAABcXF4wcORJJSUl67yMxMVFru1b+Xbhwgd0mPT0d69ev\nR69evVC7dm2YmprC0tISbdq0wdatWyGXy9XKkUgk+P333zFixAj4+vqCz+eDw+Fg/fr1ZXIuNHHp\n0iXW/rVr12rNxzxzQ0NDteZh+ivaPkyIxWJs2LABXbp0gbOzMwQCAczNzeHr64spU6YgNla/97HK\n7BeVp8C5ZcsWNG/eHGZmZrC0tERAQAD++ecf3RsqwfSpSvqNGjWqxH2kpaXByckJHA4Hbdq0UVtf\nUt3esGGDxrpN+TxIyS6KyGOvPLXWmzvgcIBAx2cYGBaK+gFFUY+lYhnepeYjL1sMqbj0z5ldXXex\nP3V4MGkcCtMmIwHZh2elEQdWPWrBdmhdcPWc1sverh2aNtmDpk32wN19XKltLS9at26NsLAwtGjR\nAi1atKhsc/SiqjjxPH78GNOmTUPjxo1hY2MDY2Nj2NjYoEWLFpg+fTpu3rxZofZUBlSHMRyqw2iG\n6jCUqgjVYSiGQHWY8qeydBhlLly4gD59+rDag6enJ3r06IEjR46o5IuPj8eSJUsQFBQENzc38Pl8\nODo6okePHjhz5sxHnQdtUB3GMD5XHSYhIQHjxo1DnTp1IBQK4ejoiFatWmHt2rUQi8Vay7t79y6G\nDRsGNzc3CAQCODg4wN/fH1u3bjX4+Ks6dGqtT5VXN4H3yYploR3g1lzvTdvXdUTu6U3s//n16+L+\n2ZMAgFpNW6J6/YobNaYcjcfW1hZcLvUt0we5WAZZVtFIQK6QB66oZBGosiPxzJs3j11+9+4doqOj\nsXXrVuzduxcXL16Er69vhdhRFTh06BCGDx+OrKwseHh4oHPnznB2doZYLMbTp09x4MABbN68GX37\n9sXu3bsr21w1Tp06VdkmUDTwxRdfoGfPngCA7OxsXLp0Cdu3b8fevXtx6tQp+Pn5VbKFVZe4uDgI\nhcLKNqPcCAsLw4ABA1C9evUKLdfS0hJTpkxRSzczM6tQOyhVmzNnziA+Ph4cDgdXrlzBvXv3UL9+\n/TIvRyKRYNKkSVi9ejWMjIzg7++PLl26QCAQICkpCadPn8bevXvRp08f7Nmzp8zLr0zS09PRunVr\nPH78GEFBQRgwYAAePnyITZs24fDhw7hy5Qpq1qypcz9WVlYq/TllXr58iY0bN8LW1hbNmxe9l+ze\nvRvffPMNnJ2dERgYiOrVqyM5ORn79u1DWFgYTpw4gf3796sIg7m5uey9w9HREU5OTnj58uVHnoWS\nYUQjRkAaM2ZMuZTz+PFj9OzZE3FxcbCzs0OHDh1QvXp1iMViPHjwAKtXr8by5ctx4MABdO/evVxs\nqMpMnz4dS5cuhaurK77++muIxWL8/fff6NatG1asWIGwsDDdO4FC4NIm4K1YsQIZGRkICQkpcR9j\nx45lB5xooqS6PXr0aBw9ehS7d++mESk+Q5Sn1rJj3sEl+UDqIwCK+4hL804q26S+fI99vyicJBxr\nWKDvzKalKruubV2N6eLX7wFhBxibWbBpPDtT2AyqA76LYf0uPt8OfH7FRko2FCsrK51tuKpQFZx4\nCCFYsGABFixYALlcjsaNG6N///6wsbFBTk4OYmNjsWLFCixduhQrV67EhAkT2G0XLVqEWbNmoVq1\nahVmb3lBdRhKeUB1mNJDdZjygeowFH2gOkz5U5k6DMPChQsxd+5c2NnZoWvXrnB2dsabN29w584d\nnD17Fp07d2bzzp07Fzt37kS9evXQuXNn2NjY4NGjRzh06BAOHTqE33//HZMmTSr9CdEA1WGqBpWp\nw1y/fh2BgYHIz89Hp06d0KNHD2RnZyMqKgpjx47F3r17cezYMTVdZfPmzRg9ejSEQiG6du0KDw8P\nZGVl4d69ezhy5AiGDRtWqnNRVaGOPJ8qytNqeXcCuEXOGPGZ8UjLVzjI1LaqDUB1NEmwlzXe/3ie\n/b/A0QH4MNW6TTXXcjNZE5U5rdanCpHJIU0vYC8rx5gLIyuTEkXiynbiAaDRS3XixIlYuXIlli1b\n9p8Jw3v69Gn06dMHPB4P69atw8iRI9Uc2AoKChAZGYl///23kqwsmVq1alW2CRQN+Pr6qrWzcePG\nYc2aNZgzZ065ec9/DtSpU6eyTShX7OzsKuUZa2Vl9dmO3KSUHcyL+4wZM7BkyRKsXbsWy5cvL/Ny\nJkyYgHXr1qFBgwbYvXs3vL1VIzHKZDLs2LEDBw8eLPOyK5vZs2fj8ePHmDp1KiIiItj05cuXY/Lk\nyRg/fjyOHTumcz8lten//e9/AIBhw4ZBICiaasbLywuHDh1Cly5dVPo7P/30E5o1a4aDBw9i3759\n6NOnD7tOKBTiyJEj8PX1hbOzM8LDwzF//nxDD1tvsrKysHv3bnh6eqJBgwbYt28fbt26hcaNG5dp\nOcnJyWjXrh2SkpIwZcoU/PTTTzA1NVXJk5KSgvnz5yMzM7NMy/4UuHz5MpYuXYpatWrh+vXrsLa2\nBgB89913aNKkCaZPn84KNLrQNlLv0aNHmD9/PjuyUBtbt27Fvn37sGrVKowfP15jnpLqdvPmzbF3\n7161uk35PEj94MjDJTI8/ut3GDVrjkY+zgD5MJLYtjYgUP1YJimUssvGOqLoGgIhBLlX3yDr8DNw\nuEVOPMbOMtiPa6QzYi+lfCnuxGNkZARHR8cKj8SzYMEChIeHw83NDTt27NDoWJCSkoJly5bh3bt3\nKunOzs5wdnauKFPLDarDUMoLqsOUHqrDlA9Uh6HoA9Vhyp/K1GEAxcCTuXPnon379ti3bx87HW1O\nTg4AwMTERCV/p06dMHPmTDRq1Egl/dy5c+jQoQO+++47fPXVV2XWL6Q6TNWgsnWY8PBw5ObmYvPm\nzRg+fDib/uuvv6J58+b4999/ceHCBbRt25Zdd/XqVYwePRr169fHsWPH1CLOSSQSfG7Q8CefKg8P\nFy0Xm1Zr/d31GHNiDMacGINrb6+h7oDaiLDMR4RlPjJNOfBNfwb5h9GFxm5uqNu5G4JGjIVvxy6o\nXq9BRR6FWkQeSskQQiDNLARkH0K1czgwsjEFh1u1nXi0ERwcDABITU1VW1dYWIjFixejYcOGEAqF\nsLCwwJdffoldu1TDiD98+BAWFhbo2lX79HINGjSAsbEx3r59C0BxHrds2YLWrVvD3t4eJiYmcHNz\nQ8eOHbFz584yPEJVZDIZxo0bB6lUiuXLl2P06NEao1CZmJhg9OjR2L59u0q68tzjx44dQ0BAACwt\nLVWcuA4cOIAhQ4bAy8sLIpEIZmZmaNKkCZYvX641xP+TJ0/w1VdfwdraGiKRCK1bt8bhw4c15gVK\nnpt9x44dCAwMhLW1NUxMTFC3bl0sXLgQhYWFanmZcIdpaWkYM2YMG9bQx8cHmzZtUskbGhqKwMBA\nAMD8+fNVQvJpmm/68OHDaN26NUQiEaytrdG3b1/Ex8drtPnNmzeYMGECPDw8wOfzYW9vj969e2sN\nLa5v3WQ4dOgQ2rVrxx6fi4sL/P39sWrVKgBFITLPnTvHnhfm97HzhTPhCq9fv65xfV5eHpYuXQo/\nPz+2vrRq1Qo7duzQeuzh4eGoWbMmBAIBatSogTlz5qCwsFCjvcpzgm/fvh0tWrSAmZmZWv25du0a\n+vbtCycnJ/D5fLi5uWHs2LF4/fq1mg3Pnj3DmDFj2GksbGxs0KBBA4wbNw7p6elsPrFYjOXLl6Nx\n48awtraGUCiEh4cHevTogZMnT6rsU9u5fvfuHf73v//B29sbJiYmsLa2RseOHdW2B1RDa8bExKBL\nly6wsrKCUCiEv78/Ll++rPGcaoKpE6GhoXj69Cn69u0LW1tbmJubIzg4GPfu3QOguHcybcfExATN\nmjXTKBRqm5vdkDZYmZTGTrlcjtWrV6NZs2YwMzODSCRCs2bN8Oeff370dCdJSUmYNGkSPD09YW9v\nj+rVq6N58+b44YcfNOYNCwtj24ytrS26d++usU0qX6c9e/agefPmEAqFsLGxwYABA/Dq1Su1bfRt\nD9rqAKBa35RJTk7G9OnT4e3tDZFIBCsrK3h7eyM0NBTPnj0z/MRpID09Hfv374enpycWLlwIR0dH\nREZGoqCgQPfGBnD58mWsW7cONjY2OH78uJp4BCg+rg0ZMgSRkZEl7qugoABWVlZwcHCAVCrVmGfc\nuHHgcDgqz9LSPJ/LgtzcXGzbtg0ikUjNGSYsLAweHh44fvz4R11TqVTKOmQXH0EVFBSEbt26qfV3\nnJycMHLkSABQq5d8Ph8hISEV9uEwMjIS+fn5CA0NZdvBunXryrycOXPmICkpCQMHDsRvv/2mJh4B\ngIODA/744w8MGDCgxH0Z0i8ypG924cIFdOvWDa6urhAIBHByckLLli1V6g6Hw8GWLVsAADVq1GDL\n1UfYKYnVq1cDAL7//ntWPAIU/c4JEyagsLDwo59NjGA9YsQIrR/SX7x4gUmTJmHUqFElRvwoqW6P\nG6eYjkjTPZfyaSOXE6S9LwQIQXDKSby5ewunN67GjSil6B3OX6htJykomi6Ab1L68XT599OQsvoO\nklfcVvwibiLr4FNAqnAUIdIC5N/cCNN6EoOdeNLSziD6endEX++Op88idG9QjiQnJ2PPnj1Ys2YN\n1qxZg19++QVPnjypVJsMpao48Tx79gwLFy4En8/H0aNHtUYHcXBwwE8//YQZM2aopGsK4c/0HceN\nG4f4+Hj0798fDg4O4HK5Jd73qA6jCtVhqA5DdRiqw1AdRn+oDkN1GKrDqFKSDiOXyzFz5kwIhUJs\n376ddeJRpnifNDQ0VM2JBwD8/f0REBAAsVhs0D1VF1SHKeK/rMMwbaB4JCSRSIR27doBUP92PGPG\nDMhkMkRGRmqcNrKi37cqAhqR51NEUgC4NgPy0gBpIVAzQGU1L1uInnenwLzQGu+MeTjplMJOkR5Q\n1wEFZw6xec3btYODR004eOgO41YeKHduKtJLXSrNxbXoEHC5JhCJPOHmOhTW1i0rrPzSIssRgxQU\ndVZ4NibgGmv3x6vKTjwA2Jewpk1VQ4uLxWJ07NgR586dQ506dTBhwgTk5eVhz5496N+/P2JiYvDT\nTz8BUIzgaNu2Lc6fP4/Hjx/Dy8tLZV+XL1/GvXv30KdPH/bG/v3332PRokWoUaMG+vXrB0tLS7x5\n8wbXr1/H7t270b9//3I53rNnzyI+Ph5ubm7sx6uS4PE036L37NmDY8eOISQkBOPGjVMR1WbNmgUu\nl4sWLVqgWrVqePfuHU6fPo3Jkyfj+vXr2LZtm8q+4uPj0apVK6SnpyMkJAS+vr548uQJevbsaXC4\n8lGjRmHjxo1wdXVF7969YWVlhatXr2Lu3Lk4deoUTpw4oXZMWVlZ8PPzA5/PR9++fVFQUIA9e/aw\nI+QYT1wmVPGWLVvYDiRD8Q7Lvn37cPToUfTq1QsBAQGIiYnB3r17cebMGVy+fFnlxSEhIQFt2rTB\n69evERQUhIEDB+Lly5fYvXs3Dh8+jL1796o4iRlSNwFFR2Xs2LFwcnJCt27dYGdnh5SUFMTGxmLT\npk0YP348GyJz8+bNeP78uUq4zI/tjDHCsaYOTFZWFoKCgnD79m34+vpi5MiRkMvlOH78OAYNGoT7\n9+9j4cKFKvvq06cPDh8+DE9PT4SFhUEikWDz5s24f/9+iXYsXboUJ06cQLdu3RAYGKgy0nPTpk34\n+uuvIRAI0L17d7i5uSE+Ph7r169HVFQUrl69yoYifvPmDZo1a4bs7Gx07twZffr0QUFBARISErBt\n2zaEhYWxTqGhoaHYsWMH6tevj2HDhsHU1BSvX7/GxYsXcezYMbRv375Em5m6+eDBAzRr1gxTpkxB\nWloadu3aheDgYPz5558YO3as2nY3btzAzz//jFatWmH06NF48eIF9u7di3bt2iEmJkbji6s2EhMT\n0aJFC9StWxehoaFITEzE/v37ERAQgCtXrqBTp06wsLBA//79kZGRgb///hshISF4/Pix3uGb9W2D\npaGwsBCRkZF48eIFRCIRGjZsiLZt25bqGWSonUOHDsX27dvh5uaG0aNHg8PhYP/+/Rg/fjwuXryI\nv/76q1THdOPGDXTs2BEZGRlo27Ytunbtiry8PDx58gTh4eGYO3cum/fWrVsIDg5GRkYGOnbsiN69\neyMtLQ0HDhxAmzZtsH//fpUwtgyrVq3CoUOH0L17d/j7++PatWvYuXMn7ty5g5iYGHaUjSHtwVDy\n8vLg5+eHp0+fokOHDujWrRsIIXj+/DkOHjyIvn376hUCWBdbtmxBYWEhQkNDwePxMHjwYERERGD3\n7t0YOnToR++fYc2aNQDACpAlUXwUU3FMTEzQv39/rF27FkePHkW3bt1U1hcWFmLXrl1wdHREx44d\n2XRDn8/aCA0NxZYtW7Bp06YS5wdnuHLlCvLz8xEcHKwm3nC5XAQHB2Pt2rU4c+ZMqa/pwYMH8fbt\nW7Rt29agkbXMs0lbf6eiWLduHbhcLoYNGwYnJyc4Ojpi+/bt+PXXXyESicqkjPz8fPYaawuLrYyu\neqhvv8iQvtmxY8fQpUsXWFhYoHv37qhWrRoyMjIQFxeHVatWsXbPmzcPBw4cwJ07dzB58mRYWVkB\nAPsXUPR5AwMD4e/vr7czy+nTpwEoRgIWJyQkBD/88ANOnz5d6uhMYrEYW7duBYfDwddff60xDyEE\noaGhsLS0REREhMp7lCFUlbpNKXsy8sSQygnsxWnwzCsS3gtMXIAuEcCbO4BHG7XtJIVFjjyljcgj\nl8iQsfsxiJJTkDJEmoHcMxEguSngcAYbvH+JJAs5OYo+vUjoWSobP5bc3FycOXMGN2/eZN9jGLZv\n345WrVqhbdu2Ou+RlU1VceIBFO9aUqkUgwYNgo+Pj878hty3EhIS0K5dO3h5eWHw4MHIz8+HhYWF\n1vxUhymC6jBUh6E6jGaoDkN1GE1QHYbqMFSHUackHeby5ctISEhA3759YW1tjcOHD+PevXswMTGB\nj48PWrRoYVBZ5fF+S3UYqsMAgI+PDx4+fIjDhw9jyJAhbHpeXh5Onz4NkUiEVq1aselJSUm4cOEC\nmjZtCh8fH/bdkcPhwNfXF4GBgRod9j95CCH0VwV+AG56enoSjbxPJeTZecXv7f2idKlE9f8P/PXb\nObJy7CmycuwpErnpOOm24gJxn/kPcZ/5Dzlw8wV5/GVb8sC7DnngXYfkRkdrLrOCkEqlJC0tjTx6\n9IhkZ2dXWLkFhank5Kma7C85+WiZ7v/BgwfkwYMHJea5tCuS/NqvC/m1XxdyaVek2vozW9ax668f\n2ktkeRJS+DKb/R1b8Ru7/s4Jdfv3//oju/78/t3k9evXRCaTsev3LQ5n1z+5cVVt+xf37pTiyNWB\nYhIwMm/ePPY3depU0qZNG8LhcEjXrl3Vrv1PP/1EAJCQkBAikUjY9OTkZOLu7k4AkEuXLrHpW7du\nJQDIt99+q1b+8OHDCQDy77//smk2NjakWrVqJDc3Vy1/ampqWRy2RubPn08AkCFDhpRq+02bNhEA\nhMPhkKNHNdfZJ0+eqKXJZDIybNgwAoBcvap6rTt06EAAkGXLlqmkHzhwgL12mzZtUlnn7u5O3N3d\nNdrWq1cvkpeXp7Ju3rx5Gstg9j9q1CgilUrZ9Pv37xMjIyNSt25dlfxnzpxh65ImGBsAkKioKJV1\ny5YtIwBIUFCQSnpwcDABQBYuXKiSfunSJWJkZERsbGxITk4Om25o3WzcuDHh8/kkOTlZzd7idc3f\n358oHsuGwRz38OHD1daNHj2aACBdu3ZVW8e0jQULFqi0wfz8fNKxY0fC4XDI7du32XSmnX355Zek\nsLCQTc/MzCTe3t4EAPH391cpg7n2QqGQ3Lp1S82GR48eEWNjY1KrVi2SlJSksu7UqVOEy+WSnj17\nsmnLly/XWJcIIeT9+/ds3cvKyiIcDoc0adJEpW4xpKWlqfyvyfYxY8YQAGTMmDFELpez6Y8fPyYW\nFhaEz+eThIQENp2pn5razOrVqwkA8s0336jZoomEhAR2X8Xr5oIFCwgAYm1tTcaOHatyX2eu0ZQp\nU1S2Ya7DmTNn1I7bkDZoCEx7KP6rUaMGOXv2rEH7MtTO7du3EwCkUaNGKu33/fv3pEmTJgQA+euv\nvww+psLCQuLh4aGyfXZ2Ntt+Xrx4weaVSCSkVq1aRCAQqB3vq1eviIuLC3FyciIFBQVsOnOdzM3N\nSWxsrMo2AwcOJADIzp072TR924PyvovXAUKK6pvyPeTQoUMa6xJzHsqqz1a3bl3C5XLJy5cvCSGE\n3L17lwAgbdq00ZifqQslwdQ95fZZs2ZNAoCcOHGiTOy+fPkyAUD69Omjtm7Xrl0EAJk2bZpKuqHP\nZ+YerXwcyunF7zPaWLlyJQFAwsLCNK7/5ZdfCAAyY8YMvfanCeZZaki7kkgkpF69egQAOXbsWIl5\nmfq7bt26UtuojStXrhAAJDg4mE2bNm0aAUDWr1+vlr+kZy4D8zxQfq6cP3+eACDVqlUrM9v17Rfp\n2zfr3bs3AUBiYmLU9lW8z6Ktfha3rfizVRvv378nAIiZmZnG9ampqQQAcXBw0Gt/mmCeDR06dNCa\nJyIignA4HPZewdwf/fz89C5HIpGQ+vXr61W3i6PPOyQhhHh6ehIAN0kV0DE+h1+JWkwx7r96R9xn\n/kNqf7eP9A2PJI+uXCC3jh5S6Stq4s7pl6xGc3b7Q73KKk7KsyTycuZ59d+s8yTjQDyJbxfM6jz5\netSj4rx+vY/VR+7dm6Z7gzJEIpGQy5cvk0WLFqnoBsV/y5cvJ/n5+Xrtszw0meIcX7NcTZPJz88n\nz58/J4mJiWTnT/PY9Q8unFHbviI0mcDAQK3PNH3QdL9XflfRpMEQovndluowRVAdhuowVIehOgzV\nYfSD6jBF54HqMFSHUaYkHSYiIoIAIBMmTCANGjRQuyf4+fmRlJQUvcpJTEwkAoGACIVCkpGRUWp7\nlaE6DNVhGOLi4oizszMxMjIi3bp1IzNnziTffPMNcXNzI87OzuTIkSMq+fft20cAkIEDB5KAgAC1\nut2gQQMSHx9vsJ1VXYv5DF2TPkNeXAG2dFX8zvxYlG7EAxzrqWSViGXIeVoUFk5UYI/YJIXHPY/L\nQWtZKqQpKQCAAntbmGoIl1aRGBkZwdbWFl5eXhpDvJUVRCHQsQj4dnBxUYRKEwprwMZGfdRcVYLI\nCaSZReENOQIjcIy1e9Ln5ORALBaz//N4PDg6OlaqN+L8+fPZ32+//YaLFy+ibt26GDhwoNq137hx\nIzgcDiIiIlQ8fR0cHFgv+/Xr17PpXbt2hbOzMzZv3qwSni4rKwu7du1CrVq11EZ9GBsbaxyNUJ6R\noZipvapVq6ZxfXh4uNovKytLLV+PHj00eskCmudN53K5mDx5MgDg+PHjbHpSUhJOnDiBGjVqICws\nTK0Mf39//Q4MwO+//w4ej4eNGzeqhSicO3cubG1tNY68EAqFiIiIULkW9erVg5+fH+Li4th5Ww0h\nKChIbaq1sLAw1KpVC6dPn8bz588BKI7/33//RfXq1dVCiLdu3RoDBw5ERkYG9u3bx6YbWjcBRfvT\nNBKrrOtaTEwMW2+mTZuGZs2aYf369XBxccHSpUtV8qanpyMyMhJNmzbFlClTVNaZmJhgyZIlIISo\nhBVnwjcyodkZrKysVEa/aGLMmDEaw3P++eefkEgk+P3339XaRVBQELp3746oqCi1eqApDKZIJGLT\nORwOCCEQCAQa73u6RsdIJBJERkbCzMwMixYtUgmb7unpiUmTJrEe5cXx8/NTG50xcuRI8Hg8REdH\nl1hucTw8PDBtNjTFAAAgAElEQVRr1iyVNGbEU2FhIX755ReV4xs0aBB4PB5iYmL0LqM82iCgCJd5\n6tQpvH37Frm5ubh79y7Gjh2LxMREhISE4M6dOwbtzxA7N27cCABYvHgxzMzM2HSRSIQlS5YAUG+n\n+hAVFYXExER0794dgwYNUlvv5ubGLh8+fBhPnz7FxIkT1e6lLi4umDFjBt6+fYtTp06p7WfSpElo\n0EB1qlNm1IKmOqSrPXwMmvbB5/PLpM92/vx5xMXFoX379nB1dQUA1K9fH40bN8bFixcRFxf30WUw\nvHnzBgDYcj6WVq1awcvLC1FRUWoRO5h7ZfHRiYY8n0ti0aJFiIuLQ69evfTKz4y8tbS01LieSdfU\n39CHxMREnDx5Era2tujTp4/e282aNQsPHjxAcHCwyoi5ioYJ8at83x4xYgSAsg3rXNZ1UB9K2zfT\n1O4N7bM0b94ccXFxGp+TmijvegoUXeviYccZHjx4gNmzZ2PcuHE6R4uXxKxZs3Dv3j107ty5Uus2\npXxIyVG8k0u4fPCr1YJXyzZo1KmbSl9RE5LCoqi6pY3Ik/2iKKT4Q8vncAjzhUOYL5xnt4BFgD0k\nSS8AABxjYwg0PHN0YWcXgGZND6BZ0wOoWXOK7g3KiMTERPz55584fvy4ypQONWrUwPDhwzFmzBiM\nGTMGY8eOxTfffAMTE5MKs81Qikfi0VUvKoKSNIjExEQ1/WHZsmV679vBwUHtXUUXVIehOgzVYagO\now2qw1AdRhNUh1FAdRiqwyijS4dJ+fD9d/Xq1cjPz8fJkyeRk5ODe/fuoV27drh06RK++uorneUU\nFhZi8ODB7BSPylMvfQxUh6E6DEOdOnVw/fp1tG7dGlFRUViyZAn+/PNPvH37FkOGDEHLlqqz6DB1\ne9euXYiLi8O+ffvw7t07PHnyBEOHDsXdu3fRpUsXlW/jnwM01vNnRlJcBqQShSMP38QI2XUtgUTF\n3LatatmCXFDM/fvWQojbLlaQHD6A5j36Vpq95QkhBFlZ1/D8xTrY2QbC1XWIynr36l/D0uILODn1\nAJdbtUMzy/MkgPyDM5IRBzwbE0CLJlR8Oi1AcdOt7JBiys5Uubm5uH//PmbNmoXBgwfj/v37+PFH\nhZNaTk4Onjx5gmrVqmmcniEoKAgAcPv2bTaNx+Nh2LBhWLJkCfbu3ct27Ldt24b8/HyMGTNG5QVw\n8ODBWLFiBXx8fPDVV1/B398frVq10vrQKk5MTAwOHDigkmZlZaX2Iq7tHGgT9DSFqAsNDVUJkQco\nHsraSE9Pxy+//IIjR47g2bNnyM3NVVmvPLcvcw7btGmjUUwLCAhg5wsviby8PNy5cwd2dnZahT+B\nQKDxZcDT01Nj+G3mRSwrK8vgFxVNwpeRkRHatGmDp0+f4vbt23B3d2eP/8svv9Qo8AQFBSEyMhK3\nb9/GsGHDSlU3Bw8ejG+//RY+Pj7o378//P394efnB3t7e4OOSR/u3Lmj9lJevXp1XLhwQS287/Xr\n1yGTycDhcNgQ1MrhIyUSCQCoXLPbt2+Dy+WidevWamW3aVOyM6S2OnvlyhUAwLlz5zTOVZ2SkgKZ\nTIbHjx+jSZMm6N69O2bPno0JEybg+PHj6NixI/z8/FCvXj2VdmVhYYFu3bohKioKvr6+6NOnD778\n8ku0aNECQqGwRFsB4OHDh2xIWxsbG7X1QUFBWLhwocq1Zig+VSCgEKwdHR2RmZmps2xlfH191dqm\ni4sLAGh0gGXC9iclJeldRnm0QUA9ZGn9+vWxevVqmJmZYenSpQgPD8f+/fvLxc5bt26By+WqhDhl\n8Pf3h5GRkcZrp4urV68CgF7h7pm6/fz5c4SHh6utj4+PB6BoY8XDOmuqQ8xxKtchfdtDafD390e1\natWwePFi3Lp1C507d4afn5/GOllamJdz5mWdITQ0FLdu3cK6desQERFRJmUxlOUHteHDh+P777/H\n33//jfHjxwNQzGd//PhxNGrUCA0bNlTJb8jzuSScnZ11hqU2hI/92Lhu3TrI5XIMHz5c76lOli9f\njqVLl8LLy4t9qa8MsrOzsWvXLlhaWqoIcoyQee3aNcTGxqpdy9JQ0R91S9M3Gzx4MPbt24cWLVqg\nf//+CAwMhJ+fX6lEL6FQaNA0a/pS2vMXHx+Pc+fOwdHRET169FBbL5FIMHToUDg7O+Pnn38utX1M\n3a5Tp47eYdopnxYpOUWDRhzM9XcokRR8/NRaha9ywNxlX9tkgO9a1D/LvXqLXRZ4eoKj9LFXX4yN\nrWFsXDbivKEoT7luY2OD4OBgeHt7VwlHGH2RSCRq02lVBaejkp4/iYmJahqEu7u7Tl2DoX79+gZN\nc0Z1GAVUh6E6DNVhNEN1GKrDaILqMFSHUYbqMAp06TAymYwtZ8+ePfjiiy8AKKYx2r59Oxo3boxz\n587hypUrKtMWFd/H0KFDcenSJfTv3x/Tp08vla3FoToM1WGUuX37Nnr27AkHBwdcuHABvr6+yMrK\nQmRkJObMmYMDBw7g+vXr7PsCU7dlMhnWr1/POpFbWFhgy5YtiIuLw40bN7B3714MHDiwVHZXRagj\nz2fGsztp7HL9AFeselI0aiu4niNyFp5CplCAGHcnEAAXtm8Gjy9A45BuGvZWPojFYiQnJ6t4TJcH\nyclRuP9gKgAgN/cpXFwGgMstqvJCoQeEQo9ytaEkWn81GK2/0j53fcCw0fAfOgqyzEKFIw8AcACe\njSk4RlwEj5mI4DETVbZRduJpMWgEvgwdqzUST6+Z89TSlHHz+fiHpTZEIhGaN2+Offv2wdXVFT//\n/DPGjRsHNzc31hNUW+eISS/uCTpixAgsXboUa9asYR151q5dCz6fr9Y5/e2331CrVi1s3LgRixcv\nxuLFi8Hj8dC5c2csXboUtWvXLtH+mJiYUglejO3aOonKzk5t2rTBpUuXNOZzcnLSmJ6VlYVmzZoh\nISEBzZs3x7Bhw2BjYwMej4esrCz8/vvvKhGLmHPt6OhoUDnFyczMBCEEqampBs+XWVwcY2BGWTEP\nZ0PQdTzMcRta10pTN6dNmwY7OzusWrUKy5cvx7Jly8DhcODv749ffvlF44tiaRk+fDg2b94MQghS\nUlKwYcMGzJkzB926dcOVK1dUhBNGLL9+/bpG4Ybh/fv37PK7d+/Y+lQcbeecQVtdYuz45ZdfStye\nscPd3R3R0dEIDw/HsWPH2FF6bm5umD59OiZNmsRus3PnTixZsgTbt29nxQwTExP07dsXv/76a4k2\nl/Y+BJRcpw2tz5pEbeb8axO8eTweKwDqQ3m0wZIYN24cli5divPnzxu0nSF2MnWVr+EjFo/Hg52d\nHevBbwjM9dY2mlcZpm7v3r27xHzKbYxB07FqOk5D2oOhWFhY4OrVq5g3bx4OHTrEjlKys7PD+PHj\nMWfOHI3Cu75kZmZiz549sLKyYueYZhg0aBCmT5+OrVu3YtGiRSqiBDPKUy6Xa3VQlssVDu3K652d\nnfHs2TMkJSXB29u71HYrM2zYMMydOxdbtmxhBaS//voLUqlUbRSYoc/nsoS5VzD3teJkZ2er5DME\nqVSKTZs2AdA+uqY4f/zxByZPnox69erh4MGDGkX6iuKvv/5Cbm4uxo4dq/axdcSIEbh16xbWrl2L\nlStXsulMvWLqmSY01UFG/DdE4P8YStM36927N/755x8sXboUGzduxJo1awAATZo0waJFi9ChQ4dy\ns1dXPdU1UkwXa9euBSEEI0aM0HjvWrRoEW7fvo0zZ86ojCA2BOW6ferUqUqt25TyI1XFkUd/BwZJ\nYdHzm29SOhnO7p05xFCMfP+yqWrUqIL7D9hlEx/VqM3aSEz8EzJ5Pjzcx8HISPcH1vLCw8MD9erV\nw9OnT+Hv74/mzZtrfN8oD/TRZAKGjda6ntFk8vPzkZqaquLE4+joiG5TZgJTZmrdviI0GWdnZzx8\n+FCjBhEQEMDaLJVKDe7b6XoHLA7VYRRQHYbqMFSH0QzVYagOowmqw1AdRhmqw+inwzCRc2rWrMk6\n8TCYmpqiXbt22Lp1K6KjozU68shkMgwZMgS7d+9Gv379EBkZWWbOMFSHUeW/rMNIpVL069cPqamp\nuHbtGttvMTMzw6xZs5CcnIxly5bht99+Y50zmbotEAjUHDI5HA569OiBGzduIDo6+rNy5KFTa31G\nyGVyJCo58jjUscKVp0UjmwJF+RA/fQrzAjGs8xWhpaydXeDdqmKnlTp79iw2bNiAQ4cOIS8vr9zK\nsbdvDx5P0QkrKEjCu2zDvb4rG3mepMiJB4CRpQBcLSP4srOzVSLx8Pn8Sp9OSxdWVlbw9vaGVCrF\nrVuKUYTMg4EJf1wcJiRe8QeIi4sLunXrxoaIvHz5Mu7du4devXqpjboxMjLC5MmTcefOHSQnJ2Pv\n3r3o1asXDh06hE6dOunsxIWGhqrNU5iYmKjzeP38/AAo2kBJHQ9daOs4rV+/HgkJCZg3bx6uXbuG\nVatWYeHChQgPD0f//v3V8jPnMDk5WeP+tF0Dbftp1KiRzvkcKwJdx8PYa2hdK23dHDZsGK5evYr0\n9HQcPnwYo0aNwvnz59GxY8dSvcTqgsPhwNHREbNnz8a3336L2NhYzJkzRyUPY+PUqVORnZ2N7Oxs\njdfrzJkz7DYWFhbIyMiAVCpFcbSdc2WbNKHcYSyp3iiP7qtbty527tyJ9PR03LhxA4sXL4ZcLsfk\nyZOxYcMGNp+pqSnCw8Px+PFjvHjxApGRkWjTpg0iIyPRt2/JkehKe60punFwcAAAtVEwZYmlpSUy\nMjI0CmlSqRRpaWkaR5XpghF29Bmxw9SNgwcPlli3i4+YMxR92wPTF9DUfrWFSHV1dcWGDRuQkpKC\ne/fuYfny5bC1tcWCBQuwYMGCj7J769atKCgoQFZWFkxNTcHhcNifnZ0dxGIx0tPTsXfvXpXtmPOq\nPHJfGUII2xdSFuKY0aqaQmiXFldXVwQFBSE6OhoPHz4EoAjnbGxsrBby29Dnc1nCCGaPHz/WuJ4Z\nlejl5WXwvqOiovDmzRv4+/vrJcwtW7YMYWFhqF+/Ps6cOWPwB8CyhhmNuGbNGpU6yOFwMHGiwlk+\nMjIS+fn57Da66iAApKUp3seU62DTpk0hEAiQlJSER48elfmxFKe0fbMuXbrg9OnTyMzMxKlTpzB1\n6lTcv38fXbt2xYMHDzQVVSaIRCJUq1YN79+/Z5+xynxMPRWLxdiyZQs4HA4bHr84t27dAiEEAQEB\nKvWgRo0aAIBLly6Bw+Fo/ZhRvG7r+xGW8umh7Mhjzzjy5KYDq1oBW3sAh7/VuJ248OMi8hA5geRN\nUd+puqeqw0OB0qhOk3q6HXny818hIXEFEhP/wJWrHZCX99xgmwxFJpPh6tWruHv3rtq6Tp06YdKk\nSWjdunWFOfGUFdqceD7mQ1tZwmgQZdkHYjD0gw7VYRRQHYbqMFSH0QzVYcoPqsNQHQagOsx/SYdh\n0rW9vzLpyloHg1QqxcCBA/H3339j0KBB2L59e5n2z6kOQ3UYhocPH+LJkyeoW7euRg0lMDAQAHDz\n5k02janb5ubmGr97M44+mur2p0zV/cJPMZiz16NRkKvoLAnMubibnw/ph+mYGrpawjRaMaqEJycI\ncPdEw3ad0Pf7hRBZVVz45Ldv37JhDm/duqX1YWYIYnEGEhJWQCxOU0k3MhKievWRcHEZgFYtT8Da\nqtlHl1WRyMUyyLKKhAyu0BhckWYxKDs7WyXM46fgxMPA2M0IKubm5qhVqxZevXrFPiyUYV5oGzdu\nrLaO8cReu3YtO1XD2LFjSyzfwcEBvXv3xq5duxAUFISnT5/i3r17pT+gEggICEDt2rXx8uVL1nO6\nLHny5AkAaJwbVVNoZmau7IsXL2oc7XH27Fm9yjUzM4OPjw/u37+vNq1bWcKEEdU1MkXTscpkMly8\neBFA0XErH7+ml6ride1j6iag6Eh27twZ69atQ2hoKDIyMnDhwgWDj88Q/u///g/29vZYuXIlEhIS\n2PTmzZuDy+WqlK+LRo0aQS6X4/Lly2rrmHNrKMw8p4bYwcDj8dCkSRPMnDkTO3bsAAC1UOsMbm5u\nGDx4MI4fPw5PT09cvHixxM6/t7c3hEIhYmJiNIZh1nWtKdph+gA1a9YstzKYuqpptNn58+chk8lK\nde2Y+nr06FG985ambpcGXe2BeZF5+fKl2rY3btwocd8cDgc+Pj6YOHEiTpw4obbv0sC8uA8cOBCj\nRo1S+zEib/G5sZmRREw9Kk5sbCxyc3Ph4eGhIhIyo5TWrl2rU/A2ZEQWM5/3li1bEBMTg9jYWISE\nhKg5EBv6fC5LWrZsCVNTU1y6dAk5OTkq6+RyOf79918ARS/IhqBrrmtllixZgqlTp8LX1xdnzpxh\nxeTK4saNG7h9+zZcXFw01sFRo0ahYcOGePfuHXbt2sVux9TB69eva+w7AEX1U3nkm6mpKYYOHQoA\n+OGHH3Tap089LKnf8LF9M5FIhKCgIERERGD27NkQi8Uq977y6LMwU2McO3ZMbR1TNpPHEPbv34/U\n1FS0b99e67OnQ4cOGusAI/A6Ojpi1KhRGDZsmNq2Va1uU8qXlJwCAECvNwdRsOdX7F8yHzkvHwIp\nD4BnZ4EEzc99lam1TAx35JGm5YOIP4wyNTeGkYXqaPcCJYHXpG5dnft79Xo75HLFfYbPt4WpqeGh\n2w3h8ePHWLVqFY4dO4bjx4+r3eMsLCwgEonK1YbyoKo78QCKvgqPx8OePXs0TrFUWVAdhuowVIfR\nD6rDFEF1mNJDdZjygeowCqgOo05l6zBt27YFj8dDfHw8xGKx2nrGOcTDw0MlXSwWo2/fvti9ezeG\nDRuGbdu2ldm0bgDVYXTxX9NhmPPNOGEVJzVVMduQcqS3hg0bws7ODmlpaRrvK8z7RPG6/alT9b/y\nU/Qm9vozdvmd8yuciCsaYRBczxE5p06z/1u1D0aHMWGwsK84oVEul+Off/5hRQ53d3e10G6G8uLl\nJly6/CWeJSzDy6RtautreExA3To/Qiis8VHlVDREJoc0vQD44JzJMebCyEqgcTTFp+zEc+DAASQk\nJMDY2FhlvueRI0eCEILvvvtO5cGUlpbGPnRHjhyptr927drBy8sLW7Zswa5du+Dl5aXWISosLMSp\nU6fUPF8lEgn7gNVn7ubSYGRkhNWrV4PH42HixInYtGmTxhFhEomkVNGqmAdUceHn9u3bWLRokVp+\nV1dXdOjQAQkJCSrhCgHF6AVDOrXTpk2DWCzGyJEjNY4qyMzMZKMulRZbW1sA+H/2zjsuiuP9458r\nXIGjF1GkKKgoFgR/SGwIWLAhYtcoxmiiX40xxkJiFElsxBprjCj2XqIYO4otFiR2QFFEQFF6b8fd\n/P44b+G4OzwQFGXer9e+WGZnZ2Z3Z3dnP/fM8yAhIaHSfBcuXMCJEycU0tatW4dnz57B3d0d1tbW\nAMqOPz4+Xilu6c2bN7Fnzx4YGhoqxGutat88ffq0ygGmfAZY+b6m6fFVBV1dXcyZMwdisVghPrSZ\nmRlGjx6N27dvIygoSGUbnz17piA6yX+8+uWXXxQ+ArKzszUaDKti6tSp0NLSwg8//KDSsLOkpETh\nA/zWrVsqB2nyNPn5lLtkrEh+fj5yc3PB5XJVuvuVw+PxMHr0aOTl5WH+/PkK2549e4Y1a9ZAS0uL\n+RigKKLug+XFixeYOnUqAODLL7+stfrl9+BPP/2k8CwtKCiAv78/AODrr7+ucrkDBgyAjY0Njh8/\nzog05Sk/Q2zgwIGwtbXF+vXrcfLkSZXlXb9+/b08E2p6PwAy0RgAQkJCFO73xMRElbO6Hj58qHKG\ns6qyq8q///6LR48eoWXLltizZw+Cg4OVlv3798Pa2hrh4eEKzwa5YDN//nyld01xcTFmz56tkE9O\n586dMXHiRKSnp8PLy0vljwBSqRR79+6t0n3t6+sLPT097Nq1C9u2bVNZN1D193NlJCcnIyYmRq3r\n24qIRCKMGTMG+fn5Cu8BQPZujI+PR+/evZU+rJ89e4aYmBi1LuJfvHiBs2fPwtjYWKUwVp7ffvsN\n/v7+cHZ2RlhYGExMTDRqe1WIj48Hi8XS+GNdLn59//33KvtgcHAwVq5cqZAXkF1LNzc3pKamYuHC\nhUrlPnjwAMHBweByuUrPuYULF6Jx48bYvXs3Zs2apXKGUFpaGqZNm4Z9+/a98xjeNW6o6tgsLCxM\nZZtU3ffvqrugoAAxMTFVGtNMmjQJALBo0SKFb5v4+HisX78efD5fKVxuWloaYmJi1Ao/ADQy7p8y\nZYrKPrB06VIAgJ2dHYKDg7FmzRqF/T5E36bULVJyZGKjaUkail8nIO6/CHCKy/0oqavO0xgBiy37\nlq+ORx7xq7IQELxGiuHfpPn5KJGP2dls8DXwkGbb9Ee0tF8KHs8EzZvNB4tVcwJ9eVJSUrBr1y7s\n2bOH+fE2Ly+v0pAynwqfghEPANja2jLfb3369FFpDACo9wxQU1Adpgyqw1AdhuowqqE6zPtBdRiq\nw1QG1WHKqA86jImJCYYPH47s7GylvnbhwgWEhYVBX18fXl5eTHpxcTEGDRqEY8eO4euvv0ZISMg7\nf1+kOowyVIeRoYkO07p1axgYGCAhIQHBwcEK27KysrB8+XIAst985XC5XKbM2bNnK4zpHzx4gG3b\ntoHL5b7TC+Cnxqfls5aiFkIIxHFCyCWDFk6NsfWC7ANFpzQfHcSJKLx7V7aRzYaou5vqgmqRyMhI\nJh4hm81G//793zu2Ip9nBqlUNisuKWkXbKy//ajx3WsCQghKM4oAyduHEJsFrrGQEf7K8ykZ8ZQf\ntOTn5yMqKoqx6ly8eLFCeIWZM2fi1KlTOHbsGNq1a4e+ffuioKAABw8eREpKCmbPns24ZywPi8XC\npEmTMGPGDACqXxSFhYXo0aMHbGxs0LFjR1hbW6OoqAjnzp1DdHQ0vL290VKDWYzVxdPTE4cOHYKf\nnx/Gjx+PX3/9FW5ubmjUqBGKiorw6tUrnD9/Hunp6Wjbtq1aF4iqGDt2LJYtW4bp06fj4sWLaNas\nGWJjY3HixAn4+vpi//79SvusX78eX3zxBaZPn46zZ8+iXbt2ePr0KY4ePYoBAwYgNDRUo7rHjx+P\nyMhIbNiwAba2tujduzesrKyQkZGB58+f4/Lly/jqq6/w559/anw8FWnRogUsLCywb98+8Hg8WFlZ\ngcViYcyYMYwoBMg+8gYNGoRBgwbBzs4O9+7dw8mTJ2FkZIQNGzYolPnnn3+ic+fOmDVrFs6ePYsO\nHTogMTERBw8eBJvNRkhICHR1dZn8Ve2bI0aMgEAgQJcuXWBjYwNCCK5cuYKIiAg4OzujR48eTF5P\nT08cPHgQvr6+6Nu3L4RCIaytrd9bpPjf//6HFStWYNeuXZgzZw5avXW3v27dOsTGxmLRokXYt28f\nunXrhgYNGuDVq1eIjo5GREQE9u7dy4SVGDt2LPbt24fTp0+jdevW8Pb2hlgsxuHDh9GhQwc8fvy4\nys8ee3t7bN26FePHj4eDgwO8vLzQvHlziMViJCQk4MqVKzA1NWXcpe7Zswfr16+Hm5sb7OzsYGho\niGfPniE0NBR8Ph/Tp08HIPuQd3V1RcuWLeHk5ARLS0vk5OTgxIkTeP36NaZNm6ZwXVWxdOlSXLly\nBevWrUNERATc3d2RlpaGAwcOIDc3F+vWrWPODUWRgwcPYunSpXB3d0eTJk2gq6uLZ8+e4Z9//kFR\nURH69u2LmTNn1lr9o0aNwrFjx3DgwAE4ODjAx8cHLBaLMR4dNmwYRo8eXeVyeTweDh48iF69emHU\nqFHYtGkTnJycUFRUhGfPniEsLIwRZ7S0tHDkyBH07t0b/fr1Q6dOneDo6AhtbW0kJiYiIiICcXFx\nSE5OrrYYo+n9AAAdO3ZEt27dcPnyZbi4uMDDwwNv3rxBaGgoevfurTRD7Pz585gxYwY6deoEe3t7\nmJmZISkpCceOHQObzcasWbOq1Wag7GNuwoQJavOw2Wx89dVXWLBgATZv3oxly5YBAPz8/HDmzBns\n27cPzZs3h7e3N8zNzZGeno6TJ08iISEBbm5ujFBYnvXr1zM/5LRs2RLdu3dHu3btwOfz8fLlS1y4\ncAFJSUlV+tgTCoUYOnQotmzZgg0bNsDY2Bj9+vVTyled97M6fvrpJ2zfvh0hISEqxSpVLF68GOHh\n4Vi5ciXu3r0LFxcXREdH49ixYzAzM8P69euV9vH09MSLFy/w/PlzlaJMcHAwpFIp/Pz8wOfz1da9\nfft2zJ8/HxwOB127dlUwhJDPvmnRooXSsSxdupR59t99+w0TEhLCzDzu0qWLQh+Sf7xr4vI5Ly8P\ne/fuBZfLhZ+fn9p8Hh4eaNq0KSN6Ojg4AAC2bNmCbt26ITAwECdOnICbmxsEAgGePHmC48ePo7S0\nFGvXroWtra1CeQ0aNEBYWBh8fHywfPlybN++HT179oSVlRVKSkoQHR2N8PBwFBcXazTb8l3joqqO\nzX788UfEx8eje/fusLGxAY/HQ2RkJC5cuABra2uMGDGCqdvT0xPLli3DxIkTMWTIEIhEIhgYGDA/\nEty6dQvu7u5wc3PT2LNAp06dMGPGDKxcuRJt27bFkCFDUFJSgv379yMjIwNr165V6ovr1q1DYGAg\nAgIClARSQDYLUx7GzdvbW6N2aEplfVuOjY2Nxvcp5dMgJbcYHGkp+FLZj6lsDhdCSU5ZBpHqsGpe\n37QBIQTSUgJWNT7VS8oZ8mhVMOQpevwYeGscwbdtCrZQ+M7yWCw2GjUaigYNvMHhqH+GV5eCggKE\nh4cjIiJCwXCDz+ejW7du6NixY43X+SH5VIx45MyfPx+EEPz222/o3LkznJ2d4eLiAiMjI2RlZSE+\nPh7nz58HIJvBXRtQHUYRqsNQHYbqMKqhOkz1oToM1WEqg+ow9UuHAYCVK1fi5s2bWLRoEdMHX7x4\ngaNHj0l59XoAACAASURBVILD4WDz5s0K451Jkybh5MmTMDExgYWFhUpjs+7du6N79+7M/1SHoTrM\n++gwfD4fq1evxldffYWJEydi3759aN++PTIzM3H8+HGkpqbC1dVVyQj0559/RlhYGHbs2IEHDx6g\ne/fuSE1NxeHDh1FUVIQVK1bAzs5OTa2fKO+K1UaXD7MAiGzWrBlRSdRxQgL0ZMveUSqzpCbmknXf\nhpF134aRNVPPkFP3XxDrOSdIi5mHyPyxY8mqkd7kUof2JKqFPYn/cozqemqRnJwcsnjxYhIQEEAC\nAgJIWFhYlfaXSqUkO+eBUrpEIiZXr7mRGzf7k+TkY0QiEddUk9+LqKgoEhUVVa19xVlFpDgxh1kk\nBaqPKTs7m8THxzNLcnIykUgk79PsWgEyv0IKC4fDIebm5sTb25ucPXtW5X6FhYVk0aJFxMHBgQgE\nAiISiUjnzp3Jnj17lPLm5OSQnJwcQgghGRkZhM1mEz6fT9LS0pTylpSUkKCgIOLl5UUsLS0Jn88n\nJiYmpGPHjmTjxo2kuLi4Zk+AGtLS0sjixYtJ165diYmJCeFyuUQkEhF7e3syduxYEhoaqnQ9Q0JC\nCAASEhKittxHjx6RAQMGEFNTU6KtrU2cnJzI5s2byfPnzwkA4ufnp7RPbGwsGTx4MNHX1yfa2trE\n1dWVnDhxQm191tbWxNraWmX9oaGhpF+/fsTU1JRoaWmRBg0akP/7v/8jc+fOJdHR0Qp5ARA3NzeV\n5fj5+REA5Pnz5wrpt27dIh4eHkRPT4+wWCwCgFy8eFHp/ISGhhJXV1eira1N9PX1ia+vL3n8+LHK\nupKSksikSZOIlZUV0dLSIsbGxmTgwIHk1q1bKvNXpW9u3LiR+Pj4kCZNmhChUEgMDQ2Jo6MjCQoK\nYvqsnNLSUvLTTz+RJk2aEC6XW+n5KY/8uFVdWzlr1qwhAIivr69CenFxMVm2bBlxcXEhenp6hMfj\nEUtLS+Lh4UFWrVqldA8VFhaSefPmERsbG8Lj8Yi1tTX5+eefSVJSEgFABg4cqJA/ICBA4Rqp4/79\n+8TPz49YWVkRHo9HDA0NiYODA/nmm28U3hc3btwgkyZNIm3btiWGhoZEIBAQW1tbMm7cOPLgQdk7\nIjMzkwQGBhJ3d3fSqFEjwuPxiLm5OXFzcyN79uwhUqlUoX515zozM5PMnj2b2NnZER6PR/T19UmP\nHj3ImTNnlPJevHiRACABAQEqj7Gy+6Yild2vlbVXXT3qrkN17kFNCA8PJyNGjCAtWrQg+vr6hMvl\nEhMTE9KjRw+yfft2pfP/LqrTTolEQtavX0+cnZ2JUCgkQqGQODk5kXXr1r33u/LFixdk8uTJxMbG\nhmhpaRFDQ0Pi4uJCFi5cqJT3zZs3ZM6cOcTBwYEIhUKio6ND7OzsyODBg8nOnTuJWFz2jq/sflHV\nJzS9H+RkZmaSCRMmEFNTU8Lj8YiDgwPZtGmTyrKjoqLIDz/8QJydnYmJiQlzvw8ePJhcu3at2ucu\nKyuLaGtrEx6PR1JTUyvNm5CQQNhsNjE1NVV4N0ulUrJz507i6elJjI2NCZfLJQYGBqRz585k3bp1\npKSkpNJyb9y4QcaPH0+aNWtGdHR0CI/HI40bNyY+Pj5k//79Ve4fV65cYcY3U6dOVZuvqu9ndX1b\nnl7ZWEAV6enpZNq0acy7ztzcnHz11VckMTFRZX5ra2u1z4DS0lLSqFEjAoDExMRUWq+8X1e2qLq/\n3dzcKt2n4vn6+++/CQAyd+7cd56Lv/76iwAggwYNemfeRYsWEQBk2rRpCukpKSnE39+ftGnThujo\n6BAtLS1iYWFBhg0b9s57pLi4mAQHB5M+ffoQc3NzoqWlRUQiEWndujX57rvvyP3799/ZLjmVjYvk\naDo2279/PxkxYgSxs7MjOjo6RFdXlzg4OJCff/6ZpKSkKNW9YsUKYm9vT3g8HgGg8O6RvxM1GcdU\nZNu2baRDhw5EW1ubiEQi0q1bNxIaGqoyr7x/qXv3zp49mwAg/v7+VW4HIWXP3s6dO6utu6p9uzI0\n/YZs1qwZARBJ6oCO8TkslWox5ZBKpaTFLyeJ9exQ0nrGXhL74AGJ+y+CkMvLy/SaM+9+BlWHlL/u\nkcQ5l0ninMvE/6/vyMvcl8y29J27SFQLexLVwp4kzZpVK/VrSmlpKblx4wZZsmQJo/3Il+PHj5Pc\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P2CzGgKci5b3x6Hl5IV8ah9S4MOjqtoKeXjsI+OYAPm8vOjUBNeKhUCgUCoVCoVAoFEpd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hYYOXIkTp06hcaNG+Py5csVDvibNGkCoVCI6OhohWGYK7oHUSqGCS36oQ+oFcG0VUWzzS5evIiS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KNucOydrB6obMitbCyerNQOru3TvgQCgX2GeCBXnSeRSGC3Fyb8amtr+fKXv4xtlBVzk1E6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\n4GOhwUFBfztK+Qe436rGU1NDtdt9VudV9HoMubkYCgsw5hegz8un0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1zyDdCbKJw1l8JZ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7EBlxOXX1L2M0hmK11noFeYQQQgghhBiO9cgRrIWFACgmEzX+s4B6AJLywvAL8q58w2fP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\n9nJEH8rJySEnJ6dPj2nfEWirZcjrvq1Wc/MmSkqeB6CxcRWlpS+Snv4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c6WmTEI8QQggh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cHK8rf3ULyt1tMW79QQH+5+6s4SFs7wc893d2yyQtJ4KF0rZbVOo9bOVv6x6R+sOriKD370gU+Y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\nSBVNIc6Wr8lD1as7cB8KvXhn7BlH4o97B1+AEaKzamz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EHU+7m6ond9Be0YyWUACiLh6P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\n54Y+wYxxUszQFBzk2tvbiY6Oxmq1EhUVRWhoEAQlRUCFhMQTET6duvpPAQ/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UIIMSz0547HyYk1K0+7V/vt+f24Xq8pijIGWIbvia0/nLL5v4HbgesVRVmlaVpjN6f7LWAA\nrjt18AhA0zRX/ysWQgTDzpJabv3LV12GeJIiQ/nT9TOYkhrd94vkf9hhlabB1qqRbK4YDSjEpIxi\nSkS8f3t0YhJTll5IY20N81ZcR2xK4G8CO/bswX3iQ44hOppwHecLrjxi7xDiAfjin0V43F5mXaxf\nd43eCjOG8cySZ2jxtPDwlw9T3Vytd0lC9ImroomK53bjbfJ1JlPCjNhuzcGU0LubCL2hKAphYSNP\n2/55+/btXYZ4ACZODNCT0L3U0tJCeXl5uxDPypUrGTFihC71CCGEEHqTcRhxpvr0jXzKD/m6Iaiq\nwgW3TSIiKoDTbwNM/i4seQCi+vZesmTvLg5s+wqAw3t2smf9R0xZeiEAE236vF8WQgjRvbq6b/hm\n2woATKZYRo++G1VtvXVnsYxn9qx3sFiyh30g0+PxUFZWJiEeIYQQw0J/gjwqvumyPN3s579Trmla\nsO9snoxhf6hpWrs79pqmNSiK8hm+AaazgHVdneTE3O7zga+BvYqiLAZm4Pv+dwDrTz2/EGJwKihr\n4HsvbKXR6fvVZbOYmT4qxr893RbBrfPHEG/t74Bcm5bYmeeDwQSKgaq9ZqjwjUF/VZHAxLFL2/0i\nXvy921DUgZtGqqFtN57Fi1F06mABULyzNecZFR9GbEoEAEazgbRJcXqV1SdJEUkkRSTxnpsEHgAA\nIABJREFUxv43mBQ3CYNq6P4gIQYZd1Uzlf+3G6/dd09MCTEQf8skzMkROlcGTU1N/tc2mw2bzeZf\nHjVqFBMmTAh6TQcOHKC8vBztxPyMEuIRQgghABmHEWcAR6OLja/up6bUlzXzevG/Bjj7ygySM3r4\n4M+mRyH3LfB6cdZ6OP51OG63b9oXr93eut/1b8OEhT06paZpfP7Gy5Tk7uG7D/7Gv37sjDmcfdW1\nfP7GK8y67NtMXnJ+z2rs4hrr9pXzwufFVNmdeDWt+4OE6CfN5aX2nSKcJb5p6t3VDp0rEiIwXK5a\n8vY/QFNjIQBjx/4Ym22xf3tU1HRCzIm0OMtwuaqpqfmCuLj5/u2KomC1SiCztraWsrIy3G7fw2cS\n4hFCCHGm0+8ObnCMO/G1q05ABfgGkLI4zQASMKvN/p8Ai07ZvltRlCs0TSvsriBFUb7pYtN4r9fL\nhg0bujuFEOIUDQ2+p+K6+/mpaPLyyJcOalt8A1ARJvjRFAMjrG0Gz7Cz95uyfteUknYdyolplo4l\nn4+m+rq+h8a6CKt6FYPJTNqyS9n82Wf9vlZvxL3zjv8X/6HERPJ1/J1TtLl13N2a6SB8VIt/Obe4\ngtxiParqnwQSWK4uB7r//3Gw6OnPjzizGZthxFYVU7PvyS6vQePYVCcFhd9At+9ugiMrK4tjx44x\nbtw4TKbWmTScTicbN24Mai0nO/FERPhCTvPnzycxMZGCggIKCgqCWosQQ5X8/RGib7zeQZ9dGXTj\nMCBjMaJ3ynd7qdjb+bbIUVCtFrJhQ1G35wlvPMLsr34FgNNu4NA6G+7meqBDgyk2H2pGK9vQo/oa\ny4+T94/XMZhDWPfhvzGYWx9E8sYksv6sWnabNtC0IYkQJaTX3RuONHh5Na+FvVWd/75RNa/8HRcD\nIjZfIfZA5w+37dy9k+ZjQS5ogMjPT+A5nU7MZrPeZXRJ03Lxah8BTgB27f4S9ZTfzV7vHBSqUJTZ\n7NrlRFE2BL/QQexkJ57Q0FAA5s2bR3x8PHV1dfKzJEQPyd8fIfpOr7GYMz3IE3Xia8e5W9qv7+4x\nmoQTX6/CN1XYFfgGnOLxtYa+HnhPUZQcTdOcfS9XCDFQah1efvd1a4gn1ACrZoYywjow3W+Ojbiw\n0/WqyUTmxVdiDAlFMQS3a4uhrAxjaSkAmslES3bwO1ic5LRrOGp9rxUVLMm6lSLEsGdwQMpXbUI8\nqkbpdC+OmG4ODBBNc6Mo3b8lTUlJISkpCXUAu5b1xMkQj9bmqeTExMR24SIhhBBiGJNxGDHkRaUp\nGMOgMlfD1doYktAYSJml9DgYY3bWAOBqVDm8Pg53c+djAI7p09FO3JjsCVeTrzuQx9nC4U/Xkb7k\notZtuDgUW8ehpm8obinmwZEP9vi8DU6NfxY4WV/i5nT9d+aPNHLyZrQQgWJsguiDnf9sOcM1moP0\n+VQMPU1NTWzdupXY2FiSk5OJj4/Xu6QOFCUblZ/j1f4XaO50H1W9LLhFDSEnQzwnO/EAxMfHExYW\npmNVQgghxMALRJBnpqIoN5xu+8kX3eznp2namn5X1TMnPx101x/W0ObrrZqmrT2xXK8oyveACfi+\nzyuBV093Ik3TZnRaiKJ8o6rq9EWLFvWkbiFEGycTxF39/NQ2OVnxpy2UN/l+1M1GlT/fNIuzx9o6\n3T8QNE3jq3fexBwaxtTzLx6w6/RG1fPPU37itXXBArKXLdOtlp3rSijA17UidUIcS5ZO0a2W4a67\nnx9xZvPYnVT8v924T05dZVBIuGEio8bFBuX6mqax6dOZGI1WIiLGMGni0xiNEVRVVREZGTnowjFF\nRUU89dRTOBy+Fu8nO/EsXbpU58qEGHrk748QfaN3oDUAgj4OAzIWI3pP0zSqSxs5OYGbqipEJYZh\nMPTiZ7DYgGuLyqH1NlyNviFYxWQi5dcPYc7yPVijhoRgHj26V7UVb7dweP0HuBzN2GJi2v0tLWss\ng5ITNZvVHv2ddbq9vLTlEE9uyKfe0XqTVFXg2jlprJiVikH1/ehaQoykxobL33ERcJUv5eLwVgFg\nGmkh5sosABQFjAnhjFF711lqMJOfn8D6+OOPAaiursZmsw3qf6/2xjlomofQkGRMpqjuDxDU1NSw\nevVqKioqgNZOPBde2PlDtEKIrsnfHyH6Tq+xmEAEeVac+Od0Tg7QvNCD82lAoII8J5/06updUeQp\n+3Wl5sTXFuD9ths0TdMURXkb3wDSbHowgCSECJ7GFjc3vvAV+8t8bQMNqsIfrpk+oCEeV4uDfz/7\nJPu/+BTVYCAudRSp2TkDdr2ealj3if+1dckSHSuB4p0V/tdjpg7cf4tg+ffBf/NS7ksALE1byvcm\nfk/nioTonrfJReXze3CXnwjxqBB3zXhCgxTiAXC6qnC7a3G7a3G5ajAYwqmqquLPf/4z8fHxXH31\n1YSEhHR/oiAoKiriySefpKXFNw2g1WqVTjxCCCFERzIOI84IiqIQl2Lp1znctfUcXh+Hy35i+NVk\nYuTvn8aycGG/zps+bSb3/uVvnW6zmC08PO9h6p31qMrpB5s1TWP9/nIeXruPA5WN7badk2Hj/kuy\nGZdk7VetQvSEo7AGx94q/3L0t8ZiTo7QsSIxVHg8Hnbs2OFfnj59uo7VdM8Skal3CUPKqSEeg8Eg\nnXiEEEIMK4EI8gzmOPz+E1+zuth+8p1TV3O3n3qeBk3TOpsE7eQAk7yDEGIQcbg83P7S1+woqfWv\ne/Q7k1manTig11UUlbpy35z3Xo+Hbe+/o3uQx11ZSfP27b4FVcWyeJGu9Zy1fCzFOyoo3lnJ6MlD\nP8hT2VzJzoqdAGTHZetcjRDd8zrcVLywF1fpiQF7BWJXjCNsYnB/Hh3NJYAKeIkIH0NDQwNr1qyh\nsbGRxsZGXn/9da6//voeT18wUDoL8axcuZL8/O7eQgohhBDDjozDCAG4a2o4/NPHcdafCH2rMPKJ\nx/sd4ulOhCmCyzK6n54lv6yBX63N5dOCynbr020R/PyiCSyZkKD7e3AxPGgejdp3D/iXw6cnEDIq\n8jRHCNGqsLAQu90OQEREBJmZgyMo4/G0cODAakaPvks67/RRZyGe73//+9TU1HRzpBBCCHHm6E+Q\nZxPdt0LW2/oTX5cpiqK2HfxRFMUKzMM3KemWbs6zC9+c7DZFURI1TSs7ZfukE18P9r9kIUQguD1e\n7n11O58Vtj7R89BlE1k+beSAX9toNvOtUYW8XKKRmeBl8Z13D/g1u9Owfj1ovl/Z4dOnY4zRd3Lx\npPQoktKjmLs8Q9c6hBiOvE4PlS/uxVXS4F8Xc2UW4VMSgl5LVNQ0Fi3cQ3PzQRoba1mzZg11db4H\n9I1GIwsXLtT9BkJXIZ6UlBQJ8gghhBAdyTiMGNJcTg9Gk9qv96Ce+npKbrmVloNHfSsUjRGXJure\nGRegptHJ4x/n88qXh/F4W4d1raFG/mNJJjfMHY3ZOOSn8BNDSOOWY7jLfF1iFbOBqAvSda5IDCXb\ntm3zv546dSoGg+E0ewdPfv4vOVb6BuUVHzI55w9YrRP1LmlIqamp4dFHH6Wy0hc2NRgM3HHHHUye\nPNk/NZAQQggxHPQ5yKNp2qIA1jEgNE0rUhTlQ2AZcBfwdJvNDwIRwJ80TfP3j1UUZfyJY/PanMet\nKMqfgJ8Dv1UU5aaTg1GKouQANwJu4O8D+x0JIXrC69X4zzd382Fu61jvfcuyuGHu6KDVYK3exg1p\nLUQYXWDQfxDM/vE6/2vLefoPHp5plqUtY2Kc70N5XFicztUI0TXN5aVqTS7Og/X+ddGXjyVi5sB2\nKjsdgyEEozGNt97a4B+kUVWVFStWkJaWpltd0HmIZ9WqVSQnJ+talxBCCDFYyTiMGOo+/L89lB1q\nID7VwtzlY7GN7N3UUh67ncO33YYjN/fEGo2UObVEjh8b+GJ7weXx8tIXh3ji43zqHW7/elWBq2eP\nYuXSLOIsg2NKWzF8eBpd1H102L9sPTcVQ6RZx4rEUNLQ0NDu4Zpp06bpWE2r+vpdHCt9AwCHo4S6\nuu0S5OmF6upqVq9e3WmIRwghhBhuAjG11mB3J/A58JSiKEuAfcAcYDG+Vs4/P2X/fSe+nvroza+B\nJcANQI6iKBuAeOBKIBRYpWla4UB8A0KIntM0jYfW5vLmtiP+dbfNT+euxQPT+cXV4uDj555h4sIl\njJo0pd22CKNrQK7ZW97GRhq/+MK/PBieAjzTxIfHEx8er3cZQpyW5vZS9co+WgpbpxuMujgdy1kp\nOlYFLpeLV199ldLSUv+6K664QveW2IWFhTz11FP+EE9kZCQrV66UEI8QQgjRPRmHEUNWxeEGmuud\nHN5bzbwre/d+1NvURMn378Cxc5d/XfIiI1ETEsGaFLAa3U4nDruvu6bBZCLMevppiNbnlfOr93I5\nUNHYbv3ZY+O4/5JsJiTLNEZCH/UfHkQ7ESwzxoViPWeEzhWJoWTnzp1oJ7qPp6WlYbMFd6rwrkRG\nTiZn0jPk7vsJ8bYljBhxrd4lDRkS4hFCCCHaO+ODPCeeBpsJPARcAFwElAJPAQ9qmlbdw/M0nRiA\n+gnwXXxPljnwDU6t1jTtXwNRvxCid574uIAXPz/oX14xM5WfXTRhQKZmqa8s563fPUzFwQMc2P41\n1/36caIS9Otq0RX75s/QnE4AQsaNw5yaqlstDdUOjGaVMIs8YSVEMGkejerX8nDktb7tiVyahnX+\nwE83eDoej4c33niDQ4cO+dddeumlTJo06TRHDTwJ8QghhBB9J+MwYqhqqnfSWOf77Gw0qUQnhff4\nWK/DQcmdd9H8zTf+dUn//QDRV18d8DoP7d7BW799CIAx02ex/D//27/t3aJ3WV+ynkhzJBMi5/H+\n1ig25le0Oz4tLpyfXzSBpdmJuk9jK4Yv5zE7jVuP+5ejLh6DItO6iR7SNK3dtFqDpRvPSQkJ52Ox\nZBESIr9ne0pCPEIIIURHZ3yQB0DTtBLgph7u2+U7K03TmoBfnvhHCDHIvPTFQZ5cV+BfvjgnmV9f\nkdPvD0wet5v8LZuJT0vHlto6zYuqGmiqrQHA0VDP/qdvYXaS78MGzsbOTqWLhnUf+19bl5wb1GuX\nH6pny1tF/sHQ6mO+fy8pmdHMuWwMKRnRQa1HiOFI82rU/G0/zXuq/Ousi1OJXDJKx6rA6azmgw9e\noKCgDvAN2C5dupQZM2boWpeEeIQQQoj+k3EYMRRVlDT4X9tSLahqz8YSvE4nR+6+h6YtW/zrEv7r\nP4kZgBBPd3Krcvno0EcAOMubaala4N9mDTFy75JMbjg7jRCjIei1CXGSpmnUvlsEvmYqhGTFEDoh\nVt+ixJBy6NAhqqt9ueCQkBCys7N1rqij8PB0vUsYMk4N8RiNRr7//e9LiEcIIcSwF5Agj6Io38LX\n6ng2vjbHTcAB4D3gqZ4+bSWEEH3l9Gj877/y/MsLsuJ5fMVUDD0ceOvKge1f8fFzz9BQWcGEcxZx\n0T33+bdZYuO4dOXPePOR+1mU0cxk72aoOPUMCij6DZBpLhf2DRv9y5YgT6u19d1iSvbVdFh/rKC2\nx4OiQ8FR+1FsYTZCDCF6lyJEO5qmUfvPQpp2tP5yssxLIXJZ2mmOGngNDbl8/c3VRFjszDtHpaYm\nmdiYB5g3b56udRUUFPD0009LiEcIIYQQYhiqONw2yGPt0TGa08nR//ghjZs3+9fFr1xJ3I03Bro8\nP4PJRESML/QQGmHxr3d5vGw/0jpdrdcdBoCqwIpZo1i1LAubRT6zCv0176rEWVzvW1AVoi8ZI11L\nRK9s377d/zonJwezWd/O39XVnxMdPRtVHRbPzQdUVVUVjz32WLsQzx133EFOTo7OlQkhhBD669c7\nC0VRQoBXgOUnV534GgJMP/HPXYqiXKZp2uf9uZYQQpzO3ioPjU4PAKNiw/njddMxB6Alb7g1ioZK\n3w3wvM83cc7VNxBpS/BvHzFuArf+/nnC15wHlZ2cYPJVYO55O+5Aa/r6a7z1vsERY3IyoUF+QqWp\n3tnp+pHjY0gcHRnUWgbSzz79Gfuq93HOiHP44fQfMipS304nQoAvxFP37gEav2ptVx4xJ4moQTBI\nGhY2CoUwwI6qejGbxrEkyEHDU0mIRwghhBBieKtsE+SJH9V9kEdzuzl634+xr1/vX2e7+25st982\nIPWdNHryNO7445p26zbsL+fh9/ZxoG4iqjkRxdCMu3k0c8fEcf8l2WSnnDmfv8XQ5nV6qHu/2L9s\nOTsFU4J+42ZiaJo2bRoej4d9+/bpPq1WVdUmduy8mZiYs5g08QnMZpuu9QwlVVVVrF69mqoqXwdp\nCfEIIYQQ7fU3IvwUcEUX2xR8DTLjgPcURZmkadrRfl5PCCE6ta3M43998eRkws29//VWe7yUqMSk\ndje4kzKySM3OobLkENMuuBRzaMfBhfDIKDhnJdQfgdrDMPm7EBYDpjCI1beNasO6T/yvrUuW6Hrz\nftktE4lNicBgVIlKCNM9SBAoVc1V7KjYgVfzsu7wOn5x1i/0LkkIX4jng4PYPz/mXxc+PYHoyzIG\nxc+e0Whh0qT/Yd++/yI27m4mZi/Vta7OQjyrVq0iKSlJt5qEEEIIIURwtZ1aK76bjjyax8Ox//op\nDR9+6F8Xd9tt2O66s3UnewUc/NT3OsIG6QsItMJyOw+/l8uG/Sc7cKbgbUkhLS6cn62YwLLsxEHx\n/l+Ikxo2HsFT5/vcpUaYdJ/yWQxNo0ePZvTo0TQ3NxMaGqpbHS0tZezZ+yNAo6bmC/ILHmbSxCd0\nq2co6SzE84Mf/IBJkybpXJkQQggxePQ5yKMoSjZwG76wjgIcAl4FigELsAi45MT2SOAh4Jb+lSuE\nEB15NY0d5W7/8tLsxF4dfyx/H1vffpOib77kyp89xOjJ7Z/kuODOHxEWFYXJfJoW1FOv7tU1g0HT\nNBrWrfMvW5ecq2M1EJUQRtwIS/c7DjGljaWkWlM5VH+IqfFTiQ2Ved2F/hrWHca+8Yh/OWyyjZgr\ns1B0mNKuqekgDQ17SEy8pN16m20xZ5+9HoNB36cvJcQjhBBCCCEcjS7qKx0AqAaF2JSILvfVvF5K\nf3E/9WvX+tfFfu97xK/8UfvQTEUe/P0m3+u0cwIa5KltcvLExwW8vOUQbq/mX28JMXLPuRncOG80\nIUb9pvkWojPuGgcNbT6nRp0/GjVMpiISfRcWFqbr9c1mG6kjb6D44NOEmBPIzJSH+3pCQjxCCCFE\nz/TnnfL32rx+G/iupmktbdY9rijK+Se2mYGrFEW585R9hBCi3wpqvDS4fK/jrSFMHRndq+P3bd5A\n0ddbAPj63X90CPJExid0dtig58jNxV1aCoAaGUn4zJk6V3RmmmSbxLuXv0txXTF2l13vcoSgYeMR\n6j8+7F8OzY4jdsU4FENwQzxer5uSkj9zoPgJQMNqnUh4ePsuZYMhxPPUU0/hdPqmAZQQjxBCCCHE\n8FR5pPWz3MlOsp3RNI3jDz5E3T//6V8Xc83VJPzXfwal843b4+WvWw/z2Ef51Da5/OsVBb47K5WV\nS8cRbz3NQ0hC6Kju/WJwewEwjbAQPrN3D+IJMdgoioExY/6DyKgpGI1WQmRarW5JiEcIIYTouf4E\neeae+FoLXN9ZQEfTtH8rivIY8F9AODAF2NqPawohRAfbTunGo56m44SmaR0G12ZcvJydH/4LTfNi\nMBpxu1wYTaYBqzdY7G268VgWLUQ5A76nwUpRFMZEj9G7DCGwf36Mun8V+5dDMqOJu2Y8iqHzGxED\nraz8Pbxe31vEvP33M33ay7rU0Zn8/HyefvrpdiGe++67j8REGUwWQgghhBhuKg63mVZrVOfTamma\nRtmv/4fa11/3r4v69pUk/uIXQQnxbMqv4Fdrczl4vIYIt51owKWamJQ5igcuzWZiStSA1yBEXzmK\namneXelfjr50jC4dY8XQduTIERISEjCbzXqX0o4tbpHeJQwJEuIRQggheqc/QZ4sfNNmvaNp2ula\nELyCL8hz8hgJ8gghAkbTNLaXe/zLy7qYVstht7Pzo/cp/HoL333wtxiMrb/+ohOTOPfmOxg5YSK2\n1LQBrzlYGtZ94n9tXXKeLjUsunYcTofvv090gr6dN4Q40zV+dZzad4r8yyFjooi7Phuli6eJB5qq\nGpkw/n/46uvLiYgYR8bY/wTAbrezdu1axo8fT1ZWFuHhwf/dcGqIJyoqilWrVkmIRwghhBBimGpu\ncKKoCppXIz61Y5BH0zTKH32Umpde8q+L/NalJD/4IIo6sO+3iyrsPPLePj7JKwdgtOMol5b9CwBL\nZg63334ViqLg9rq56YObsJqtRIdE88g5jwQlYCREdzSPRt27rZ9Vw6bGEzJagmeid1wuFy+//DKa\npjFp0iSWLVtGSEjwO5C53Q0YjZ0HPkXXOgvx3HnnnUycOFHnyoQQQojBqz9BnpPvtgu72a/tdnmH\nLoQIqPwyO+VNvvngLSFG5o6N67CP5vXy8s9+SF3Zcd8xX3zKhPmL2+0zddlF/SvkzVuhtsT3+or/\nBzH6BoKcJSW07N8PgGI2Yzlnni51JKRF6nJdIYabpu3l1PyjwL9sHmUl7nvZqGZD8GpoKu4wdZbV\nms20qS8RFTUdVfV1Bdu/fz95eXnk5eWRlpbGTTfdFLQaQUI8QgghhBCio7OvyGD2JelUHWvEEtPx\nxnDl009T/fyf/cvWCy4g5de/RjEM3PvtuiYXT64rYM0XB3F7Nf/60DZB/QRrqD+s0+BsYEfFDl99\nZquEeMSg0bi1FNfxJgAUk0rUhendHCFER3l5eTgcDgCKioow6dB53OWq46uvLifOtojMjJ+iqoOr\nM9BgJSEeIYQQom/6E+QJwdeRp/l0O2ma1tLmg6NM0iyECKgP9x73v144Lp4QY8dBNEVVmbhgCZ//\n7RUAcjdv6BDk6bfSnVCZ73vtdgT23H3Q0GZarYi5c1EjInSs5szk9rpZ/fVqzhlxDrOTZmMyyNRl\nQh9Nuyup/tt+37sywDTCgu2mSagh/Xmb13MuVx2Fhf/LsdK/MX3aX4mJmd1ue0zMnHbLeXl5/tfj\nx48PSo0nSYhHCCGEEEIAFHxdxuY3CnA0ubjj6UUoioLRbCBxdCSuY8covu1HtOzbB5x4m+1y+Y+1\nLFnCiN/9FsXYyfvtna/DR/dDcw1o3h7X43R7ufuv29iQX+F/X+/2emmT30FR4KoZqVyblsjXr/gC\nO5aY1oeZGpyt04NFmuWhGqEPzatR934xjVtL0Twn/gdu8z+y9dxUjFFyi0D03rZt2/yvp02bhjrA\n3dA6sy/vpzQ7DnPkyBqamoqZOuUFCU12o7KyktWrV1NdXQ1IiEcIIYTojeDc4RFCiAHyYW6Z//XS\nCQkc2rUDe00VExcuabff1PMv5sD2r5i67GLGz1sQ7DKDzv5xa5DHct6S0+wp+mp7+XZe3vcyL+97\nmbFRY3nr8rf0LkkMQ8151VS/lgcn7hEYE8Ox3TwJNSx4b/EKCn9NaenfAcjb/zNmz3oPg6HzgdmW\nlhYOHDjgXx43blxQagRfiOepp57CdeImTHR0NCtXrpQQjxBCCCHEMPTFP4toqveFu71eDYOh9UZs\n3dtv49i1q9PjIhYuYMTjj6F01Qli42/AXtZxvfn0D9e8veNou/GNtjLtheSEN3HTPXeQkxoDwORZ\nMzvsFx8ez4sXvEiDswEFubEsgk/TNGrfKaJxS2mn2w2xoVjPGRnkqsSZwOFwUFxc7F+eOnVq0Gto\naSmnouJD/3JKygoJ8XRDQjxCCCFE/0iQRwgxZB2rbWb30ToAIj12al/9LX8/dICQ8AgyZ8/FHBbu\n3zfMGsm1jzymV6lB5a6poenkUyqKgnVxgLsPCQA+OfyJ//WspFk6ViKGK0dBDVUv58KJpxyNtjDi\nb83BEBHc7lBjxvyI8vIP8HjsRESMw+tt7jLIU1RUhMfjASAhIYHY2Nig1Lh//36efvppCfEIIYQQ\nQgia7U4aqrrupOux2ztdb116HimPPopqPs1UKje9D42VsOYyaKr0rbMkwpzvn7amN74u6XT9ZEsz\ni45sQqtoYf+aJjLu/TFh1s677YQZw5iROOO01xFioGiaRt17xV2GeNRwI7HfzkQxBb+Lihj6yspa\ng46JiYlERUUFvYaQkAQWLtiB3Z6Hw3GUxIQLg17DUCIhHiGEEKL/JMgjhBgyvF4PR/NyaaytwRoX\nz7rqMP+2UfFWvMd8A3EtTY3sWvdvZl6yfOCKcTng4GZo8QWJaGk4/f5BZF+/Aby+9hxhU6ditNmC\ndm1N0ziyvwaH3Xez/MPn9gJgCjWwfOV04kdZg1bLQLso/SJUReWTw5+weJSEpURwtRTXUbUmF9y+\nEI8hNhTbbTkYrMGfnz00JInx4x5CNYSSEH/+affVY1qtzkI8q1atIiEhISjXF0IIIYQQg0vl4dag\nTtxIC6radUeF+B/+kNibb0JRlK678LRlTYKIeFiZ27pONcFppoApLLfz1cEaAIyqwqafLCbO4ntf\nv+mFZ9m1uwWA+ooyVEPH6cSF0JumadT/+yD2zUf968KmxBP77UzfnHAAqoJymp81IU6ntLQ1IJac\nnKxbHUajhejomUDHrmiiVWVlJY8++ig1NSf+thmN3HXXXWRnZ+tcmRBCCDG0BCLI8ztFUX7Xg/2U\nHu6raZomASMhRDuapvHP/32Qgzt9nWbGzZ3PR9ZF/u3Tk0zMmLacDWueY9Li88iYNXdgC3rhAji2\nfWCv0QdN33xD5bPP+petQZxWS/NqfPLSPvK+ON5hm8vhQdO0To4aunLic8iJz+G+mffpXYoYZpwl\nDVS+uBfN5QvsGaLMxN+agzGq8y44gdTirMRsiuvQPjop6bJuj/V6veTn5/uXgxHkycvL4/e//72E\neIQQQgghhF9FSeuDOEljok47NYpiNJy+A09nVIPvnx76W5tuPEsmJJAS3frQ0pIs7iaPAAAgAElE\nQVRbfkCYNYpt77/NpSt/Rkj46afoEkIPDesO07DhiH85bGIcsVdloRik+44IjLZBnqSkJB0rEd05\nNcRjMpm48847JcQjhBBC9EGgAjPdxenb3r2V6L0QotcURWHc3Pn+IA/Aoaom/+vxsQYmLlxI5pyz\nCY8MQnvV8Rd3HuQxhvmewAsyj91O+erV1L76WptajFiXLg3K9TVNY/PfCjoN8QCoBgVLTGhQagk2\nmQ9bBJPzmJ2K5/egtfimp1KtJmy3TcYYG5yfr+3br8PtthMffx7po+/GbO55x6/m5mYcDl/nNLPZ\nPOBP0UmIRwghhBBCdKbicGuQJz7VomMl4PJ4eXNbawBixazUdttV1cA5372eaRdcQkR0TLDLE6Jb\n9RtKqP/4sH85dHwssVePlxCPCKjB0pFHnF5FRQWrV6+WEI8QQggRIP0N8vT07qXc5RRC9NukxUsp\nKy6k/GAxKVnjYU/rNqMKRrMZY2+flDudykLY9iLUHIIVL7XfNu162P4KJOW0PmlnMMPkqyA0uPM0\nN3yynuMPPoi7zXzRang4SQ/+EvOoUUGp4au1xexa3zr4mDw2iohoX3cQRVXInJVIeGTwp/wR4kzi\nKmuk8vndaA43AGq4kfhbczDZwro5MjCamg7S2FgAwLFjb5Ax9id9PpfBYBjQEJyEeIQQQgghRFfa\nBXkCPf2zvQI0X+dMImzdduZZt6+cSrsTgMTIEBZkxne6X09CPC/seYF/Ff+LSHMkK8avYGlacB7s\nEcNXw+aj1H9w0L8ckhlN3LUTUIwS4hGB43K5qKio8C/r0ZHH42nG5aohJCRZHujrQmchnrvuuosJ\nEyboXJkQQggxdPUnyJMesCqEEOIUXo8Hj8uFKbR9l4lzb7qj9QPTnvWBv7C7Bfa9C9+8CAc/bV1f\nsR/ix7UuW5Pg3u2tc33rwF1ZyfFHHqHhXx+0W29ZtIik/34AU5CeUNm94QhfvXfQvzx2egLLbp2I\neobOfe7yuDCqRvngLoLKVdlMxXO78Tb6QjxKqBHbLTmYEoPXWr+pqRijMQq3u47Y2HMwGMKDdu3e\nkBCPEEIIIYToirPZTV1FMwCqqhCbEuD308+eDY3lvter8sGaeNrd32gzrdZ3ZqTiqK+ltCCPzNln\n9/rSJQ0l7KveB8B5aef1+nghesO+5Rh1aw/4l0PGRBF3fTaKSUI8IrDKysrQNN+ED3FxcYSEDPy0\n4qeqqf2SnTtvwWSKJSnpcrIyfx70GgYzCfEIIYQQA6PPQR5N0w4FshAhhDipqb6OtU/8hpDwCL61\n8qcoausgwICFJ6qKfOGdHa9AU1XH7bv/Duee8iFNpyCHpmnU/fMtyn7zG7x1df71hthYkn7xc6wX\nXhjUkElyRhRhVhPNDS5GZcey9ObsMzbEA/D6/tf5S+5fWJy6mMszLic7TtrDioHlrnZQ+X+78Tb4\ngimK2YDt5omYRwR3GgCbbTHzz/mS2tqvMBgG51R5p4Z4YmJiWLlypYR4hBBCCCEEAJVHWrvxxKRE\nYDSdvmPOQDpe52DD/nL/8renJbP2iYc5mpfLjEuWM//q72Ew9nzotsHZ+r1ZzQHuNCREG41fHaf2\nrSL/sjktkrjvTUQ16/fzJM5cmqYxevRoSktLdZtWq6FhLwAuVzWa16VLDYNVeXk5jz32mIR4hBBC\niAHQ36m1hBAioByNdl752Y+or/ANZn35zzc468rvDszF3E7IWwvfvADFmzpuV1TIugBm3AQZSwam\nhl5ylpRQ+sADNH2xpd36qOXLSfjJjzHGdN9uO9BsI61ccd8Mtq4tZvF14zGc4S2UPyn5hOONx3k1\n71UyYzIlyCMGlKeuhYrnduOpawFAManYbpxIyKhIXepRVROxsb1/OhjAbDZz8cUXA2DsxQ2Jntq3\nbx9/+MMf2oV4Vq1aRXx859MTCCGEEEKI4afisN3/Oj41uMH4U/39mxK8viYTnD02juOb/8XRvFwA\ntr33Nllz5vmmFe+h+2bex40Tb6TOWUdmdOZAlCwEjdvLqflHgX/ZlGrFdtNE1BAJ8YiBkZqayo03\n3oimaTidTl1q0LwuDAYLHo8dq3WiLjUMRhLiEUIIIQZWn++iKIpysnfmI5qmPR+geoQQw1xohIWM\nWXPZ9v7bA3+xj+6HL//YcX3kSJh+A0y7DqJGDHwdPaC53VSveYmKp55Cczj8600jR5L04C+xzJun\nY3UQnRjOslvO/A+yDreDwppCABQUFqcu1rkicSbzNDh9IZ7qEz/zRoW4G7IJGROlb2F9ZDKZmDVr\n1oCcW0I8QgghhBCiJxprW0ABNIgfpV/XGq9X4/U202qtmJXK1MxJlBbu58A3W5m34rpehXgAEiMS\nSYw4/VReQvRH064Kat7YDycCaKaUCOJvmogaKs8Ki4GnKIou02oBjBnzQ9LT76W5uQSTaWiOyQRa\neXk5q1evpra2FvCN+dx9992MH9+7v11CCCGE6Fp/3mWPxve2Xd65CCECauF1N1NfUc6kxecxdsac\nwJxU0zpOhTX5qtYgj6JC5vkw8ybIOA/UwfMkkWPfPkp/cT+OvXtbV6oqsTfcQPy996CGhwe1nuPF\ndRhNKraRw69Vd6gxlHVXrWNb2TbyqvOwhdn0LkmcoTyNLiqf3427otm3QlWIu3YCoZnB77o12EmI\nRwghhBBC9NTZV2Yw65J0qo7ascToN13slgNVlFT73utHhho5f2ISoSYDl9/3C/K//IysOfo+rCPE\nqZr3VlH9WpsQT1I4tltyUMNN+hYmRJAoikp4eJreZQwKEuIRQgghgkPi8kIIXTka7YSEhaOordMx\nqQYDl93388BcoLoYtq2BPW/C9zdCWJub4CnTIetCSJ4C06+HqJGBuWaAeB0OKp95lqrnnwePx78+\nZNw4kh/+FWE5OUGvqeqonbVP70TT4JK7JpOcER30GvRmUk3MSZ7DnOQAhcyEOIXX4abyz3twHW/y\nrVAg9upxhE2I06Uej6eJQ4efJ952HhbLeJRTQ5E6ys3N5ZlnnpEQjxBCCCGE6DFTiIEknbtctu3G\ns3zaCEJNvoeJFFVl3Nz5epUlRKea86qp+us+Ts4FZ4wPw3ZLDoYICfEIMdxIiEcIIYQIHgnyCCF0\nU37wAG8/+gjZC85l3lXXBu7EHhfsfx++eRGKPmldv/N1OOuO1mVFgWteC9x1A6hx61aO3/8AzkOH\n/OsUsxnbnXcSd8vNKKbgD5bUljfxzpM7aGlyA/DRC7lc++BZGIxqN0cKIXrK2+Kh8oW9uI7afSsU\niLlqHOE5+gVTqqo/pbj4CYqLnyAubiFTp/xZt1ra6izEc99992GzSacsIYQQQggxeNU1ufjXnuOg\naUS6G7hqVqreJQnRJUdBDVUv54LnRIgnLpT423IwWM06VyaGg4KCAoqKikhKSiItLY2YGOlSrCcJ\n8QghhBDBJUEeIYQuyoqLeO2/f4K7pYUtb75Kwuh0Mmef3b+T1hz0dd/Z/jLYyzpuz/9X+yDPIOSp\nr6f80dXUvvFGu/XhM2eS9NBDhIxJ16Uue00L7zy5g6Z6JwDmUAMXfj9HQjxCBJDm8lD1l704D9X7\n10UvzyBiWoKOVUFFxUf+11bLxD6fp7m5mZdeegmA0NBQbrjhhj6fKzc3lz/84Q+43b5gYWxsLKtW\nrZIQjxBCCCGEGPTe2nEUp9vLlPrdzKv9EgoSIGVJv87Z5Gri4n9ejNVsJSEsgefOfy5A1YrhrOVA\nHVVrcsHtC/EYYkKw3TYZQ2SIzpWJ4aKgoICtW7cCsHjxYhYuXBj0GqqrP8NgtGCJGIfBoN+UjHqT\nEI8QQggRfBLkEULoIn7UaFKyJnB49w7MYWGoBkOfzmPEzRJ1O/P3b4CtO/BP1u2nQOZSmHETZC7r\nb9kDqv6jjyh76Fe4Kyr861SLhYQf/5jo73y73fRjwdRsd/LOk9tpqHIAYDCpXHzXFOJHWXWpRy/r\nD68nxZJCVkzWoJpaSJwZNLeXypf20XKgzr8u6tIxWGYn61iVT0LChWiam8rK9cTHL+3zebxeL8eO\nHQMgLCysz+fZu3cvzzzzjIR4hBBCCCFErxzaU4WigC3VSnikPt1ENE3jta9KSHaUMq/6Cwx4+eCZ\nx1GNRibM6/sN6npnPZXNlVQ2V9LobAxgxWK4ajlUT+WLe9FcXgAMUWbib5uMMVpCPCJ4SktL/a+T\nk/UZH9mf/yBNTUUoioFZM9/Cas3WpQ49lZWV8dhjj7UL8dxzzz2MGzdO58qEEEKIM5sEeYQQA2rL\nP15n3+YNaF4P31r5M2yjRgOgGgxc8h8/4f3fr2bR9bcSN7L7VtJ7j9XxyHv7KK3zBUqO1TazRN3G\nn8xPQN0pO1uTYdr1MP16iB4V4O+q71zl5TR++in2DRtpKSgAzRc80jweXEeOtNvXsmQJSQ/cjykx\nUY9SAXC7PKx9eic1x5sAUFWFC26fREpmtG41DRSnx0lxXTEH6g5wYfqF7bZ5vB7uXX8vACMsI3jh\n/BdItugfsBBnBs3jpeqvebTk1/jXRV4wGuu8ETpW1SretoR42xK8XieK0rtp/fbs2cPmzZtxOp1o\n2qlBy96TEI8QQgghhOirL985QMXhBgAuXzmNEVnBn6Jlz9F69pXWE6OGUm+OIsZZQ9LYzH53KK53\ntnb1tJqH10M3IvCcRxqo/PMeNKcHANVqwnbbZIyxw7cbiQg+r9fL8ePH/ct6BHnc7kaamg4AviBm\neLg+ndL1JCEeIYQQQj8S5BFCDJi68uN89vpL/mXPiRuvJ4VZI7nypw/2+Hx/WF/I50VV7dZ9wnQq\ntEjilXpAgYzzYOZNkHk+GPT/Fad5PDh278a+aRP2DRtx5OZ2e4zBZiPp/vuxLluqe+eX/K1llB/y\nDXSiwHk3ZzM6Z2jfMD8ZJmj771bTNBa9vogGl+97nZ00m7iwuNbtaMSGxlLtqKbF00JihH7hKnFm\n0bwa1W/k48ht/d1mXTKKyEXdhxuDTVV799Sy0+nk7bffxuVyddhm6EMXNgnxCCGEEEKIvvJ4vFQd\ns/uX40ZYdKnjta8OA1BjjqH5/LtZ0LSVs65YgdHUu8D8qcZEjeHjb39MvbMer+YNRKlimHIes1Px\n/B60lhMhnggT8bfmYLL1vauqEH1RXV3tH0+wWCxYrcEPKXo8jSQmXEyDfS+KYsJgGF4/B2VlZaxe\nvZq6Ot8TtGazmXvuuYesrCydKxNCCCGGh0Dc5V6mKEpAP/1qmvZQIM8nhNCH2+Vi1KTJVB09QmNN\ndb/PV2l3dljnwsja0G9xbmILacvvh5i0fl+nvzx1ddg3b6Zx0ybsmz7FU1PT/UEAikLUFctJ/MlP\nMERFDWyRPVS8o3War1kXjSZz5tANsPxp55/4/NjnFNQW8Ofz/8z42NY5nBVFYXTUaHZX7gagoLag\nXZDHqBpRFRUFhdsn346q6DPNmTizaF6NmjcLaN7Z+nNmWTCSyPMGTxex/jhw4ECnIR6AmTNn9upc\np4Z44uLiWLlypYR4hBBCCCHEadlrHHg9GrVlTXjdvoc6rLGhhEa0D85omob7+HE0jwdvfUPvLuJy\ngP04WFPgvvx2m9weL8Ulx3E7nbg9Xt7fdgjwPVTynbMzOGvMnD5/b20ZVSOJEYny0InoF1dZI5XP\n70Zr9n3uUsON2G7NwZQYoXNlYjhqO61WUlKSLjWEhCQwadKTAHi9Hcelz2QS4hFCCCH0F4ggz9IT\n/wSSBHmEOAPEjUjlO/f/GntNNc7mZiJt8QE79+MrpjBlZDRmo0rhzgiKgTSdQjyaptGSX4B900bs\nGzfSvH0HeDyd72w0Ej59OpaFC4mYexZKWOuTHIboaIwxwW/t3RWnw03JvtYQ0rizBvdUUkftR9lT\nuYf8mnzOTT2XibaJ7bbnVuWyrXwbAPk1+e2CPABZMVlUO6rJiski1NCxXfSaC9ZgMVuICR08/43E\n0KVpGrXvFNH0TZl/XcTcZKIuHK17J66TNE3rVy15eXn+17Nnz2b27NkAhIaGYrH0PAPeWYhn1apV\nxMXFdXOkEEIIIYQYrjRNY+3TOzmc2/GhovhR1g77Hr7pZpq2bOn9hUp3wprLobka7toK8a1TjRyp\naeL657eSvfdvjGk6BEB0wgXURKQzOi6cOemxvb+eEAPE63BT8dwevI2+z11KqAHbLTmYkyXEI4LH\n4/FQUlJCYWEhe/fu9a/XY1qtU/W2S/FQJiEeIYQQYnAIRJAn0HebtACfTwihM0tMLAQ4+5AcFcaY\neN+N4MLAnrpHvE1NNG750hfe2bQJ97HSLvc12GxY5s/3hXfmnY1Bh1awfXFkXw0et68ld9wIC1Hx\ng6N9bLWjGo/XQ3x4+2DYi3te5LX9rwEQZgzrEOTJjMnkk5JPACiuK+5w3gfmPnDaTjupkYNvqiMx\nNGmaRt17xTRuaf29ET4zkehLxw6aEA9A8cGnqapcjy3+PJISLyMsbGSPj9U0jYMHD/qXJ0+e3Kfu\nOXv27OHZZ5+VEI8QQgghhOiVuvLmTkM8AInpke2WWwoKugzxGGK6Cdvs/rsvxANQtscf5Dle5+Ca\n//uSw9VNZHdy2FWzUgfVe38hmvdV423wdRxRzAZsN0/CrNMUdGL4+vzzz1m3bl2H9SNGjAhqHY2N\nBzCbYzGZooN63cFAQjxCCCHE4BGIIM/XwN5u9xJCiAAZqVSQsvsZsF4FtuB9iHCWlGDf4AvuNH35\nJZqzi5aqikJoTg6WBQuwLFxI6MRsFHXoTcU0eoqNK+6bzoGdlUTGdexQE2zvHXiP3331O6ocVVwz\n/hp+Ouen7bZnxmT6X+fX5J96OBeNuYjJ8ZPJiskiMbxju3GZLksES/1Hh7BvPupfDpsaT8wVmSjq\n4BrIr6j4ELt9H/UNuwgPT+9VkEdRFO6++24OHjxIUVERKSkpvb6+hHiEEEIIIURfnXwoBUBVFSJi\nQgCwjbQwaUH7G8Kas810sCYTpoQEAMKmTsV6/vndXKjNuMDhLTDpSsobHFzzf1s4XN0EQIshnEaz\nLzwUHRnBxROTuens9L5+a0IMCNdRu/+15ZwUQkZFnmZvIfrO4/Fw5MgRjh07xty5c9ttGzt2bLsg\nj6qqTJo0iczMzFNPM2BKS99kf/4viY2ZR07Os8MqdFlWVsajjz5KfX09ICEeIYQQQm+BCPK8pmna\nYwE4jxBC9Mj56lZGbX8Ftj8KM24E6/IBuY7mdNK0bRv2jZuwb9yI88CBLvdVrVYizpmHZcFCLAvm\nYzwDbjSrqkJyRjTJGcF5+uR443HeLXqX/Jp84sPj+cmsn7TbHmGKoMpRBUBBbUGH4yfZJjFvxDyy\norOYmTSzw/YxUWMYEzVmYIoXoofq1x+m4ZMS/3LYxDhivzNu0IV4nM5KGht9/c4UxUxc7IJen8No\nNJKRkUFGRkavj5UQjxBCCCGECJTopHCufmBOj/YNzcwk/R9v9u1CsWOosrdw3XNfcqCyEQCjqnD1\nqvtYMqHjwySB9Jutv+HtwreJDInkrql3cenYSwf0euLM42wT5DGPGBqdpMXQ0dDQQGFhIQUFBRw4\ncACHwwFAdnY2UVFR/v2SkpJISUkhOTmZzMxM0tPTCQkJCVqd9fW7yd3nG4+sqPyII0dfJnXk9UG7\nvp6OHz/O6tWr/SGekJAQ7rnnnqCGqIQQQgjRXiCCPEII0SmH3c6RfXsACImIIDU7JyDnXWb4pnVh\nxEyoD8hpAXBXVGDftAn7xk00fvYZ3sbGLvcNyczwTZe1YAHh06ahmEyBK+QMZXfaKagtoLK5kqVp\nS9ttq3ZU89T2pwBIi0zrEOTJivE9/RFmDMPcybzU2XHZ/PG8Pw5Q5UL0X8Pmo9T/+5B/OXRcDLFX\nj0cxDK4QD4DZbGP+OVupqtqAw3EUozF4LdUlxCOEEEIIIforOiGca37pC+8YjMHpvtrkdHP981vJ\nL/MFIgyqwu+vmTbgIR6Aemc9Da4GGlwNuL3uAb+eOLNoXg3XsdYgj0mm1BL9dLLrTkFBAYWFhRw/\nfrzT/QoLC5kxY4Z/WVVVbr/99mCV2UFkZA4jR97AkSNrCA8fQ3RUxwcFz0QS4hFCCCEGJwnyCCEG\nTM3xo7z96MMAJI3N5NpfP97vc8ZRx0xlv29BUWHchfDVnj6fT/N6cezejX3jRuwbN+HY2/VMgUpo\nKBFz5mBZtJCI+Qswjwzu/MxDicfrwaAa2q2raq5i0RuLAAg3hrNk1JJ201mNjR6Lqqh4NS+H6w/T\n5Goi3BTu354ckcza5WsZaRnZ4dxCDHb2LaXUrW3t6hWSEU3cddkoQbqp0BcmUyRJSd8K6jV3797N\nH//4R3+Ix2azsXLlSgnxCCGEEEKIXjGYVGKSIoJ6zVe+PExula8LrKrA4yumcsGk5KBcu76l9Qmn\nyBCZEkn0jqfGgdbiAUANN2KI6vjwlBA99cEHH7Bjxw5/153OREZGkpmZSWLiwAcdeytj7H9hMkaT\nlnYbBkN49wcMcRLiEUIIIQYvCfIIIYaUcw3bMSiabyF1DkTYen0OT309jZs3+6bM+vRTPNXVXe5r\nGjECy8KFWBYtJHz2bNTQ0L6WPmRomkbh1+WkTogl1NK7LkMPfvEgeyv3UlRbxPoV64k0tw4gxobG\nEhsaS7WjmiZ3E0ftR0m1pvq3hxhC+MGUH2ALs5EVk4XZ0H7gSFEU0iLT+vfNCaGDxm/KqH2r0L9s\nHh1J3A3ZKKbBG+Lpj7y8PLxeLxkZGZjNPR8A3rVrF3/6058kxCOEEEIIIYakY7XNACgK/PbbUzgr\nysHfHv4FAPGjRrPohlsH7NqPL34cu9NOg7OB2LDYAbuOODO1nVbLNMKCogy+rrFi8PF4PDQ3N2Ox\ntO/g5Ha7O4R4VFVl1KhRZGZmkpGRQUJCgu7/n7lctZSU/IX09LtRlNYHBg2GEMaM+Q8dKwue0tJS\nHnvsMQnxCCGEEIOUBHmEEAMmJNzC2Jm+VtbRSSkBOecytc20WuMv7tExmqbRUlCAfeNGGjduomn7\ndvB4Ot/ZaCR8+nR/eMc8ZozuHyyDrbLEzofP70VRFdIn27jwjtYp0fJr8tlbuZf8mnyunXAtI60j\n2x27u2I3+2t8HZMKagqYkdjaHldRFCbETaCiqYLMmEy8mrfDte+YcscAfVdC6KNpZwU1f8/3L5tG\nWrDdOBHVfOZ2ldq4cSOlpaUYjUauu+46Ro8e3e0xnYV4Vq1aRWys3IQQQgghhBCDl9vj7TC4+sjl\nOXx7xkhK9u7i8O4dAHg9AzvdlVE1Eh0aTXRo9IBeR5yZ2k6rZU6RabVE1+x2O4WFhRQUFFBUVERq\nairXXnttu30yMzP5+uuviYyMJCMjg8zMTNLT0wkdRA9H1tZ+zZ69P6SlpRQUlTHp9+hdUtB1FuK5\n9957ycjI0LkyIYQQQpwkQR4hxICJTRnB5T++P2DnC/E6mK/ual0x7qIu9/U2N9O4ZYtvyqxNm3Af\nK+1yX4PNhmX+fCwLFxIx72wMVmvAah6KinaUA7450o0h7TuGPPHNE3x69FMApsRP6RDkyYrJ8gd5\nDtcfbhfkAXh2ybPDLhglhq/mvVVUv74fTjQRMyVHEH/zJNTQwf32q6pqExbLBEJC4nt9bG1tLaWl\nvt+3Xq+XpKSkbo/ZtWsXf/zjH/GcCFhKiEcIIYQQQvSX16vhdvreXyqqgmkAgvQOl4eNeeWc32bd\ng9+ayDVzRgX8WkIMJOexRv9r0wgJ8ohWHo+Ho0ePUlBQQGFhof/z/knFxcW4XC5MptaO3unp6fzg\nBz8YFF13ulJd87kvxAMcPPg0yUmXERY2fH53S4hHCCGEGBoG950kIcSQ42xuonjHNjwuJ6FWK2Om\nzQrYuSc7vyFUcQHQFJ1FWFQajZ9+SuiWLwGoq6vDU1eHffNmmr7citbS0uW5QnNyfF13Fi4kdGI2\ninpmTnHTmWZ3M58d/Qyr2cqc5Dnttj23+zlKN4YRSzIA6ZPb38jPjMn0B3nya/K5IP2Cdtuvz76e\nKzKvIDMmk6iQqA7XHqwf4IUINEd+DVV/3QdeX4rHmBCG7ZZJqOG9m64u2DyeZnbt/gFebwtRkVOZ\nOvUFjMauw41er5dDhw75B38OHz7s39aTJ+4kxCOEEEIIIQZCTWkjr/1qKwCxKRFc/cCcbo7onRa3\nhx+8/A0Lapv9o6tLs5M4++zR/n1saelc+fNfARAaIeEIMThpmoar7dRa0pFn2HO5XOzdu9ffdefU\nabLaCgsLo6amhoSEBP86s9lMYmJiMErts/TRd1FTswW7fT/ZE34z7EI8q1evpqGhAZAQjxBCCDGY\n9SfIcxjfM+Z1AapFCDHEaZrGX39xH1VHfDdykzKyAhrkmeX4wv+6OnUphod+Re0bb3AyLnLsNMeq\nVisR8+b5wjvzz8FoswWsrqHm9g9vZ0fFDhaMXNAuyON2emBLArGNvkEbTfUwamL7m+kzEmdQ0lBC\nZkwmc5Pndjj3hLgJA1u8EEOAo6iWyjW54DkR4okLJf7WyRgsZp0r61519Wd4vb5BOpe7/rQhHoBP\nP/2U/8/encdHWZ77H/88s2Yyk33fyUZICPsiKoIKaLV1Qauoda+2nmqrQM85PbbnV3u6nNPWitpq\na0Wt+1arFa3WKi4Isip7ICEhIWRfyDZJZr1/f0yYEBK2MMkk4Xq/Xrx41vu5BiHOPPN9rvvjjz8e\ncN+ECROOe+5AIZ4f/vCHREVFDaJyIYQQQgghhofL4+X7L33Fx3sbmHfEndVzsmP6HGexhTFu8rQh\nr0cphcPjIMQwcqatEaOHp82J1+57aE4z6zFEy9+jM52mabz77ru4XK4B96Wnp5Obm0tOTg4JCQmj\n4qE9pVSfOjVNT+HEFSjlISQkOYiVDa+BQjz33nsv2dnZQa5MCCGEEAMZdJBHKTUugHUIIcaA7o52\nLOHhpBYUcnD3zsAO7nEzvXuDf7Ur62K0P/3yuKeYc3N802XNm0fotGloxhzoiiIAACAASURBVJHd\nCWM4dLu72dqwFYDPDn7m31619xAfv7AHR0Pvk1eutEOYjpoCaF7qPOalzhueYoUYhRwVbTQ9uwvc\nXgD0kWZi75yEPnzkh3gA9HoLUZFzaGndRFzcohMeX1ZWNuB2g8Fw3CDPtm3beOKJJyTEI4QQQggh\nRhW3x8t9r27lg911APzFczHWKYu5dlYaRGUGpaZDjkPMf3U+Jp2JtLA03rryraDUIUanvt14rGi6\nkR/KEKevo6OD0tJSSkpKmDJlCrm5uf59BoOBzMxMiouLAQgLCyMnJ4fc3FyysrJO2Hl3JPF6nZSW\nPYRSbsbn/qTPPrN5ZHcNCrTq6moeeughCfEIIYQQo4hMrSWECBhLWDhLfvp/1JeXsfmdN4lMSAzY\n2O6KLwhXvg8aNSqaxAlnU3fE/u4pU4jPSEfTGwiZVIht3nxMqSkBu/5YEmeJo6GrAQBHp4t1b+xj\n99q+c1wn50Zy8Z1zg1GeEKOW82A7jU/vRDl9IR5duIm4OydhiBw9N7mio88lOvpcXK5DKOU5pXOz\nsrKw2WzodDomTZpEWNjA3XyODvHExcWxfPlyCfEIIYQQQogRzeNV/Ptft/Pu9t7Pz1877xyuuWQC\nBLEjRZvDN82t0+vE6XUGrQ4xOrmqe4M8JplWa8zyer1UVVVRUlLCvn37qK7u7WtuMpn6BHkAZsyY\nQVpaGrm5uaOm687RXK42tm67lba2bQBERc4hLm5hkKsKDgnxCCGEEKPToII8mqbdopR6NtDFHONa\nGUCmUuqT4bieEOL0xY/L4tJ7lgd0zINhU7nP8T9cpN+MMoVxt8XUJ8jT8c2rmXbNNQG95lgUYghh\n9bWrAXB0uXn5gfXYW3tv9JksBs65KpuCc5PlKSwhToGr1u4L8Th84RSd1UjcHZMwxFiCXNngGI0n\nF6qJiIggtmeqwgULFpCScvwApYR4hBBCCCHEaOT1Ku7/2w7e/KrKv+3Wc8bxo0smBP0LbrvbjkFn\nwO11E2Y6/tS4QhzN2acjjwR5xpIju+6UlpbS1dU14HH79u3rN/VUXl4eeXl5w1XqkDAYwjCZ4vzr\ndfXvnpFBnqNDPCEhIfzgBz+QEI8QQggxCgy2I88zmqYtBX6ulHojkAUdpmlaGvDvwJ3A/wKfDMV1\nhBCjQ2ljJ1tVDlvdOZydHsPdwS5oDDBbDIybHMuuNb6ncLKmxjHvuvFYI81BrkyI0cXV0EnDyh14\nO90A6EINxN4xCWN8aJArG3pXXXXVSR8rIR4hhBBCCDEaKaX46du7eHVzpX/bDWel89PLCo4b4qkr\n28dHT/0RgPjMbBbe8b0hqW9izES+vPFLuj3dONyOIbmGGLv6dORJkSDPWLFnzx5eeeWVY+7XNM3f\ncefobjxjhaZpFOT/H5s2XUVK6g2kp3072CUNOwnxCCGEEKPbYIM8bmAS8JqmaaXAn4DnlFKNp1uQ\npmnnA98FruqpTwOkL6wQZ7jSht4bC9nx1iBWMracfVUODQfamf61DLKnxQe7HCFGHXdTF41P7sDb\n4QJAM+uJvb0QU5L8nDrS0SGe+Ph4li1bJiEeIYQQQggxoiml+MW7RTy/vsK/7ZszUvnFFYUn7MTj\n7OqkZt9eAPQm45DWqWkaFoMFi2F0dgQVweHpcOI53KXZoMMQN/YfRhlr7HY7ZWVlTJw4EZ1O598+\nULdcm81GTk4Oubm5ZGVlYbGMrZ8X3d01mM2JfX42G41RnHXW++j1Z95DiwOFeO69916ysrKCXJkQ\nQgghTtZggzxTgd8DFwA5wG+B/9M07TPgHXzdc7YrpbwnGkjTtFhgLrAQuBJIOrwLaAMe6LmWEGKE\nczudVOz4CgC9wci4KdMDNnZpvd2/nB0nTwidqpa6Tta/Vcr8b+VhsZn8280WA9/80cygtwIXYjRy\ntzhoeHIHnjbfjU/NpPOFeFJHXzv7jo5iSsseJC52EbGxF2IyxQRs7K1bt/LEE0/g9freFkqIRwgh\nhBBCjAZKKX7zz7089fl+/7bLpyTz66snozs8FfUHP4FNT/uWF/0MZt8ZhEqFGBxXde+9NmOSFU0v\n94ZGOq/XS3V1NSUlJezbt4+qKt90f9HR0X3CO2FhYaSkpKDX6/3hncTExDF5/08pRU3N6+wt/hl5\neT8jOembffZLiEdCPEIIIcRoNaggj1JqN7BA07RLgV/gC/YY8AV7Lug5zKFp2h6gAqgBOvF18gkB\nooFUIA9IPGLow+8ku4A/Av+rlGoaTI1CiOHX3dHOW7/5OQDWqGju+tNzgRl499vU1/U+vSZBnpPn\n8XjZ+q8DbHqnHI/bi96kI+cq3xNWGhrjIsaNyQ/xQgw1T5uTxie342npaV1v0BFzy0TMGeHBLWyQ\nGho+oLHxIxobPyI+/lImFQYmQz1QiGf58uVERkYGZHwhhBBCCCGGyiMflfDHT0r965cUJvLQtVPQ\n6474DO1xgasnDOF19zk/PjOH63/+IADmUOl0IkYe55HTaiVLV9mRym63U1pa6g/vdHV19TumpKSk\nXxee22+/Hb1eP1xlBk119avs2ftjAPbufYCI8GlYrWfu1FFVVVU89NBDdHT4/n1LiEcIIYQYvQbb\nkQcApdQ/gH9omnYR8H3ga8Dhd4chwJSeX8dz5DfIlcBK4HEJ8AghADhUAa/dxEo01hkncrPrR2TH\nS5DnZNRXtPHxC3torOy9MVOyqY4HHD+nzdKIWW9m842bg1ihEKOTp8NJw8oduJu6fRv0GrE35ROS\nPXrDKQ2N//Ivx8UuOunz9u3bh93u++IiOzsbm6335/NXX33Fn//8ZwnxCCGEEEKIEUcpRffOnXha\nWnCW906b1e5w88neejaVN/PYx70hnoX58Txy3TQMeh04OuDgRvB6oeVAn3HdLhe1JXtxOR0kZGaT\nPH7CkL+WVkcrSinCzeHoNN2JTxCih6uq936RMUXutQWT1+vtMzUW+B6M2bRpk7/rzkA0TSM1NXXA\nz9ljLcSjlIfW1q9A04iMmOHfnph4OQcqn6azsxSLJRXFCSeJGLMkxCOEEEKMLacV5DlMKfUB8IGm\naQnAN4FL8U2XdaK5JRSwF/gAeAv4RCmlAlGTEGL46Y1GsqbPAiDEFqCpZfb+wzc2Cjd6QoxGksJD\nAjP2GOVyeti4aj/bPjzAkT9R49LDOOf6TP74WWPwihNilPN2umh8aifu+k7fBh3E3DCBkLzo4BZ2\nmgonPkJD44c0Nq4mJub8kz5vzZo1VFT4vvi49dZb/UEeCfEIIYQQQoiRrO6Xv+LQCy/0217eaOcH\nz2zqs23e+Dge+9Z0TIaeEM8fZkF7db9zu7qcPH/vd2hvagDgyv/4b7JnnDU0L6BHZXsll/7tUsDX\ndfenZ/+Uq8dfPaTXFKOf82A79k21dBU1+7eZkiXIM9yam5spKiqiqKiI6Ohorrrqqj7729raBgzx\nWK1WcnNzycnJITs7G4vFMlwlB9X27XfR2LSaMNtEZs9+279drw+lsPBRqqpeIjfnv9Drz4w/j6Md\nPHiQFStWSIhHCCGEGEMCEuQ5TClVBzwGPKb55mrJA8bjm0YrvOd6nUADsB/YoZRqDWQNQojgsYSF\ns/g/fxrYQfe861/8wDuTrARr71z0op/KPc188sIe2hq7/dsMRh2zL8tiyoJUXLgYFz4OAKPeeIxR\nhBAD8Xa7aXhmF66antb5GkQvycMyMTa4hQVAaOg4MtLvICP9jtMeS0I8QgghhBAi2KKSrNy5Yp5v\n5ahbCMrrpfWttwY8ry60b0D/7KwY/nzTDMyGns4W+z8dMMQDYEnKISa1yR/kGQ4xITFEmiNpcbSg\nUCRYE4bt2mJ08Xa76dzagH1TbZ9OPACaSY8xQabWGmpKKRoaGigvL6exsZFPPvnEv6+hoQG3243B\n0Pt1TU5ODqtXr/Z33Tkc3klMTOzXvWes83pdNDatBqC9Y1e//WG2CUzI+5/hLmvEGCjEc99995GZ\nmRnkyoQQQghxOgIa5DlST2edPT2/hBDi1HU2Q8U6/+qHnumcHSdPCA2k2+5i7Rv72LOups/2lLwo\nLrgxj4i4UADMmFm1eFUwShRiVPM6PTT+ZReuynb/tqirxxM6JT6IVY08X375JU8++aSEeIQQQggh\nRFDpdBomy8C3PV0HD+Lt+bLToTeyI8bXraDNGkHxgquZFx0HQE6cjR9ePJ4Q4xHT09RsA0Ap6ArP\nITQ+w7c9/WzIvZhzr82ldl8x8Vk5WMIiAv66lFL4np30CTWGcsekO3j4y4e5qeAmzk46O+DXFKOX\nUgpnZTv2jbV0bWtAufpPOWSItRBxaSaa8cwKhgwXpRQ1NTXs3r2boqIimpqaBjzO6XRSU1NDWlqa\nf1tiYiLXXHMNmZmZhIaGDlfJI5bZlIDDWRfsMkacgwcP8tBDD/mnPZcQjxBCCDF2DFmQRwhxZiha\n+ykb33wNZ3cXAPNvvJ3xc+YObrCOBlh1L9Tu8K27u0F5APjSm0NEi53rXvgF+55sAcBVJx/eDqss\nau4T4jGHGjjn6hxy5sTyQtELrFq3ik5XJz8/9+fMTpodxEqFGH2Uy0vTc7txlrf5t0VemY115pn3\ntGtTUxN///vfaW31NVQ8/LQXQHFxMW+++aY/xJOQkMCyZcskxCOEEEIIIUaU7t1F/uVd0Zn89zl3\nEmrS8/y3Z3N3xvGnzFXVWylrj2ZtQwbmhGyuXbayT7AmMWc8333ieQzGwHbALT5UzONbHyc3Kpe7\np97dZ9+SvCUsylhEsi05oNcUo5e300XnV/W+7ju1nf0PMGiETorDOisRU2Z4n7/DInA8Hg+PPfYY\nzc3NA+7X6/VkZ2eTn59PXl5ev7COTqdj4sSJw1HqiKfTGZk7d92JDzzDDBTiWbp0KePGjQtuYUII\nIYQICAnyCCFOS8mGtZitNpRSNB08gLO7+8QnHcu2l2DvuwPu+sAzkyV7PyKqZjeuAfYrw5n94yxn\nRjx719dSsbOJ7OnxnLckF2uEmcauRlZuX0m7y9dFpNtzGv99hDgDKbeXpheLcOxr8W+L+Homtjlj\n4yZ5Tc0bhIdPxWrNPqnjP/zwQw4cODDgvnfeeUdCPEIIIYQQYsRr/Gqbf3lfZAohRh1P3zqLGScI\n8QC0T/sBb7/za7xeBQfqOLBzGxmTpvY5JtAhni11W7jt/dtQKNbXrOdbE75FZEjv++wQQ4iEeISv\n+05FG/YNtXTuaAT3AN13EkKxzk7EOi0eXahMtx5IHo8Hp9OJxWLxb9Pr9URGRvYJ8hiNRiIjI4mN\njeWKK64gJCQkGOWKMeDoEI/FYuG+++6TEI8QQggxhpzZ33wLIU7b5cvup6ujnb/+4ienP5irG0Jj\nobOxz+YaLZ7XPOfzI+cLA57WPW0q3qio07/+KKZpGvNvyKPhQDtZU+P822MtsSyfuZwHvnggeMUJ\nMUopj6L5lT107+m96RZ+UQZh56UGsarAsdv3UbTnxwBkZHyXzHH3oNMd+2au0+mkpKTkmPscDgcg\nIR4hhBBCCBFcLoeHPV/UEJceRkyKDaO5d2qs+rZuvvxoA4d7XJRHp7Hy5lnMyYo5qbHDC+ZSeMFW\ntn/0Pgazmdb62iF4BX1NjZtKVkQWpa2l2F121lSt4bLsy4b8umJ08NhddH5Zj31TDe76rn77NaMO\ny+Q4rLMTMaWHSfedAHK5XJSWllJUVMTevXuZNm0aF198cZ9j8vPzqa6uJi8vj/z8fLKzs1m7di2A\nhHjEoEmIRwghhDgzSJBHCHHadDo9ly+7HwBLePjgBzr/P2H+f0BrpW/CecDh8XLe73bipu9c3cm/\nexDLlKloRiNri3YP/ppjSFh0CK7Q/i2Tr8q9Cp2mY0bCDOJC4wY4UwhxNOVVHHp9L107e+evD7sg\njfAL04NYVWDtLX4ApXw9zg41ryUr897jHu/xeJgzZw579uxBKcWNN97Irl27ePnll3G73YAvxLN8\n+XIiIiKGvH4hhBBCCCEG0ljZzmevFAMQk2Lluv8+y7e9w8ENT67n5/UV/mNvu+Vi5ubGDjhOTcle\nXI5u0gun9Nl+1lVLMJjNzL7im1gjA/tQUa29Fp2mIz403r9Nr9Nz97S7eXvf29w97W4mRE8I6DXF\n6KOUwlHWin1jLV07G8Gj+h1jTLJiPSuR0Knx6ELkK4BAcTgclJSUUFRURHFxMS5Xb9/woqIiLrro\noj5hqalTpzJt2jQMZ3gncRE4EuIRQgghzhzyDlIIcdrMoaGYj5rHedA0DSJ7vyivqGvHrXwhHpOh\nN8xjiIvDlJriW5EgDy3dLTy4+UE+Pfgpb13xFjGW3qcJNU1jce7iIFYnxOiilKLlzX10bm3wb7Od\nm0z4RRlBrCrwcnN+zJ69P6G9fScTJvwSTdMd93iLxcLChQtZuHAhXV1d7N69mxdffLHPdFoS4hFC\nCCGEEMHWUNnuX45NDQPgkN3JjSs3cOhANZFO35efXkso550/td/5bY0NfPTU45R9uYmopGRu/d0f\n0el7u/qEx8ZxwS13BrTmpq4mVu5YyWt7X+OSzEv4xdxf9Nm/KGMRizIWBfSaYvTxdDjp3FKHfWMt\n7qb+U6drJj2hU33dd4wpNum+EyCdnZ0UFxeze/duSktL8Xg8Ax6nlKKjo4OwsDD/NmOAp9o7Uyml\n6Ows86+f7PTgY01lZSUrVqyQEI8QQghxhpAgjxBiRCut7/AvW4z64xx55nE7PXzxZikZk2K4v/Re\ntjVvA+DXG3/Nb+b/JsjVCTE6KaVoXVWGfVNvi3zrWYlEfCNrzN0EDQvLZ+aM12lr24bNlndK5+7e\nvZuVK1f6QzyJiYksW7ZMQjxCCCGEECLoGip77yPEpYfR2uXipqc3sKe2nbNaDvr32SYWoOn6h9lN\nFgtVe30PDB2qqWb3Z6spvGARdLeCOdz3AFKA7W/dzwtFvunEV5Wt4tuTvk1mRGbAryNGH+VVOPa1\nYN9US9euJvAO0H0n1YZtdhKWKbHozHK7P5Da2tp4+OGH/Z99jxYdHU1BQQH5+fkkJyePufsGI4VS\nbtZvuAgATTNw4QV7g1zR8BsoxLN06VIyMsbWQ2dCCCGE6CXv7IUQp6Xsy03+5cxpMwP+gbWs0e5f\ntpgkyHOkyj2H2P7xQbZ/fJAFyd9mW8YPAPDixeVxYdTLUz9CnAqlFK3vl9Oxrtq/LXR6PJFX5IzZ\nm3GapiMiYtopnbN582aeeuqpPiGe5cuXE346UysKIYQQQggRIA0HejvyhCaEcMvTG9lZ1QZATmuV\nf5+5IH/A80OsNmZ+fTFrX3+RCefMIzmvwLfjiXngtEPSFLjicQhLCFjNMxNnck7yOayrXsfEmIl0\nu/t3WxFnFk+bA/vmOuyb6/A0D9B9x6wndFo81tmJmJJtQahw7GlpacFoNGK1Wv3bwsPDiY2Npb6+\n3r8tISGB/Px88vPziY+PH7P3C8TIcXSIJzQ0lPvuu09CPEIIIcQYJ0EeIcRpefM3/wPK9zTQspff\nPr0n0xqK4VC5bzk2B6Kz+nTkCZGOPH3sP2LanwmT0rgt7TamxU/jgvQLgliVEKNX+0cH6Pi09wld\ny+RYoq4ej6aTm3JutxuDwSAhHiGEEEIIMaJ5XF4OVfc+EPTfnxaztbLFv35ZaJt/2ZWRxgdPPEp0\nciozL7uqzzjTL72c7FlziEsf59vQ1dJ7v6LsU7BEDqq+TlcnL+15iVmJs5gSN6XPvqUzlnL9hOuZ\nnzpfggFnKOVVdBcfwr6xlu49TTBAExhTRjjWWYlYJseikwfeTltjYyNFRUXs3r2bmpoaFi1axLnn\nntvnmPz8fIxGIwUFBUyYMIGYmJhjjCaGUmhoFgCadmb9va+srOShhx6is7MTkBCPEEIIcSaRII8Q\nYuTY+gKsfcS3vPABmLuU0gaZWutIZa1l/Gr9r/jRrB+xf3ujf3vmlDjOzloWxMqEGN3aPz1I24cH\n/OshBTFEL8lD04+dG+her4MdO+4hLe02oqPPOenzlFI8/vjjAFRUVKB6wptJSUksW7ZMQjxCCCGE\nEGLEaKruwNsz9VCXWWP9ESGen18xkZj7f4cbaA4N4f13/4rX4yHEamPSgosxh/Z24TBZQntDPAC1\nO3qX4/PBYD7l2tZWreX+z++nubuZsxLPYuXFK/vsnxA9gQnRE055XDH6uVsc2DfV0rm5Dk+ro99+\nzWLAOt3XfceYYB1gBHGylFLU1tZSVFREUVERDQ0Nffbv3r27X5Dn/PPP54IL5KG5YNLpjJw951/B\nLmPYSYhHCCGEOLNJkEcIcVqyps30f6kbaEopSht6n6QLMepwD8mVRoe3S9/mgXUP4PK6eOjdPzGx\n41IAQsNNJIyTL9KFGKyOddW0vrffv27OjSTmhgloel0Qqwq88oonaGxaTWPTalJTbyJv/AMndV59\nfT3Nzc0AWK1WOjo6JMQjhBBCCCFGpCOn1arwuvzLP/l6PtfnhVNSUwNAlEcRFhNLa30d3fYOijes\nZdIFFx174JptvctJkwdVW1pYGq2OVgA21G5gU+0mZiXOGtRYYvRTHkX3nmbsG2voLj4EA9xaM2VG\nYJudiKUwFs04tj6fDiev10tVVZU/vHPo0KEBj9PpdFgsFn9H2sOkQ5YIhgMHDrBixQoJ8QghhBBn\nMAnyCCFOy+L//OmQjV3f7qDD4YvuhIUYMOrP7CDPhOgJ/tCUZ3+of3vmlFiZ+keIQbJvqqXl7VL/\nujkrgpibCtAMY+smqcfTycGDz/vXraE5J33u6tWr/csOh0NCPEIIIYQQYsSqq+gN8tTpfZ+f//2C\nNG6YEkP39p3+fZa8PM655lts+9d7nLvkRtILp/Qbq4/a7b3LSVNPWIfb60an6dBpvZ8r0sPTuTLn\nStZWr+WuyXcxNf7E44ixx93cjX1TLfbNdXjbnf3266wGQmckYJ2ViDEudIARxKmqrKzkmWeeGXCf\nwWAgJyeH/Px8xo8fj8ViGebqhOhvoBDP0qVLSU9PD3JlQgghhBhOEuQRQoxYpfW902plx9nQ9gWx\nmBFgfNR4bp90O19UfcFZexfQhQfwTaslhDh1nV/Vc+hvJf51U3oYMbcUoDONvWn89PpQzpr9DsUl\nv6C7u5qUlOtP6rxNmzaxc+dOjEYjABaLRUI8QgghhBBiRHJ7vGzZVsfh6EOT1s0Pog+iXnmOdZXz\nmeo1+o8NKchn3NzzyT/vgpPrttGnI8+xQz9e5eX9/e/z+LbHuXvq3VySeUmf/UtnLOX+s+7HpDed\nyksTo5xye+kqasK+sRbHvpYBu++YcyKxzk7EUhAz5h4sGS5ut5uysjLS0tL6BHLS0tKwWq3Y7b6u\n3yaTiby8PPLz88nJycFkkn+PYuSQEI8QQgghDgtokEfTtFuA15RSXYEcVwgxsng9HnZ9+hEAmk5H\n4fkLh+Q6pfXtTGwsI6WjgRkqCvdR81aPVf8o+wfV9mqmxk1lZuLMPvvumnwXV4V9i7fe2QqA0awn\nNS8qGGUKMap17mik+fW9/huoxhQbsbcVojOP/oyzw9nIoea1eL0OLJZ0oqLmAGA2JzCp8Pd4PJ1o\n2rHDSg0NDVRWVrJ//37Wrl3bJ7Rz9913S4hHCCGEEEKMOB6vYtmrW8lqdwO+YM7F4z2oT97DAexY\n/QGpMan+40PyC9B0JxmWcHZCY3HPigYJE4956PO7n+fBzQ8C8PjWx1mUsQiDrvczRoQ54lRelhjl\nXI1d2DfV0rmlDm+Hq99+nc2IdWYi1lkJGGKkE8xgOJ1O9u3bR1FREcXFxTgcDhYvXsyUKb2BO51O\nx7Rp07Db7eTn55OVldVn6iwx8inlpb29t6taePjgpjgc6SoqKnj44YclxCOEEEIIIPAdeZ4BHtE0\n7RXgKaXUpgCPL4QYATweNx888SgABqMpcEEe1feRJMfbb/Hg53/2rWyF/g2Hx6YHNz9IQ1cDaWFp\nvHH5G1gMvTdz1r+xn+2rD/rXMwpj0Ms86UKckq49zTS/sge8vnVDQiixtxeis4yNG3k7d9xDS6vv\nLVhiwhX+IM9hev2x27PX1tbypz/9yb9+ZGgnIyODuDjpACaEEEIIIUYWr1fxn29s571tNcw2G4j3\n6BhnDeGH372S12rXU7VnNxHx8bQV7yOs55yQgoKTv0DdLlA9Hx5ix4PJesxDr8y5kie2PUG7q52m\nriZKW0rJi84b/IsTo45ye+na2ejrvlPW2v8ADULGR2GdlUhIfjSaXu7pnKquri6Ki4spKipi3759\nuN3uPvuLior6BHkAFi4cmocQxfBQysOmzYsB0DQDF16wN8gVBZ6EeIQQQghxtKH4xioMuBO4U9O0\nncBK4EWlVPMQXEsIMZYcMed8jSsU15ZPBz5Or8eUMW54ahpmji43CU1ZZDTNROFlZeZKvj/t+/79\nUYl9bxjmzIwf7hKFGNW6Sw7R9MJu8PiCg4ZYC3F3TEJvNZ7gzNFj3Li72brt1kGdW15efsx9U6dO\nHVxBQgghhBBCDBGlFD95cxtFH/+LCHM8ay2x3DgnnR9cUYimacz71m00V1eRN3Um++ac7TvJYMA8\nPvfkL1KztXf5iGm1NtZspDC2kFBjb1A+whzBd6d8lzZnGzcX3CwdeM4grvpO7Btr6fyyDm+nu99+\nfbiJ0FmJWGcmYIgKCUKFo5vdbmfPnj0UFRVRVlaG1+sd8LioqCji4+VemRhdjg7xWK1Wli5dSlpa\nWpArE0IIIUQwBTrI81fgMsDcs14IPAz8RtO0N4GnlVIfBviaQohhptPpKLxgkW9Zf+zpWU5J1yEo\n/9y/+v92JjLtiAY9lpkzMWWko+n0hF20CGPC6P9QrpSitbGTurJ2akpbqS1tpam6g7nqBt8BoW6W\n5E3vc05SdgQGk46EzHCypsaRNVW6Ywhxshz7W2l6bje4fT9c9NEhxN45CX2YKciVDY5SHg61bCQ6\n6uw+26Oj55KcdC1KeYiImH6MswfmcDhobm7GYrGg1+sxmUwUFhaSx1hZ5AAAIABJREFUlpbW74lG\nIYQQQgghhltFk51P9jbg9vre0xdv3Yr5i9e50N3GfksGod/4Dv9zuS/E4zxwgJCNX5LscdO8fot/\nDHN2Njqz+ViX6K9mW+9y0hQ6nB3cs/oettRtYemMpdxeeHufw2+ZeMtpvUYxsrmbuujeewjV83cQ\nj6KrqAlneVv/gzUImRCNdXYiIeOj0fTa8BY7hpSXl7Nq1aoB98XFxZGfn09BQQEJCQlomvw5jz0a\nYWGTfEvHmSp8NJIQjxBCCCGOJaBBHqXUtZqmRQM3AbcCh7/xMQNLgCWaplUATwN/UUodHHAgIcSI\n4fV62P/VFrJnzPZv0xuMXHzXvYG9UMm/wOt7YqkpYiL/qjIw7YjdUUuuJeKyywJ7zSBwdrnZvbaa\n2tJWqkoP0d3W/yktv04DRrsVjpgFJzrJyp0r5qGT1stCnBJnZTuNf9mFcvme2tNHmIi7YxKGiFO4\ngT+CNDR8SGnZg9jtJcya9XfCwwr9+zRNIz//f095zA0bNvDyyy+jlMLhcJCcnMyyZcsICws78clC\nCCGEEEIMsZZOJ4sfX0ezvXfi7WhnBze4fQGKzK4Kri00odNpeNrbKb92CZ6Wln7jnNK0WgCuTtD0\noDyQNBmP8rClzhcMenrn01w7/lpsJtvgX5gYNbxdbuof2zpgx50j6SPNWGclEjozYdR+5hxpcnJy\n0Ov1eDweAJKSkigoKCA/P5/Y2NggVyeGmk5nYPast4JdRsBVVFSwYsUKurq6AAnxCCGEEKKvgE+t\n1TOF1iPAI5qmzQC+DVwHRPYckgH8DPippmn/Ap4EVimljv8JSAgx7JRSfPjkY+xY/QFzrr6ec665\nYeieatnzrn/xpdZJQ3ONYdZtd2E06dEbe0M3mk5j3d9Ke5/cOoqmQUyqjaSsCBJzIrDY+k73o+k0\nNOTJIiFOhbO6g4andqIcvht+ujAjsXdOxhA9etuZ19T8Fbu9BIDS0geZNvUvpzXehg0beOaZZ1DK\n97NJQjxCCCGEEGKkefOrqj4hHoBmUzR7rbnkOg8y7+prSRyXCUDnli0DhngArHPPPbULf/NpuOJx\nqN8FcROg5xamXtOzMH0hLq/r1F+MGJUc5a3HDvHoNCz5vu475twoNJ3cuwkks9nMOeecQ2hoKPn5\n+URGRp74JCFGsPLych5++GEJ8QghhBDimAIe5DmSUmoLsEXTtKXAN4HbgfMBDdADF/f8atQ07Vl8\nU2/tGcqahBAnb9sH/2DH6g8AWP/Gy8RnZJJ71jlDc7HZd4I1jpav3uRtu28qGKt5SH9EBZRSitb6\nLmpKW6gtbaWmtJVDtZ1c9v0ppE+M8R9nNOuJTbXRcKAdAKe+mzrbfs6aNpmZUyaSkBmOKWT0vG4h\nRjpXnZ3Gp3agun03W3VWA3F3TMIYawlyZacnO/uHNDR+hF5vISJiBkp5Bt1eWkI8QgghhBBipFNK\n8eqmSv/6wvwE0qJ97+nTzLdySW4ya14up6tjP8m5kcQUFfmPDSksxDLd1/M3ZEI+4ZdeetLXrWyr\n5J3971AQXUBBTAFxJismdxf/NuXf+EbWN0gPTw/MCxSjgqva7l82ptowZ4QDoI8MIXRq3Kidtnm0\nWLBgQbBLECIgJMQjhBBCiJMxLN8WK6UcwIvAi5qmjcPXpecWILXnkDhgObBc07QvgJXAa0qpzuGo\nTwgxsInzF1C6ZQPl276kYN6F5MyaM3QXGzeXz5x53LzmfP+myakRUDp0lzwdbpeHhop2anpCO7Vl\nrXR39H8Kr6a0tU+QB2DKham4HB7C0028WPsUek8Hi+fePVylC3HGcDV20bByB167L8SjhRiIvX0S\nxgRrkCs7eV1dldTUvknmuO/36YhmteYwceJDREedg8kUc5wRjk9CPEIIIYQQYjTYfrCVPbW+B2JC\njDoeWjKF8JDeDrYlm+toONBOw4F22g85mF6y278v6vrribz6qkFdd3PdZh7f+jgAizIW8dD5D2Ex\nWPje1O+dxqsRo5WzqsO/bDs7GeuMhCBWM7YppVi9ejVWqxWbzcbEiROHrku4EMNooBDPsmXLSE1N\nPcGZQgghhDjTDHvbB6VUOfDfmqb9P+AifKGexfg69ACc3fPrEU3TXgD+oJQqGmgsIcTQMoaEcOV/\n/Ddfvf8O0y+5HE2nO/FJg9Tt8vCTt3ZCz7RRV05NJn5zCG1DdsXB27CqjC//WYHXPfD0WIfpdBoO\ne/9wT96cJP/yf2X+l/8LdCFE4Libu2l8cgfedt+/Qc2kJ/b2iZhSbEGu7OTt2/drDlQ+g1Iuwmz5\nxMUt6rM/MeGy0xr/6BBPSkoKF154IX/4wx8AmDlzJosWLTreEEIIIYQQQgyLVzf3duP5+qTkPiEe\ngMbK3oBFXFoY3W/1BnlCJhYM+rq7m3rHyY/OH/Q4YmxwVff+PRtNny1Ho+7ubtasWQOAyWSisLAw\nyBWJYKo8+Dx6nYWwsAKs1lx0OuOJTxqBysvLWbFiBd3d3YCEeIQQQghxfMGcv8UKpAMZ+EI8h7/J\nPhytDwPuAr6radpLwDKlVOOwVynEGU5vMDLzG4uH/Dp/WL2PA82+JlzhIQZ+/PUCnJuH/LIDUl5F\nc62d2tJWlFdROL/vhymLzTRgiMdsNZCUFUFidgRJ2RHEZ4RjMJ14qht5okiIwPK0OmhYuQNPqwMA\nzagj9taJmNPDg1zZqfEqF0r5gkilZb8jNnYBmhaYQOX69ev5y1/+0ifEs3TpUnbt2oXD4ftzc7n6\nBxGFEEIIIYQYbp1ON29vrfavL5mVRt3+UjqaG4nPzMYWFUNDZbt/f3SMDle173jNaMScnT3oa89z\nuNEnzqXI1cKkuEmDfxFi1PPYXXhafJ+VMGgY4kb3dM0jXUfHEd2PbBKaOpMppdi//1FcrmYAzp7z\nIaGhmUGu6tRJiEcIIYQQp2rYgzyaps0Dbge+CRz5iUcDaoG/APHANfjCPBrwLWCupmkzlVLNw1qw\nEGeQ0i0bMZhMZEyaOnwXtTexr9nJE5/1zqH1X5fmExdmpmqYSnA5PNSVt1HbM01W3f5WHJ2+qXhs\nUeZ+QZ6k7AgAIhNCfaGdnvBOVEIomu7YoRyv8lJnryPJlnTMY4QQp8fT7vSFeJp9N0YwaMTcXIA5\nKyK4hQ3CuIx/o7r6dWy28WRn/8eQhniWLVsmN0eFEEIIIcSI9I8dtXQ4fJ/Rs2KtzBoXxepnXmXr\nP98FYN63bqPhQLz/+PCualp6ls3jx6MZB9m5wevhvDV/5Dy3b/oTzn9ksC9BjAFHduMxJlrR9EPX\ntVpAe3tvOE8+q57ZHM46f4hHr7dhsWQEuaJTt3//fh5++GEJ8QghhBDilAxLkEfTtCTgFnwBnsOP\nwRz+ttsLvA88CaxSSnl6zvlBzzn3Ayn4Ovf8BFg2HDULcaap3LWdVSv+F5TiG/f9iJxZc4blumrt\no6Sve4wndBP5k/cyvOnnsGRm2pBe0+X0UL69kdrSVmrLWmmo7EB5B57equOQg/bmbsKiQ/zbYlJt\n3P7buVjCTKd03TdK3uDXG3/NXVPu4paJt2AcpW1ghRipPHYXjU/twN3Qc6NdpxHzrXxCcqOCW9hx\nKOWlrm4V1dWvMXXq0+h0Zv8+kymG2bP+jsWSEbDOXUeHeFJTU1m6dKncGBVCCCGEECPWq5sO+Jev\nnZWGpmnU7y/zbwuNTKK7w/flqClEj7Fyj39fSMHgp9WisQQOh3jCksAWf/zjxZgm02oNryM78oSF\nhQWxEhFsOs1AVuZS2jt2o9OMAXvIabgcHeKx2WwsXbpUQjxCCCGEOKEhC/JomqYHLscX3rkY3/RZ\n0BvgOQg8DTyllKo8+nylVCfwR03TXgG+wjcN1yVIkEeIgPN6PXz41B/x9Eyj8tmLz5A5bQZ6w9AH\nTdq3vUU4Li7Ub+Vl7yJ+uHgSuuN0tTlV3p6AzpFjej2KD57a1Tuh3wAsYUYSsyJIyo7EYOz7AVGn\n0045xNPY1ciKLStweBw88uUjGHVGbpl4yymNIYQ4Nm+3m8and+Kq9U3RhwbR1+dhyY8JbmEnsHXr\nrTQfWgvAwaqXSE+7rc/+0NBxAbvWF198wbPPPishHiGEEEIIMWqUNnSwqfwQAHqdxlXTUwBImzgJ\nnV5PfXkpOn084Av7xKaF4Sgq8p8fUpA/+IvXbu9dTpoy+HHEmOCsOqIjT7J8hhpq0pFHHGYyxZKZ\neU+wyxiUsrIyHnnkkT4hnmXLlpGSkhLkyoQQQggxGgQ8yKNpWj7wbeBGIO7w5p7fPcC7+LrvvKeU\n8p5oPKXUIU3Tngd+DIy+yU+FGGGcXZ28/8eHiR+XzZyrlgCg0+m56kcP8Ndf/AS308HV9/9sSEI8\nXq/i/jd38PHeepSCDHWQ193lANiVmcmT5hLyH/dQsn8/AJ62tpN/XR2Kz17eS/nOJjzu3h8tzm4P\nX/+3SaROiPZvM1sMxCRbaaqy+7dFJ1t7gju+abIi4iwB64AB0OZsI8WWwp7mPaTaUlmStyRgYwtx\npvM6PDQ+swvX4RurGkRdm0fopLjjnzhMvF43e4v/H83N6zj3nE/67IuJvcAf5Kmqeom01FuG5Omy\nY4V4zGYzr7/+OhUVFQA4nc6AX1sIIYQQQojBem1z77N/CybEEx/m65Y797qbAVBeL5veLfcfE5cW\nRveHu/3rp9WRp2Zb73Li5MGPI8YEV3XvPSSTBHmGnHTkEaOdhHiEEEIIcboCGuTRNG0dcNaRm3p+\nLweeAp5WStUMYujant9lHhohTlPx+rWUbFhHZEISnW2thIZHABARn8B1//Mbujs6iIhPHJJrbyxv\n5pVNvTfh/tP4ur9X1ybDdBbvXUP7xo0DnquZzANurytvo3Ktl7aDgKoa8Jia0tY+QR6A/HOS6Wp3\nkpgdQWJWBCHWof3xkhWRxctff5mXil4iNyqXEEPIiU8SQpyQcnloenYXzore4F/k4hys00ZO2/uD\nVc9TXf0qmta/k1dqyg1UV79KXOwiMjK+MyQhnnXr1vHcc8/1CfEsW7YMq9VKTU0N5eXl2O32fucZ\nDMMyA6sQQgghhBADcnm8vLHloH99yaz+03BrOh0Nlb1f+MckGHGWl/tW9HrMeXmDvv6vaj7GGxPF\nBKeTRXHjiRj0SGK083a7cTcensIZjInW4BZ0BpCOPGI0kxCPEEIIIQIh0N/QzME3WY0GuIC3gSeV\nUh+c5rht+HrknrCDjxDi+Lo7fB+Ei9Z8jFKK+Tfe7t9njYzCGhk1ZNdu6XT5l8/W7eJq/ef+9YTz\nv0vXTx4Z8Dxzbg628+b22VZd0sLGVWVUFbec8LqHDk+1c4QpC/rfABxqBp2BmyfePOzXFWKsUm4v\njc8X4Shr9W+LvCwL2+ykIFbVl9vdTlnZwwAo5aSr6wAWS7p/v05n5qzZ7+KbkTTwjhfiAUhKSuKe\ne+7hzTffpLi42H+ezWZj8mR56lgIIYQQQgTP6j31NHb4OkbGh5mZP37gjpsNB3q/8A93NdDW897X\nnJWJLmRwD9Eor5d3VBvt4b5OIOfEZEqQ5wzmqul98MEYH4pmDPwDGKIv6cgjRquBQjzLly8nOTk5\nyJUJIYQQYrQZiketS4GVwDNKqYZADKiUeh54PhBjCSF8Og41o7zBycaZcbIi9C/g9q17ChYzLjKX\n8ro6AHQREWT9/S3QdKCBIS6u3zRX7c3d/UI8aQXRTFuYTnRy75NROr1GiE2aeQkx1iiPl6aX9uAo\nPuTfFnHJOGznjqynmwyGMKZNfZY9e3+My3kIs7l/x7PhCvGkpaWxdOlSf4jnMIvFwpVXXonb7fZv\ns1qt6PVDU5cQQgghhBAn47UjOvpeMzMVg75/eKKr3Ym9xQGAwajDXL3Xv+90ptU6WLWBdp3vPkSE\nV5GUOH3QY4nRz1nVGyoxyrRaw0I68giAlpbNVFb+hbCwAqKi5hARMbJ/Fh8d4gkLC2PZsmUS4hFC\nCCHEoAQ6yLNAKfVxgMcUQgTQpAVfY/zZvu42ppDQoNTwPcPbJLp7psEyh6O/5P9of/pV//6w88/H\nmNj7Zbezy40xRN8nzJMzM571b5Vib3USnqaInaDxtcVTh+01CCGCR3kVza8V0727yb8tbEE6YfOH\nv9PWyYiImMqsmX/H6axHp+s/vdZQWLt2Lc8///wJQzyHhYYG5/8HQgghhBBCDKS2tZuP99b716+d\n6Xuvr5Ti42f/TGxqBvGZ2cRnZnPzr86h4UA7nW1OnO/1NgU/nSBP7KFK/lRbT5HJhDs6E00nHVjO\nZK7qI4I8KRIqGQ7SkUcAtLRuob7hPeob3iMl5YYRHeQpLS3l0UcflRCPEEIIIQImoEEeCfEIMfKZ\nQ0MxB/EL22ytirv0b/duWPhTCEuk48OP/JtsCxcA0HHIwfbVlexaU8XFdxaSPjHGf4xer2PhrQWE\nxYbw5Y4Nw1b/qVpzcA0bajZwYfqFTImbgl4nHS6EOB3Kqzj0Rgld23qb/tnmpRK+MP04ZwWfTmcg\nJGR4bt6cKMTT0dFBQ0MDmZmZw1KPEEIIIYQQp+qNLw/i9b2d5eysGDJifO9l2xrq+Oq9VQCE2ML4\n3sqXCIsOISzaN4VW2UNF/jHM+fmDvr6lYQ/ndnVzblc3FJ4/6HHE2HBkkMckHXmGnNfrZdasWbS3\nt2O327FYLMEuSQRJe/tO/3KYbfDhzKFWWlrKI488gsPh6xAnIR4hhBBCBEJAgzyappX1LP5SKfXU\nKZ57E/AzQCmlsgNZlxBihFCKXxqfxqz1TN+SMhNm3I6zogJHSQkAmtmMM3saHz27m+KNdXg9vjt3\nX35woE+QByAlL2pYyx+Mt0vf5v3y93l297PcO/1e7ph0R7BLEmLUUkrR8nYpnVvq/NusZycRccm4\nftPvBZtSKig1nUwnnn/+85/s2LGDKVOmcNFFFx2zS48QQgghhBDB4PUqXj1iWq0ls3o7b9btL/Uv\nx4/L6vOe2+tw4Ni3z78echpBHmq29S4nTh78OGLUUy4PrvpO/7oxWT4/DTWdTsfChQuDXYYYATLH\nfZ+Y6PNoa99FROTMYJczIAnxCCGEEGKoBHpqrXGAAiIGcW74EecLIcYgnddBuTeBOboiPOjQX/Yw\n6HS0f7QaBbRE5FA97TrqfrO937n2FgeOLjdmS6B/bA0dp8fJmqo1/vV5qfOCWI0Qo5tSitZ392Nf\nX+PfFjozgcjLskdciKe9fRdFRf9FXt4Dw9r2ee3atTz33HP+9YFCPKWlpezYsQOAbdu2MWnSJHJy\ncoatRiGEEEIIIU5k/f4mDjT7ghNhIQa+Vtg79XZs2jjOu+FW6vaXkpSd2+c8R3EJuH0PDhkz0tGf\nznQ8ExeDNd4X6EmSabzPZK7aTvD6lg2xFnTm0XNfSojRzmYbj802npEaiZEQjxBCCCGGknzyEEIM\nG68+hB+5v8MbnnlcndzIdYmT8HoVxZ+WUjL932kPH9fvnKTsCKYuSidzciyabmR9WX8iOk3Hg/Mf\nZPWB1exr2UduZO6JTxJCDKjtXxV0fF7lX7dMjSPqqtwR93NBKQ9Fe35Me8cuNm+5lrzxD5CaeuOQ\nX/foEE96ejr33XdfnxCPy+Xi3Xff9a8XFhZKiEcIIYQQQow4rx3RjWfxtBRCjL1TVEcnpzD7im8C\n4HZ6aKhsJzrJit6go7tot/+4kPzBT8GilEKbdiNMG/r38WLkcx4xrZZ04xFCHDZQiGf58uUkJSUF\nuTIhhBBCjBUjKchj7PndFdQqhBjjvnp/FWtfewGAqRd9g7nX3TTsNWxSE4iKSOAal5dXfvYFLZYL\n4cjprjXInBzLtIsySMoeTIOvkcGgMzA3ZS5zU+YGuxQhRrW2jw/Qvrr3Zr6lMIboa/JGXIgHoL2j\nCLvdN1WgTmckOvrcIb/m559/zvPPP+9fHyjEA7BmzRqam5sBCAkJ4eKLLx7y2oQQQgghhDiRTeXN\nvLu9BpfH1/bkvZ21/n3Xzkzrc+zBvYco+6oBr1fR1dZN2dYmdHhJCWmksOI1/3EhBYMP8vz+q9/z\n5I4nuTDtQhZkLODy7MsHPZYYfZRH0bGuGnejryuU80C7f58pxRassoQ44zidzZhM0cEuY0D79u3j\n0Ucf9Yd4wsPDWbZsmYR4hBBCCBFQIynIc/iR8JagViHEGOdxuXDY7QC4nY6g1qI36og0tNGCGQCd\ncjPhvHSmLkwjKlGechJCQPvnVbT9s8K/HpIXRfR1E9D0Iy/EAxAeVsics/7J3uIHiAifQmho5pBe\n72RDPA0NDXz++ef+9YULFxJ2OlMNCCGEEEIIEQD17d3c/NRGulyefvsmJodTmNL7cE9ztZ1Vj2zF\n61V9jvOiw71/H469Rf5tgw7y1BfhcPkCHKsrV5NkS5IgzxmmZVVpnymdj2RMliDPcPjyyy8pKyvD\nZrNRUFBAenp6sEsSw6jbUUt5+eNUV7/OrJlvEBY2+GDmUJAQjxBCCCGGiy6YF9d8YjRN+yZwE6CA\nXcGsSQgRYG4HfPRzWitrsJe199udUfsZBpedjIr3uHx6DRfcOEFCPEIIADrW19D6Tpl/3ZwTScyN\nBWiGoL59OSGLJZUpk59k3LjvDel11qxZ0yfEk5GRwdKlS/uFeJRSvPPOO3i9viecU1NTmT59+pDW\nJoQQQgghxMl4Y0vVgCEegDvPy/Ive71e3n9iFZ6erj1Hi2vY6l/Wx8ZimTr11ApRCjY+CU/MJ7dq\nh3/zgvQFpzaOGNXsX9UfM8SjCzNhSg8f5orOTAcOHGDnzp2sX7+e+vr6YJcjhllJyS+pqnoRpZyU\n7X842OX0ISEeIYQQQgynQXfk0TTtp8D/G2gX8FtN0357qkPiC/K8OdiahBAnNvXib1B4wUUA6I2B\nb8rVUV3LgU/X4XX5ZslzNlbQcEBR2r0LpVeYbODsaaTh7ezE8MV7nOt6B73XTdzX7gl4PcHS6mgl\nwjx6pwUTItjsW+poeWuff900LpyYmwvQjCM7xHOYpmmAfsjGX7NmDS+88IJ/PSMjg/vuu4/Q0NA+\nx9XU1LBt2zYqKnxdjXQ6HZdddhk63ej4cxRCCCGEEGOXUorXNvdOoXvTnAzGJ/q6RmbFWjk3J9a/\nb93rH1Cz5wU0fQJGy3zGV2xE53UCkDxvCknzrkbTrgaDAdvcuehtJ35AqNvdzY/W/Ijv5F1HwZrH\noOhtACYXvc9P5n6P/IJrmBw3OZAvWYxgrlo7LX8r8a+H5EURku+b1kfT6TDnRaEzD91nPNGrvb33\nQUDpJHvmyRx3D/X17wEKl6sVj6cbvT4k2GVRUlLC73//ewnxCCGEEGLYnO63+Mea12Kw8118Bvxp\nkOcKIU6CwWTCYDINydjubhd/+9/PaXcdOX9xXO+iB6Y4DGwKcQNgX7cO5XCgB8y5OZgyMoakruG2\ntX4rt/3zNlJtqVyYfiG3F94uoR4hTkHntgYO/bXYv25MtRF760R0JrlpCicf4gEoKytj/fr1/vWz\nzz6bhISEYalTCCGEEEKI49m4v5n9jb6pv8PMBu6/NB/LAO/5u+1dbHrb9/5XeeoIOfQx6QfXo5nN\nJP/6/wj/2tcGdf1fbfgVHx34iDUVH/GTxiYW92zPip5AVsFNEDd+UOOK0cfb7abp+d0ol6/jkyHO\nQvQNE9CZA/8AnDixjo4O/7LNJtOZjVVudzu1datISb6+52EoH5stj8zMe4kIn0J09Hl99gWLhHiE\nEEIIEQyn82mkBag4alsGvq46LUDbSYzhAlqBvcC7wGtKqYH76QohRrzKrfuPCvH0VW7wUGPw3RTJ\nSwyja9da/z7refOGvL7hoJTit5t+i9vrprytnDdL3uSuKXcFuywhRo2uXU00v7rX924CMCZZibu9\nEF3IyL2B2ta2nbKyFcTGLSIudiFmc/yQXeuzzz7jxRdf9K9nZGRw9913s2XLFrq7u1m0aNExz42M\njGT+/PlDVpsQQgghhBCn4tVNvd14Lp+aPGCIB2D7x5Vohgng3gQYmF66A310NGmPP3bqU2j1qGmv\n4l+l7wC+rsGOw18Uz7oTLvoFGIPf/UEMD6UUza8V427qBkAz6Yi5MV9CPEF0ZJBHOvKMTQcqn2H/\n/j/gdrcQYk4kNvbCPvuzMr8fpMr6GyjEs3z5chITE4NcmRBCCCHGukF/IlFKPQI8cuQ2TdMOT1T9\nS6XUQ6dTmBBi9Nm/q7f1baKpGGusgcpmO04NPralkjd9PPOBjJhQrp+dTuu7+/3Hm3Nzg1Bx4Gma\nxm/m/4br3rkOheJ35/8Oi8ES7LKEGBW6iw/R9FIReH0pHkO8hdhvF6ILNQa5suOrb/gnTc2f0dT8\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KU9Viu2EYnJp3qkI8Iq0U9AYofX4tvt014bHk7w8kZlS6hVV1HjabjdraWkpKSqitrVWI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\nS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CC+QAiAkrwkpuQmU3fKud268STFdLtPEZHolZg4hYUL3sJuj490KVGlpxDPtGnT+MpX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\nPnz44YcBX2tV97Ht27czfvx4kpKSMJvNNGrUiO7duzN9+nSfHogq6i547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aJT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\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28YZVM2fwBP8Rj6bn8Hg8CIU21W1GuWBOPAwGg8FgMBgMBoNRM2GOPLWY+OvPgOcLnzwa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NzBgwftvHnz7Omnn247duxo3W637dChgx03bpx94YUXbElJSdDxa3qtDx48aG+++Wbbq1cv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\nwGOA/ZJsUVU3z/I1rAAOaU8fZO1ZUvO1G9NhzIVV9eAQb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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 1720, "width": 1145 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,24))\n", "filters = [(g,f) for f in ['no_min','min_5','lasso_fts'] for g in ['Boys','Girls']]\n", "style = {'Lasso':'-', 'Randomforest':'--', 'Gradientboost':':'}\n", "for i, f in enumerate(filters):\n", " ax = plt.subplot(321+i)\n", " for ix, t in enumerate(title_list):\n", " if all(ff in t for ff in f) and all(ff not in t for ff in ('bmi_','wfl')) and 'Regression' in t:\n", " ls = t.split(' - ')[1].split(' ')[0]\n", " plt.plot(1 - results_list[ix][:,7], results_list[ix][:,6], linestyle=style[ls], label=t[:-9]+' AUC val: {0:4.3f}, AUC test: {1:4.3f}'.format(auc_list[ix][0], auc_list[ix][2]))\n", " \n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " lims = [np.min([plt.xlim(), plt.ylim()]), np.max([plt.xlim(), plt.ylim()])]\n", " plt.plot(lims, lims, 'k-', alpha=0.6, zorder=0, label='Random Decision')\n", " plt.legend(fontsize=10)\n", " plt.title(f[0]+' '+f[1]+' ROC Curve', fontsize=18)\n", " if i%2 == 0:\n", " plt.ylabel('Sensitivity (TPR)', fontsize=16)\n", " if i in range(len(filters)-2,len(filters)):\n", " plt.xlabel('1 - Specificity (FPR)', fontsize=16)\n", " plt.grid(True)\n", " plt.tight_layout()\n", "\n", "fig.savefig(temp_dir+'/all_final_multi_feature_regression_AUC_ROC_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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JsF2OftJdTfLGcH8zS9yox6vxvObuTxVy/QR3b3X3We7+O3c/BRgBHAPMjDXb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\n/l2avHz9+29hqKkGIHnoyA4V5DGcPcupf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DZBbXiwz4NmlyVyXoqKipg1axaHDh1yj91x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tlnsnzuCDl+ZgdHWjSdceardUZShWKwl/+zuZG7601/wee4yQF16o1u/Zb0deYhJXgzweISHg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\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CPCIiIiIiPnT6slrdantZLdOEVX+Hr/5WPhfRGia9B9HtvVM/LV9Kbrqn0/Idf3+a2Dbt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\n0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fUAknAm/GQaY9adYL6vcCYHaU8Q8T0BgTB6dqMutVc7uO3VH/gm47Cr7+/npXHhSV0x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AMHDqRGjRqRvr4+eXh40ObNm1XO9q7qSjApZ86cIS8vL9LT0yNjY2MaNGgQRUVFqa1vz549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\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GjBgBFRUVbNiwgXt5lzB//nykpaVhxIgR1TojoyL07dsXenp62Lt3L65cuSK1LCAgAM+e\nPYO3t3el87J/jERHR2PTpk1SZUeOHMHZs2dhZ2eHDh061JJlFaei/RZQGBIWAF68eCGzTFlZGZMn\nT8br168xZcoUuf3W69evudmrQOFLmrx7VPIDTfF7qqx9VwbJy9imTZuwbds2uZ8JEyaAiLBr1y5u\nvX79+kFbWxtHjx6VO5smMDAQt2/fhq2tLTf7Cyh8yf7tt9+grKyMKVOmICgoSO4snsjISHTp0kVu\nSgV5qKmpYfDgwXj58iXWrVuHO3fuoEePHjJhXyXX+8KFC1LP6vfv32PcuHFyr0NpZGZmIioqqkLX\nws/PDwCwfPlyKUfo2NhY/PLLL1BVVZVJrZmUlISoqChuVpM8FHEEnjhxotzru2rVKgCAnZ0dtm3b\nxv0Y8CFYW1uDx+MpNOP84MGDSE5ORteuXfH777/LtXH//v3Q0NDAX3/9JfX8kYQh/+6772SEnnfv\n3nE/8JQMVz5s2DB07doV0dHR6NOnj9yZebm5ufjll18wc+ZMhY5ZX18f//33n9xlknHBnDlzFBoX\nXLt2Te6MW3nPWUX6hKioKERFRSl0HAAwcOBAGBgY4M8//8SNGze48uzsbMybNw8A8PXXX0uto8j9\n8Pvvv6OgoAAjR44sc6xw4cIFueJxYmIiZs+eDaAwOgCDwahaCor1r0lKeVDTuAYttStwNC58H9M3\ns8DAecvRa8YcdBg+GhmpOchIzcHlw09xLTQGkRdfITdL8edojVHPIvJkZmbWayceALC1tcW8efOQ\nm5uL7t27l/oDzIek1FEEpsMwHaaiMB2m6mA6jCxMh2E6DNNhGoYOI7mXt2zZInMtwsLCcPHiRQiF\nQqnfpQCmw5SE6TCFKKrD5OTkyFxPIsKCBQtw6dIl9OzZEx4eHtyy9PR03L59W2Y7ubm5mDZtGl68\neAFHR8dqT1PIqH+waXv1ACJAEsD0wYuiB398QT52XY7Fs8QM5OYXeqc7mohgYyiqwLYJ+Tk5UBEK\nq9Di+klDceJZtGgR9z0jIwORkZHcC/6KFSuk8hPPmjULYWFhOHLkCFq2bIkePXogMzMT+/fvR0JC\nAr777jupQbQEHo8HPz8/zJgxA4D8wV9WVha8vb1hbW0NJycnWFpaQiwWc3loe/fuXSOzZlatWoXA\nwEC5y6ZMmYLPPvsMbm5uCA4OhqurK9q3b4/4+HiEhYWhSZMmXE5eCS9fvoSLiwuaNm0KJycnWFhY\nIC0tDaGhoXjz5g2mTJnCeerPnDkTsbGx8PDwgLW1NQQCAW7evIl//vkHVlZWGDp0KLfd3377DW5u\nbvj2229x4sQJtG3bFv/99x/2798PPp+PHTt2yMwAqAzq6uqYPXs2pk+fjgULFnAe2o6Ojti+fTtG\njx6NZs2aoVu3bnBwcEBeXh5evHiB8+fPw9DQkBvM8fl8bNu2Dd26dUPv3r0xYMAA2Nra4u7duzh5\n8iS6d++OsLCwCt9fGzduRHR0NBYsWIDdu3ejffv2MDY2xqtXr/Dw4UNcv34de/fuhY2NjVQba9eu\nHaysrJCdnS23ja1duxYnTpyAh4cHGjduDE1NTTx48ABhYWHQ1dXlPOxLw9raGgEBAZg4cSKcnJww\nePBgGBoa4uzZs7h8+TIcHR2xevXqSlyR6kFTUxPbt2/HoEGD4O7ujkGDBsHS0hI3b97EiRMnYGJi\ngs2bN9e2mTVKt27dMHPmTISFhaFly5Z48uQJgoODIRQK8fvvv39Uz4KK9ltAYUhzdXV1BAQEICUl\nhXsWTJ48Gdra2pg/fz7u3LmD3377DSEhIfDy8oKZmRkSEhIQHR2NixcvYvny5fjkk08AAEOHDoVQ\nKET79u1hbW0NIsL58+dx/fp1tGnTBt7e3ty+O3XqhP3796N///7o0aMH1NTUYGVlhZEjR1b42M+c\nOYNHjx6hefPmcHZ2LrXemDFjsHz5cgQFBWHu3LkACmfhBAYGYujQoejSpQu6deuGFi1aoKCgANeu\nXcPZs2ehra2NP/74QybVpru7O4KDgzFy5EiMHDkSS5cuhYeHBwwNDZGamoobN27g6tWr0NDQ4HKm\nK8KoUaOwbds2zJkzh/u/JCYmJhg6dCj+/PNPtGrVCl26dEFqaipOnjwJoVCIVq1ayX0Rlce1a9fg\n6ekJd3d3hdP8uLq6YsaMGfD390eLFi0wcOBA5ObmYt++fUhJScGGDRs4kUvCxo0bsXjxYixcuFBq\nXCLhyZMniIiIgLGxMXr37q2QHRXh8OHD3MwjSdj2y5cvc6KMgYEB1qxZI7WOZKaoIlFTJOLX2LFj\nS62jpaWFQYMGITAwEEFBQZy4O2fOHERERCA8PBwODg7o0aMH9PX18ebNGxw5cgRJSUkYOnSoTJQh\nPp+P/fv3Y+TIkThy5AgaN26MTp06oWnTplBSUsLz589x+vRpJCYmYtasWQqcpcJ7888//0SvXr3Q\npk0bKCsro2PHjujYsSMcHR3xyy+/YOLEiQqNC/bs2YNffvkF7u7usLOzg66uLp4+fYqQkBCoqqpi\n2rRp3H7L648AcM/v0kJfl0QkEmHr1q0YOHAgPDw8MHToUOjp6eHo0aN49OgRBg4cyM0glFDe/SAW\ni7lQ1OWNEyZNmoQ3b97Azc0NlpaWUFJSQmxsLI4dO4asrCz07dtXxjk+KSlJ6lpJBNcxY8Zw6S9m\nz54NR0dHhc4Bg9EQEReLyPNMPRujH9wAn3gwdW4PoDC8Po/Hg7ZxcxxedwdZ6bLCtEVTPQjU6pj0\nVo8i8mRmZkrNzlZSUoKJiUm9jFK2YMECEBGWLl0KNzc3tGnTBs7OztDT08O7d+8QGxvLpRLq2LF6\nInEzHYbpMEyHqT2YDiML02GYDsN0mIahwwwcOBDe3t44deoUmjZtin79+sHExAQPHz5EaGgoiAir\nVq3inEkkMB2G6TAlqYgOEx0djQ4dOqBz586wtrZGbm4uTp48icjISHz22WdSToVAYYq/1q1bo1Wr\nVmjRogUaNWqExMREREREICYmBgYGBti7d+9H9Wxi1BHKyoXHPjX3AXDT3t6eFCF5126KbOJIkU0c\n6fWSpRSzdybRQhHRQhH5T91EGyecpo0TTtPgqcfJ6vtQqc/aE48U2oeE1MR4WjO4J22Z+BWFBKyu\n0Lr1gcjISIqMjCy33tu3byk2Npb7vH79mgoKCmrAwpoDgMxHSUmJTExMqHfv3nTixAm562VlZdHy\n5cupWbNmJBQKSVNTk9zc3GjPnj1l7i8lJYX4fD6pqqpSUlKSzPLc3FxavXo1devWjczNzUlVVZUM\nDAyoXbt29Ouvv1JOTk6VHHdpuLu7yz0nxT+HDh0iIqLk5GT6+uuvycrKilRVValx48Y0Z84cysjI\nICsrK7KysuK2+/btW1q8eDF5enqSqakpCQQCMjExIXd3d9qzZw+JxWKu7r59+2jo0KFkZ2dHGhoa\npKWlRc2aNaO5c+dSQkKCjM1xcXHk5+dHlpaWpKKiQvr6+tSnTx+6du1ahY7dysqKAFBMTIzc5VlZ\nWWRqako8Ho/u3Lkjtezu3bs0atQosrS0JIFAQLq6utSsWTMaP348nT59WmZbV65cIW9vb9LU1CRN\nTU3q1KkTXbp0iSZOnEgA6NatW1L1AZC7u3uZ9ufk5NCGDRvo888/J5FIRAKBgCwsLMjLy4vWrVvH\ntbfibczCwqLMNhYeHk6+vr7UtGlTEolEpK6uTg4ODjR58mSKjY2V2v/ChQsJAEVERMjYFh4eTp07\ndyYdHR0SCARka2tL3377Lb19+1amrqQNymPHjh0EgHbs2FHmuSAiSktLo+HDh5d6TSMiIggALVy4\nUGbZtWvXqG/fvmRgYEAqKipkYWFBfn5+9PLly3L3WxplnZ+yjqs0O0veY+Vth0ixdiRvv5cuXaJO\nnTqRlpYWaWpqUufOneXeXzVxjIpS2jYr0m9JCAsLIxcXF9LQ0OD6weJtSiwW065du8jLy4t0dXVJ\nRUWFTE1Nyc3NjZYvX04vXrzg6v7666/Ut29fsrGxITU1NdLV1aVWrVrR6tWrKS0tTWq/+fn5NGfO\nHLKxsSFlZeUKXb+SSO6Fn3/++X/snXdYFMcbx793HBy9FxERFAERCzYsiAioWMCKXRGxxqCiYkws\nAUs0RrESYxcrYotYoqiIvQQLRhSDIurPinSpB9z8/iC73nIHHEURnM/z3PPA7O7Mu7uzszPffeed\ncvft0aMHAUD27dvHSX/w4AHx9vYm5ubmRCgUEhUVFWJlZUV8fX2l2oOSJCcnk8WLF5NOnToRXV1d\nIhAIiI6ODunUqRNZsmQJef/+fYXPqUmTJgQA0dXVLfXdmJ2dTebNm0csLCyIUCgkDRo0IFOnTiXJ\nycky25rS6g2TXpnrHxISQtq1a0dUVVWJuro66dq1Kzlx4oTMfZlnSFa7RAghP/zwAwFAfvzxxwrb\nQQghiYmJBABxcHAos/zSfiWfD6ZPU1p+ksTHxxMAxNDQkIhEojL3vXbtGgFAWrVqxUkXiUQkODiY\nODg4EG1tbSIQCIienh5xdXUle/fu5fQlZBEREUFGjBhBzM3NibKyMhEKhaRRo0ZkxIgR5PTp0+We\nA8P79+/JiBEjiKGhIeHz+VL3LDMzk9y4cUOufsHNmzfJlClTSMuWLYmOjg5RVlYmFhYWxNvbmzx4\n8ECq7PLaIyatoly9epX07t2baGtrE2VlZdK8eXOyevVqUlhYKLVvec/DX3/9RQCQjh07llvu7t27\nyaBBg0ijRo2ImpoaUVRUJMbGxqRv377kwIEDMu8pU4/L+sl6D1FqDnnHnpaWlgTAHfIV6Bh14VeW\nFpN25Cirvawa0ousGtqXrBral9y8fpmz36X9j1kdRvL3h28UKciXbh9qnH/PEHJzc/EvJaGmrSmT\nsp6L7Oxsjg7z6tUrUlBQ8IUt/PI8fvyY+Pn5kVatWhEtLS22v9iuXTvi5+dH7ty5I3XM2LFjpd6F\nzHti7NixpZZVsh9IdRiqw1Adhuow8thJdRj57ZeE6jBUh6E6TOk6jEgkImvWrCEdOnQgGhoaREFB\ngRgYGJC+ffuSiIgIqf2pDkN1GFlURIdJSkoiI0eOZO+JhoYGad++PVmzZo3M5zojI4NMmzaNdOjQ\ngRgZGRFFRUWipqZGWrZsSebOnVuptoTyZfjatRgeIfJ5v1E+Lzwe746lpWUbecKUJm/dig9BqwEA\nuuPG4Zn2C3R6uxcAsDZlAxQLGgAAjquK8K8SE4KdDwU+D2dmOMLSSP7ZHs/v38WRZT8DAOpbN8OI\nxb9V4KxqP8za46XNKCKEICMjgxNKT1lZGQYGBtSzsopcvHgRzs7OGD16NPbs2VPmvh8/fgSAapnJ\nRKkdODg44NatW8jIyICamlpNm1Oroc8PhVJ56PNDkYfjx4+jf//+OHXqFPr06VPT5nw10OeHQuFS\n3tiTwcrKCk+ePLlLCGn7Jeyq65SlxaSEhCDp1xUQA/irhTky1BShkyvG8CUrYWL16T5d2BOHuGvF\nofAVlRUgUFKAohIfdt0bokW3Bl/qVOokpT0X2dnZnKUdBAIBjIyM6mQknq8V+h7/9qA6TPVBnx8K\npfLQ54ciD1SHkQ19figUab52LYaOcGshRWmflm9S0NUBxC/Y/4U8DYj/+9uhpRHM1eJwN/cPGCu2\nQ78m7hVy4gGArLRU8Ph8ELEYeiZUgJKEOvF8Xn77rdhpzNfXt4YtodQUOTk5EIlE0NbW5qSHhITg\n+vXr6N27NxWPKBQKhfLVc+nSJXaJUQqFQqHUHpiltfgAMkSW2GvhBhNtFcy2Kl3g6+JpiWZdpJe/\noFQf1ImHQvl8UB2GQqFQKHUBqsNQKJS6Ah3l1kKK0tLYvwU6OrikOgVjE3sABJgh1kJxhDJgjqct\nVj04ievx6UgUnUcKqQfAtUJlNe/WHTZdnJD+7h34CtQ5hYEQgvT0dGT+J+wB1ImnOnjw4AFOnjyJ\nO3fu4PTp03B3d0eHDh1q2ixKDfHy5Uu0bt0aPXr0QJMmTVBYWIh79+7h6tWr0NbWRlBQUE2bSKFQ\nKBRKudD3FYVCodROijI/sn9nKaoAAAw0hDVlDgXUiYdC+dxQHYZCoVAodQH6vqJQKHUFOtKthRSl\nprJ/K+jogIgEEEERKgRAYbETj6KyApTVFBHzIYbd17VhxZx42DIEitBrYFolm+sS1Inn83Hnzh3M\nmzcPmpqaGDJkCDZu3FjTJlFqECMjI4waNQqXLl1CVFQU8vPzUa9ePYwbNw7z58+HhYVFTZtIkYNj\nx44hJiam3P3Mzc3h7e39+Q2q48TExODYsWNy7RsYGPh5jaFQKBQKhUKpxRRlfoq+m6VU7MhjSB15\naoysrCykpKSw/1MnHgql+qE6TN2A6jBfFqrDUCgUCoVC+VzQ0W4tpDD9U0QeBR0d4H3x30LCA3SU\noJQnhoauMng8HsLcwxCTFIMrr6/AztCuhiyuOxBCkJaWxq4lCQAqKiowMDAAj8erQcvqBt7e3nQA\nSWHR0dHBtm3batoMShU5duwYdu3aVe5+Tk5O9PmvBmJiYrBo0SK59qUCEoVCoVAoFErpiDM+Td5h\nIvIYatYBR56I+cD/bhX/3XMp0LBjzdojByWdeBQVFWFkZAQFBYUatIpCqXtQHaZuQHWYLwvVYSgU\nCoVCoXwuqCNPLaQoLZ39W0FbB3ifBwBIVyDguxljYjcLFIiKAAACvgDt6rVDu3rtasTWugR14qFQ\nKJSKExISgpCQkJo245uBOkRSKBQKhUKhVA9F/0XhTVFThqbKXTTiv4VQ3ANAC85+zqObwnl00xqw\nsJIkxwOvoov/zssoe9+vgKKiIurEQ6FQKBWA6jBfFqrDUCgUCoVC+VxQR55aSFGaZEQebaiJHsKK\n9z8AgLLICACgqFR1QSMvKwu5WZnQMjAC/xsXSKgTD4VCoVAoFAqFQqFQKN8ORR+LHXle6WrCOi0b\n1mlP8dFYHUBfzn5UE/h8ZGVlQUlJif2fOvFQKBQKhUKhUCgUCuVbgTry1DJIQQHEjDMJnw8FLS20\nfxeK6cK9AIAb76YDqJ7oO09v30TEH2uhIBDAzq0vunlNrJZ8ayOpqanIyspi/1dVVYW+vj4V7CgU\nCoVCoVAoFAqFQqmDMEtr5Sl+chrR0TeuKXO+Oa5cuYLs7GwYGxdfc+rEQ6FQKBQKhUKhUCiUbwl+\nTRtAqRhF6ZLLammDx5d9C2+/u41HKY9ACKl0WalvXhWXWVgIRWWVSudT2yksLKROPBQKhUKhUCgU\nCoVCoXxDMEtrGWTmIEFHFa+1FGHR0KaGrfo2uHz5Mvbu3cv+T514KBQKhUKhUCgUCoXyrUEj8tQy\nCjnLaulwtt3PdkfKByO8TchA0MMgxKbFop5aPazttha2+rYVLktBIIC6ji6y0lKhW79BlW2vbRBC\nkJKSAg0NDTaNOvFQKBQKhUKhUCgUCoVStxHn54Pk5wMAGqZ8xF9aXgCPhx9bdpbaNzM5F3nZBQAA\nDT1lqKgrSe1DkZ+LFy8iNDSU/Z/H41EnHgqFQqFQKBQKhUKhfHNQR55aRlGaREQeHW32bzHh49pH\nb5CPCnix8g7i7P8FFIDknGQ00KicE47D0NFwGDoa+TnZ4PO/LcGEEII9e/bA0NCQdeRRU1ODnp4e\ndeKhUCgUCoVCoVAoFAqlDiP+LxoPAGQpqgA8Hvg8QE9NKLXv7dPPEXftLQDAeXRTNOtS/4vZWdeI\niorCgQMH2P+VlJQgEAioEw+FQqFQKBQKhUKhUL456NJatYyitFT2b4FERJ6sIn0QFAsbQg0F9LZ0\ng4aSBtrXaw8toVaVyhSqqkFRWblKedQmxGIxdu3ahWvXrrFp1ImHQqFQKBQKhUKhUCiUb4Oiko48\nAPTVhVDgU03gcxEZGclx4mnUqBGMjIyoDkOhUCgUCoVCoVAolG8SGpGnllEkubSWdrEjj1gMZBYZ\nsem6huqY4LgcBeICpOWlSeVBKR3GiefmzZtsGp/Pp048FAqFQqFQKBQKhUKhfCMUZUg48igVO/IY\nakpH46FUD+fOncPhw4fZ/xs3bowZM2YgMTGxBq2iUCgUCoVCoVAoFAql5qAReWoZhZKOPP9F5MkR\nFXIceTT0i6PnKPIVYahq+GUNrMWIxWLs3LmT48Sjrq4OgUBAnXgoFAqFQqFQKBQKhUL5RhB/LHbk\nyVRWQpJ+IVqSw9AtulXDVtVNIiIiOE48FhYWmDFjBpS/ocjQFAqFQqFQKBQKhUKhlIRG5KllFKWl\ns38zjjzZokJkSDjyaOqrVLmc98+eIj8nB3oNTKGqpV3nHVnEYjF27NiB6OhoNq1r167Q09OrQaso\nFAqFQqFQKBQKhUKhfGmYpbVS1ZSRpaoKp+cf8Fp8u4atqnucPn0ax44dY/+3tLSEr68vdeKhUCgU\nCoVCoVAoFMo3D43IU8uQXFpLoPufI09+ET5KOvLoVd2R5+5f4Ti0ZB42TR6DBxciqpzf10xRURG2\nbdvGceJxcnLCyJEja9AqCuXz4O3tDR6Ph+fPn9e0KRwKCgoQEBAAS0tLCIVC8Hg8jqBLoZQHj8dD\nt27datqMb4KQkBDweDyEhIR8tjK6detWo07EVT3HmrafUjuh9YZCoVC+HpiltfIVP81/46tr1pQ5\n1YujPzB0T/HPuFWNmXHq1CnOmM/KygrTpk2jTjyfgcrqALRvUj1QHYZSV6E6zJeD6jDlU9P2U2on\ntN5QKJSvHerIU8soKrG0FiFEKiJPpnIyrr+5jutvruNDzodKlZP65hX7t069+pU3+CuHceK5c+cO\nm+bs7IwRI0bQF3gJeDye1E8oFMLc3Bxjx45FXFxcTZv4RWE6eZI/dXV12NnZYdGiRcjKyqppE2sV\nQUFBWLx4MerXrw9/f38EBASgadOmNW1Whals558ZrJZ8vszMzDBq1Cjcv3//M1hLoVC+dszNzWFu\nbv7Fy7148SJ4PB4CAwM/S/45OTnQ1i6O+FiW4/Tz58/B4/HKvQZMu1ka586dw6hRo9CoUSOoqqpC\nRUUFTZo0wZgxY3D69OnKnsZXz6tXr+Dj44P69euzfTY/Pz+kSYwnyoOpC+X9/ve/tQLBigAAIABJ\nREFU/0kd++jRIwwdOhSGhoZQVlaGtbU1AgICkJubK7OsrKwsLFy4EDY2NlBWVoa2tjZcXV3x119/\nVfoalMW1a9dY+7ds2VLqfsw72tvbu9R9mOtU2ocMkUiE7du3o2/fvjA2NoZQKISGhgbs7Ozg5+eH\nf/75Ry6bP/ezWRaf8yPkrl27YG9vD3V1dWhpaaFbt244efJkhfKQ1Tcv+Rs/frzUcUVFRVi7di1a\ntmwJFRUV6Orqok+fPrh+/brMcpjrUNrv8ePHlboGlK8PZmktvaxciAgP8Xrq0GvY8vMUlvEKuLVZ\nvt/9MOnjk5/If3zcCaBhB6BZv+KfRr3Pc07lcPLkSRw/fpz939raGr6+vhAKhTViT20iPj4es2bN\nQps2baCrqwtFRUXo6uqiQ4cO8Pf35+hbdQ2qw1QvVIehOgyFQpGG6jBUh6kKNaXDZGZmws/PD46O\njqhfvz6UlZVhaGgIe3t7rF27FtnZ2aWWd/LkSXTr1g1aWlpQV1dHhw4dsGvXripdh9KgOkzFqKs6\nDAAkJydjzpw5aNq0KVRUVKCtrY3WrVtj7ty55ZZ7+fJlKCgogMfjYcGCBRWyuTZCl9aqZZR05EnL\nKUCOWBH8wk+OPOFJh3DiwZ8AgOWOy+He2L3C5RhZWAE8HlJf/w+6JqZVN/wrpLCwEFu3bkVMTAyb\n5urqiiFDhlAnnjIICAhg/87IyMDff/+N3bt348iRI7h69Srs7Oxq0Lovz9ixY2Fubg5CCN68eYNj\nx44hMDAQx48fx40bN6CkpFTTJtYKTp48CXV1dZw7d+6bvmatWrXCgAEDABR3wK9du4b9+/fjyJEj\niIyMhIODQw1b+PUSFxcHVVXVmjbjm2DgwIHo2LEjjI2Na9qUz8a3cI41SVhYGDIyMsDj8XD06FGk\npKR8luVMP378CC8vLxw7dgzKyspwcXHBoEGDoKioiMTERPz111/Yu3cvZs+ejVWrVlV7+TVJQkIC\nOnfujKSkJPTv3x9NmzbF33//jXXr1uHMmTO4du2aXNfc3Nyc0/eT5MGDBzh69ChsbW1hasodL9y6\ndQsuLi4oKCiAp6cnTE1NceHCBSxevBiRkZGIjIzk7J+eng5HR0fExsbC1tYWkydPRnZ2No4fP46+\nffti3bp1mD59euUviAwY0YgRkCZNmlSt+TPEx8djwIABiIuLg76+Pnr06IGGDRtCJBLh0aNH2LRp\nE9avX49jx46hX79+n8WGrxl/f38EBQWhQYMGmDhxIkQiEQ4cOAAPDw9s2LABvr6+cuXj7e1dqoC3\nYcMGpKamonfv3px0QgiGDx+Ow4cPs04EqampCAsLQ9euXXHkyBH0799fZp4zZsyAtra2VLq+vr5c\n9lK+fpiIPPpZuUguskaEpjO22Lf9PIWlJACnf5BvXz1LoNUwbtqbe/Ifb+4I2HhUzL5qhBCCEydO\n4NSpU2yajY0Npk6d+k2PA+WBEILFixdj8eLFEIvFaNOmDYYNGwZdXV18/PgR//zzDzZs2ICgoCAE\nBwfj+++/Z49dvnw5fvzxR5iYmNTgGVQfVIepHqgOUwzVYSoP1WG+HN+CRvEtnGNNQnWYz09N6jCp\nqanYsmUL2rdvj759+8LAwAAZGRm4cOECZs6cia1bt+LGjRtS3z2Dg4Mxbdo06OnpYfTo0VBSUsLh\nw4fh7e2NBw8eVPs9ojrM10FN6jAAcO/ePbi5uSElJQU9e/bEgAEDkJeXh2fPnuHgwYNYsWJFqWV+\n/PgRY8eOhaqq6jfjxE8deWoZhSUced5n5uH3Ak/4keLltPgCHopU8qtcTvfx3wEoFgrqIoWFhdi8\neTPH67JHjx4YPHgwdeIpB1mep9OmTUNwcDDWrl37WUN8fo2UfFn9+uuvaNmyJe7evYvQ0FCMHTu2\n5oyrRbx58wZ6enrftHgEAHZ2dlLP2JQpU7B582YsWLAAUVFRNWNYLaA2zhysrWhpaUFLS6umzfis\nfAvnWJNs2bIFfD4fs2fPxsqVK7Fr1y7MmjWrWssQi8UYMmQIIiIi4OzsjL1796J+fW6Uyfz8fGza\ntAnx8fHVWvbXwNSpU5GUlIT169dj2rRpbPqsWbOwZs0azJ8/H5s2bSo3H3Nz81JnHY0YMQIApISX\noqIijBs3Djk5OQgPD2dFEbFYjKFDh+LIkSNYs2YN5wNjYGAgYmNjMWjQIISFhUEgKB6mfvjwAfb2\n9vD390fv3r1haWlZoetQGunp6Th06BAsLS3RokULHD16FHfv3kWbNm2qJX+G9+/fw9XVFa9evYKf\nnx+WLVsGFRXuMshJSUlYtGhRhWbo1RWuX7+OoKAgWFhYIDo6Gjo6xUtHz5kzB23btoW/vz/c3d3l\nmhFb2ky9f//9F4sWLYKRkZGUU86BAwdw+PBhdO7cGZGRkexyPlOmTEGXLl0wceJEuLi4QENDQypf\nPz+/GpmpS/lyENEnXUWkoAgAMNSUveRTQV4R+7eCIg18XRqEEISHh3NmYTdr1gxTp06FoqJiDVpW\nO1i8eDECAwNhamqK0NBQmc4FSUlJWLt2LTIyMjjpxsbGderDKNVhqgeqwxRDdZjKQ3WYL8e3oFF8\nC+dYk1Ad5vNTkzqMqakpMjIyZPapR48ejX379mHTpk347rvv2PTnz5/D398furq6uH37Nju+/fnn\nn9G+fXsEBQVh8ODB6NSpU7k2ywPVYb4OalqHSUtLg4eHB0QiEa5du4aOHTtythcUFJRZ5owZM5CR\nkYGffvoJ8+fPL9fGugBVGGoZnIg82jp4l5kHLfEnxxNNPRVY6lqio3FHdDTuCH2Vqs0ILC9EXm2k\noKAAmzZt4jjxuLm5USeeKtCzZ08AxR9bSpKfn8+KKqqqqtDU1ISjoyMOHjzI2e/x48fg8XhwcXEp\ntZwWLVpAUVER7969A1AsBO7atQvdu3dHo0aNoKysDFNTU7i5uSEsTEbI8S+Anp4eO5MnOjpaavux\nY8cwevRoWFlZQU1NDerq6mjbti3Wr18PsVgstb9k+LzNmzejRYsWUFZWhpGRESZNmiQl0DGcP38e\njo6OUFNTg66uLgYMGFBuqP+DBw+ia9eu0NLSgoqKClq0aIHly5cjP1/aOZAJM5qVlYWZM2fC1NQU\nKioqsLOzY9dULywsxLJly2BpaQllZWVYWFggODhY5vklJibixYsXbJtTsqNQGdsyMzMxa9YsmJub\nQ1FRkdMBLiwsxMaNG9GxY0doampCVVUVrVu3RnBwsMz7cPz4cbi6urJhGOvXrw8nJyds3LgRwKew\no5cuXQLAXYququuFM+EHZdUnoDg06vLly2FnZ8fWqU6dOiE0NFTm/vn5+QgMDETjxo0hFArRokUL\nLF68GPn5+TLtDQwMBI/Hw8WLF7F//3506NAB6urqUvfo1q1b8PT0RL169aCkpARTU1NMnjwZb968\nkbLh2bNnmDRpEpo0acIuY9GiRQtMmTIFKSkp7H4ikQjr169HmzZtoKOjA1VVVZibm6N///44f/48\nJ8/SrjXTsbO2toaysjJ0dHTg5uYmdTzADZUZExODvn37QltbG6qqqnBycip1mQ1ZMHXC29sbz58/\nx/Dhw6Gvrw9lZWW0a9eu1FCV8raZFYW5Pu/fv4ePjw+MjIygpqaGzp0748qVKwCA7OxszJkzB2Zm\nZhAKhbC1tcWhQ4ek8ipt3XLm2cvJycGcOXPQsGFDCIVCNGnSBCtWrKiUc3B+fj4WLFiARo0aQSgU\nwsLCAosWLYJIJKqRc6wKIpEIwcHB6NOnD1u+rq4uunfvLhVWmKmLL1684LSNssLKPn78GN7e3jA1\nNYVQKISRkRFGjhyJf//9V8qG9+/fw9/fH9bW1lBTU4O2tjasra3h7e2NZ8+eAShul52dnQEAixYt\n4pR98eLFKl+H2NhY3Lx5E66urpg7dy6UlJSwdevWKudbktDQUERERKBJkyY4ceKElHgEAEKhEDNm\nzMDq1avLzOv169dQUFAoU1zo1asXeDweYmNj2bSQkBAMHjwYjRs3hoqKCjQ1NeHg4IC9e/dW/sTk\n4NmzZzh79izMzc05zjJA8T1VU1PDnj17ygytXB4pKSn4888/oaKigjFjxnC2Xbp0CXFxcejatStn\nZhOfz8dvv/0GANi0aROnTTh69CiA4o+UjBMPABgYGGD27Nls/7262Lt3L3Jzc+Ht7c0+U5+jHi5Y\nsACvXr3CiBEjsGbNGinxCAAMDQ3x+++/Y/jw4WXmVZFnMzQ0FM7OztDR0YGysjJsbGywdOlSmf2m\nK1euwMPDAw0aNIBQKES9evXQsWNHLFq0iN2Hx+OxobUbNWpUan+tojD3dP78+ax4BICtu/n5+di5\nc2eVymBm/I0bN05K1Pzjjz8AAEuXLmWdeACgffv2GDZsGD58+IDDhw9XqXxK3YCgWCcw1JC97FN2\nxqdnS02rEh/ENU0A+0ny/VoOlT5ez0L+45tWPGJzdUAIwZ9//snp8zRv3pw68cjJs2fPsHTpUigp\nKeH06dOlRggxNDTEsmXL8MMP3AhNssLyS45X4uPjMWzYMBgaGoLP55fZ56M6DNVhqA5DdRgGqsOU\nDdVhqA4DUB2mJFSH+Tw6jIKCQql96iFDhgAAnjx5wknfsWMH8vPz4evry3m/6OjoYN68eQBAdRiq\nw1SKsnSYNWvW4PXr1/jll1+knHgAlDk2DA8Px86dO7F+/XqZ7UtdhUbkqUWIc3NB8vIAADxFRfDV\nVPE+IwWFAO4qFcJaQwXNrLTh3GICJrSYULPGfqUUFBTgjz/+wMOHD9m03r17o3///tSJpwowA7F2\n7dpx0kUiEdzc3HDp0iU0bdoU33//PXJycnD48GEMGzYMMTExWLZsGYDiWRzOzs6IiopCfHw8rKys\nOHldv34dsbGxGDx4MOrVqweg+GWzfPlymJubY+DAgTAwMMDbt28RHR2NQ4cOYdiwEiHHvxDMIEnW\nS+fHH38En89Hhw4dYGJiwoY4nDFjBqKjo7Fnzx6Zef7www+IiIiAh4cHevbsiaioKGzduhVPnz7F\nhQsXOPsy11dJSQnDhg2DsbExrl69ik6dOqFly5Yy8583bx6WL18OfX19jBw5Eurq6jh9+jTmzZuH\niIgInDt3Tup8CgoK0KNHD6SmpqJ///4QiUQIDQ3F4MGDcfbsWWzcuBG3bt1C7969IRQKcejQIUyb\nNg0GBgbsvRkwYADMzc2xdu1aAMWzmwFwliqojG0ikQguLi5ITU1Fz549oampiUaNGrF2e3h4ICIi\nAtbW1hg5ciSUlZURFRWFadOm4datW5z7sGXLFkyePBn16tWDh4cH9PX1kZSUhH/++Qc7d+7E1KlT\noa2tjYCAAISEhODFixec8JdV7VyVVZ/S09Ph4uKCe/fuoU2bNvDx8YFYLEZERARGjhyJhw8fYunS\npZy8Bg8ejFOnTsHS0hK+vr7Izs7G/v378fTp0zLtCAoKwrlz5+Dh4QFnZ2eOeLlz505MnDgRQqEQ\n/fr1g6mpKZ48eYJt27bhxIkTuHnzJho2bAgAePv2Ldq3b4/MzEz06dMHgwcPRl5eHhITE7Fnzx74\n+vqyYUa9vb0RGhqK5s2bw8vLCyoqKnjz5g2uXr2KM2fOoHv37mXanJ6eDgcHBzx69Ajt27eHn58f\nkpOTcfDgQfTs2RN//PEHJk+eLHXc7du38dtvv6FTp06YMGECXr58iSNHjsDV1RUxMTGwtrYus1xJ\nXrx4AXt7ezRu3Bhjxoxhl+xgRDBmMABUrM2sDMz10NDQwIgRI5CamooDBw7Azc0NN27cwOTJk5Ga\nmgp3d3cUFBQgNDQUw4YNg6mpqcyOtSwKCgrQs2dPvHnzBr1794ZAIMCxY8fw448/Ii8vr9TQsKUx\ndOhQREdHw9PTE4qKiggPD0dgYCBu376N48ePS727v8Q5VpbU1FTMmDEDnTt3Ro8ePdh31okTJ9Cn\nTx9s3boVEyYU99/M/wujW7JtBMBZwvLMmTMYNGgQ2641adIEr169wtGjR3Hq1ClERUWxokdOTg4c\nHByQkJCAHj16wMPDA4QQvHjxAuHh4fD09ETjxo3ZjyC7du2Ck5MTR5itansGfBrMeXt7Q09PD+7u\n7jh69CiuXLkCR0fHKudfshx/f3+oqamVua9QKPvDLIOJiQm6d++Os2fP4sGDB2jRogVn+9u3b3H+\n/Hm0bdsWzZs3Z9O/++47NGvWDF27doWxsTFSUlLw119/YcyYMfj333+xZMkSuc6lW7duuHTpEqKi\nouT6KMH0C3r27Ak+nztvQ0NDAw4ODjh79iwr5FWGkJAQ5Ofnw8vLizPwlyy/V69eUsc1btwYVlZW\niI+PR2JiIho3bgwArJM283/JYwBILcdVFbZu3Qo+nw8vLy/Uq1cPRkZG2L9/P1atWlVufZGX3Nxc\ntj8hT9tXXj2U99kcP348duzYgQYNGmDQoEHQ1tbGzZs3sXDhQkRGRuLcuXOss9SZM2fQt29faGpq\nol+/fjAxMUFqairi4uKwceNG1u6AgAAcO3YM9+/f5ywpJdlfu3jxIpydneHk5CS32FxWXenduzeW\nLFmCCxcucMSsiiASibB7927weDxMnDiRsy0/Px/Xr1+HqqqqzLand+/e2LNnDy5cuIBx48ZJbT99\n+jQyMzOhoKCAJk2awMXFBZqampWyk1J70FeX/ZyqagqhritETqYIqlplP8uyM24C9FlZecNM2hb/\nvlIIITh69CjOnj3LpjEfjyWdNymls3PnThQWFmLkyJGwtbUtd/+KXNeEhAR06NABVlZWGDVqFHJz\nc8tsz6gOQ3UYqsNQHaYsqA4j+3pQHYbqMFSH4UJ1mIpTlg5TFidOnAAAqf5IeeNxyX2qA6rDUB0G\nAPbv3w8FBQWMGTMGjx49QmRkJHJycmBhYYFevXpBXV1dZr5JSUmYOHEiBgwYgNGjR39bK8MQQujv\nK/gBuGNpaUnKQvT6NXlk3ZQ8sm5K4h27EkIIWXPuX2I29yQxm3uSrDgdV+bx3zoikYisXbuWTJo0\nif0dO3aMiMXiUo959OgRefToUZn53jqeQIInR8r1u7BH+h5d2BMn9/G3jidIHX8yOKbCx1QGAAQA\nCQgIYH8zZ84kXbp0ITwej7i7u5PMzEzOMcuWLSMASO/evUlBQQGb/v79e2JmZkYAkGvXrrHphw4d\nIgDI7NmzpcofO3YsAUDOnj3Lpunq6hITExPy7t07qbI/fPhQLeddGk5OTgQAiYqK4qQnJSURY2Nj\nAoAcPnxY6rinT59KpRUVFREvLy8CgNy8eZOzjTlvU1NT8uLFCza9oKCAODo6EgDk1q1bbPrHjx+J\nrq4uEQgEJDo6mpOXn58fex8TExPZ9OvXr7NlvH37llOGu7s7AUB++eUXTl7M/XN3dyd5eXls+uXL\nlwkAoqOjQ9q1a0fS0tLYbQkJCURRUZHY2dlJXQMzMzNiZmYmlV4V21xdXUlWVpZUngEBAQQA8fX1\nJYWFhWx6YWEh8fHxIQDIsWPH2PQ2bdoQJSUl8v79e6m8StYzpl5UlJ07dxIAZOzYsVLbJkyYwF7r\nkjD1Y8WKFZz03Nxc4ubmRng8Hrl37x6bvnv3bgKAODo6kvz8fEIIIZmZmeTly5fE2tqaACBOTk6c\nvJjrpaqqSu7evStlw7///ksUFRWJhYUFefXqFWdbZGQk4fP5ZMCAAWza+vXrCQCydu1aqbyysrJI\nTk4OIYSQ9PR0wuPxSNu2bTn3iSE5OZnzvyzbJ02aRACQSZMmcdr6+Ph4oqmpSZSUlDjPQlRUFPuM\n7Ny5k5PXpk2bCADy3XffSdkii8TERDavwMBAzrYzZ86wbaMkFW0zKwJjy+TJk0lRURGbztQJHR0d\n4u7uTnJzc9ltzPMsef8I+VRfS14jxsbevXuz95GxX0tLi2hpaRGRSCSXvcyzZGlpSVJTU9n03Nxc\n0rFjRwKA7N69+4ufY0kyMzOl3j+S9kuSl5dH/ve//0ntm56eTmxtbYmOjg7nuhFSettICCGpqalE\nW1ub6OnpkYcPH3K2xcbGEjU1NdK6dWs27fjx4wQA8fPzk8orPz+fcx7MsxAQECCz7MqSm5tLdHR0\niJaWFnuujF2jR4+W2p95jkq7BgzMvWcoKCggSkpKBAB58uRJtdi+f//+Uvsov/32GwFA1q9fz0mX\n9c7Pz88nLi4uRCAQSLWZpb1DSutzlIa/vz8BQFatWiVz+/fff08AkI0bN8qVnyyaNm1aapvk6elZ\naj+IEEL69u3LbmfqHdN3KlmXCSFkw4YNBAARCoWVtleSGzduEACkZ8+ebNqsWbMIALJt2zap/ct6\nRzMwz4zke4hpX0xMTKrFbslySns2GVsHDhwo1Z4w73PJ9++gQYMIABITEyOVV8k+DtPnkHxvyrKt\n5Lu4NLKysggAoq6uLnP7hw8fCABiaGgoV36yYJ7bHj16SG2LjY0lAEjz5s1lHhsdHU0AEHt7e046\ncx1K/jQ0NEhwcHClbSVEvrEnIYRYWloSAHfIV6Bj1IVfaVrM20WLSEyzZiTMpQtZOKY36T9vcrn3\nRiwWl6kvfIuIxWJy8OBBjg4THBzM6euWBdVkinF2di71PSUPstpwyfHKTz/9JPM4WX0TqsNQHYbq\nMFSHYaA6TNlQHYbqMFSHqRpUh+FSlg7DUFBQwH67mzZtGmnVqhUBQJydnUlubi7n+dHX1ycApNp2\nBjU1NQKAZGdnV9pmBqrDUB2GkOI2FACxsrIiM2fOJDwej6Or6OnpkVOnTsnMt3///kRPT4+8e/eO\nEPLpus+fP7/StjJ87VoMXVqrFlEouayWri4A4H1mHsx5b9GF/wCtC+4Bac+rXM6DqLN4dCUK7xKe\noLCc9ehqCyKRCL///jsePXrEprm7u6Nfv340Ek8FWbRoEftbs2YNrl69ChsbG4wYMQIaGhqcfXfs\n2AEej4fVq1dzZoQZGhpi4cKFAIBt27ax6QMGDED9+vVZ72KG9PR0HDx4EBYWFlIzPxQVFaGgoCBl\np75+1ZaVk5eQkBAEBgYiICAAEydOhI2NDd6+fYuhQ4di4MCBUvtbWFhIpfH5fMyYMQMAEBERIbOc\nn3/+mZ1JAxTPsGNmB//9999senh4OFJTUzFy5EipCEmBgYEy1xresWMHgOKwg0y0I6aMoKAg8Pl8\nzn2SZO3atRzPZUdHRzRq1AhpaWlYsWIFx0O4cePGcHBwwIMHD1BUVCQzv+q0LSgoSMqbWywWIzg4\nGPXq1cOaNWs4dUdBQQFBQUHg8XjYt28f5ziBQCBzJlZ117OYmBgEBgYiMDAQs2bNQvv27bFt2zbU\nr18fQUFBnH1TUlKwd+9etGvXTip0urKyMhtCd//+/Ww6E46RCcvOoK2tzT6TpTFp0iS0bt1aKv2P\nP/5AQUEB1q1bBxMTE842FxcX9OvXDydOnMDHjx8522SFtVRTU2PTeTweCCEQCoVSMxkAsLPFSqOg\noAB79+6Furo6li9fzmnrLS0tMX36dNZDvCQODg5SYXN9fHwgEAg4z5s8mJmZYcGCBZw0Nzc3NGzY\nUCqviraZFUVVVRUrV67kXM+RI0dCIBAgLS0N69at4ywt4ujoCHNzc8TExFSonPXr13Pur6GhIfr3\n74+MjAyZYYbLYuHChZxZJsrKyli+fDmAT+2DJF/qHCuDUChEgwYNpNK1tLTg4+ODtLS0UkO3y2L3\n7t1IT0/HokWL0KxZM842W1tbTJw4Effu3eP0fQDZz56SkpLUO/xzcPDgQaSlpWHYsGGsHb1794aR\nkREOHz5cbWtTp6amsmG/ZV3zyjBgwABoaWlh3759Uu+wXbt2QVFRkV2rnEHWO19JSQnff/89CgsL\n5Y4ws3v3bsTFxcHe3l6u/ZmZurLe+ZLp6enpcuVXkkuXLuHx48ewtbVF586dK12+5Ixid/fipV4C\nAwM51zclJYUNuZ2fn4/c3NxK2SyJ5GxEBqZPVZ1hnd++fQug+uqgPKxbtw4CgQA7duyQetYXLlwI\nPT09qT4OILtdqGgfx97eHnFxcTLfq7L43PUU+HSvJ02aVG3ld+3aFWFhYXjx4gVyc3ORkJCAVatW\nAQB8fX3ZMil1g1wlAf6nrwWtfD6av/tfuftXeGnyU7OBq2uBhCigqG5oL5IQQnDo0CHOUip2dnaY\nPHkyjcRTQZjIdSXHW0DxUjLMGJL5MdEE5MHIyKjC0RqoDkN1GKrDUB1GFlSHkYbqMFSHAagOU1mo\nDvOJ8nQYhsLCQvbb3YYNG3D//n2MGTMGx48f5zyHFbG5tCVFKwLVYagOAxRH1QGKI4Ju2LABK1as\nwLt37/D27VusXLkSGRkZGDx4MOLi4jjH7dixA+Hh4di4cSOMjIwqbVtthY6caxFFaZ8eHgWd4kHZ\nu4w8DFe4iCmCE8AdADqBQJeZVSrn+sF9yEotXhvXZ+1m6BhLCwW1ifz8fGzcuJGzLrWHhwf7wYBS\nMUjxrEUAxWvcPnz4ED/++CNGjRqFhw8f4pdffgEAfPz4EU+fPoWJiQmaNm0qlY+LiwsA4N69e2ya\nQCDAhAkTsHjxYhw5cgQjR44EAOzZswe5ubmYNGkSZxA4atQobNiwAfb29hg4cCB69OiBTp06lfoi\nKklMTAy7jjiDtrY2J3RmeTADckm8vb1LXUcyJSUFK1euxF9//YVnz55JrYv6+vVrmceVFIMAwNTU\nFAA4He67d+8CAJycnKT219LSgp2dHbt+eMljmHsiiZWVFRo0aIDExESkp6dzBCFtbW2ZneP69esj\nMTERbdtKh3c3MTFBUVER3r17J1OELEllbVNWVpYZvjo+Ph4pKSmwtLTkhDqWREVFhdNZGDVqFGbP\nng1bW1sMGzYMTk5OcHBwgIGBQbn2V5T79+/j/v37nLSGDRviypUrHAERKF6rvaioiF1LvCQF/zli\nSp7LvXv3wOfzZXb4u3TpUqZtpQ1cbty4AaB4QCFr8JuUlISioiLEx8ejbdvEhvYfAAAgAElEQVS2\n6NevH+bNm4fvv/8eERERcHNzg4ODA5o1a8Z5vjU1NeHh4YETJ07Azs4OgwcPhqOjIzp06ABVVdUy\nbQWK16tmQtjq/uf8KomLiwuWLl3KaYMYZD1vioqKMDIyqvAA187OTqbIbWpqyl47oHJtZkWxsrKS\nEgkUFBRgZGSE7OxsmUvamJiY4NatW3KXoaWlhSZNmkily2qv5EFWW+bo6AiBQCDzWnyJc6wKDx8+\nxMqVK3H58mW8ffsWef8tmcpQ2jtAFkz9uX//vsw2ID4+HkBxG9CsWTM4OTnBxMQEv/76K+7evYs+\nffrAwcGh1Dr6OWAG55LL1AgEAowaNQqrV6/Gnj17MH369CqXI9lXqS5UVFQwdOhQbN26FREREejT\npw8A4M6dO3j48CEGDhwoNeB++fIlVqxYgcjISLx8+VLKCUXe+12y/a8qzPWprDM7MyiXFRK/suUv\nXrwYZ8+exaFDhxAXFwdXV1fk5OQgPDwcGhoaUFVVRU5OTpXramZmJg4ePAgtLS3Oh77mzZujTZs2\nuHXrFv75559Sl8CoCFW9zhUlJycH9+/fh76+fqkfcIVCoVQf5+jRo+jQoQOGDRsGZ2dnODg4VEr0\nUlVVlfn+qiqVvX5PnjzBpUuXYGRkhP79+1f4+NLun4+PD+f/xo0bY/bs2bC2toaHhwfmz5+P8ePH\nf7F2lfJ5yZP4oJevXM3yWU4qEP3fh0EFJWDem+rNv4YhhCAsLAxRUVFsWuvWrTFx4kT6fFSCst4p\nz58/lwp9b2ZmJreu0apVq3KXFZCE6jBUh6E6DNVhSoPqMNJQHYbqMFSHqTxUh/mEvDqMsrIyG8Xj\nzZs3OH/+PH766Se0a9cOZ86cKdchszptZqA6DNVhGBiHvKKiIsyePRtz5sxht/n7++Pt27dYvXo1\n1q5di82bNwMoHuv4+flhyJAhGDp0aKXsqu1QR55aRJFEp0vwn1f0u8x8qf1ik2PxLrt4to6tni2M\n1Y3lLiM/J4d14uErCKBlWK+cI75u8vPzERwczHaiAKB///7sS786sPdoDHsP6Q6pvDiPbgrn0ZVv\nbPt+36rSx1YVNTU12Nvb4+jRo2jQoAF+++03TJkyBaampqx3p7Gx7PrHpJf07pw0aRKWLVuGzZs3\ns448W7ZsgZKSEqfDCQBr1qyBhYUFtm3bhtWrV7OzJ/r06YOgoCCZgxhJYmJiqiR4AWDXSS0oKEBc\nXBxmzpyJkJAQWFhYSM3+SE9PR/v27ZGYmAh7e3t4eXlBV1cXAoEA6enpWLduHScSkSSS4ggDM1NE\n0iOdue6leaZKzqYqeUxZ9+rly5fIyMjg2FGaUMfYJWs7s61AzmhflbXN0NBQZocjJaW4fXvy5EmZ\n63xmZWWxf8+aNQv6+vrYuHEj1q9fj7Vr14LH48HJyQkrV66UKTZUlrFjxyIkJASEECQlJWH79u1Y\nsGABPDw8cOPGDY5wwpxLdHR0mbNHJM8lIyODrXMlKc+bWVbdkbRj5cqVZR7P2GFmZoa///4bgYGB\nOHPmDI4ePQqgWGDw9/fnDB7DwsKwYsUK7N+/n50lqqysDE9PT6xatapMmyvbBgGynzeguP7KO4tR\nnrzEYnG12CsvZT2zZW0rLCyUu4yyzhdAha+frHusoKAAPT091otfki9xjpXl5s2bcHFxQWFhIVxd\nXdGvXz9oamqCz+cjJiYG4eHhpb4DZME8e+XNXGGePU1NTdy8eRMBAQE4fvw4O/NYX18fU6dOxYIF\nC2TOeK0u4uLicPXqVTRt2hQdO3bkbBs3bhxWr16NrVu3ctoAZkaf5LNSEmabZJuvp6cHJSUliEQi\nvH79WubHjsrg7e2NrVu3YteuXWxfkvmQNHbsWM6+z549g729PdLS0uDo6IiePXtCS0sLCgoKeP78\nOXbt2lWh+10Ryps1lZmZydmvIqSmpuLIkSNQUVHBmDFjqlS+pqYmm1avXj1ER0dj6dKlOHHiBDZu\n3AgdHR24u7tj4cKFaNy4MbS0tDizmCvDvn37kJ2djcmTJ0vNRhs3bhzu3r2LLVu2IDg4mE2vSD2U\nnIVav359AMCrV6+qZLO8pKWlgRCCDx8+yL2W+aBBg3Dy5EkEBQVhx44drFDStm1bLF++HD169Phs\n9pZXT8qbKVYeW7ZsASEE48aNk9m2Vfdz4u7uDhMTE7x+/RqPHj1CixYtKmU35etCI1+EZq8+4IaZ\nCUSmttWb+VuJj8ZGtoDC53sHf2kIIQgNDeU4LrRt2/azObl9C5qMsbExHj9+LPPjU7du3diPFoWF\nhRXuz5U2zisNqsNQHYbqMFSHKQ2qw0hDdRiqw1AdpmpQHUY+HaYkPB4PJiYmGDt2LKytrdGpUyf4\n+voiNDSUY3NycjIyMjJkOvjI0m4qA9VhuHzLOoxktDdZUTQHDhyI1atXc6Ln+fj4QEVFBRs3bqyU\nTXUBurRWLULSkUdBu7jCJ2XkoSizOy5lTMK97P4Qi4E9j/Zg5sWZmHlxJu4k3alQGWJxEToMHApL\n+84wt2sDfi2eKZWfn48NGzZwnHgGDhxYrU48lGK0tbVhbW2NwsJCduYO09gzIaBLwoS5K/lSMDEx\ngYeHBy5fvoy4uDhcv34dsbGxGDhwoNTMGwUFBcyYMQPXr19HQkICjhw5goEDB+L48ePo1atXuR0z\nb29vqfUGnz9/XplLAEVFRbRs2RInTpyAmZkZAgICpGYpbNu2DYmJiQgICMCtW7ewceNGLF26FIGB\ngRg2bFilyi0Jcz3fv38vc7us+1HZe/UlqKxtpXkNM/sNHDiwzHUnExMTOcd5eXnh5s2bSElJwalT\npzB+/HhcvnwZbm5uMgexVYXH48HIyAjz5s3D7Nmz8c8//0gJksy5zJw5s8xzkZwFq6mpidTUVJmD\n5dLqjKRNspDsAJZlh+SMHhsbG4SFhSElJQW3b9/Gr7/+CrFYjBkzZmD79u3sfioqKggMDER8fDxe\nvnyJvXv3okuXLti7dy88PT3LtPdrrteyqG32filk1cuioiKkpKRUeSD5pVm6dClyc3Nx9uxZnD59\nGmvXrsXixYsRGBiIDh06VDg/pi7cv3+/zGdPUtho0KABtm/fjqSkJMTGxmL9+vXQ09PD4sWLsXjx\n4mo7V1kws4ceP37MLj3C/JgP3rGxsbh+/brUOaamppY6uys5ORkAV7wUCASsSCVv2GR56Ny5Mywt\nLREeHo709HQUFBQgNDQU+vr6Uv3L1atXIyUlBdu3b8fFixexfv16LFmyBIGBgXBzc6s2m2RhbW0N\nAJw+sCRPnjwBUDxzsqIwwtfQoUNLFYzlLb/khz4DAwOsW7cOz549g0gkwvv377F9+3YkJiaCEIL2\n7dtX2N6SMILr5s2bperhtGnTAAB79+7lzNpj6iEj2spCVj1s164dhEIhXr16VeFw9pWBsbN169bl\nrq8tSd++fXHhwgWkpaUhMjISM2fOxMOHD+Hu7i4VEr46UVNTg4mJCbKysth3nCRVqacikQi7du0C\nj8fDxIkTZe7TpEkTKCgo4NmzZzL7RZUpnxmrlIz0QKm9qIoKYZ6SidTCpqhvN0rmPimvsxB7+TUS\n739AelKO/JlLOvIY19zknOqGEIJ9+/ZxnHjatWuHCRMm0Eg8VcDBwQFA9fZrGCo645bqMNJQHaYY\nqsNQHeZrrteyqG32fimoDlM6VIcphuow0tS0DlMWHTt2hLa2Ni5evMhJL8vmt2/fIjs7Gw0aNJAr\nIltZUB2G6jAMxsbG7HtEVl1mHH0k68Ldu3eRlJQEAwMDTt1hgj788ssv4PF4GDBgQIVtri1QR55a\nRGFaKvu3go4O8guLkJclAkQNEZvbG3eyBkPG8rUVQkVdA12Ge6Hf7HkY+MPPVbS45sjLy8O6devY\nhgcABg8ejF69etWgVXUbJkwn4wmroaEBCwsLvH79mnMfGJhBbZs2baS2TZ06FUBxZ1PesIEGBgYY\nNGgQDh48CBcXFyQkJCA2NrbyJ1RJVFVVsWLFCojFYqn1sp8+fQqguC6WpGSY5crCXE9Z+WVkZMhc\nf5hZb7tkZw4otvnVq1do1KhRpTqKVaW6bWvatCm0tbVx8+ZNuWejSaKtrY0+ffpg69at8Pb2Rmpq\nKq5cucJuZ8Tpis52KYuff/4ZBgYGCA4O5ghb9vb24PP5nPLLo3Xr1hCLxZwBGsPVq1crZR8zSKuI\nHQwCgQBt27bF3Llz2RkBJcOsM5iammLUqFGIiIiApaUlrl69WmZn3traGqqqqoiJiZEZRrisNqgm\nqEqbWZeR1ZZduXIFhYWFbPtQW3j69Cl0dXXRrVs3qW2lvQMUFBRKbU+q8uzxeDzY2tpi2rRpOHfu\nHADus1fdbVl+fj727NkDPp8PHx8fjB8/XurHiCqSM9u0tLRgZmaG7OxsPHjwQGbeTGjrVq24H0GZ\ntZhXrVqFnJyyP6xWZEbW2LFjkZ+fj7CwMJw6dQrJyckYOXKk1EyTL/HOLw1nZ2cAwNmzZ6VmL338\n+BHXrl2DioqK1Iw8eWDuj6y1rhmYEPRnzpyR2vbs2TPEx8fDzMwMjRo1qlCZo0bJ/oguL7dv38a9\ne/dQv359mXVw/PjxaNmyJTIyMnDw4EH2OKZuRUdHlzprVFY9lJwtt2TJknLtk6celvVsqqurw9bW\nFg8fPkRqaqrU9vJQU1ODi4sLVq9ejXnz5kEkEuH06dNylV1ZyqorTNmylvUojz///BMfPnxA9+7d\nZYbyB4rDW3fu3Bk5OTky29GKlp+RkcEK5Obm5hW2mfL1Y6ghe+mh/8Wl4tL+f/HXHw/wz4UKzPys\ng448hBDs2bOH80zZ29tj/PjxnJmylIrj7e0NgUCAw4cPc0Lz1zRUhymG6jBlQ3UYqsMwfG26BtVh\nZEN1GKrDUB2m4tS0DlMWHz9+RGZmplRkuM81HpeE6jBl863pMJJ5yxozMGmSmoqXl5fMetO1a1cA\nxctpjh8//rNGMqpp6Ei6FsGJyKOjg6TMfGiJP91CTYXi2Qi2erZwbegK14auqKdau5fGqgyME09C\nQgKbNmTIEPTs2bMGrarbHDt2DImJiVBUVOSs+ezj4wNCCObMmcN52SQnJ7MvUh8fH6n8XF1dYWVl\nhV27duHgwYOwsrJiO0MM+fn5iIyMlPJmLSgoYF+aVfUWrixDhw5Fy5Ytcf78ec4sHOYFVFIMuXfv\nHpYvX14tZffv3x86OjrYv38/bt++zdkWGBgoM2wecw+WLl2KDx8+sOlFRUXw9/eHWCzG+PHjq8W+\nilLdtgkEAkybNg1v377F9OnTpdbJBYo9ziU9n8+cOSOzw8jMAJOsZ0wYypcvX8ptU3loaGhg7ty5\nKCgo4Ky/bGhoiFGjRuH27dtYsmSJTBsTEhI4opOXlxcAYMGCBRCJRGx6RkaGXJ1bWfj6+kJRUREz\nZ86U6cEvEok4A9y///5b5uweJo25nh8+fJC5XnZ2djY+fvwIgUBQ5hIrSkpKGDVqFLKysvDzz1zH\n1ISEBKxfvx6KiopyhyT9ElS2zazLLFmyhCMA5uXl4aeffgIAqeUWv3bMzc2RmpqKf/75h5O+fft2\nNrxySfT09PDhwweZbdW4ceOgra2NRYsWcUKOMojFYs77JjY2VuZs55LPHlMuUH1t2ZEjR5CSkgI3\nNzds374d27Ztk/odOnQIampqOHjwIOdd5e3tDQD44YcfpAbY6enpbLh3Zj+GESNGwM3NDU+ePEH/\n/v1lzjQRiUT4/fffMXv2bLnPxcvLC3w+H7t378bu3btllg2U/s6PiIjAtm3b5C4PKL4Pjx8/LlcI\nY7CwsEDPnj3x/Plz/P7775xtAQEByM7OhpeXF9TU1DjbHj9+jMePH5ea75UrVxAXF4fmzZtz+nsl\ncXJygo2NDS5fvozjx4+z6WKxGHPnzgUATJkyhTPDWCwWc5YgYNi2bRtCQ0NhZ2cn5cjz/PnzCjlN\nMM7hM2bMkFkHmSVCJPcFiu+lk5MTPnz4gKVLl0rl++DBA2zbtg0CgQCjR4/mbFu6dCkaNGiAffv2\nYc6cOTKf5eTkZEyfPh0HDhwo9xzKezZnzZoFkUgEHx8fmUsApKWlsdEzgeKZkrJsqky7kJOTg8eP\nH1eo3ZgyZQqA4hlUkm09U3eFQqFUW5+cnIzHjx+zs+9kIe9EgO+++w5Acb8oLy+PTY+OjkZYWBgM\nDAw4IvC7d+9YcViSrKwseHt7Iy8vD927d6/wMjWU2oGhhrLM9OyMT31qVa0KLP/HceSxq6xZXw1i\nsRi7d+/GtWvX2LQOHTpg3Lhx1ImnGmCWjBKJROjdu7dMhwCgasu/yAPVYWRDdZiyoToM1WEAqsPU\nJqgOQ3UYqsPUPh0mJiZGZj9QJBLB19cXYrEYffv25WwbN24chEIhgoODOfU0LS0Ny5YtA/BpzM5A\ndRhpqA5TjLw6zPfffw+g+D5JXq/09HT2vTt8+HA2ff369TLrDWNj3759sW3bNjbfuoj04qyUr5ai\ntE+VWkFHG+8z86Al/iSAayq8B6AGL1sveNl61YCFNU9ubi7WrVvHGTANHToUrq6uNWhV3UJyAJud\nnY1Hjx6xnprLli3jrKPr7++P06dPIzw8HK1atUKfPn2Qk5ODQ4cOISkpCT/88AO6dOkiVQaPx8OU\nKVMwa9YsALIb/9zcXHTv3h3m5uZo06YNGjZsCLFYjHPnziEuLg79+vWDjY1NNZ+9fPB4PCxatAgD\nBw7E/PnzWZHNy8sLK1euhJ+fH6KiomBpaYknT57g5MmTGDRoEMLCwqpctrq6OrZs2YJhw4bB0dER\nw4YNg7GxMa5evYrY2Fh07doVly9f5hzTuXNn/PDDD/jtt9/QvHlzeHp6Qk1NDadPn0ZsbCy6dOmC\nOXPmVNm2yvA5bFu4cCHu37+PTZs24cSJE3BxcYGJiQmSkpLw5MkTXLt2Db/88guaNWsGoLjjoKys\njC5dusDc3ByEEFy5cgXR0dFo27Ytunfvzubt6uqKQ4cOYdCgQejTpw9UVFRgZmZWZZFi6tSpCAoK\nwt69ezF37lzWtuDgYDx58gQ///wz9uzZgy5dusDIyAhv3rxBXFwcoqOjERoaykY98PLywoEDB3Dm\nzBk0b94c/fr1Q3Z2No4fP4727dvj33//rbDQ3rRpU+zYsQM+Pj6wtbVFr169YGVlhYKCArx8+RJX\nrlyBgYEBOyjZv38/fv/9dzg5OaFJkybQ0dFBQkICTpw4AaFQCD8/PwDA69ev0bFjR9jY2KBNmzYw\nNTVFZmYmTp48iXfv3mH69OnQ0NAo07Zff/0VV65cQXBwMKKjo+Hs7Izk5GQcPHgQHz9+RHBwsNwR\nIb4ElW0z6zI2NjawtbWFp6cnFBUVER4ejoSEBPTt2/erEv/kwc/PDxEREejSpQuGDh0KLS0t3L59\nG1evXoWnpycOHz4sdYyrqyuio6PRq1cvdO3aFUKhEK1atYKHhwf09PRw+PBhDBw4EB07doSrqyts\nbW3B5/Px8uVL3LhxAykpKezH6fPnz2PWrFno3LkzmjZtCkNDQ7x69Qrh4eHg8/mcttTa2homJiY4\ncOAAlJSU0LBhQ/B4PIwZMwZmZmYVPndmMDdhwoRS99HQ0MCQIUMQEhKCvXv3sgOwn376CVFRUYiI\niICVlRX69OkDPT09vHv3DuHh4UhOTsbw4cNZgZyBz+fj0KFDGDNmDMLDw9G4cWO4urrCxsYGCgoK\nePHiBSIjI/Hhwwf4+/vLfS6mpqZwdnZGZGQkBAIBWrRoIXNW4tSpU7Fz504MGTIEgwcPhomJCWJj\nY3HmzBkMHTq0Qu98Ly8vXLp0CVFRUTJnEspi48aN6Ny5M6ZPn47IyEjY2Njg1q1biIqKgpWVFX75\n5RepY5h+U2nhs5n7WN4sMAUFBezcuRMuLi7w9PSEp6cnGjZsiMjISNy+fRsODg6YOXMm50NGTk4O\njIyM0KNHD3bJrStXruDvv/+GhYUF/vzzT6nZdswst5KzymSRlZWF0NBQCAQCTpjzkri4uKBx48a4\nfv06Hj58CFtbWwDFQm/Xrl2xaNEinDx5Ek5OTlBWVkZ8fDyOHz+OwsJCbNiwARYWFpz8jIyMEBkZ\niQEDBmDVqlXYtWsXevTogYYNG0IkEiEuLg4XL15Efn5+qTOhJSnv2fTx8cGdO3ewceNGWFhYwM3N\nDQ0bNkRqaioSExNx+fJljBs3Dps2bQIAzJ49G8+fP0e3bt1gbm4OJSUl3LlzBxcuXICZmRlHPHF1\ndcXKlSsxceJEeHp6Ql1dHdra2vD19QVQ/IHI2dkZTk5OMmfwy6Jz586YNWsWVq9ejZYtW8LT0xMi\nkQhhYWFITU3Fhg0bpATC4OBgLFq0CAEBAZxxCcPTp08RFRUFIyMj9OvXr8zyhw8fjqNHj+Lw4cNo\n3bo1PDw8kJKSgrCwMBQVFWHr1q2c5QMeP34MZ2dndOrUCTY2NjA0NMTr169x7tw5vHv3Do0bN66w\nQEypPRhqyo7Ik5Px6eOGmryOPHmZQOp/E4/4AsCwWVXNq1HEYjF27dqFmzdvsmmdOnViP7pQqoef\nf/4ZhBAsWbIEDg4OaNu2Lezt7aGrq4v09HQ8f/4c58+fBwB2hmp1Q3UY2VAdpnyoDkN1GKrD1B6o\nDkN1GKrD1D4dJiQkBFu2bEG3bt1gZmYGbW1tvHnzBmfPnsW7d+9gbW2NVatWcY5p1KgRVq5cienT\np6Ndu3YY9n/2zjssqqML4+/CsvQqitIJIigYO6ioFFuwo0ajGEBUNPb2JSbGgF2jIGKJUexGY40t\nsSJGxRgbFgREEQsWkK70cr4/yF5Z9i4sRRCd3/Ps4zozO3PuvXPnzn05c2b4cIhEIhw4cAAJCQmY\nNWsWOnXqJPEbpsMwHaa6OkyPHj0wZcoUrFmzBnZ2dujfvz8A4Pjx40hISMCgQYOkxpZPnor2bWOf\n2vkAuGFlZUXl8fhrT4qytqEoaxt6Gx5Ox24/p6+mnaS140Np7fhQCp85mehiYLl1fMxkZWXRkiVL\nyNfXl/ucO3euWnVGRUVRVFRUDVlYvwEg9VFUVKTGjRvTgAED6PTp07y/y8nJocWLF5OtrS2pqKiQ\nhoYGOTo60u7du8ttLzU1lRQUFEhZWZmSk5Ol8vPz82n58uX0xRdfkLGxMSkrK5O+vj45ODjQL7/8\nQnl5eTVy3LJwcnIiABQWFiazTLt27QgAHT16lEu7d+8e9e/fnxo2bEhqamrUtm1b2rRpE8XHxxMA\n8vLykqjDy8uLAFB8fLxU/WFhYQSA/Pz8pPJOnz5Njo6OpKqqSjo6OjRgwACKjo4ut749e/aQo6Mj\naWhokLKyMrVo0YIWLVpEOTk5UmXNzMzIzMys3HPDh6z2y6uvJm0TU1xcTDt27CBXV1fS1dUlJSUl\nMjQ0JEdHR1q8eDE9ffqUK/vLL7/QoEGDyMLCglRVVUlXV5dat25Ny5cvp8zMTIl6CwsL6fvvvycL\nCwsSCoUEgJycnMq1hYho69atvNe/NMHBwQSABg8eLJGel5dHa9asoU6dOpGWlhaJRCIyMTEhV1dX\nWrVqldT9k5OTQ/PmzSNzc3MSiURkampKs2fPpoSEBAJAAwcOlCjv5+dXYV8nIrpz5w55eXmRqakp\niUQi0tXVJVtbW/L19aXQ0FCu3JUrV2jChAn0+eefk66uLqmoqJClpSV5e3vT3bt3uXJpaWk0f/58\ncnFxIUNDQxKJRNS4cWNycnKi3bt3U3FxsUT7ss51Wloaffvtt9S0aVMSiUSkra1NPXr0oFOnTkmV\nLe+eIpKvb4mRdU+LkXWfVHXMrIjy+mJl72dxf926davc9cjbj8q2m5ubS3PnzuX6q4WFBfn7+1Nu\nbq7Ub2rjGMuSmZkpNQ7IqpOI6NixY+Tg4EAaGhqkra1NPXv2pL///ltme2/fvqUJEyaQkZERKSoq\n8vap+Ph4mjRpEjVt2pSUlZVJU1OTrK2tadSoUfTHH39w5aKiomjGjBnUrl070tfXJ5FIRGZmZjRk\nyBAKDw+XsvXq1avk6upKWlpaJBAIKnX9ShMbG0sAqFGjRpSfn19u2fDwcAJArVq1kkjPz8+ntWvX\nkqOjI+no6JBQKKQGDRpQ9+7dadeuXVLjQVlOnTpFI0aMIHNzc1JRUSFlZWWysLCgESNG0IkTJyp9\nTDt37uTmQitXriz3eFxcXEhHR4e7l//44w+ZY42sfiPPnIOPp0+fkre3NzVu3JiUlJTI1NSUpk6d\nSikpKbzlxcfER2pqKqmoqJCqqiqlpaXJ1f69e/do6NCh1KBBAxKJRGRlZUU//fQTZWdnE5Hk/ZOf\nn08+Pj7UrFkzUlNTIzU1NWrZsiXNnz+f3rx5w1v/4cOHCQDNnTu3Qls2btxIAMjd3b3CsosXLyYA\nNHXqVIn0pKQkmjNnDrVs2ZLU1dVJSUmJjIyMaNiwYbz3UGny8vIoJCSE3NzcuOuhoaFBdnZ2NGXK\nFLpz506FdomR5948duwY9e3blxo2bEhKSkpkYGBAHTp0oLlz51J0dDRXbu/evfTVV19R06ZNSV1d\nnTQ1NcnW1pZ++OEHSkpKkmo7ICCAbGxsSCQSEQCJcVXcr+WZ95Rl27Zt1L59e1JTUyMNDQ3q1q0b\nHTt2jLes+Hki61n97bffEgCaM2eOXG0XFBRQYGAg2dnZkYqKCuno6JCbmxvvNX369Cn5+vpSmzZt\nSF9fn4RCIWlpaVGHDh1o0aJFvM+DyiDvu6eVlRUBuEEfgI7xMXxkaTEv58+nPT260e/du9JPo9zo\n1qN43uvxR+BNTpN5Ein93spL/CUiP62Sz3pH+X7zgVJUVESbN2+W0GG2b99ORUVFNVI/02SkiYmJ\noenTp1OrVq1IW1ubhEIh6erqUvv27Wn69Ol048YNqd/wvYdX9L5CJD03YToM02GYDlMC02FKYDpM\n+TAdhukwTIdhOkxt6TCXLl0iHx8fatGiBeno6JCioiLp6uqSo6MjrblPBr8AACAASURBVFixgrKy\nsoiI//45evQodevWjTQ0NEhNTY3at29P27Zt422H6TBMh+GjsjoMEdH27dvJwcGB1NXVSUVFhVq3\nbk3BwcFUWFgo1+/FY7g8fbEiPnQtRkDE7+nHqF0EAsENKyurtnzhMMU86j8Aef/t12px+A/sei3C\n9f0P0TK/xPvRSWsD7AZ0ArrMqJINRYWFOLNxDXSbGEHP2ARN23eUCHn/IZOVlYXVq1fjyZMnXNrI\nkSPh5ORUrXrFe4/X1YqiT5nz58/DxcUFo0aNws6dO8st++bNGwCocFUIg8GQRnz/XLlyBb169cKc\nOXNqLMQ4g/Gxw54/DEbVqe79M3PmTPz666948uQJ9PX1a9I0BqNOkPfds1mzZnjw4MFNImpXG3Z9\n7MjSYp77+2Nv1DXQf5qI18ad0NfWlfr9bv8rSHtVEnJ/+I/20DfWqLjRf9YBp34o+d56FDBoXfnl\nP1CKi4uxZcsWXLt2jUvr2rUrPDw8akxLYprMhwubBzMYVYfpMAxG1WHPHwaj6jAdhsGQ5kPXYtjW\nWvWIwvR3+9Up6uoi6VEqtIvKbq1VdTKSXuHe36EAAI0G+rDq0KmCX3wYZGVlYdWqVXj27BmXNmrU\nKHTt2rUOrWJUl59//hkAuDBxDAajZnjx4gUMDQ0l0lJSUjBnzhwAgLu7e12YxWAwGAxGpfj7778x\nbtw4Jh4xGIz3QkpOFufEUywo5nXiAYDszHfbBMq9tdbL2+++N2lVZRvrkqKiImzZsgXXr1/n0rp1\n64aRI0fWmwVhDAaDUVswHYbBYDAYHwNMh2Ewah/myFNPICIUpaVz/1fU0cGrjBdoXCztyHP91XU8\nf/scANDWoC1MNE3kaiP1eQL3Xc/QuCbMfu+8ffsWq1atQkJCie0CgQCjRo365Pau/Vi4e/cujh8/\njhs3buDEiRPo168fHBwc6tosBuOjYubMmbh9+zY6d+6Mhg0bIj4+HmfOnEFaWhrGjx8Pe3v7ujaR\nwWAwGIwKuXHjRl2bwGAwPmaKhWgb/xJ5SkJca/oZb5HC/CLkZRcCABQUBFBRV5Kv7tKOPIatq2tp\nrVNUVISQkBDcvHmTS3N2dsZXX33FnHgYDAaDB6bDMBgMBuNjgOkwDEbtwxx56gnFb94Ahf8JRGpq\nUFBWRmJ6DpqRWCQphqZBA0CtAfbH7sdf8X8BAJZ2XSq3I09DMwt0HzMRqS+eQa/Jh+/I8+bNG6xa\ntQrPn5c4LQkEAnh6eqJz5851bBmjqty4cQM//PADtLS08OWXX2L9+vV1bRKD8dExePBgJCYm4tix\nY0hPT4eKigpsbGwwbtw4jB07tq7NY8hBeno6goKC5Crr7e0Nc3Pz92vQJ0BQUBDS09Ol0vPy8gAA\nysrKAEr+iOXs7FybpjEYDAaDwXgPFBYBjTNLtsy618qOt0xWxrtoPGraIggU5HRi6bMCeBEBvLgF\nGNhW29bapLCwECEhIYiIiODSXFxcMHz4cObEw2AwGDJgOkz9h+kwtQ/TYRgMBoPBYI489YaiNMlt\ntQDgbVouBCgRSlS0VaA4JbykwIXvqtSGdiMDtO7Vp3qG1hJv3rxBYGAgXrx4AaDEicfLywudOtWP\n7cAY/Hh7e8Pb27uuzWAwPmqGDRuGYcOGcf9ne0vXP9LT0zF//ny5yjo7OzMBqQYICgrCkydP5CrL\nBCQGg8FgMOo/OflFUP3vu6YKv3SWnZHHfVfTknNbLQCw6FbyqWcUFhZi48aNuH37XUSh7t2748sv\nv2ROPAwGg1EOTIep/zAdpvZhOgyDwWAwGMyRp95Q1pGHiJCfng+gRCzS1lfh8tsZtINQoeTSGmt8\n+JF1KktmZiYCAwPx8uVLACVOPKNHj2ZbMDEYDAbjk8Dc3BxEVNdmfFI8fvyYN50JsAwGg8FgfJxk\n5xdB77/vmsr80plkRB7lWrCq7igsLMSvv/6KO3fucGk9e/bEkCFDmBMPg8FgMD56mA5T+zAdhsFg\nMBgM5shTbygs48iTkVOAFyjCcbV86AsU8H1nQy5/mPUwDLMexldNvScjIwOBgYF49eoVgBInHh8f\nH7aXMIPBYDAYDAaDwWAwGIwaITe/kPuuISMij5qWCE3bN0J2Rj4ammjUlmm1TkFBATZs2IDIyEgu\nrXfv3nB3d2dOPAwGg8FgMBgMBoPBYLwnmCNPPaEo7d1+oEI9XSRm5iFLAYgWFeEzfRW0cDQs59cf\nB+np6QgMDERiYiIAQEFBAWPGjEH79u3r2DIGg8FgMBgMBoPBYDAYHwsv30QhzaIxlAqLkV30ireM\noZUODK105K80OxVIjgVMHIB64gBTUFCAX375Bffu3ePS3NzcMHDgQObEw2AwGAwGg8FgMBgMxnuE\nOfLUEyS21tLRxavMXO7/HVWeAbd2l/ynSSvAwLbS9b+IjUH43h3QNTSBqW1LNOvYpdo21yTp6ekI\nCAhAUlISgBInnrFjx6Jdu3Z1bBmDwWAwGAwGg8FgMBiMj4niYsJrLXUAgLKSQs1Uevt34NT3gH4z\nwOk7oOXQmqn3PZGfn4/169cjOjqaS+vTpw8GDBjAnHgYDAaDwWAwGAwGg8F4zzBHnnpCUbrk1lqJ\nGe8cebpTOHB4T8l/evhXyZEn6fEjPI28g6eRd1CQm/NBOfKkpaUhICAAr1+/BlDixOPr64s2bdrU\nsWUMBoPBYDAYDAaDwWAwPjqK331V0KuBCMhEwM0dJd+TY4H8t9Wv8z2Sn5+PdevWISYmhkvr168f\n+vXrx5x4GAwGg8FgMBgMBoPBqAWYI089oTBN0pHnVWYuQAAEgLpI8jJefnEZTzKfAAA6NukIC22L\nCutPffGM+65naFwzRtcAKSkpCAwMRHJyMgBAUVERvr6+aN26dR1bxmAwGAwGg8FgMBgMBuNjg4jQ\n8kU6CgSEAkUFJJjVgP6QcA14/V9kGyV1wG5I9et8T+Tl5WHt2rWIjY3l0vr3749+/frVoVUMBoPB\nYDAYDAaDwWB8WjBHnnpCUWppRx4dJKZkY2qGCtIVCc+edUBH4U4u/8jDI/gr/i8AwNKuS+Vy5Gnf\nbzDMWrZG6vMEmNq1qvkDqAIpKSkICAhASkoKAEAoFGL8+PH4/PPP69gyBoPBYDAYDAaDwWAwGB8j\nxW/fQu9NFgAgV1EJL2VE5LnweyyUVBShri2CbRcjKJa3BdfN7e++2w0GlDVr0uQaIy8vD2vWrMGD\nBw+4tEGDBsHNza0OrWIwGAwGg8FgMBgMBuPTgzny1BOKSkXkEerqIuNBDgwhgEGRANnZOoBW9erX\n0m8ILf2GsGznUE1La4bk5GQEBAQgNTUVQIkTzzfffAM7O7s6tozBYDAYDAaDwWAwGAzGx0rhf9t6\nA0CqihbAs5VUUVEx7p5PKPmPALDrZiS7wtxMIPLQu/+39aopU2uU3NxcrFmzBg8fPuTSBg8ejN69\ne9ehVQwGg8FgMBgMBoPBYHyaMEeeekJRma21ctKec//XUMuRKNuxSUdoikpWd5lrmdeKfTXJ69ev\nERAQgLT/jlkoFGLixImwtbWtY8sYDAaDwWAwGAwGg8FgfMwUJiVx31NV+FdN5WTmc99VNUVQUCwn\nGk/kQaAgu+R7w+aAcfsasbMmyc3NRXBwMOLi4ri0IUOGoFevXnVoFYPBYDAYDAaDwWAwGJ8uzJGn\nnlDWkafozWMAJUKRjkYukPuurLuVO9yt3GvXwBoiKSkJAQEBSE9PBwAoKSlh4sSJaNGiRR1bxmAw\nGAwGg8FgMBgMBuNjp6C0I4+yJlR5ymRlvHPkUdcWlV/hzR3vvrfz4o3wU5fk5OQgODgYjx494tK+\n/PJL9OjRow6tYjAYDAaDwWAwGAwG49OmnCVDjA8FKixEUWZmyX8EAhRraEIpt5jL19XMqyPLapbE\nxEQpJ55JkyYxJx4Go5ps27YNAoEA27Ztk0g3NzeHubl5ndhUHrLsZTAqQiAQwNnZua7N+CSojfvU\n2dkZgjr8Q1d1j7Gu7WfUT1i/YTAYjLrn7+tHccnKGP9+1gSZelm8ZbLS3+kwalrKsit7dRd4cbPk\nu6II+Hx4TZpabbKzsxEUFCThxDNs2DDmxPOR4e3tDYFAgMePH1fqd2xeUnWYDsP4VGA6TO3BdJiK\nqWv7GfUT1m8YDMaHDHPkqQcUZWYCRAAARS0tvM4pglbRuweLjkaurJ/KxT8H9mDL9PE4vGIh4m/d\nqFZdVeXVq1dYuXKlhBPP5MmT0bx58zqxhyGNQCCQ+igrK8Pc3BxeXl6Ijo6uaxPrhNTUVCxbtgzO\nzs5o1KgRRCIRNDU1YWtri9GjR+PYsWOg/+5fRgnnz5+HQCCAv79/XZvyXqjq5F/8slr2HjMzM4OH\nhwdu3779HqxlMBgfOnUl9r/vsTo7Oxs6OjoQCAQYOXKkzHKPHz+GQCCo8ByIx01ZnDlzBh4eHrCw\nsICamhpUVVXRtGlTfP311zhx4kRVD+ODJyEhAT4+PjA0NOTmbdOnT+e2sJUHcV+o6PPs2TOJ323e\nvBnjx4+Hg4MD1NTUIBAI8OOPP8psJz09HStWrICHhwdatGgBoVAIgUCAs2fPVvn4K+K3337j7D99\n+rTMcv7+/hXeD+LnuLe3N29+VlYWgoKC4Orqys0ZdXR0YG9vj7lz50r8Eb086vIPbe9L4CwqKkJQ\nUBA+//xzqKqqQk9PD3369MHly5crVY+5uXmF/XThwoVSv8vJyYGfnx+sra2hoqKCRo0aYdiwYTLf\nb86cOYNZs2ahe/fu0NPTg0AgQJcuXap07IwPk/yUVGSqKSNFUw1FQv4+n50pZ0Se0tF4mvcH1PRq\nysxqI3biKe3c8dVXX6F79+51ZxSjQmJjYzFz5ky0bdsWenp6UFJSgp6eHhwcHDB79mzcuFE3ul5t\nwnSYysN0GH6YDsNgMPhgOgzTYapDXeowABAVFYVhw4ahUaNGUFFRgbW1Nfz8/JCTk8Pb1tu3bzFv\n3jw0b94cKioq0NHRQffu3fHXX39V+RyUR3h4OGf/xo0bZZarSGMB3p0nWQ6l+fn52Lx5M/r27Ysm\nTZpAWVkZmpqaaN26NaZPn447d+7IZXNdzqOq6pAvD9u3b4e9vT00NDSgra0NZ2dnHD9+vFJ1iOdg\n5X3GjBlTbh3Jyclo3LixTG0lJSUFISEhcHd3R9OmTaGqqgptbW106dIFmzdvRnFxMU+tHw9sa616\nQNlttV5l5EKn+N0DUku9eo48yc+eIO3lc6S9fA4r+87VqqsqvHz5EoGBgcj8L+qQSCTClClT0KxZ\ns1q3hVExfn5+3PeMjAxcvXoVO3bswMGDB3Hp0iW0bt26Dq2rXY4ePQovLy+kp6fD3Nwcffr0QZMm\nTZCfn4+4uDgcPnwY27Ztw9ChQ7F///66NleK0NDQujaBwUOrVq0waNAgAEBmZibCw8Oxe/duHDx4\nEKGhoXB0dKxjCz9coqOjoaamVtdmfBK4u7ujY8eOaNKkSV2b8t74FI6xLtm7dy8yMjIgEAhw6NAh\npKSkoEGDBjXezps3b+Dp6YnDhw9DRUUFrq6uGDx4MJSUlBAfH4+//voLu3btwqxZs7By5coab78u\niYuLQ+fOnZGUlISBAwfCxsYGV69exerVq3Hy5EmEh4fLdc7Nzc0l5n+luXv3Lg4dOgRbW1uYmJhI\n5M2aNQsZGRnQ1dWFoaEh4uLiym3n8ePH+PbbbwEAxsbG0NfXR2JiopxHWzU2btwIgUAAIsLGjRvR\nq1ev99LOlStXMHToUDx//hzGxsbo06cPDA0NkZWVhYiICCxfvhwrVqzAlStX0LZt2/diw4cKEeGr\nr77CgQMHYG1tjcmTJyM1NRV79+5Ft27dcPDgQQwcOFCuuqZPn84tDCnbxtKlS1FQUAA3NzeJvLy8\nPPTs2RPh4eFo3749pk2bhmfPnmH//v34888/ce7cOTg4OEj8Zt26dThy5AhUVFTQtGnTSgmyjPpB\ncfpbACXOOXkK/LJZVkapiDyyHHmKCoC7pd4D23rVlInVRuxc+PTpUy5t5MiRcHJyqkOrGOVBRFiw\nYAEWLFiA4uJitG3bFsOHD4eenh7evHmDO3fuYM2aNQgICMDatWsxadIk7rdLly7FnDlzYGRkVIdH\nUDMwHYbxPmA6TNVhOkzt8SloFJ/CMdYlTId5/9S1DvPvv//C1dUVBQUFGDp0KExMTHDu3DksWLAA\noaGhOHz4MJSV30UTTU9PR9euXREZGQlbW1uMHz8eWVlZOHr0KPr27YvVq1dj6tSp1TspZRA774gd\neXx9fWu0fjGxsbEYNGgQoqOjoa+vj549e8LU1BT5+fmIiorChg0bEBwcjMOHD2PAgAHvxYYPmdmz\nZyMgIADGxsYYN24c8vPz8fvvv6N///5Ys2YNJk+eLFc93t7eMh2p1qxZg9TUVCkdpizifieL/fv3\n45tvvkGTJk3g4uICU1NTJCYm4tChQxg7dixOnDiB/fv3f7SRtZgjTz2gKDWV+17iyJMDrdKOPGqS\njjxhT8MQl1EilDsbO6OpbtNy6099kcB91zM0rgmT5ebFixcIDAzEmzdvAADKysqYMmUKrKysatUO\nhvzweZ1OmTIFa9euRVBQ0CcThvfcuXMYMmQIhEIhNm3aBB8fHygoSAY5y83Nxa5du8pd4V2XWFpa\n1rUJDB5at24tdZ9NmDABv/76K3788UeEhYXVjWH1ABsbm7o24ZNBW1sb2tradW3Ge+VTOMa6ZOPG\njVBQUMCsWbOwYsUKbN++HTNnzqzRNoqLi/Hll1/i1KlTcHFxwa5du2BoaChRJi8vDxs2bEBsbGyN\ntv0hMHHiRCQlJSE4OBhTpkzh0mfOnIlVq1Zh7ty52LBhQ4X1mJuby1x1NGLECADgFV5+//13NG/e\nHGZmZti2bRtGjx5dbjtmZmY4e/Ys2rRpAz09PXh7e2P79u0V2ldV7t+/jwsXLqBHjx5ITU3F0aNH\nkZiYCAMDgxptJyYmBr1798bbt2+xbNkyzJo1C0Kh5Gt4fHw8vvvuO25hw6fE77//jgMHDqBz584I\nDQ2FiooKgJK5T5cuXTBu3Di4urpCU1OzwrqmT5/Om37q1CkUFBSgTZs2aN++vUReYGAgwsPDMXTo\nUOzdu5ebzw8fPhyDBg2Cj48P7t69KzHP/+6777B48WLY2Njg2bNnsLCwqOrhMz5Q2ikYwDT2LgoU\nFRDS8gvwXeHsjNIReWRsraWoBIwLAyJ2AU8uA+Zd34/BlSQrKwurVq2SWME7atQodO36YdjH4GfB\nggXw9/eHiYkJ9uzZw+tYkJSUhKCgIGRkZEikN2nS5KP4oyjTYRjvC6bDVB2mw9Qen4JG8SkcY13C\ndJj3T13qMEVFRRg9ejSys7Nx5MgRzjmluLgYw4YNw8GDB7Fu3TqJa+7v74/IyEgMHjwYe/fu5bSK\n169fw97eHrNnz4abm1uN/b02PT0d+/fvh5WVFVq2bIlDhw7h5s2bNb6gKTExEd27d0dCQgKmT5+O\nJUuWQFVVVaJMUlIS5s+f/0kuzLl8+TICAgJgaWmJa9euQVdXFwDwv//9D+3atcPs2bPRr18/uSKT\nyYqYdP/+fcyfPx8GBgblLs7asWMHDh06hPXr12PixIm8ZZo1a8Y5l5We+y9ZsgT29vY4ePAgDh06\nhCFDhlRob72EiNjnA/gAuGFlZUV8ZJ49S1HWNhRlbUNPx0+goCNRtHZ8KK0dH0qrJ58jenKF6I+J\nRKtaEl1aTd/+/S3ZbbMju212dCzuGG+dpcnPyaFXjx5S1KXzlJeTXWH5miIhIYFmzpxJvr6+5Ovr\nS1OmTKGHDx/WWvvyEBUVRVFRUXVtxgcBACoZMqQ5evQoAaA+ffpI5eXm5tLSpUupZcuWpKqqSpqa\nmtSlSxfau3evRLno6GgCQC4uLjJtsLOzI6FQSC9fviQiouLiYtq2bRvZ29tTgwYNSFlZmYyNjalX\nr170+++/V+Noy6ewsJCsrKwIAG3cuLHC8gUFBRL/37p1KwGgrVu30okTJ8jJyYm0tLQkzu8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vHjx0usDBH3CV1dXerXrx/l5ORweRcuXCAAEtePqPyVYGL7S48hiYmJpK2tTdra2pSfny+XveJ7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MmsxsgZnNNLPhpR63iIgIsCPwCeAYUpN43gXO7ZERiYiIiIjkoDiMiIiIiIiIiEjnbAkVea4E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nxCXNrTP2Wz2bGU2QDQGXT4+Gn75bupuJisk6nUbd7Kqd6qb38M3kaaXXsdBplS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\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prR+fzmfPH79x9vQpOt/V26leWU8WikjpHT16lEmTJjmFeMaMGUP9+hfnE7kiIiIiIher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FRIrL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aif39rHYGAAAgAElEQVT79/PQQw9VS+KZO3cuHTt29HBkIiIi0pI0pUSeLhXfT3g0CpFWIP/L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0HDSOpQdX/mLZ8s59ShAwB0Hz6S+JTUWj07pySHHWcqXoiNSh11Sf8ZRKR+Nm3axLPPPovL\n5f7SMjY2lpkzZxIdHe3jykREREREpNkrLYTv3qoY95pQ7WWVt9aK/9HWWmePFfDJv7YTHB5AfEoY\n/UbX7r1EbdQ3yBNgC+CGlBu4IeUGj9XkbYMnTOLa+x4AwGJV52QRTzty5Ahz5swhPz8fgMDAQKZO\nnUpaWpqPKxMRERER8S4FeaTRysx18r5xJ2VOF6WGnVfXHjbP2W0WhnSKr/H+c2+/TcHnq81x/C9+\nTtSYey6pFsMw+ODJf3Du5HFwGTjKSolp1ea8IE/mti3s+GIVAIntO50X5Dm4ZSN717s777Tp3tMM\n8nQZPIzkTu6XXLEtW5/3/IiACN695V2e3vI0uSW59Ets/O2lRZqbjRs38txzz5khnvj4eDIyMoiK\nOv8LWBEREREREY/bsQRKctzH0amQck21l1XZWutHHXnysos5nZkP5ONyem4rKMMwqgZ5unTx2NqN\nmdVqA6uvqxBpnjIzM5kzZw4FBQWAO8Qzbdo0UlM9F0AUEREREWmsFOSRRskwDH73wV5Wldxe7flR\n3RIJD7TXuEbuB8vN4+iJE4l54IFLrsdisfCT/7cAw+Xio4Xz2f7Zikteqzrt+1x10WuC/ILI6J2B\nYRgefbaIXNyGDRt4/vnnzRBPixYtyMjIIDIy0seViYiIiIjIZaPytlq9JoCl+g4wpyptrRUfVjXI\nU5hTEfIJjvD3WGmOEydwnj0LgDU0FHurVh5bW0QuP4cPH2bOnDkUFhYCEBQUxPTp00lJSfFtYSIi\nIiIiDURBHmmUPth6nFXl22hZLPDzER0JD3IHdyKD7AxPr3lbLcfZsxRu3MgPC8RMvN8jdeVknSQh\nrQMJaR1o2en8NtGdrx1GYod0ABLbdzzvfPfhI2nTvRcAcW0u7esRywVe1ImId6xfv57nn3/eDNEl\nJCSQkZFBRESEjysTEREREZHLxuk9cPhr97HFBj3uveCllTvyxP1oa62CnFLzOORH3Xrqo0o3nvR0\nLNa6talxGS6sFrW2ERE4dOgQc+fONUM8wcHBTJ8+nTZt2vi4MhERERGRhqMgjzQ6OUVl/H5pxQug\ncf1a8+iQdnVaI3/VKijvnBHUsyd+sbEeqS0yIZErEhIveL5Ntyto0+2KC55ve0Vvj9QhIg1j7dq1\n/Otf/zJDPImJiWRkZBAeHu7jykRERERE5LISlgA3zXF35QlPhrALf+CUlVtpa62wAA5uPc3R3ecA\nOLY72zznyY48xdsrBXk6n//h08X8fd3f+fbkt/RL7Mcd7e8gNbJhts5Z/dq/McrfHw0c+xOsNpt5\nzuV08sXrLwJgsVoZdO9Pq9xbVlzMl2+8REyr1nQeOBSrzVblfhGpu4MHDzJ37lyKiooAd4hnxowZ\ntG7d2seViYiIiIg0LAV5pNH5+393car867H4sAB+eUOnOq+Rt2KleRw2fLjHahORy8eaNWv497//\nbYZ4kpKSyMjIICwszMeViYiIiIjIZScgDK6c6P6ntPCCl2UXlHIqv6TSRCkf/PO7aq8NifBgR56d\nO83jwC51D/J8c/wbDuQc4Pvs77km+ZoGC/J8u+w9XE4HANeMGQ9UCvK4XGxYuhgAm5/f+UGe0hI2\nfvg+AJ88u4AhP/kZvW68pUHqFmmO9u/fz7x58ygudm8PGBISwowZM2ilrfpERERE5DKkII80KhsO\nnuW1tYcBeMP/j3QKtRG+vAsMewIikmu1hquggIKvvjLHYcOH1bsuwzAozDlnjkMio+q9Zl2MWjyK\ns8XuveaX3raU2CDPdBgSkep9/fXXvPTSS2aIJzk5mRkzZijEIyIiIiIivucffMFTsz75HqfL/XNM\nhxahnD2UV+11Vj8LCWme2y7YmZdrHvslJNTp3nPF58jMzQTA3+pPz/ieHqurISWVb7UuInW3b98+\n5s+fXyXEk5GRQcuWLX1cmYiIiIiIbyjII41GqcPF/yzeCoAFFz1tBwjILobsbXD9X2q9Tv4XX2KU\nuvd8D+jQAX8PtF51lJXyzOTxAPjZ/Zn2yuJ6r1kXBWUF5JflN+gzRS5XX375JS+//LI5btmyJTNm\nzCA0NNSHVYmIiIiIiNRs+7Ec8+MogJ+P6EikYadD3xbsXneS8LggugxMwmKx0Co9mrDoQK/UYbFY\n6nR9ZGAkX479km9PfsvR/KME+nmnruoMHDvB/IDDYrVWOWe1Whk07v5qzwHYAwLM88mdOpPQroOX\nqxVpnvbu3cv8+fMpKXF3EwsLC2PGjBkkJ9fuo04RERERkeZIQR5pNJ5dvY89We6wSqp/DgGG+wsM\ngqIhpPYdaPJWXtq2Wnc+3pvydzfY7Oe/oBGR5m/16tW8+uqr5rhVq1bMmDGDkJAQH1YlIiIiIiJS\nM8Mw+N/3t1PejIdBHeK4rnMLLBYLbbrGcN3ELr4t8CJC7CEMajmowZ975ejbL3jOarPR5+Y7Lnje\nHhBY43kRubg9e/bw5JNPVgnxZGRkkJSU5OPKRERERER8S0EeaRQOnC5g/qd7zfEveltgU/kgtvZf\nNBmlpeR/9pk5rsu2Wn7+thrPB0dEll/nX+s1PWXZbcswcL+NC7ErUCDiDZ999hmvv/66OW7Tpg3T\npk1TiEdERERERHzv9bEVx2NfP+/0+1uOsf5gNgB+Vgu/u6lznTvjXA6cDgcWqwWrteZ3QCLifbt3\n7+bJJ5+ktLyzenh4OBkZGSQmJvq4MhERERER31OQR3zOMAx+8+5WSh0uALolRzAivqIVNLHta71W\nwfr1uPLc+7/bk5IISPfM/uR2/wAefvYVj6x1KUL9taWPiDetWrWKN954wxynpKQwbdo0goODfViV\niIiIiIhIue+XX/BUQYmDvyzfaY4nXtOWdvF6j1Cd3d98waqXFpHWuy9drh1Gy/Suvi5J5LK0a9cu\nFixYQFlZGQARERFkZGSQkJDg48pERERERBoH7R8kPrd441G+3ncGAKsF/np7N6xn9lRcUIeOPHkr\nVpjHocOH6eszEbmolStXVgnxtG3bViEeERERERFpMhas2svJXPe2NHFhATw2tJ2PK6q9AzkHOJ5/\nvMGet2f9NxTl5rBt1Scc3bWjwZ4rIhV27txZJcQTGRnJzJkzFeIREREREalEHXmkwWWeLSQrz/2C\nqczp4k8fVLw4mXh1W7omR8AnuytuqCHIY5SWUrxzJ4bL3c0nf+Wn5rmw4cPrVFfu6SKc5V2BwmIC\n8bOrzbJIc7dixQreeustc5yamsrUqVMJCgryYVUiIiIiIiK1c+B0AYu+2G+Of3VDJ8IC7QA4HS4+\nfXknIeEBhEQF0GNoK1+VeUFPbnqSTw59Quuw1vzuqt/RL7Gf155luFycPnzQHLfrc5XXniUi1du+\nfTtPPfUUDocDgKioKDIyMoiPj/dxZSIiIiIijYuCPNKgXvrmIL9bsr3ac8mRQcy4rjy0c7pSkCeu\n+iCPq7iYfTfeiOPY+V9u2SIjCe7Vq061LX96K2eO5gNwz2/7ENsyrE73e4thGBQ6Cgmxh/i6FJFm\n5eOPP+add94xx2lpaUydOpXAwEAfViUiIiIiIlJ7f1y2gzKnAUCv1pHc1jPZPFeYW8rutScBCA73\nb3RBHpfhYv2J9QAczjtMdGC0V59nsVq5f/YzHN+7m8wdW4lObunV54lIVdu2bePpp5+uEuKZOXMm\ncXFxPq5MRERERKTxUZBHGoxhGCz8fP8Fz//p1q6EBPhB0TnId79owuYPkW2qvb5o8+ZqQzwAYdcN\nx+Lnuf96Gy4X506WP8tiISohyWNrX8yKwyvI+CwDCxbsVjtfjPmCYLu2/BGpj//+97+8++675rh9\n+/ZMmTJFIR4REREREWkyPt11kk93ZQFgscDvb+6K1VqxxXhBTol5HBzh3+D1XUxOSQ7p0elszNpI\niD2EdpHe3xLMYrWS1KETSR06ef1ZIlLhu+++Y+HChWaIJyYmhoyMDGJjY31cmYiIiIhI46QgjzSY\n7cdyOXquCIAAPyudk8IBsFksjOqeyJBO5S1Uz+ytuCmmHVir3+LKcDjNY2toKAFpaQDYk5OJmzbN\no7U7HGW8MH0yAH52f6a9stij619ImauM/1v/fwAYGNzc7maFeETqafny5SxZssQcd+jQgSlTphAQ\nEODDqkRERERERGqvxOHkD0srtiof06cV3VpGVLmmMKfUPA6JbHw/70QFRvHsiGcpdZaSmZeJxWK5\n+E0i0uRs2bKFhQsX4nS63+XGxMQwc+ZMYmJifFyZiIiIiEjjpSCPNJiPd5w0j2/omsC8MT2rv7Dy\ntlqx7Wu1dlD37rR+4fn6lNco2a125g6Zy++//j1ZhVlM7zXd1yWJNGnLli1j6dKl5rhjx448+uij\nCvGIiIiIiEiT8vyXBzh4phCA8EA/fj6i43nXFFbqyBMS3vg68vzA3+ZPWmSar8sQES/YvHkzzz77\nrBniiY2NZebMmURHe3crPRERERGRpk5BHmkwH28/YR5f3yXhwhd2HwNtBsDpPRAQ3gCVXZwFC5EJ\niQDY/OwN+uwuMV14bdRrHM47TERAxMVvEJHzGIbBsmXLWLZsmTmXnp7OI488gr9/432hLSIiIiIi\n8mMncopZ8GlFN+OM6zoQE3r+xwkFlTryBEdc3h8v7Pt2HUFhYSS264jFavV1OSKXhY0bN/Lcc8/h\ncrkAiIuLY+bMmURFRfm4MhERERGRxk9BHmkQh84UsOtEHgD+flau7RB34YutVohKcf/TSPj5+/PA\nvOd893yrH6kRqT57vkhTZhgG77//PsuXLzfnOnfuzCOPPILd3rDBPBERERERkfr664c7KSx1d7fo\n2CKM+/q3qfa6Kh15Ii7fDxgMw2DVvxeSk3WS4IhI7v7dX4hp2drXZYk0a99++y2LFi0yQzzx8fHM\nnDmTyMhIH1cmIiIiItI0KMgjDeLj7RXbag1sF0tIgP6rVxPDMLQ3vIgHGIbBe++9x3//+19zrkuX\nLjz88MMK8YiIiIiISJO0ZPMx8/iJmzvjZ6u+w0xBbuPtyPPfg//lbNFZ+if2p21EW6++Azl9+CA5\nWe73Uo7SUrPjsoh4x4YNG3j++efNEE+LFi3IyMhQiEdEREREpA7US1YaxMc7armtlpCZm8nYD8ay\nKWuTr0sRadIMw2Dx4sVVQjxdu3ZViEdERERERJqeUbNw3TiLBcGPVEx1S2RAWuwFbymssrVW4+rI\n8/rO1/nrur9yy5Jb+PjQx159ls1up+uQEQSFR9C255UNvmW6yOVk3bp1VTrxJCQkqBOPiIiIiMgl\nUFsU8bpTeSVsOJQNgNUCw9LjL3xxcQ7kHIWYNPBrXF+LNQTDMPjjmj+y/cx2Jnw4gRm9ZzCx60Rf\nlyXS5BiGwdtvv82KFSvMue7duzN58mT8/PT/+kREREREpInpM4lX1xziH2fd3WQC7VZ+PSq9xlsK\nqmyt1XjesRSWFfLdqe/Mce8Wvb36vOikllz/0FRcLiclhYVefZbI5Wzt2rX861//wjAMABITE8nI\nyCA8PNzHlYmIiIiIND36baZ43YqdJyn/+Y0rU6KJCa3h5dGB1fDmfWCxQvcxcNvTDVPkRRguF1kH\n97sHFgst2qZ55TmHcg+x+dRmAKwWK30T+nrlOSLNmWEYvPXWW6xcudKc69GjBw8++KBCPCIiIiIi\n0iRlF5Qy6+PvzfEjg9uRHBl0wetdLoOiyltrhTeejjwGBr/o8wvWHl9LTmkOsUEX7irkSVarjaDQ\nsAZ5lsjl5ptvvuHFF180QzxJSUlkZGQQFqa/cyIiIiIil0K/0RSv+3h7xbZaIzq3qPni07vdfxou\nCGzYrzXsATb8A20A5+3N7nCU8cr/TAfAz+7PtFcWe6WGlIgU3r/1ff689s+0DG1J19iuXnmOSHNl\nGAZvvvkmq1atMud69uzJpEmTFOIREREREZEmI3PPFnLenkpsyVEAsgnlN9QnyAAAIABJREFUXPGf\nAWgVHcSDg1JrvN9wGQy8pwMF50ooLXJg87N6tD5XYSHHHv8VRdu3AeA8dbrW94bYQ7g3/V7uTb/X\nozWJiG989dVXvPzyy2aIp2XLlkyfPl0hHhERERGRetBvNcWr8orL+GrvGXN8fZeEmm84tbviOLaD\nl6qq3h2/9G4r59pKCElg/pD5OA2nr0sRaVIMw+CNN97gs88+M+d69erFpEmTsNlsvitMRERERESk\njo59NJd+JZvNsZ9RsU3Wb0d1JtBe8884Nj8r3Qa39Fp9Z196ibxPPqn2nMW/8XT/ERHv+uKLL3jl\nlVfMcatWrZgxYwYhISE+rEpEREREpOlTkEc86lxhKb99bxvbjuYAUOJwUep0AdA5MZxW0cEVF78x\njvwNWzm11oHzh27PLgcY8e7j1S+B/T8XfJZRWOSN/wjVsmAhPsW9nZbN7v2/NhaLBT+L/nqK1JZh\nGLz22musXr3anLvyyiuZOHGiQjwiIiIiItLk+JVkVzt/W8/ki3c79jLD5eLc2+9Uey7oiisI7No4\nugsX5ubw1h9/Q1rvvrTrcxUJae19XZJIs7J69WpeffVVc9y6dWumT5+uEI+IiIiIiAcoKSAe9e6m\noyz77ni150Z0qfqiyXHsEEc/KsFVVrm9c6VfuOdn1fq5Fru9LmXWmZ+/P+P/Ps8ra5c6SylyFBER\nEOGV9UWaO8MweOWVV/jyyy/Nub59+3L//fdjtXq2fbyIiIiIiEhDW9PxcdpcfRfro1oTFxbg63Io\nXLOGsiNHALBFRJDy1n+w2Gxgs+HXosV525X7yv6N6zl9+CCnDx8kc/tWxv7x//m6JJFm47PPPuP1\n1183x23atGH69OkEBwfXcJeIiIiIiNSWgjziUWcLSqudjw8LYGzf1lXmTn6e/6MQz6WxBAQQcfvt\n9V7HVxZtXcSb37/J430eZ2TbkY3mhZdIU2AYBi+//DJfffWVOdevXz9++tOfKsQjIiIiIiLNgl94\nHImtG083mXNvv20eh99yM/6tW9dwdVWfHPqEpfuWkh6TzqDkQXSJ7eKNEgHYv3GdedyuT3+vPUfk\ncrNq1SreeOMNc5ySksK0adMU4hERERER8SAFecRr7r86hQlXpQDQ0p6LPbSia07+F1+Q+33F/u7J\nf3icwA6p7oEtAMJq3ybaFhODLSys3vWePJBLWYkDgPiUcPwDvf/XY3/OfhZtXUSZq4zHv3icAL8A\nhrUe5vXnijQHLpeLl156iW+++cacu+qqq5gwYYJCPCIiIiIicllbt+wAR3adJSQigG6Dk0lqH+WR\ndR3Z2eR9ssIcR95xZ53uX39iPasyV7EqcxVWrF4N8ox8JIP0gUPYt34N7fpe5bXniFxOVq5cyX/+\n8x9znJqaytSpUwkKCvJhVSIiIiIizY+CPOI1UcH+tI0NAZcTFo1yT46ehyuiPSf+9/fmdeE3jyb8\n7p/6pshKVr2yizNH8wG457d9iG0ZRvaJYxz7fiedBw31Sqecs0VniQqMIqswi+6x3RnccrDHnyHS\nHLlcLl588UXWrFljzg0YMIDx48crxCMiIiIiIpe905l5HN+bA0Bar3iPrZuzZAlGWRkAgT26E9ix\nQ53u33lmp3mcHpPusbqqYw8MpH2fq2jfRyEeEU/45JNPeLtSR660tDSmTp1KYGCgD6sSEREREWme\nFOQR71v3HBzb5D5+YSSnLA9TdvQo4N5LvcWvfuXD4i7MMAxWPPdPDm/bwo7Vn3Ldz6YQmZDo0Wdc\nmXAlS25ZwoLNC7it3W3YrDaPri/SHLlcLv71r3+xbl1Fm/RrrrmG++67T1vTiYiIiIiIAIW5FVuf\nB0f4e2RNwzA491bFL/Gj7rqrzms8cdUTbD+znZ1nd9IlxnvdeETEsz766CMWL15sjtu1a8djjz2m\nEI+IiIiIiJcoyCPelXMEPv2jOSxuM56zf33THMc//jh+0dG+qOyivv96NYe3bQEgc/tWSgoLvPKc\nUP9QftW3cYaZRBobl8vF888/z4YNG8y5QYMGce+99yrEIyIiIiIiUq4gp2I78xAPBXmKNm2mdN8+\nAKzBwYSPHFnnNdpFtaNdVDtu4RaP1CQi3vfhhx/y3nvvmeP27dvz2GOPERAQ4MOqRERERESaNwV5\nxHsMA5b/Akrd21UZ0R04/t4+cDoBCO7Xj4jbbvVlhTVK7d2X3qNuYePypfS6cTQtUtv5uiSRy5rT\n6WTRokVs3LjRnLv22msZO3asQjwiIiIiItKs7A/swtFzxQBEBSXV6V7DMH7Ukcczv2w/V2lLnfBR\nN2INCfHIup6WeyoLw3AREZ/g61JEmrzly5ezZMkSc9yhQwemTJmiEI+IiIiIiJcpyCNek3ZmFXy/\n3BxnG6Mp3vY6ABZ/fxL+94lG/ct3/8AgBk/4GenXDCEqKdlj6245tYWogChah7f22JoizZ3D4WDR\nokVs2rTJnBsyZAj33HNPo/73iIiIiIiIyKX4POoOlmUOAGB+TM863VtS4MDlMADwD7Rh96//Nt7O\n/HxyP/zQHEdewrZaDWXDsnfZ9N+lxLVpyzVjJ5Das4+vSxJpkpYtW8bSpUvNcadOnXj00Ufx9/dM\nly8REREREbkwq68LkOYpjEKu3ff/zHFZ6j2cerHi642YhyYT0LatL0qrsxap7fAPDPLIWkWOIh5f\n/Ti3v387i7YuosxV5pF1RZozh8PBs88+WyXEM2zYMIV4REREREREqlF5Wy1PdePJXfYBRlERAAEd\nOhDYrVud13AZLo/UUhPDMNi7fg0Apw4dwOZn9/ozRZobwzB4//33q4R40tPTFeIREREREWlACvKI\nV/zc701CS0+5ByHxnPgaXIWFAPinpRE7aZIPq/Odp7c8zdH8o5Q4S/jXtn+RW5Lr65JEGjWHw8HC\nhQvZsmWLOTd8+HDuuusuhXhERERERESqUZhTsa1WSIRnfuleeVutyDvvrPPPYy7DxdD/DGXcB+P4\n05o/UeIsufhNl6CksIC4NinY/PwICAmhZXpXrzxHpLkyDIMlS5bwwQcfmHNdunRRiEdEREREpIFp\nay3xuJ6WPYy3rTDHudETyH/+NXOc+IffY2mkP/g5itYABk7HFV5Z//qU61lzbA07z+7k51f+nJig\nGK88R6Q5KCsrY+HChWzdutWcGzFiBLfffrtCPCIiIiIiIhfg6Y48xTt3UrxtG+DeKj3i5tF1XuNI\n3hHOFJ/hTPEZjuQf4Tf9flPvuqoTGBLKbY8/QWlRIWeOZGLz06tPkdoyDIN3332Xjz76yJzr2rUr\nDz30EHa7uluJiIiIiDQk/TQrHmV1OfiLfRFWi3svdmeroZx8aaV5PvKuuwju3dtrzz+4ZSMn9u4G\noH2/AcS0bF3l/M6vPifnxHEAOl49iKiEJPNcWclpHMVfA7B09mHG/O9fCI32bNCmS0wXXhv1Gh8d\n/Igb297o0bVFmpOysjKefvpptm/fbs6NHDmSW265RSEeERERERFp9vrkfkwPP3dn0vBzAUBSzTdU\nUjXIU/8Pqc69VdGNJ2zECGyRkXVeY8+5PeZxenS613+u8w8KJrF9R68+Q6Q5MQyDxYsX8/HHH5tz\n3bt3Z/LkyfgpECciIiIi0uD0v8LFowzDweeuHrS3HMWw+XPudC8cJ93deGyxscT/fKbXnn1w87e8\n89cnzHFUUvJ5QZ4dqz/l4OZvAWiR2q5KkMdqi8BiS8JwHsM/KISQyCiv1Oln9WNU6iivrC3SHJSV\nlfHUU0+xY8cOc+7GG2/k5ptvVohHREREREQuC10L1tDbbxUAG/KH1uneKltrhdevI4+ruJicpUvN\nceRdd13SOsNaD+Pzez5n15ld2G3q7CHSmBiGwdtvv82KFRUd1nv06MGDDz6oEI+IiIiIiI/of4mL\nR204UsTXjnt53zmA3/a1Ev/Me+a5Fr/4ObaICK89OyqpJT2uG8m2VZ/gdDjqfH+HvkmcPWyjtNDG\nkJ8+jMVq9UKVIlKT0tJSnnrqKXbu3GnO3XTTTdx0000K8YiIiIiIiNRC96EtaZUeTUFOCS3a1u89\nTN5HH+HKywPA3qY1wX37XPJa0YHRDEgeUK96RMSzDMPgrbfeYuXKio7qPXv2ZNKkSQrxiIiIiIj4\nkP7XuHhMdkEpaw+cBWCHkUJKSgo5h+YDYAkOJuyGG7z6/Ij4Fgyf9CgtO3cjc/t3RCe3Ou+aTgMG\n0aJtO/f1LRKrnOszqi2BwbcRHJ5Aq/T2Xq1VRM5XUlLCU089xa5du8y50aNHc9NNN/mwKhERERER\nkaYlIi6YiLhgj6xVeVutyDvubNQfWKx68TkiWySQdmV/wmPjfF2OSKNnGAZvvvkmq1atMud69erF\npEmTsNlsPqxMREREREQU5BGPWbkrC6fLAKBn60j8135hngsdOBBrQP3aOddWpwGD6DRgULXnulw7\nrMZ7uw0Z4Y2SWHFoBcv2LwPc7aRHp432ynNEmqqSkhIWLFjA7t27zblbbrmFG2+80YdViYiIiIiI\nXL5KDhygcMMG98BmI/K2W31bUA0KzmWz8cP3wTBY9eJzPPLcawSGhvq6LJFGyzAMXn/9dT7//HNz\nrnfv3jzwwAMK8YiIiIiINAIK8ojHfLz9hHl8fZcE8ubPMcdhw4f7oqRG42DuQVYedreobRPexsfV\niDQuxcXFLFiwgD179phzt912Gzd4uYuXiIiIiIiIXFjO4sXmceiQwfjFXVqXmw0nNpAWmUZUYJSn\nSjvPvm/XguH+uCy5Y2eFeERqYBgGr776Kl98UfERZp8+fZg4cSJWq9WHlYmIiIiIyA8U5BGPKCrI\n43/23cfVfl35yNWH66I7Urx9u/uknx+h11bfIccTjuzYRlLHdKyX+LWI4TKwWBtva2iR5qy4uJj5\n8+ezb98+c+6OO+5gxAjvdMcSERERERFpCvxLz5nHNntQre9zlDlxlLoIDLHXu4bi7TvM44hL3PL4\ng/0f8Jsvf4PTcJIYksiM3jMY2XZkvWv7sbTe/XA94GLv+m9I693X4+uLNBeGYfDKK6/w5ZdfmnN9\n+/bl/vvvV4hHRERERKQRUZBHPGLXV0voaTlOW7/jXGvdRfjmZE6Wnwvp1w9beLhXnpt9/Chv/uF/\nCI+Np8/Nd9DjupF13q991au7yD5eQNsecXTsn0BIhOe3ABvWehgp4SmAOvKI/KCoqIj58+ezf/9+\nc+6uu+5i+GXewUtERERERC5vhstFq5KKjqUt2l9Z63uP7Mrmg39+R3hsIB36JtDv5tRLr8NwmceX\n+l5nU9YmnIYTAH+bP/0T+19yPTUJiYziihE3csUIbc8sciEul4uXX36Zr7/+2pzr378/P/nJTxTi\nERERERFpZBTkEY9wbH/fPD6eOBzLypXmOGz4MK89d/3774BhkHvqJPu+XVvnFzYup4sDm09TXFDG\nif25JHWI9EqQp21EW9pGtPX4uiJNVVFREfPmzePAgQPm3N13382wYd7794WIiIiIiEhTcCJzD4nk\nA5BLCIltOtT63lOH89z3nS6mpMjhlfrq4tf9fk1hWSE7z+7kuRHPeXV7LRG5MJfLxYsvvsiaNWvM\nuQEDBjB+/HiFeEREREREGiEFeaTeykpL6JBT0Y41puMICuf+0hyHDvXeL+YjE5IIDAunOC+Xfrfc\nVef7j+/NobigDICQCH9atPFO5yARqVBYWMi8efM4ePCgOTdmzBiGDBniu6JEREREREQaieO71pFY\nfnw4oD1d6/BL9h+CPABxrcI8XFndWS1W/nD1HygoKyAiIMLX5YhcllwuF//+979Zu3atOXf11Vcz\nfvz4Onc2FxERERGRhqEgj9Tb9+s+oisFAJwkhvgzJRx3utsmB/bojr1FvNee3feWO+l5/U3s3bCG\n5PQudb5//5ZT5nHbHnFYrPrhVcSbCgoKmDdvHocOHTLnxo4dy+DBg31XlIiIiIiISCNSkrnRPM6P\nqtu7jlOZFUGe+DYNG+QxDIMtp7ZwRfwVVeb9rH5eC/E4HQ4cpSUEBId4ZX2Rps7lcvHCCy+wfv16\nc27gwIGMGzdOIR4RERERkUZMfTOl3go2v2ceH4wdTF6VbbWGe/359sBA0q8ZXOcfPg3DYP/miiBP\n6hVxni5NRCopKChgzpw5VUI848aNU4hHRERERESkkvdcA/ll2c94yXEdrtTady4tyi8l/2wJADa7\nlaiEYG+VeB7DMPi/9f/H+A/H8+6edxvsuZnbv+OpSeN45y+/Y9fXqxvsuSJNgdPp5Pnnn68S4rn2\n2msV4hERERERaQLUkUfqxXC5SDn9mTkOSb+RgkV/Nsdhw7wf5LlUpzPzzRdc/kF+JHWI9NqzPjzw\nIYv3LAbghpQbuKPDHV57lkhjlJ+fz5w5czhy5AgAFouF++67j2uuucbHlYmIiIiIiDQehmGwMiuM\n084h/Af4tOe1tb638rZaMcmhWG0N9/3ei9tf5JWdrwDwxNdPkBSaRL/Efl5/7t71a3A5HRzcspHo\n5FZ0GjDI688UaQqcTieLFi1i48aKDl+DBw9mzJgxCvGIiIiIiDQB6sgj9bJ3y5e04AwAOYSQXBaK\nUVwMgH9aGgGpbT3+zLLSEkqLCuu9TuVuPCnd/j979x1lVXmof/x72vTemYFh6FWKFGliBUVFY9fY\nGyoiZebexF9uchNjbkyDQbAEBWNijxp7Q7GigiAw9N7LdKa3U/bvj4MbRwSGmTmzpzyftVjZ+z27\nPJM1Rznb57xvPA5n4N4OByoOsOzQMpYdWsbe8r0Bu49Ia1ReXs6cOXPqlXhuvvlmlXhERERERER+\nJL+8lsKKOgDCgxxkxDd8yagfFnkS01t2Wa0rel9Bv7h+AJzf9XxOTzq9Re5bXnT02U7PEaNa5J4i\nrZ3H4+Gpp56qV+I599xzVeIREREREWlDNCOPNEnx9qNTs26PHEn61m3mfsSZZwbknms/+oBvXnuB\noRdcwtBJlxIW1bh11nflHH3Y021wYJfVqvHUmNvBjuCA3kukNfm+xHPw4EHAX+K55ZZbGD16tMXJ\nREREREREWp/1B0rN7QGp0djtDf+P7gV7K8ztxC4RzZrrZKKColgwYQHPbXqOewffi9PeMo8cL//l\nbykrzGfHd9+S1qd/i9xTpDXzeDw8+eST5OTkmGPnn38+V111lUo8IiIiIiJtiIo80jSGz9z0BEVh\n+I7u26Oa/9tfXo+ble++Tm1lJcv+8zLhsfEMmXjRKV+ntKCKogOVADicdtIHxDV31HqmDZ3GJd0v\n4ZN9n7TI1NIirUFZWRlz5szh0KFDgL/Ec9ttt3HGGXoPiIiIiIiI/JRNe3MBA7AxIC3qlM4t2Hd0\nRp6krqd2bnOIDYnl/qH3t/h9oxKSGHrBJS1+X5HWxuPxsGDBAtauXWuOTZw4kSuuuEIlHhERERGR\nNkZLa0mbUpqfj9PlAiAsOoaBZ5/fqOvsXF1obnfpF0tQSOA7bRnRGdw+8HYGxA8I+L1ErFZaWsrs\n2bPrlXhuv/12lXhEREREREROYGzOA3wXfA//cj3MuLADDT6vtspNWUE1AHaHjbhODV+S61RVuau4\n/5P7ySnIOfnBItIi3G43TzzxRL0SzwUXXKASj4iIiIhIG6UZeaRJ9qRcwG9W+2feOTe5N90OrQvo\n/eJS07gt++9sXfYVPo8HZ1BQo68VGumiutxNtyGBXVZLpKMpKSlhzpw55OXlAWC327njjjsYPny4\nxclERERERERat9SqLcTbyhnvWMeuTrENPq+ypI7oxFBKC6qJSw3H4QrMd/fK6sqY+vFUcgpy+C7v\nOxZNXES/+H4BuZeINMz3JZ4NGzaYY5MmTeKyyy5TiUdEREREpI1SkUeapC4omq1GFwCGu1qmEGO3\nO+g7ZnyTrjF0YjqDz+9C7s7SgH5LTaSjOXz4MHPmzCE/Px/wl3juvPNOhg0bZnEyERERERGR1q0o\nbz/JFAFQY7jo0mtwg8+NSw3nxodGU1vlpqqsLlARKaouYl/5PgDK68pZlb/KkiLPju+W43W7yRgy\njKCQ0Ba/v0hr4Xa7eeyxx9i0aZM5dvHFFzN58mSVeERERERE2jAtrSUdlt1uI7VnDCHhroDdI7cy\nl8/3fU6ttzZg9xBpLQ4fPszs2bPrlXimTJmiEo+IiIiIiEgDHNi03Nze4+qO03XqsxAHh7mITQnc\nF5a6RXdjwYQFRAVF8f9G/j9u6HdDwO51Isv/82/ezv4Tj9/5c/asW2NJBhGr1dXV8eijj9Yr8Uye\nPJlLL71UJR4RERERkTZOM/JIm2D4fNjsba939s7Od3hk1SOEOkO5b8h93DLgFqsjiQREUVERc+bM\nobCwEACHw8GUKVMYMmSIxclERERERETahqrd35nbJTEDLExyYn3j+vLu5e8SExJjyf3Liws5tH0L\nAD6vl6RuPSzJIWKl2tpaHnvsMbZs2WKOXXrppVx88cUWphIRERERkeaiIo80ic3wEoQbALvhCdh9\nXv/zg0TExTPi0iuJ7ZQWsPs0t0/3fgpAtaeauJA4i9OIBEZRURGzZ8+mqMg/BbzD4eCee+5h0KBB\nFicTERERERFpO4IK1pnbtk4NX1bLClaVeMC/5PqoK69n+4pvCIuKJjQi0rIsIlaora1l/vz5bNu2\nzRz72c9+xqRJkyxMJSIiIiIizUlFHmmSnvteY2vIHwBYfuAyoPmX0Dm0fQu71vi/lbbxi0+Y8sQ/\nCYuKbtS1dq4pYMuyXLoPSaDraQkBXVbLZ/gYnjKc0rpS9pfvZ3zn8QG7l4hVCgsLmT17NsXFxQA4\nnU7uueceTjvtNIuTiYiIiIiItC0pVUdn1ojrOaLB5x3OrWT3uiKS0iNJSI8kOLR5HvdVu6vN7fK6\nCgK3YNepCY+JZew1NzD2mhtw19ZYHUekRdXU1DB//ny2b99ujl1xxRVccMEFFqYSEREREZHmpiKP\ntHrbVywzt3uPPrPRJR6A7Svz2LmmgJ1rChhxSTdGXtKtOSL+JLvNzqxhs5h5+kwOVR4iOrjxuUVa\no4KCAmbPns3hw4cBf4ln6tSpDBjQeqeAFxERERERaY1KiwtINfIAqDMcpPc98Reldq8r5MDWEjAM\nig9Wsnej/8sVfUalcP6t/Rudo+y996hetx6Pz03RtnV8P7fw42se58GzJmCz2Rp97UBwBYdYHUGk\nxdTU1DBv3jx27Nhhjl111VVMmDDBwlQiIiIiIhIIKvJIqzfuupvpNngY3775CiMvvbLR1/G6fexe\nX2Tudx+S2BzxTspms5Eakdoi9xJpKfn5+cyePZuSkhIAXC4XU6dOpX//xj8wFhERERER6aj2bVrG\n91//2evMoOcJCir5e8p497G1P/laYpfGLzNV+tZbHPzFL839Hy4Q/rOeP2t1JR6RjqS6upp58+ax\nc+dOc+zqq6/m/PPPtzCViIiIiIgEioo80urZbDY69x9I5/4DT+m8uhoPX7+2ncO5VQB46ry4a7wA\nRCWEEJ/WWiaFFmlb8vLymDNnTr0Sz3333Ue/fv0sTiYiIiIiItI21VWUmNvlwcknPHbvhuKfHLc7\nbHQdGN+o+3srKsj7y19/8jUjyMWgsZc16rrNzTAMFYqkw6mqquKRRx5h9+7d5ti1117Lueeea10o\nEREREREJKBV5pEncXp+53doeoyx9ZRubvjr0k691G5KoBz8ijZCbm8vs2bMpKysD/CWeadOm0bdv\nX4uTiYiIiIiItBcnfl5RsK/c3O49MpmEzpFgg859YolJDmvUHQsffwJvYSEAzqQk4m65xf+C3U7E\nWWfhjI1t1HWbk6eujn9k3kuX/qfRc8Qoegwbic1utzqWSEBVVVUxd+5c9uzZY45df/31nH322daF\nEhERERGRgFORR5pkW34F445sR4W4oMrSOKaD2w4ft8TjDLIzYFxgl7r6w7I/4DN8nJd+HiNTRuJy\nuAJ6P5GWcOjQIebMmWOWeIKCgrj//vvp3bu3xclERERERETatsKU8YyoeQyAsV1TGXqCYwv2Hi3y\nDJmQ3qTltABqd+6k6J/PmPWhpP/+b6InX9KkawbC3vU5lBXkseHzPA5s2UCP4WdYHUkkoCorK5k7\ndy579+41x2644QbGjx9vYSoREREREWkJKvJIo5XVuNlVWAEO/37n2FCqmqnIU7BnF58+8yRjr72J\ntL79T/n8w7lV2J02fB6DrqfFM/T8dPO1+LQIQiICV6yp8dTw1o63qPZU88rWV3jzsjfpHtM9YPcT\naQkHDx5kzpw5lJf7HxgHBwdz//3306tXL4uTiYiIiIiItH0+RzAF+Ge9qXJEHfe4mko35UU1ANid\nNuI6NW3ZcMMwWP/rWYQdmXE5r2c8vS+e1KRrBsqedWvM7Z4jRmumZWnXKisryc7OZt++febYjTfe\nyJlnnmlhKhERERERaSkq8kijfbo5H68Ps8gTEexstgl5lr78LPs2ruOl3/6CsdfcyKgrrzul8wec\nmUZa71i+em07Z13fh4jY4GZKdnLLDy2n2lMNQEZUBt2iu7XYvUUCYf/+/WRnZ1NRUQH4SzwzZsyg\nR48eFicTERERERHpWCoO1xIZF0J5cQ0JaRE4nE1bWqrik08IW7UVAJ8NXpgUyqC6UuJC4pojbrM6\n+6Y76Dt2PNtXLKP3GWOtjiMSMBUVFWRnZ7N//34AbDYbN910E2PH6vdeRERERKSjUJFHGm3xxjxi\nAnDdsoJ8dq/5zr9jszV6quSY5DAunjqoGZM1zLi0cfzjgn/wyb5PSAlL0TfEpE3bt28f2dnZVFZW\nAhASEsL06dNV4hEREREREbFAQucIbv7jGGoq3FRX1DXpWr7aWvIe/pO5v+KMGP54+4utssQDYLPb\n6dSzD5169rE6ikjAlJeXk52dzYEDBwB/iefmm29mzJgxFicTEREREZGWpCKPNEqN28tnm/P5WQCu\nHZWYxG1z/s7Xr74AQGLXtjWjjcPuYHjKcIanDLc6ikiT7N27l7kVGWF6AAAgAElEQVRz59Yr8cyY\nMYPu3bVUnIiIiIiISHOye2tIphiAcG/ISY8PiXA1ednw4qefxn1kxg97VBQ/+8u/iQlNaNI1RaTx\nysrKyM7O5uDBg4C/xHPrrbcyatQoi5OJiIiIiEhLU5FHGuWbHUVU1nnNZbWaW0xKJy6aloXh8zX4\nnD0biohJCiU6MSwwoUQ6kD179jB37lyqqvwL5oWGhjJz5kwyMjKsDSYiIiIiItIOJeR+yfKQaQCs\nLhgLnBeQ+xiGwar8VQzypVK44ElzPHHmDGKSugTkniJycmVlZcyZM4dDhw4B/hLPbbfdxhlnNG6m\nchERERERadtU5JFG+XBDLgCvescTf8a1ZJ7fG5zB8MTCZr2Pzd6wtd6ryur4aNEGPG4fIy7OYMiE\ndByOpq0TL9JR7d69m7lz51JdXQ1AWFgYM2fOpGvXrhYnExERERERkcYyDIO/rPgLz216jgVf9Ca2\npgaA4L59ib32WovTHV95USFlBfl06t0Huz1A3ygTsVBJSQlz5swhLy8PALvdzu23386IESMsTiYi\nIiIiIlZR00FOmddn8PEm/wfLWoIYP6g3hMVBULhlmZa+so3aKg9et4+NSw/i8xotnsEwDDYVbcIw\nWv7eIs1l165dZGdnmyWe8PBwZs2apRKPiIiIiIiIxYoPVZLzyT4Obi+hrsZzyuc/v+l5ntv0HP33\n+Ij9aqM5nvI/v8LmaL0FmfWffcRLv/0FC+65hbUff2B1HJFmVVJSwuzZs+uVeO68806VeERERERE\nOjgVeeSUrd57mMKKOgASIoIZmh7b5Gv6fF7e+OtDbPrq81NaTgtg74Yitq3IM/fPur4PrqCWfwC1\nuXgz17xzDRNfm8i8VfNa/P4iTbVz507mzp1LzZFvZYaHh5OZmUl6errFyURERERERGTfxmKW/nsb\nr/9tFV++vPWUz7+i1xUMiRvEbR8dfe4SdfHFhLXywsD2FcsAqCotwRUaanEakeZz+PBhZs+eTX5+\nPuAv8dx1110MGzbM4mQiIiIiImI1FXnklH2/rBbAhP5JOOy2Jl9z89LP2bFyOe/N+ysv/e6BBs9q\n467z8vmLW8z9XiOSSR8Q3+Q8jfHJvk8AyK3M5UDFAUsyiDTWjh076pV4IiIiyMzMpHPnzhYnExER\nEREREYD8vWXmdmJ61CmfH+YK489F59C1wL9vCwsj6Rf/3VzxAsLn9ZLSvRdh0THYHU66Dx1udSSR\nZlFcXMzf/va3eiWeKVOmcPrpp1ucTEREREREWgOn1QGkbTEMg8Ubj85+M6l3OBze7d8Jimz0NVe9\n/5a53/W0wdhsDSsHrXx3F2WFR9Z0D3My7upejcrQHGzYiAqKoqyujPPSz7Msh8ip2rZtG/Pnz6e2\nthaAyMhIMjMzSU1NtTiZiIiIiIiIfK9gb4W5nZh+6s9gPMXFlD/+lLmfcPfduJKTmyVboNgdDiZM\nmcZ5d95L8YH9BIdZt6y7SHMpKipizpw5FBYWAuBwOLj77rsZPHiwxclERERERKS10Iw8ckq25Vew\np6gKgIhgJ6MrP4VHBvv/fPJQo65ps9m46td/4IzLryUyIZFhF1/eoPMqS2pZ89E+c3/MFT0Jiwpq\nVIbmMHXIVD679jMWTlzIuLRxluUQORVbt26tV+KJiooiKytLJR4REREREZFWxF3rpSS30r9jg4TO\nESc8vspdxX1L7mNl7kpzrCB7Lr4y/6w+rvR04m67NVBxm53d7iChS1erY4g0WWFhIbNnzzZLPE6n\nk3vuuUclHhERERERqUcz8sgp2VdcZW4PTY/BZd/fLNcNCY9g3HU3Mfqq63E4G/ZrWXSwAp/PvwRX\nfFo4/cZ0apYsTeGyuzij0xlWxxBpkM2bN/Poo4/idruBoyWelJQUi5OJiIiIiIjIDxUdqOD7Vchj\nk8NwBTuOe2xZXRlTP55KTkEOK3NXsnDiQnrm2Sl59VXzmOT/9wD2IOu+DCXSEX1f4ikuLgb8JZ57\n772XgQMHWpxMRERERERaGxV5pNFcjuaf0KmhJZ4fC4sKwmZv2HJcIgKbNm3iscceM0s80dHRZGVl\nkdzKp1UXERERERHpiAr2lpvbJ1tWq7S2lAMVBwCo8lSxJm81kX94n++bQOFnjSfynHMCF1ZEjpGf\nn8+cOXM4fPgw4C/xTJ06lQEDBlicTEREREREWiMtrSUi0sFs3LixXoknJiaG//qv/1KJR0RERERE\npJU6lSJPl8guPDXhKeJC4nhg5ANcuiOa6jVr/C+6XCQ/8EAgozabz/71FF++8AyHtm3B8PmsjiPS\naPn5+cyePdss8bhcLqZNm6YSj4iIiIiIHJdm5BHLrHjrNXxeL6dPuhRXSIjVcZqkxlNDUU0RAMGO\nYBJCEyxOJPLTNmzYwOOPP47H4wEgNjaWzMxMkpKSLE4mIiIiIiIix5N/CkUegJ6xPXn78rcJr3Ow\nY8qF5nj8rbcQ3K1bQDI2J3dtDTkffYCnrpZv33yV27IXEJeaZnUskVOWl5fH7NmzKS0tBY6WePr2\n7WtxMhERERERac1U5BFLVJWW8M2rL+KurWHV+29x3YN/JrbTqT2QSe4WzVW/HA5AUOjx14ZvCWsL\n1nLH4jsAGJEygqcveNrSPCI/Zd26dfz97383SzxxcXFkZWWRkKDimYiIiIiIiJVyU88no+YFAC7o\nkcyCH7xWVVZH8cFKcz+hS/0iz76yfbgcLlLCU+qNRwVFUfzSv/AWFALgTEwk/u57AvMDNLM9a9fg\nqasFIC6ti0o80iYdOnSIOXPmUFZWBkBQUBDTpk2jT58+FicTEREREZHWTkUesUTOR+/jrq0BICw6\nhpjkTqd8jeBQJ8ndopo7mki7tHbtWv7+97/j9XoBiI+PJysri/j4eIuTiYiIiIiISFFFrbkdGxZU\n77XNyw5h+AwAOvWIJjj06OO8HSU7uGvxXYS5wnjmwmfqzRBsGAYlr7xq7idMvRdHRHigfoRm1XXQ\nEC7779+wfcU3xKV2tjqOyCk7ePAg2dnZZoknODiYadOm0bt3b4uTiYiIiIhIW6Aij1hi5M+uJjw2\nlm9efZGx196EzW63OlKTBDmCSA1PBSA+RMUIaV1ycnJYsGCBWeJJSEggMzNTJR4REREREZFWIr/8\naJEnKar+8uMDzkwjKMTJxqUH6T8u1Ryv8dQw5aMpFFQXQDVM/2Q6z1/0PDabzf96Tg6127YBYAsN\nJWry5Bb4SZqHKziEnsPPoOfwM6yOInLKDhw4QHZ2NuXl/iXxgoODmT59Oj179rQ4mYiIiIiItBUq\n8oglHE4ng867kP5nnovD5bI6TpMNSRrCh1d9aHUMkWOsXr2aJ598Ep/PB0BiYiJZWVnExsZanExE\nRERERES+l1/2gyJPZHC914JDnQwcn8bA8WnmzDwAIc4QfjXyV2R9nkWwI5hZw2aZJR6Aw68enY0n\natIkHBERAfwJRARg//79ZGdnU1FRAUBISAjTp0+nR48eFicTEREREZG2REUesZQzKOjkB4lIo6xa\ntYqnnnrKLPEkJSWRmZmpEo+IiIiIiEgrE1uwnNH2w+QbMSSHnXbc42x2W73987qex8NnPkxaRBqD\nEgeZ496KSsree9/cj7n6quYPLSL17Nu3j+zsbCorKwF/iWfGjBl0797d4mQiIiIiItLWqMgjTWOz\ng+NIGcfesr9OezcW8c78HAC69Itj8vQhLXp/kdZs5cqVLFq0yCzxJCcnk5mZSUxMjMXJRERERERE\n5MeuKnyCB4J2ALDV0xtIb/C5k7pNOmas7L13MaqqAAjq2YPQIW3jmYlhGJTm5xGTnGJ1FJFTsnfv\nXrKzs6k68r4LDQ1l5syZZGRkWBtMRERERETaJLvVAaSNG34b/KbA/+fiv53w0PzdO/l44WOUFxc2\n2+0N4/s/xskPFukgVqxYwcKFC80ST0pKCllZWSrxiIiIiIiItFIx3iJzOyqxMwD7NxdzaEep+cxj\nyd4lZH6WidvrPun1Sl597ei1r7qq3pJbrVn+7p0smn4n//yv+1jx1msnP0GkFdizZ0+9Ek9YWBiz\nZs1SiUdERERERBpNM/JIi1n60r/YtXolGz5bwoQp0+g//lyrIzWbKncV+yv2AxDqDKVLZBeLE0lH\ntXz5cv7xj3+YD3o7depEZmYmUVFRFicTERERERGRn+Jxu4k1SuFI1yYuqTOGYbD01e0U7a8gtlM4\noRcU8+DW/4fX8GLDxp/H/xnncWZGrtmyhZq1awGwuVxEX3ZZS/0oTbZ9xTIACvftoWDPLovTiJzc\n7t27mTt3LtXV1cDREk96esNn1RIREREREfkxFXnklHy2pcDcDnE1fEKn/N072bV6JQAej5ukbj2a\nnGXv+mJz2+FyNPl6TbG+cD13LL4DgBEpI3j6gqctzSMd0zfffMM///lPs8STmppKZmYmkZGRFicT\nERERERGR4zlccJBEm/9z3GGiiA0OIX9PGUX7KwAoL6ym0NiB1/ACsLl4MyW1JSSEJvzk9UpeedXc\njpxwPs7Y2AD/BM3HXVOFw+XC63bTc8Qoq+OInNDOnTt55JFHqKmpASA8PJxZs2bRpYu+4CciIiIi\nIk2jIo802Hd7DvPc8j3m/iWDUht8bmLXblz5q9+z9KV/EZfWhYQuXZuUJX9PGWs/3Wfu9xqe1KTr\nibR1X331Fc8++6xZ4klLS2PWrFkq8YiIiIiIiLRyJfl7Sfx+2x5HLLBx6UHz9R7Dkjhv1H1UOSpY\nfmg5T0548rglHl9NDaVvvWXux1x1VQCTN7+zb76LMdfcyO6cVWQMPt3qOCLHtWPHDubNm1evxJOZ\nmUnnzp0tTiYiIiIiIu2BijzSIG6vj1/9Zx1HOgKc3SeRSV3c8Pq90O8S6HEuuEKPe77NZiNj8Ol0\nHTQUd21Nk7L4vD4+fW6zmaVz31h6jUhu0jWbKtQZSs+YngCkRaRZmkU6nqVLl/Lss8+a+507d2bW\nrFlERERYmEpEREREREQaorLogLldHhRPXY2HrSvyzLH+Y1Ox2Wz8csQvqXRXEhF0/M965R99jK+s\nDABX586EjWp7s9oEhYTS+4yxVscQOa7t27czb948amtrAYiMjGTWrFmkpemZoIiIiIiINA8VeaRB\nnvpyJ1vyygEIdTl46LKB2LY8Czkv+P/0ngQ/f+mk17HZbASFHL/w0xBrP91P4T7/9NIOl52zft4H\nm83WpGs21WmJp/H6Za9bmkE6pi+++ILnn3/e3O/SpQuzZs0iPDzcwlQiIiIiIiLSUHWHj86+Uxuc\nyPbv8nHX+JfRikkOo1PPaMD/TOVEJR6AkldeMbdjrroSm73hy6KLyMlt27aN+fPn1yvxZGZmkpra\n8JnLRURERERETkZFHjmpPUWVPPLxNnN/1oRedIkLg01vHz2o98QWyVJWVM3yt3aa+8MvyiAmKaxF\n7i3S2nz22We8+OKL5n7Xrl2ZMWOGSjwiIiIiIiJtiLcs19x2hyfy8YcrceAv7Hw/G09D1O3eTdW3\n3/p37HaiL7+i2bOKdGRbt25l/vz51NXVARAVFUVmZiadOnWyOJmIiIiIiLQ3+lqOnJBhGPz6jfXU\nenwA9O8Uxe1ju0FVMez5+shRNuhz0THn+gwfHz31KHm7djRbli9e2oqnzp8lLjWcoRPSm+XaIm3N\np59+Wq/Ek5GRwcyZM1XiERERERERaWPslUeX0frScODI95d4vDYvhV22N/g6Ja+9Zm5HnHUWruSk\n5gsZYLtWr2TV+29RVpBvdRSRn7R582bmzZtnlniio6PJyspSiUdERERERAJCRR45oTfXHOTLbYUA\n2G3w8BWn4XTYYesHYPineabzCIhMOebcnXkHWPvxBzz3wAwWL5jX5CyGAQlpEdjtNrDBOTf2xeHU\nr7B0PEuWLOGll44uZdetWzdmzJhBWJhmpxIREREREWlrgqqPlle6lZxlblen5XN27zMbdA3D7abk\n9TfM/Zirr2q+gC1gzeJ3+fSZJ3lq2u2s/+xjq+OI1LNp0yYeffRR3G43ADExMWRlZZGScuzzUBER\nERERkeagpbXkuEqq6njonY3m/i1jMhjcJca/s/ndowf2vfiYcw1g7Z6j3xqLTEhsch673caon/Wg\n14hk9m8+TEr36CZfs7mU15Wzo8Q/81C4K5xesb0sTiTt1ccff8wrr7xi7nfv3p0ZM2YQEhJiYSoR\nERERERFprD1GMi5fBvFUcPjg0Wcd1/xsAi6Hq0HXqPj8c7yF/i9iORMTiRg/PiBZA6Guppo969aY\n+537DrAwjUh9GzZs4PHHH8fj8QAQGxtLZmYmSUltZ8YrERERERFpe1TkkeP643ubKKr0TxfbKTqE\nrIl9/C/UVcH2JUcP7HvJMefagHMHDmeT3cv+zRsYdtFlzZYrPi2C+LSIZrtec9hUtIk7Ft8BwIiU\nETx9wdMWJ5L2aPHixbz2g6nSe/TowfTp01XiERERERERaaMMw+Avvps4WHc16W4719baAIiIC6Zr\n/4Z/KerwD77wEX3FFdicbeeRnw0b59wyhe0rl1FdVkZMipYqktZh/fr1PPHEE/VKPFlZWSQmNv0L\niyIiIiIiIifSdj7VS4tatrOIf6/cb+7//rKBRAQf+XXZsQQ81f7txL6Q0PMnrxETHsmlU6dSXV5G\nUKiW/BFpig8++IDXX3/d3O/VqxfTpk1TiUdERERERKSNqnJXkfV5FkW+PkAv9rp8XP2/I9nxbR7h\n0UH+pcWPw1dbS+2WLWAYeMsrqPxyqflazJVXtED65uMKCWHwhEkMnjAJn89rdRwRANauXcuCBQvM\nEk98fDyZmZkkJCRYnExERERERDoCFXnkGLUeL796fZ25f+GAFCb0Tz56wEmW1fqx0MioRmfxenx8\n9dp2hk5IJzKu9RYWwoPCGZw4GIAe0T0sTiPtzXvvvcebb75p7vfu3Ztp06YRHBxsYSoRERERERFp\nil9/9WuWHliKK3U5nr23EWb0Jik1gqSfnXgWYm9ZGTsmXYS3qOiY18JGjyIoPT1QkQPObndYHUGE\nnJwcFixYgNfrL5bFx8eTlZVFfHy8xclERERERKSjUJFHjvH4pzvYWVAJQESwk99d+oO1yb1u2PL+\n0f2fWFarOa1evJd1n+5n09eHGHtlTwaOTwvo/RprQPwAnrvoOatjSDv0zjvv8Pbbb5v7ffr04b77\n7lOJR0REREREpA2rqKvgoz0fAWCzu7GHHiDJcVqDzq38ZtlPlngAYq++utkyinREa9as4cknnzRL\nPAkJCWRlZREXF2dxMhERERER6UhU5JF66jw+nvpyp7n/iwv7kBL9g5lwctdBTal/OyoNUofWOz+/\nrISK0CCiquuanGXnmgK+fWcXAJ5aL163r8nXbG4enwe7zY7dZrc6irQzhmHwzjvv8M4775hj/fr1\nY+rUqQQFBVmYTERERERERJrKbrPz8JkP8+mGT9i6exV9S70EddrTsJO9nqPXiY4mqGtXsEH4qNFE\nTpoUoMQi7d+qVat46qmn8Pn8zyATExPJysoiNjbW4mQiIiIiItLRqMgj9VTUeqiq83/jJDLYyQ1n\ndK1/QNrp8F/bYOsH4POArf567av3biO/dxeC3B7OKS0msZE59m0u5sOF6zF8BgBJXSM57ZzOjbxa\n8zMMg4/2fMT81fO5b8h9XNjtQqsjSTtiGAZvvfUW7733njnWv39/pk6disvlsjCZiIiIiIiINIcw\nVxiXdL+EpJzdjCxahM+Zw8qaCXjqbsRms+FwNewLQ+FjRtM5OzvAaQPnq38/R8Ge3SR360HfseOJ\n7dQ6Z2KW9u+7775j4cKFZoknKSmJrKwsYmJiLE4mIiIiIiIdkYo8clxOhw2H3XbsCxGJcPpNxwzX\nVlVRUO6frafO5SQqNLxR983dWcp7T6zD5/GXeKISQ7lo6iDsP5XFIi9sfoE/ffsnAOavns95Xc/D\nZVfBQprOMAzeeOMNPvjgA3NswIAB3HvvvSrxiIiIiIiItDPeskMA7K4dwYq8e1gx/XO6DU7gonsH\nWZysZezOWUXu9q3sWLmMTr36qMgjlli5ciWLFi0ySzzJyclkZmaqxCMiIiIiIpbRekDSbOqqq8iI\nTybI4yWqqpbQoOBTvkbh/nLeeTQHT61/VqCI2GAumzGE8OhTv1YgTe4xmaigKACKa4rZfni7xYmk\nPTAMg//85z/1SjwDBw5UiUdERERERKSdslfkWh3BMl6Ph4I9u8z9pG49LEwjHdW3335bbyaelJQU\nzcQjIiIiIiKW04w80mwi4xMY1/s0Cpd8Ra3TccrnH86t5K1H1lBb5V/rPTTSxaUzhhCVENrcUU/J\nzpKddIroRKjzaI6ooCjuHXwv+VX53D7wdmJC9OFemsYwDF599VU+/vhjc2zQoEHcfffdOJ36R7WI\niIiIiEh75KrOtzqCZex2Ozf8MZv8XTs4fOggYVHRVkeSDmbZsmU888wzGIZ/VvBOnTqRmZlJVFSU\nxclERERERKSj038dlob7ah50HQOpp4P9+JM52YAQj/eULl1WVM1bj6yhutwNQFCok8nThxCb0rjl\nuZrDoYpDPJ7zOG/teIvpQ6dzx2l31Hv9xv43WpRM2hvDMHjllVdYsmSJOTZ48GCmTJmiEo+IiIiI\niEg7s7ZgLf+3/P/oF9ePdHsup1sdyCI2u53E9AwS0zOsjiId0Ndff82//vUvs8STlpbGrFmziIyM\ntDiZiIiIiIiIijzSUIXb4aPf+LfjusO0lWA/9Vl3jmf7ynwqDtcC4Ayyc8m0wSR2sfaD85cHvuSN\n7W8AsGj9Iq7qfRXRwfp2mDQvwzB4+eWX+fTTT82xoUOHcuedd6rEIyIiIiIi0g6tL1zPxqKNbCza\nyLnBp/ZFKBFpuq+++opnn33WLPF07tyZWbNmERERYXEyERERERERv+NPqyLyQ5vfObqd2K9ZSzwA\nQyemM+LiDOxOGxfdO4hOPawvzFze63LSI9MBGJQwiEp3pcWJpL0xDIOXXnqpXoln2LBh3HXXXSrx\niIiIiIiItFObizeb24Nq9axBpCV9+eWX9Wbi6dKlC5mZmSrxiIiIiIhIq6L/UiwN88MiT79Ljnn5\ns2cXERQSQnR5CTb8y2udCpvNxsjJ3ekzKoXoxLAmRT1Vtd5aXt78MpO6TSIxLNEcd9ld/HrUr3Ha\nnYxIGdGimaT9MwyDF154gS+++MIcGz58OHfccQf2EyxdJyIiIiIiIm1b1vAsLup+Eav3f8dZi38L\nQK3RsR7RGT4fhmFgdzTvF8VETuSLL77g+eefN/fT09OZOXMm4eHhFqYSERERERE5Vsd6SiCNU54L\n+1f4t20O6H1hvZc9dXXkLH4PT51/aayzg5yE1XlOeEmP24vdYcdur1/5aekSz+f7PucPy/9AbmUu\ne8v38utRv673+ujU0S2aRzoGwzB47rnnWLp0qTk2cuRIbrvtNpV4RERERERE2rno4GhGdRpFp9Jg\nurrdAJTbO9ZsIMUHD/DcAzNI7NqNroOGMPbam6yOJO3cZ599xosvvmjud+3alZkzZxIW1rLPIkVE\nRERERBpC/8VYTm7zu0e3u46BsLh6L+/fvMEs8USFhJ20xOP1+PhgwXoWL9yA1+Nr9rinwml3kluZ\nC8BrW19jb9leS/NI+2cYBs8++2y9Es8ZZ5yhEo+IiIiIiEgHU164z9yusUdamKTl5e/ajsddx6Ht\nW8jfvdPqONLOffrpp/VKPBkZGSrxiIiIiIhIq6YZeeQndXXDyJqd7P14Caz9FmoH+1+IuhY2FtU7\nNr5zdy6Z+Ut2rfkO545dGKynOLYPnvIwqn90LMDGpYfYs94/7q71cPHUQdgdgSsw5FbmsrPE/1Ao\nKSyJnrE9zdfGpI5hePJwdpbuZMqgKaSEpwQsh4jP5+Nf//oX33zzjTk2evRobr75ZpV4RERERERE\nOpg8bxSrPBNIspVQEdLd6jgt6nDuQXM7qVsPC5NIe7dkyRL+/e9/m/vdu3dn+vTphIaGWphKRERE\nRETkxFTkkZ90aVUwIZW9eftVgGuPvrAYWJxT79jr/nckfUafSZ/RZ5L/yCPk2x3kDL4fdgHz6h/7\nY4npkQEt8QAsPbCUB795EIAre13J78b8znzNZrPxf+P+j5jgGMJc+haOBI7P5+OZZ55h+fLl5tiY\nMWO46aabVOIRERERERHpIKo91YQ6/QWCHbYu/NFzGwBTuqQQfaDUymgtaszVNzBk4sXk79pBVFKy\n1XGknfroo4949dVXzf0ePXowffp0QkJCLEwlIiIiIiJycirySD2l1e4Wu9dp53TmjEut/8ZZakSq\n1RGknfP5fDz99NOsWLHCHBs3bhw33ngjNpvNwmQiIiIiIiLSkm774DYKqgvoH9ef8IorzfHoHlHc\nccMgAOyOjvE5MSw6howhw6yOIe3Uhx9+yH/+8x9zv2fPntx///0q8YiIiIiISJugIo/w7Tu7MHwG\nAGXd/LPS7Hd6Ge7YRWSwy3+Qwwmx3SDo2FlrXEGOevs2wyC2eBNB6ekEdel87A1tNtJ6x3D6xK4t\nUmJICktidKfRAHSPtr44JB2Lz+dj0aJFrFy50hwbP348P//5z1XiERERERER6UDcPjdbD2/F7XOT\nX5XPONfV5mvJMaGEhLssTCfSfrz//vu88cYb5n6vXr24//77CQ4OtjCViIiIiIhIw6nII6z6YA9e\njw8AxzXpALwe7iFi1Gge+tnAE55bV11F0I/WlLYbXoaufZSEs+8ncerkwIQ+Dp/ho7S2lNiQWHNs\nfOfxjO88vkVziAB4vV4WLlzIqlWrzLGzzjqL66+/XiUeERERERGRDuZgxUEcNgdu3KSGp3K4+Ghx\nJylSBQOR5vDee+/x5ptvmvu9e/dm2rRpKvGIiIiIiEiboiKP1LOzoMLc7pkUccJjfV4vT913O1GJ\nyWQMHsroq34e6HgntWjdIl7c/CKzz57N0KShVseRDszj8di5pKYAACAASURBVLBw4UJWr15tjp1z\nzjlce+21KvGIiIiIiIh0QF1Dk1jW+y52F6yn2FtLr7238lHdNRzyJVO6tBMrt1cw9IKuOBz2Y86t\n3baN0rffwairo3bXTgvSN5/DuQcJCY8gNDLK6ijSzrzzzju8/fbb5n7fvn257777CAoKsjCViIiI\niIjIqVORR+rZn19ElvPfAJyV1wP43+Mee2j7VmoqK6iprKCqrIRx19/SQil/2lcHvmL+6vkYGNz+\nwe0svGAhw5K11rq0PI/Hw5NPPklOTo45dt5553H11VerxCMiIiIiItJRLXscx5Lf0wPobsBLJY9Q\n7EnHAexbWULf29OoKK7BGeQgPPro7CF1+/ez+8ab8JWWWha9OS1Z9AR71q4mKjGJi6b9F2l9+1sd\nSdo4wzB4++23effdd82xfv36cd999+Fyack6ERERERFpe1TkkXoOFR7mfqd/DWnfljhOVOQp2r8X\nu8OBz+slY/AwywsKTruT6OBoSmpLGJI0hEGJgyzNIx2Tx+NhwYIFrF271hybMGECV155peXvERER\nEREREbHQnm/MzQpfPMWedHPf8MHihRsAGHNFT4ZO9L/mq6lh//3Tj1viCRt6egADNz/DMMjbtQOA\nsoJ8wmNiT3KGyIkZhsGbb77J+++/b44NGDCAe++9VyUeERERERFps1TkkXrKa9wQ6t8+Wedg0HkX\n0Gf0mezdkENkXELgw53EGZ3O4OVLXubhbx/mt6N/i8uuD+vSstxuNwsWLGDdunXm2AUXXMDll1+u\nEo+IiIiIiEhHV7rP3NyQdDcU+Ldrgn2ce0lvAKITQ8k4LR7wFxRyf/cgtZs2+Q90uUicei+24BAA\ngjK6EnHWWS2XvxnUVVcRk5RMQU01TlcQ0ckpVkeSNswwDF5//XU+/PBDc2zgwIHcc889KvGIiIiI\niEibpiKPHFdDagfBYWH0GjE64FkaKjUilfnnzrc6hnRAbrebJ554gg0bNphjkyZN4rLLLlOJR0RE\nREREpKMzDIrK9hMDOIDv3GMAt/+11AiGTkg/5pSSl16i9I03zP2U//kVsddd1yJxAyU4LJwb/piN\n1+OhvLBAn5el0QzD4D//+Q+LFy82xwYNGsTdd9+N06lH3iIiIiIi0rbpU420aYZh6KGPWM7tdvP4\n44+zceNGc+yiiy7i0ksv1e+niIiIiIiI4K0q5LxOsUAs8T6Dc7d6iTnyWqeMqGOOr16zhtw/Pmzu\nR19+OTHXXtsyYVuAw+kkJqWT1TGkjTIMg1dffZWPP/7YHBs8eDBTpkxRiUdERERERNoFu9UBRBpr\nTf4abvngFnIrc62OIh1YXV0djz32WL0SzyWXXKISj4iIiIiIiJgO52/Ea7PhtdmotdsJKvOar/Uf\nWH+5ck9hIftnzAS3f8ae4P79SPnt/+ozpgj+Es8rr7xSr8QzdOhQlXhERERERKRdUZFHTplhGGz4\nfAllhQWWZSisLiTrsyxW56/m2neuZU3+GsuySMdVW1vLo48+yqZNm8yxyZMnM3nyZD1gFRERERER\nEVOZp5LoI4/hOrkTCPP5PzO6MRjQ52iRx/B4OJCZhScvDwB7dDSd583DHhLS8qFFWhnDMHj55ZdZ\nsmSJOXb66adz1113qcQjIiIiIiLtij7hyDGKt4ZTvCUcn88Bb595zOulTjtfJEcCEF/rYUxhpfma\nr7LymOMDYXX+aopqigDwGl4SwxJb5L4i3/u+xLN161Zz7LLLLuOiiy6yMJWIiIiIiIi0Rt17XcTS\nXhdR563jjcWbKfiuEIDKMDsu59Hv2eXPnkPVt9/6d2w20v72N4I6d7YicrOrrihn16oVJHXrQVxq\nZ+wOh9WRpA0xDIMXX3yRzz//3BwbNmwYd9xxBw79LomIiIiISDujIo/Qf1wqbreXl1bsI9RTTf6a\nKIwj3wyjuvCY4/MSY8ztoKpqvIXHHgNgDw4OSF6ACV0nsHDiQn75xS95aOxDpEWkBexeIj9WU1PD\no48+yrZt28yxyy+/nAsvvNDCVCIiIiIiItLaBTmCyAsKZX50NUleO5MGpJivlX3wAcX/+Ie5nzj9\nfiLOHGdFzIA4tHUz7z82B4D0gYO4+jd/tDiRtBWGYfD888/z5ZdfmmMjRozg9ttvx27XhPMiIiIi\nItL+qMgjjL+uNxsOlvLRhp2cXXfwaInnOMLq3CSUV1EcHkpiefVPHuNKTSUqwKWG4SnDefeKdwlx\nanppaTk1NTXMmzePHTt2mGNXXnklEydOtDCViIiIiIiItBXrDpRSZ4P9Th+9T/Mvq1W7fTsHf/U/\n5jER55xD/N13WxUxIPJ2bTe34zt3tTCJtCWGYfDcc8+xdOlSc2zkyJHcdtttKvGIiIiIiEi7pSKP\nALCjwL8kVoY91xyzhzrpsfiTY47tdeR/3bW1YANX0LEz7zji4rC1wLS2KvFIS6qurmbevHns3LnT\nHLv66qs5//zzLUwlIiIiIiIibcmGg2Xm9sC0aLwVFeyfdj9GVRUArq7ppP75T9jaWUkhtlMa3YeN\nJH/XDpK69bA6jrQBPp+PZ599lq+//tocGzVqFLfccotKPCIiIiIi0q6pyCMAbM+vAGCdrzvXsgQA\nm8OFMzHxuOe05C9PWV0ZC9ct5N7B9xLqDG3BO4v4VVdX88gjj7Br1y5z7JprruG8886zMJWIiIiI\niIi0Bfs+/AVBYYkERXQnt8QFOAhy2umRGM6hWTOp270bAFtoKJ3nzccRFWVp3kDoO2Y8fceMB8Dw\n+SxOI62dz+fjn//8J8uWLTPHxowZw0033aQSj4iIiIiItHsq8nRglaW1uIIdBIU42VHgL/JsMzof\nPcB57Ew7VvAZPn715a/4fP/nfH3ga7LPyaZLZBerY0kHUlVVxSOPPMLuIw9WAa677jrOOecc60KJ\niIiIiIhI21BXyQO732BtSDBR1bF0sd/KIU8yfVMiKfvH05R/9LF5aKeHHiKkT28Lw7aM9jbbkDQv\nn8/HM888w/Lly82xsWPHctNNN2Gz2SxMJiIiIiIi0jJU5OnAVry7m01fH6RL3ziKy8utjnNcn+/7\nnM/3fw7AlsNb2FS0SUUeaTGVlZU88sgj7Nmzxxz7+c9/zllnnWVhKhEREREREWkzSvZReGT58e7F\npzOqOAMA3/5iCt6aax4We9NNRF9ysRUJRVoNn8/H008/zYoVK8yxM888kxtuuEElHhERERER6TD0\n9ZcOyvAZ7MopwOcx2LO+iNyS6pOeU5J7iNf/8nvWfPguJXm5LZDS7+wuZ/ObUb/BaXdy64BbmZgx\nscXuLR1bZWUl2dnZ9Uo8N954o0o8IiIiIiIi0nCl+4j3eonzekmoPDoTcu+cj+DIElOhw4aR/Iv/\ntiqhSKvg9XpZtGhRvRLPWWedpRKPiIiIiIh0OJqRp4PK211GVWkdAEFhTnbjL/LEhQcd95xda1ay\n87tv2fndt3QfNpLLf/G/LZLVZrNxTZ9rGJw4mB4xPVrkniIVFRVkZ2ezf/9+wP97eOONNzJu3DiL\nk4mIiIiIiEibUrqPFw7lAbCgtDueI8MxhVsBcCQmkJY9B5vLZVHAwFv13pt4PR6SuvUgtVdfXCEh\nVkeSVsbr9bJw4UJWrVpljp199tlcd911KvGIiIiIiEiHoyJPB7Urp8DcDsuIwDhYzgX2b/kVr1N1\nnHN25xz9IN1t8LAAJzxWn7g+LX5P6ZjKy8vJzs7mwIEDgL/Ec/PNNzNmzBiLk4mIiIiIiEibU7IP\ngFpfGB5PDAA2n5eIioPgdNJ57lxcSUlWJgy4VR+8TemR2Z1vfHguyd17WpxIWhOPx8PChQtZvXq1\nOXbuuedyzTXXqMQjIiIiIiIdkpbW6oAMw2DnmkJzvyLRPwtPP/te0rz7jnve2bfcxbm33U3300eQ\nMfj0gOb7Yv8XGIYRsHuIHE9ZWRlz5sypV+K55ZZbVOIRERERERGRxin1P2spdHczh8IrD2I3PCT/\n4heEDWv5L0u1pJqKCrPEY3c4ie/S1eJE0pp4PB6efPLJeiWe888/XyUeERERERHp0DQjTwd0OLeK\nkjz/vDvOYAe7HV4AetgOnvC82JRUYi9MZeiFkwOa78XNL/Lwtw8zsetEHhr7EGGusIDerzn4fD6K\ni4spLy+ntrZWJaQWFhbm/x3ZtGlTk67j9XrJy8vjjDPOMMcSEhIIDw9v8rVFWqvmev+IdER6/4g0\nnt4/Iv4vDQQHBxMZGUlcXBx2u75r1d4YhkHeH/6P8reXgTuZ3SmD4UiHJbJiH1GXXELsTTdaG7IF\n2Ox2zr/zPvJ37cBdW4OzmZcQ0zOZltdc/x43DIOCggK6d+9O9+7dAYiKiiI2NpbNmzc3OadIa6S/\nB4s0nt4/Io2n94+IX1t6FqMiTwe0c83RZbW69o9j1c7t3LDpU3qwn0JfRMDvX1pbyqL1iwCICori\nztPuNF/bULSBv674KwCL9yyme0x37htyX8AzNYXP52Pfvn1UVR1vUTIJtO//AtIUhmHg9XpJSEgw\nx5xOZ6v+B7hIc2iO949IR6X3j0jj6f0j4v8MUlNTQ01NDZWVlXTp0kWfP9qZmpwcDj///JE9B0UR\n/czXgp1VdPr9gx1ixpHgsDAGT5gUkGvrmYw1mus5jMfjISYmhpgY/5Jzdrsdp1OPq6V909+DRRpP\n7x+RxtP7R8SvLT2L0SejDmjXD4s8fSO5eeafiasuBeAwzVvkMQzjmIdS5XXl/GP9PwBIi0irV+Tp\nHdObK3tfyctbXmZA/IB6r7VWxcXFVFVV4XQ6SUlJITw8vNW+4dur8vJyACIjIxt1vsfjIS8vD4/H\nY459PxOPSHvX1PePSEem949I4+n9I+IvIFRWVpKbm0tVVRXFxcX1vlggbZ+npMTcrgmOoSiuv7kf\nO+Ua7HqY3mR6JmONpv573OfzUVBQQE1NjTkWFRVFTExMhyi3ScemvweLNJ7ePyKNp/ePiF9behaj\nT7YdTHlxDfl7/P+wtttthH/6vFni+bHQIUMAcNfV4q6rPeV7fZf3Hbd+cCvbD29v8Dkuh4tfj/o1\nfxz3R+acPYdgR/Ap37elff8vv5SUFCIjI/XAqI1RiUdERERERKxgt9uJjIwkJSUFOPrZUtqnnL6j\nwOZ/XrDX4WHoOadZnKh90DOZtuenSjzR0dEq8YiIiIiISMC1pWcxmpGng9mVU2hup6Q6qDSneIbY\n3hU4Q30Qk4Hj3BlETboQgC1ffcGSRU/Quf9ABp1/Ib1Gjjnpfeq8dTz4zYPsKt3F1e9czR/H/ZFJ\n3fzTKEcFRzHz9JkARAb9dPNzco/Jjf4ZW1ptrb/kpOJH2/NTJZ7ExERNMSgiIiIiIi3m+8+S33+2\nlPbHwEZN5NFnKflJLkKDHBYmaj/0TKZtOVGJR0REREREpKW0hWcxKvJ0MLGdwug+NJG9G4qIWb8Y\nDAOAQylx9B16EJsNGDYCJl9jnrMrZxUedx27c1aRPnBwg+6zJn8N+8r2ARDsCGZo0lDztaigKO44\n7Y7m+6EsZhz5/1Df+mpbVOIREREREZHW4PsZKL7/bCntkUH3yuW8njCRdI+duF7xVgdqMYe2b+GL\n5/9BcreepJ82mO5DRzTr9fVMpu3w+Xzk5+fXe1AeExNDdHS0halERERERKQjagvPYlTk6WC69I2j\nS984cv++kMKP3wagxhFE8dAYzNlrE3rXO6ei6OgsPhlDhjXoPiM7jeSVya/w4DcPcmG3C0kJT2mW\n/CLNwePxkJubi9frNcdU4hEREREREStoKZn2zwZQeZD3u7qxG/A/6R1n9pFD27awf+N69m9cT3V5\nWbMXeaRtUIlHRERERERak7bwLEZFng6obu9eSp54FIevDoAXBlzIVZGfHT3gR0We6x/6K2UF+exd\nn0NCl64Nvk/P2J78c9I/W3WTTToet9tNXl5evRJPUlISoaGhFqYSERERERGR9qy8xg2AzwYDU6Ms\nTtNy8nftMLeTu/WwMIlYRSUeERERERGRU6ciTwdjGAa5v/sdxpEPz8H9+/F2zzN5wPb80YMSex9z\nXlRiEgPPmXDK97Pb7Ee+eiZiPZV4RERERERExAqVtUc/hw5I6zgFhrHX3UTPEaPJ27Wjwcu1S/vx\nUyWe2NhYoqI6TplNRERERESkMbSAdAfh8/rw+QzK3n6byq+/8Q/a7XR68Pf47A4m1f6J6+v+B/cF\nf4Wozo26R2ltKTWemmZMLdJ8flzisdlsKvFIq/W73/0Om83GZ599ZnWUDiEjI4OMjAyrY5zU4sWL\nGTNmDLH/n73zjovieP/454A7epGiKCIoYMNERRKiqICoUTGKFcSCGjX6jRpbTGKiiLHGkqj5qVED\nGo0ldiGKKMUCdsUKikqxUQTp/e75/UF25bjjOJoozvv12pcyMzvz7O7s7uzn5nmmUSMIBAK4u7sD\nAJydnd+LMJCMhg17bjEYDAaDIQsRIamxPUpU1WGmmghdtZdoZawNHfUPx69O19AY1p98BseRo2Hc\nwrK+zWFUwPjx4yEQCBAfH1+l/RR9i0gkEiQnJ7NJPIz3AvY983ZhOgyDUXPYc4vBYDAaPmwizwdC\n/J00+H97HqG7HuC1vjUAwHDsGGh+1AEAkIJGuCixhdj+S0Clet1ixZUVGHJsCCJfRNaa3Yz3C4FA\nILOpq6vD0tIS3t7eiI6Orhe75E3iMTExqfNJPNxH3Yc4mLa0tJTqByoqKtDX18dnn32G3377DcXF\nxfVtIoPxXhEfH4/BgwcjLi4OEyZMgI+PDzw9PWul7oMHD2LGjBno0aMH9PT0IBAIMGbMGIX75OTk\nYOHChWjXrh00NDRgYGAAV1dXnDhxoka2REVFYfHixXB0dETTpk0hEolgZmaGUaNG4caNG0rV8erV\nK5iamkIgEKB79+41sqci+vTpA4FAgHbt2klFeSsP9yxU9INIZe+KmJgYzJgxAx06dIC+vj5EIhGa\nNWsGNzc3/PnnnygoaJiTqPPz8+Hj44M2bdpAQ0MDjRs3xsiRI6s8lpA3Nim/7dq1S2of7ppUtJU/\n51lZWZg1axZ69OiBZs2a8fZ++umn+O2335Cbm1vj81Gep0+fQlVVFQKBAAsWLKiwXHh4OAQCAZyd\nnSssEx8fD4FAUKGQLpFIcPDgQQwbNgzm5ubQ0NCAtrY22rVrhylTpiAiIkIpm7l2xo8fr1T52qQu\nBc7AwEA4OztDX18fOjo6cHBwwM6dO6tUB/fjqaLN1dVVap/yYy15288//6yw3YcPH0JbW1up5z6D\nwageqanA/fYTENFtBeKa9gM1OfVBReNh1A8PHz7EnDlzYGdnB0NDQwiFQhgaGsLBwQHz5s3D9evX\n69wGsViM5ORkFBUV8WlvYxIP02GYDsNg1BZMh2E6DNNh3p4OU55z587xmsdPP/1UYbnIyEgMGDAA\nhoaG0NLSwscff4zffvtNYR+pLkyHqRoNUYfhyMnJwc8//4yOHTtCR0cHurq6sLW1xZQpU2TGW35+\nfnB3d4e1tTX09PT46zh58mQ8ePCg2ueA8eHw4bgAfeDE3UpFQW4JXhh1gTDnFUy0cmEyc6bCfZKf\nPELO6zSY234MkYbiCQ+RLyLx75N/AQBfnf4KB784iDaGbWrNfsb7hY+PD///zMxMXLlyBX/99RcO\nHTqECxcuoFOnTm/NluLiYiQlJUEikQB4e5N4GKV88803MDAwgFgsRmJiIg4fPozZs2cjJCQEAQEB\n9W3eO8v06dPh6emJFi1a1LcpHwQhISH1bUKlnDlzBgUFBVi7di28vLxqte6lS5fi1q1b0NHRQfPm\nzRETE6OwfEZGBnr06IG7d+/C1tYWX331FXJzc3H8+HG4ublh/fr1mFnJGKMipk6disuXL6NLly4Y\nOnQodHR0EBUVhX379uHgwYP4559/MGTIEIV1cPbUFU+ePEFISAgEAgGeP3+O4OBgjBw5sk7aWrJk\nCXx9fSGRSPDZZ5/B29sbOjo6SE5ORnh4OCZNmoTNmzfj2rVrddJ+fVFYWIg+ffogIiIC9vb2+Oab\nb/D06VMcOHAA//77L0JDQ+Hg4KBUXWXHJGXJycnB2rVroaamhj595C8fW9G+amrSn1Dp6enYunUr\nPvnkE7i5ucHExASZmZkIDQ3F7NmzsW3bNly8eLFWf7javn07JBIJBAIB/P39sWTJEhm7aoOkpCQM\nHz4cERER0NXVRZ8+fWBlZQUiQmxsLPbu3Ytt27Zhw4YNmDFjRq23/67z+++/Y8aMGTAyMsKYMWMg\nEolw8OBBjB8/Hnfu3MGaNWuUqsfd3b1CAW/Xrl148uQJ+vfvL5U+a9YsZGRkyJQnIqxYsQLFxcUy\n+5SlpKQEY8eOhUo1nTgYDIZyxD4qAiCEWFUdqgJ1FJc0QodmLBoJo24gIixZsgRLliyBRCKBnZ0d\nPDw8YGhoiOzsbNy+fRsbN27E2rVr8fvvv+Prr7/m912xYgW+//57mJmZ1dgOsViMlJQUqUk8hoaG\n0NXVrXHdjMphOkz1YDrM24XpMEyHqQpMh6l73hUdBgCys7Ph7e0NLS0t5OTkVFju2LFjGDZsGDQ0\nNPjxTkBAAGbPno2IiAgcOHBAKXuVhekw7wb1qcMApZOj+vTpg0ePHqFHjx6YNm0aiAjx8fE4ePAg\n1q1bB6FQyJffvXs3Xr58CQcHB5iamkJFRQX37t2Dv78//vrrLxw9elShdsNggIjY9g5sAK7b2NhQ\nXSAuEdO2mSH0+1el2yX7zykrJJTPt/nxBFl8F0gW3wVSflEJn35y06+0ZqQbrRs1mO6EBitsIygu\niLru6UoddnSgb89+WyfH8a5y//59un//fn2b8U4AgEofK7JMnz6dAJC3t3ett5uVlUVZWVky6YWF\nhZSYmEjx8fEUHx9PCQkJlJ+fX+vtV4STkxMBoLCwsLfW5ruChYUFAaC4uDip9NjYWNLW1iYAFB4e\nXj/GMaSo6P5hvFv4+vpW+DzhnjXVJTQ0lB4+fEgSiYTCwsIIAI0ePbrC8t988w0BoKFDh1JxcTGf\nnpKSQpaWliQUCunhw4fVsmXDhg0UGxsrk757924CQEZGRlRYWFjh/jt37iQAtGnTJgJAjo6O1bJD\nEd9//z0B4P/t379/hWUrehaWpaJ3xbJlywgAmZub06VLl+TuGxAQQM7OztU5jFrHx8en1t55y5cv\nJwA0fPhwEovFfPrRo0cJALVv314qvTps2bKFANCQIUNk8qp6T5WUlFBRUZHcvNGjRxMAWrVqVbVt\nldde8+bNSU9Pj6ZNm0YA6NChQ3LLcve0k5NThfXFxcURALKwsJBKz83NpY4dOxIA8vT0pPT0dJl9\nMzMzaeHChbR06dJK7eba4caCb/P9U5v9kyMuLo7U1dXJ0NBQ6h5PT08nKysrAkCRkZE1auP169ek\nqalJIpGIUlNTldonKCiIAFDnzp0VlvP19SWRSETr16+v9LnPeDso+11pY2NDAK7TO6BjNIStLrWY\ngrxi2jztNK/F7Bv0OVmv/JEuxCp3PzcExCUllReqIUyTecPixYv58eOFCxfklklOTqYffviBli1b\nVqO2uPd4+XFTSUkJvXjxgtdh4uPj3+r3JtNhmA7zPsB0mPcDpsMwHUYeTIepPop0mLJMmDCBGjVq\nxF+PH3/8UaZMZmYmmZiYkEgkoqtXr/Lp+fn51LVrVwJAe/furZG9ZWE6TNVpiDpMUVERderUiYRC\nIR07dkxm35KSEpJIJFJpFf0eGRwcTACoXbt2NbKXUXPedS2m3kUTttW9eJR4J5kXjraNP0iJ02dK\n5bv+6EftvjsoNZFHIpHQlq/G0pqRbrRmpBs9fxBdaTupeankE+FDqXkfjihFxESjsiiayHP8+HEC\nQAMGDJDJKygooBUrVtBHH31EmpqapKurS927d6f9+/dLlYuOjiYA5OLiIpVedgDSoUMHUlNTo4SE\nBEpMTKS4uDhas2YN2dnZkbGxMamrq1Pz5s2pb9++tG/fvlo6cvlURUC6du0azZw5kz7++GNq1KgR\nqaurk7W1Nc2ZM0fugK2wsJDWr19PnTt3JgMDA9LU1CQLCwsaNGgQnT59WqrsuXPnaODAgWRmZkYi\nkYiaNGlCDg4OtHjxYpl6X7x4Qf/73//IwsKChEIhGRsb05AhQ+jatWtVOnZFH00DBgwgALR69Wq5\n+166dImGDRtGTZo0IaFQSM2bN6cpU6bQ8+fP5Za/cuUK9enTh3R0dEhXV5dcXV0pMjKywsEiN5B+\n+fIlffnll9SsWTNSUVEhf39/vkxubi4tX76cOnbsSFpaWqStrU2fffYZ7dmzR6Z9iURCO3bsoK5d\nu1bax27dukWenp5kYWFBIpGIjI2NqXPnzvTNN99I/QisaKB75swZ+vzzz/l+YmNjQ9999x1lZGTI\nlOX6YHFxMS1btoysra1JJBJR8+bNaf78+VRYWKj0AN7b25u/plu2bKEOHTqQuro6NW7cmCZPniy3\nfaLSvj106FD+46pFixY0bdo0evHiRaVtVkTZ87Nnzx6ys7MjTU1Natq0Kc2ePZsKCgqIiCgkJISc\nnJxIV1eXDAwMaMyYMfTq1SuZ+iwsLGQ+nPz9/QkA+fv7U2hoKDk5OfF9bMCAAUo/92NiYggAeXl5\nSaU/efKEf2aeO3dOKu/bb78lABQSEsJ//MnbuP5RUwGpLMoISObm5gSA7t69K5O3ceNGAkBz5syp\nFXvK8t9gucLnUUJCAunr69OXX37Jf6jWtoBUXFxMpqampKenR3l5edSpUydSVVWlZ8+eyS1fXQEp\nLi6OhEIhCYVCunPnjkKbuP6uiDZt2pBQKKxwIsCKFSsIAP3+++98WmhoKE2ePJnatWtHurq6pKGh\nQba2trR48WK5H6G19YEukUioRYsWBICePHkik9+jRw8CQKGhoXL2Vh47OzsCQEFBQTJ5tXlPcaLX\npEmTaqU+olLhEABNnjyZ7ty5QwCoX79+csvWREBaGvh7FQAAIABJREFUunQpfx9VJthV1g+5/iFv\nK/v+JSqdiNK/f38yMjIikUhErVq1onnz5tHr169l6lXmvcrdh/K2mrBw4UICQIsWLZLJ+/PPPwkA\njRs3rkZtbNiwgRfwlGXo0KEEgLZs2VJhmatXr5Kamhr9/PPPSj33GW+Hd108aqhbXWoxd84+47WY\nHaN30jWnjmTxXSBl5Mqf/NkQ2fX9LPpz1lcUuP4XykxNqZM2mCZTyuPHj0lNTY1EIpHccXp5yv4Q\nTCT9vcdR9sefBw8e0MiRI8nExIQEAgH9+++/MhN5SkpK6Pnz51I6jJGREdNhmA7DdBimw8jUx3SY\nNzAdRjFMh/kwdBgOTkPZtWsX/0yQN5FH0Td3SEgIAaCePXvWyN6yMB3mDR+yDsO1MW/evBq1wWFg\nYEBCobBW6mJUn3ddi/kgltYSCATNASwB0A+AEYCXAI4C8CWi10rsrw3AHYAbADsA5gAkAB4A2Atg\nIxEVVVxD/RK97zyARgAAk8xomK78USrfT3U5Wqil4AUZQpARApi0QklxEdr1cEF81HVkp6fB1Nqm\n0naMNY2xuNviOjgCRkPgzJkzAAB7e3up9KKiInz++ec4e/Ys2rZti6+//hp5eXk4ePAgPDw8EBUV\nheXLlwMA2rZtCxcXF4SFheHhw4do3bq1VF2RkZG4e/cuhgwZAoFAAIlEgtWrV2PTpk2wtLTEyJEj\noa+vj5cvX+Lq1as4cOAAPDw83s4JqIRt27bhyJEjcHJyQu/evSEWi3Hjxg2sW7cOJ0+exOXLl6XC\nUI8fPx579+5Fhw4dMG7cOGhqauLFixe4cOECgoKC0Lt3bwBAUFAQ3NzcoKenh0GDBsHMzAzp6emI\njo7Gpk2bpEJdxsXFoXv37njx4gV69eqFUaNGSYXQPHToEAYOHFjjY6VSwVwqxCCHv78/Jk+eDHV1\ndQwaNAjm5uaIjY3F9u3bERAQgEuXLkmFOT5//jz69u2L4uJiDBs2DFZWVrhz5w5cXFzQq1evCm1I\nT0/HZ599Bh0dHQwdOhQqKipo0qQJgNJwtb169cLNmzdhZ2eHiRMnQiKR4NSpU/Dy8sK9e/ewdOlS\nvq4ff/wRK1asQMuWLRX2sdu3b8PBwQECgQCDBg1Cy5YtkZWVhUePHmHTpk1YunSp3HNSlj/++APT\npk2DtrY2RowYgcaNGyM8PByrVq1CQEAAIiIiYGBgILOfl5cXzp8/j/79+0NPTw8nTpzAL7/8gpSU\nFGzYsEFhm+WZP38+Tp06hS+++AJ9+/ZFWFgYtm3bhkePHiE0NFSqbGBgIIYNGwYiwvDhw2FhYYHr\n169j8+bNOHbsGCIiIioMYakMGzduxMmTJ+Hu7g5nZ2cEBwfj119/RXp6OgYPHgxPT0+4ublhypQp\niIyMxO7du/Hq1SucPHlS6TYCAwNx7Ngx9O/fH1OnTsX9+/dx4sQJXL16Fffv34exsbHC/du0aQMz\nMzOZc1M2jHRISAh69OjB/x0aGgoNDQ1069YNSUlJ8PHxQXh4OM6ePQtvb2/+nNXk3NWEpKQkAECr\nVq1k8ri0ugiTzd0f8sLWEhHGjx8PfX19rFu3Dunp6bXePgAcP34cSUlJmDx5MjQ1NeHl5YX58+fD\nz88PCxcurLV2/P39UVxcDE9PT3To0EFhWXV19Urr8/b2xoIFC7B37165YXf/+usviEQieHp68mmr\nVq1CTEwMunXrBjc3NxQUFCAiIgKLFy9GeHg4zpw5A1VV1UrbXrx4MXx9feHj44PFixdXWv7x48dI\nTExE69at0bJlS5n8/v374/z58wgNDYWLi0ul9cnjxo0buHHjBiwtLRWGc96/fz/i4uIgEonQrl07\n9OrVS6nzXRZu+YKPP/64WrbKY+vWrQBKxwIdOnSAnZ0dgoODkZCQAAsLi1pvZ+HChZUuv1TZeXF2\ndkZGRgbWr1+Pjh07wt3dHYWFhQAgteTqkiVL4OPjA0NDQwwcOBCNGzfG7du3sWbNGpw4cUJqiTJl\n36uzZs3C0aNHZZ6hZYmPj0fLli1hYWGB+Ph4pc4P91zv16+fTB4XFrn8s7+qbNu2DQAwZcoUpcon\nJycjICAAOjo6FYb/z8/Px7hx49CpUyd8//33uHDhQo1sZDAq4kPXYQDg/oUX/P+bvoxEIUQwN9SE\nvpbiMX9DQVxSjNSEOEjEJXj94hlcJ06rb5MaNP7+/igpKYGXlxdsbW0rLV+VpSAeP34MBwcHtG7d\nGqNHj0Z+fr7MMllisRjJyckoLi6W0mE8PDyYDsN0GABMh2E6DNNhagLTYZgO8yHoMCkpKZg8eTLc\n3d0xZswY7Nixo8L6FH2P9+zZE1paWoiMjERhYWGVdRx5MB2G6TAAsGfPHgCl/SA+Ph4nT55ERkYG\nWrRogX79+sHIyEjpdi5cuICMjAzY2dnVyF7GB8Dbnjn0tjcAVgCSUTrb7yiAlQBC//s7BoCREnX0\n+698GoCD/9WxFaVCFAGIAKBRQzvrzAtsz4SdvBfY7fUHpPKKS8SUv8iIyEePyEePinJlZ/IX5ObW\niV0NBeb99Yb/7gfy8fHht9mzZ1P37t1JIBDQwIEDZTxOuLCN/fv3l/IIS05O5mfuRkRE8OkHDhwg\nADR37lw+jfNk4TxVdu/ezYdwNjAwoGbNmlGunH6s7BIF1aUqnmDx8fFUIifs+Pbt2wkArVy5kk/L\nyMgggUBAXbp0kbtPWU8Xzis7KipKplz54+/bty8BkAnLGBERQaqqqmRoaEjZ2dmVHgtRxd4PMTEx\npKWlJdeb48GDByQUCsnKykrGqyIkJIRUVFTI3d2dTxOLxWRtbU0A6MSJE1LlN2/eLOMtw8Gljx07\nVsYLkeiNx1P5ZVDy8/Pp888/J4FAQDdv3uTTDQ0NyczMrNI+NmfOHAJAR48elSmXnp4uNctenkdF\nfHw8iUQi0tXVpeho6ShpXEjPyZMnS6VzfdDOzo7S0tL49JycHLKysiIVFRWKjY2tkieYubk5JSQk\n8OnFxcW8Z8bly5f59OzsbDIyMiIVFRUZT6eVK1cSAOrTp0+l7cqDOz96enpSz9+CggJq3749qaio\nkKGhoVTYcLFYTL179yYAUtePSLEnmKqqKp05c0Yqjwvlq+xSOWPHjpXxnPL09CRjY2Pq1KkTde/e\nnU9PT08nFRUV6tWrl9xjrouQzmVRxhOsadOmBIDu3bsnk8d5gqmrq9eKPRyXLl0iAGRmZib3ubdu\n3ToSCAS8J2xdeYJ9/vnnBLwJ0xoXF0cikYgsLCzkespU1xOsV69eBIC2bdtWK3Y/e/aMVFRUqEuX\nLjJ5V65cIaA0RHdZHj9+LBMOlojop59+IgAynq4V9VEu3cfHRylbAwMDCQANHDhQbj43Dhg5cqRS\n9cljypQpBKDCJSW4a1J+a9y4MR04cEDuPkSlz0Nu/DNjxgw+HLKLi0utLe357NkzUlVVpdatW/Np\nnLfQTz/9JFO+up5giYmJBIDU1NRqzfbKQjqHhoYSAOratauM1xf3TJ41axafVtP3qjzbyr8LFGFs\nbEwA5HoYExG/hIW88YEyREZGEgCpa10Z3Li6/HigLDNnziR1dXX+Gc4i8rw7vOteYFXZ3hcdhupQ\ni0lJyOJ1mE2Tg+iWrR2FOHWjqbuqFmHjfebV0wRa6/EFrRnpRttmfFln7TBNphQXFxcCQNu3b6/W\n/ooi8gCgH374Qap8+aW1nj9/znSY/2A6DNNhmA5TCtNhlIPpMIphOsyHocMQEQ0ePJiMjIwoKSmJ\niEhhRB57e3u57zUOW1tbAlArY0SmwzAdhkNPT480NDRo9erVpKamJqUZamtr059//llh3QcOHCAf\nHx+aP38+ubu7k0gkIkNDwxovBcaoOe+6FvMhROTZBKAxgJlEtJFLFAgE6wDMBrAMwNRK6kgCMAbA\nASrj8SUQCHQBhAPoBuBrAGtr1fJagCQSSAoKAVHp3/qOn0rlp+UWoazPgFAoO4tTXUurDi1s+Fh+\n/299m6A08SvdaqUeX19fmbT27dtj1KhRMl5bfn5+EAgEWLdundTs/saNG2PhwoWYNGkStm/fjm7d\nugEA3N3d0axZM+zYsQPLli3jZx5nZGTgn3/+gYWFBRwdHQEAAoEAKioqEIlEcmerV+bB8TapaOb2\nxIkTMWfOHJw6dQrfffcdgNLjIiKoq6vLnZktb+avpqamTFrZ43/27BmCg4PRokULzJ8/X6pct27d\nMGrUKOzevRuHDx/GuHHjlD6u3377DQYGBhCLxUhMTMShQ4eQl5eHefPmoUuXLlJlN2/ejOLiYqxf\nvx5mZmZSeb169cKgQYMQEBCA7Oxs6OrqIjIyEo8ePYKLiws/45pjypQp+PXXX/Hw4UO5dolEIqxZ\ns0bGoyQtLQ27d++Gvb29zHnQ0NDAqlWrcOrUKezZs0dq5rpQKFS6j8m7Fo0aNZJrZ1l2796NoqIi\nzJ07F23btpXKW7ZsGXbv3o1du3Zh48aNMjPyV61aBUNDQ/5vbW1tjB49GkuWLMGNGzdkzp8iFi1a\nJOWNp6amhgkTJuD8+fO4cuUKPv209D1z7NgxpKWlYdSoUVJeTgAwd+5cbNmyBadPn0ZiYqJUfVVh\n5syZaNeuHf+3uro6PDw84OPjAzc3Nzg5OfF5KioqGDNmDM6cOYNbt25JXT9FeHp6wtXVVSptypQp\nWLlyJa5cuaJUHa6urti1axdCQkJ479iwsDD06tULLVq0wPr165GTkwMdHR2EhYVBIpHItPkuMXDg\nQGzbtg2LFy/G3r17+b6flpaGdevWAQAKCwuRn58vt79XldevX2Ps2LEAgHXr1snca/fv38eCBQsw\ndepU3gu2LkhISMDp06fRpk0bdO3aFUDp87Zfv344fvw4goOD5XqEVIeXL18CAJo3b14r9ZmZmcHV\n1RWnT5/GvXv3pLy0d+7cCaDUW6ws8jz9AGDWrFlYunQpTp06pZQ39fTp0+Hp6an0OzczMxMAoK+v\nLzefS8/IyFCqvvLk5ORg7969UFNTw8SJE+WWGTx4MObNm4fOnTvDyMgICQkJ2LlzJ9auXQsPDw8E\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WUuVLSkoQFxcHNTU1mJiY1OjcMB3mDUyHKV0O6969e3Lfo9x1z8/Pr9J76s6dOwgLC4O7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\nnTmMNHpDyQ7skWc0onrMMSlHmk16f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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 1144, "width": 1145 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,16))\n", "filters = [(g,f) for f in ['bmi_','wfl'] for g in ['Boys','Girls']]\n", "style = {'Lasso':'-', 'Randomforest':'--', 'Gradientboost':':'}\n", "for i, f in enumerate(filters):\n", " ax = plt.subplot(221+i)\n", " for ix, t in enumerate(title_list):\n", " if all(ff in t for ff in f) and 'Regression' in t:\n", " ls = t.split(' - ')[1].split(' ')[0]\n", " plt.plot(1 - results_list[ix][:,7], results_list[ix][:,6], linestyle=style[ls], label=t[:-9]+' AUC val: {0:4.3f}, AUC test: {1:4.3f}'.format(auc_list[ix][0], auc_list[ix][2]))\n", " \n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " lims = [np.min([plt.xlim(), plt.ylim()]), np.max([plt.xlim(), plt.ylim()])]\n", " plt.plot(lims, lims, 'k-', alpha=0.6, zorder=0, label='Random Decision')\n", " plt.legend(fontsize=10)\n", " plt.title(f[0]+' '+f[1].strip('_')+' ROC Curve', fontsize=18)\n", " if i%2 == 0:\n", " plt.ylabel('Sensitivity (TPR)', fontsize=16)\n", " if i in range(len(filters)-2,len(filters)):\n", " plt.xlabel('1 - Specificity (FPR)', fontsize=16)\n", " plt.grid(True)\n", " plt.tight_layout()\n", " \n", "fig.savefig(temp_dir+'/all_final_single_feature_regression_AUC_ROC_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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tKpVtr/gYaG26Kr/bjQgxgFy+d9Zz30m20S31ueyScb34eDo3a97AtpSO452brPdgtOyG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9ewkA0rNnT5lpMjMziYaGBlFXVyfp6elsONM2XV1dSV5ensQxaWlppFWrVgQA8fPzk4gTiUTE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YFFfbxu/ZDkvvUleRYohK7IJKM9ZYYoktRqwxlmiMiS2J2DHGxKiJJb6K0dg1JvqpoNg7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\nisGA2tSENj8Xn4ZqKly92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rYu/Y6N335D9JCbmfqXEWh1tvtqrU7HFfNfZP/EyWgabB1E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fksS0sJbXZ2oSzxdHv+DOFXdy54o7+fH4j07nffQ+/GncnwAI8Ahg5oCZvR1ij8xIDWdo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\nkTYT/755GN/tKOKJL3eSX1UPwLqDFUx/dgW3jk3lvklpWE0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sxBJiwhJsRFVVPnlyNa4G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\nX3wver1e7I2NeDxuDKbwgLGNn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CMt2kBGTChp0aGkRxtIiw4lLdpAqDbwEqjH4+Wuj31J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d2x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\n8c1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rj4txdvgr91YXtvDu45vImRDHlKuysYQbum0fZOp/g84EE24Hg+XobYUQ4hSRX6hC\nDCDV7aN+4V58bS4ANBYd0QuGoDGefv9pasMNhIyLo2ODv7JO24ryI4Z4PI0OGv+9F/xhcvTJodjm\nZp9UWUghTiVvu4uW/xRj31IbWKa6fbgq2zFlHzm8JoQQQojjo9NqSIm08Me5I1jw0tfYXV7iw02k\nRE5Dqzez3/M6k2Iv45YZc0mNtBAdaghcU973/g7e+Lo8sK/aNifPrSriuVVFjEyJ4KqxyVw2IhHr\nCQZwFY2GuPvvp+7JJ/F1dBy1rep24y4ro8TRSkGCf9pZo0llOtDT42VdbCzGvFxMuXkYBw+mIzWT\n6pAo9rU4KW+0U9HUScUGOxWfraeyuRO3t/uN3be0Q/ldXC7ja/IBKP3lvWQvXoQhpvuUvBqN0rtR\niH1h1PWwfynKyOuIGnwRkxSFiVcMwuP2BTVzdnrYv7GW1noH25aVcd6tMuJRCHF05eWvEB4+Eqt1\nNHBygyu0WiMjRz5PUdH/sWq1P1w6KPPnpKXd3gc9FUIIIURPNBotedNm0FJTTc6kacQNyh7oLp0w\nvUZPlq3n6qVWgxWNogkK6xwuzhKHV/X22fMSnVbDzZPTeeQ/ewF4aU0J14xLOen9Oz1evi5uxKfC\n2dnRffp8R2OxYJs3j4hrr6Vj7Voa//UqHWvWdB07P5/qBx6g9i9/wXbdddjmXYcuJqbbfrRaDSNm\npJAzIZ5Nn5aw84sKfId+P5fuamDaNb2Y7UFngKn39Nm5CSFEXzj9kgJCfI80fbAfd7m/rCIaiLw+\nF12UeWA7dRRh56TQsfEg+MBZ1IKztBVjWvDDAJ/TS8Oru/HZ/alnTaieqPlDUE6z8o1C9ET1qdg3\n19DyaXHg32EhhBBC9L9x6ZHseOh8PD71sLLfk6nvvJ5wQzgGbfDIub0Ne/nZBfHcNDmd9zZX8MHW\nKurbnYH128ub2V7ezP9+tIfzhsRx1dhkilwf89XBdUSbo3nwrAcJNYQG2ru9bqo6qtAoGlLCUgLL\nIxfMxzb/RryNjbirqnFXVflf1VVd7yur8LW0ABDidAe2NXi8+LRazGlpaLIH056SQW1cKsXhSRR7\nDZQ3dVLRaKdiXSeu1QeAA8f3pSkKfxlzLc+seIJIZxuapkY+vO5HFP7sd1w6OpmhieEDE6LXaOHa\nhd/qqoLeEPx7oGx3A2W7/dWU6ivaT1n3hBBnps7OCvYf+AOq6sUWMZERI/6JThfSq209njZaW3cQ\nGTklaLlWawFFg6p6Dy05+ZHwQgghhDi66fNvG+gu9LtP53561PVLrloS9Hlf4z6u++Q6AFLDUll0\nxaLjPuY141P467IC7C4v+2raWFfYwJSs7gM8jqXV4eaL/FqW7qlhZX4tHS7/ddL/Xj6U+ZPSj3t/\nx6JoNIROm0botGk4CwtpXLiQlg8XBaag9jY2Uv/MM9Q//zzWiy7ENn8B5mHdB4CYQvRMvSqbYWcn\n8dUHhRRtrWPcRemYQqWqvhDizCQhHiEGSPvaKuxbu6p8WC/OPOr0VKcDXaQJy6jYQHWSti/KMd7c\ndcGk+lQa396H+6B/DlK0ClHzh6Czdi93KMTpxl3TQdMHB3CVtAav0CpwKL3fuqyM9rVVqD4VvD5U\nrwpeNeiz/72KYtQScenp/9+1EEIIcbrQaTXovpX7jjZ3v+nY6enkf1b9D82OZv573H9z/0VzufeC\nXFbvr+PdzRUs21ONy+cBVY/L6+OTndV8srOa8MwPUI0lAEyIn8CV2VcCsLhwMQ+ueRAVlcsHXc7v\np/4et9dHVVMnnxWtotPlISchhIuGz8I8fBiqqnKgtp31RQ18VdTAhqJGOlraiLU3EWtvZHDnXkJp\nYXHcuSyeNoziNo//xmcd/hcHj/u7iQwxkGwzk2KzkGwzk2QzU1zfwcc7qvnL2Ot4ZN3zAAyv3MO6\nV17lkjVnkxkdwiUjE7lsZAJZsaffVFXRyV0hqsaqDvZvqiF7XNwA9kgIcTorK3shELZRUXsd4HG7\nm9i67Rba2/MZMeIfREdN78deCiGEEEIcP4vOgsfnH1Ba1FLErvpdDIsedlz7sJr1XDU2mVe/8k9L\n/fLa4l6HeGpaHXy+p4Yluw+yvqihx0qwW8ubmT/puLp03IyDBpHw8MPE3nMPze++S+O/X8dTXe1f\n6XbTsmgxLYsWYx47lsj58wk7dxaKLvgxd0SshQt/NJzqA83EpnWvRrvp0xLi0sJJGRJ55I6oKuxZ\nBGVfwYWP9+UpCiFEr0mIR4gBcniAxzIujtDJiQPYm94Lm57i77sKjvxG3HV29DH+eUJbl5fhODSa\nFsB2RVa3Sj1CnG5Ut5fWFeW0ra4IhHUAtDYjEVdk0f5lJc4DzQC4SluPtJseHW3aOSGEEEKcmGe3\nPUt5m38ard9+9Vv2Ne7jgYkPYAjbjzbhLaKUTYyLuJayonFsr2gJbOczlAWKme+rraEp0UV5k50D\n1QrqoeoLy/bvZdW6FVQ1O/D6vITl3e/foBA2FP+a+tosNhQ1UN/uCu6UzkhZeDxl4fFsYgh6nwu3\nxgANTnojwqIPBHSSbWZSIr95byEpwkzIEabbffDiIWwoHsXuxw4y9MuPALh1zyfsjB5EIUk8tXw/\nTy3fT258GJeNSmTe+FRsIYYe99WvPC5oLoXornL5tvgQ8qYksHet/6bsqjf2kZgdQYgMABBC9CAp\n+QY83nZqahaTnvZfqGrXFH2KojnidnvzH6CtbScAO3feyaRJyzEZ4wPrswb9gkGZPz/mfoQQQggh\n+ktyWDIT4iew8eBGbhp6Ezm2XkwB1YObJ6cHQjzL82spru8gI7rn4HNhXTtLdh9k6e4atpU3n3Df\n+4M2IoKoH/yAyJtvpm3ZMhr/9SqdW7cG1ndu3kzl5s0YBg0i9eWX0MfGdttHQlZEt2V15W1sWFwE\nKqQNi2Ly3CwiE771/Xjd8M7NkP+x/3PmDBh8QV+enhBC9IqEeIQYYIbUMGxXZA1MqfsToI+1YMy0\n4iz0PxDx1PhDPPad9bQtLwu0C52cSMj4+CPtRojTgqOgiaZFB/A2OLoWahTCpiURNisVjUGLq7Q1\nEOI5Xj6X99iNhBBCCHFcpiVPY3nZcuZkz8FqtGLW+aejPdhxkJXlKwHwGfez6K57KKhp473NFby/\ntZKG4rvQhhTibR/Mc/usPPfR5wAo+kZCBimoHivNnSYcjZ2HjqTg84Sh0bWhqlpeXdWJ6q7usU82\ni56JmVE02V2sL2r0B3gOE2LQMtTQQrTNSmxKCimRFlIOC+uEmU6sxLdWozB5UDTq07+n+LoinHt2\no/d5uW/zv7nznJ/i1PkDMfkH28j/bB/vbKpg+X+fg0Zzin57/D979x1fVX3/cfx17s7NutkLkpAJ\nYQQIe4uAAxVXtVbctlq1ddSfrXZobd3WLldtbR3V1q0oAiJlCbJXIBASsvdO7s3N3ef3x8WEaxhh\nBuTzfDzu4957zvec8z0JD3LvOe/v56uqULgIvviV/2LoXRtBb+pePeXKTKp2t2JtceDs9LD833uY\ne8eIM+a7kRDi1AkJzmRozrOkp/2M+obP2Lb9RgCSB95CZuZDh9wuK/PXWK07cThqyMz8ZUCAB0BR\ntMh/OUIIIUT/sTY3EWyJQKPVHrnxd5SiKPx+8u+psFYwPmH8Me8nLSaEc7JjWF7YiKrC2+vL+eXc\nHAB8PpXtVW18UVDPF7vq2NfYecj9DE8KZ05OHE6Pj+eX+6d9Xl3UxKq9jUzLijnm/h0tRacj7Pzz\nCTv/fLry82l54006Fi0Cj79qkWvfPmzLlhFxzTV92t+G/QEegPKdzVQUtDBsaiJjLxpEUOj+7/Ba\nPRww9TYL74OUSWCSwepCiFNLQjxC9CNtmIGo63JQdGfWaC/lWyOBXbWdtL5b2P3emGEhfG7aqe6W\nEEfFWdbeK5xjSAkj4rIM9PE9CfywWSkYU8PxdXlQtApoFP+zVkHRaPzPByx3N3TR8tbuU306Qggh\nxFljbPxYPrjkA2o7axkUPqh7+fj4noudldZKVFUlKy6UBy8cwv+dl83cv3xFYX3v6peqOxJb4e9A\nDfyMGx1ioqXyOkyJ7+Gx5qC6e0qRW8x6xg+KZGJaFBPSo8iKDUWjUVBVlc921FLT1sWA/ZV1Bkaa\n8TbX8O5vH0RToeWKuY8Smzro2904LorBwIDnnqXk8itQ7XaSrA282bWG1yb9gGW7G3B6/BUrSps6\neWnlPq4dn4zFfAoq8rhssOAusO+v1rnuBZj6s+7VhiAdM28Ywid/9I+qLM9vZvfaWnImnxlVSoUQ\np57JlAD0PXVjMiUwauQbWG0FxMVeePI6JoQQQoijsmvlMnZ8uZiavbv53q8fI3lYbn93qV8lhCSQ\nEJJw3Pu5Mm8gywsbAdhV08GqvY0s2VXH0oJ6GqwHrxSr1SiMHxTJeUPjmZUTR5LFP1Amv6qdF1YU\no6rQaHVy/T83cN2EFB68cDBmw6m9vRw0fDhJzzxN7P33U/vgL+hc+zUA7to6fHY7GrP5iPuYMX8w\n6xeUsHttLaig+lTyV1ZTuKGeCfPSGD5jgL/h+U9A8Zdgb4KOalj2W5j7h5N5ekII0YuEeIToLzoN\nUdfnoA3th3L2J5DX7qZtYQmq239jQBtpIvKawf5QgxCnM0/P1FmKSUf4BakEj41H+dbIdEWjYMrq\n+5RYqst35EZCCCGEOC4mnSkgwAP+EuSPTnqUkbEjSQ1LDajmotNq+OXcIdzwrw2o+z8CmA1akiPN\nDIgwkxxpJjkyiOQoc/cyk17Lfe9G8+GWREKDtEzPifOHdtKiGBwfyvLK/7G9aRUDo27rrmyjKAoX\n5wYGUHxeL//6w2M4bFYAPn3uCW7648snfKSpITWV+F/9itqH/BUpQpd9zpMXz0b51SyGP/JFd7tn\nlhTy3NK9TEyL4vxh8cwZGkdsqOlQuz0+xlC80x9Eu8g/VY17xbP8yzqRos5gqtu6qG7rwqDV8OOx\nMdRu9F9o/urdIgZkRxAWHXRy+iSE+I44+DUHn8+DRhN4udNsTsVsTj0FfRJCCCFEX9XtK6Jmr38g\n5N51X531IZ5D8fq8aDV9/+4YbOxpu3ZfM2v3NR+0XZBey/SsGOYMjWPm4NiDDvIYPiCcv83P48EP\n82nu9E8p/ea6clYXNfKHq3LJS4k8yrM5fvq4WIyZWd0hnuZXXqH5lVfQWizoExPRJyX6nxMT0Scl\ndb/WhIcTHG5k5nVDGD5jAGveL6a6sBUAV5eHVf/dS1RSCImZFjBHwgVPwQe3+A+68R8w7EpImXjK\nz1cIcfaSEI8Qp5A2zIC72v868opMDANC+7dDJ0D752WoDn/5QsWgJfqGHLTBxzYdgBD9IWhkDJa5\naWd8oE4IIYQ42ymKwmWZlx1y/bSsGJb/bAYtdhfJkWaigg1HnLbpD9/L5VdzcwgP0qM9IOjr8Dh4\neuPT1HTW8Om+T/nzOX9mRMyIg+5Do9Vy/o/v5aOnfouq+ph79wMnrVR8+GWX0rpqOY7F/qnCan/9\nG9I+Hs6DFwzmiUV7utt5fSpfFTfxVXETv/5kJ2NSIjh/WALnD4vvHnXZVw63l6rWLqpa7VS3dVHV\n2kV1qz+gU93aRZM1joX6AWRrqtB77YStfYr3PD8K2McvGmw8FB1BZ5MDt9PL/97Yzbx7RvUKVwsh\nzi5er53mltXERM9GUXoqGKck30pK8q292re2bmBP4UPkjvg7ZnPfKp75fG5U1T8NsqJo0WjkeoYQ\nQghxKmRPnMK2JZ+haDQ47fb+7s5px+1z89K2l9jVvIuXZr2ERjn+2RwizHpmDYljztB4pmZGY9If\n+XvpnKHxjE6J4KEP8/mioB6AsmY733v5a26bns49szIx6k7tVGj6gQN7LfO2teFta8NRUHDQbTRm\nM/qkRHT7Qz2TExJpGDuADQUm7J3+kT7WFkfPBsOugB3vQtES//sFP4HbvwqYHloIIU4mCfEIcQpZ\nLknHajFiTA3HnHvq5g49mb4J8ABEXp2NPi74MK2F6F/6xBDQKeBR0UaZiLg0A1Nm36vsCCGEEOLM\nlhodTCp9/7yqKAqRwb2Dvp+VfEZNZw0AHp+HlLCUw+4naXAOVz38BE57J+EpA8hvzKfKVoVOo2N2\nyuyAtiVtJfx6za/xqB5Sw1J5atpTAeu3NWzjZyt+RnxIPE9OfZKBof4LmM1dzdyy5BZqhhTzh3Ua\nott8+KxWqv/vASp+NJCZ09vY1VyAxXYjhWVx3ftTVdhY1srGslZ+91kBIwaEc/6weC4YlsCg6GA6\nnZ794Rw71a3+kE5Vd1jHTpPNdYSfopbHPNfyhsF/HldpV/KGdw4Famp3CxfwN0cbP8CIBoWqknY+\nXFXG6GGxpESauysdHQ2310dBTQdbKlrpcnuZPyGFMJPcnBfiTFJd8w5FRb/HbM4gI/1nxMTMOWTb\npuYV5Offgc/nZOvW68nLeweT6chT8+0r+QMVFX8HICP9AVJSbutT3xyOGpyuRlzORqKjzz1iKFQI\nIYQQgZKyczjv9rtJyxuHOSy8v7tzWnH73Ny46EZ2NO0A4M2CN7lh6A192jY9JgRFobsC7YCIIM4b\nGs+cnDjyUiLQaY8+DBQdYuRv1+Xx4ZZqHlmwC6vTg0+Fl1bsY/meBp67aiQ5iWFHvd9jZbn8Mryt\nrdg3b8ZdU4O7thbc7sNu47PbcRYV4ywq7l6mAUKH3Ig9biwAWxaVkj0+3r9SUeCi5+CFCeCyQnMR\nrH4WZv7qZJ2WEEIEkBCPEKeQLsJExLyM/u7GSRE2O4WgoVH93Q0hDksbrCf+3jzcDXZMGRaUPow2\nEEIIIYT4tisyr8CkM/HHTX/kttzbCDf2XHT2qT7K2suotFZi99i5YNAFAMSmpgGwvXE78z+fD8Dg\nyMGckzAdnaEnKOTwOrov1qpqz/Sf36hrryFsbydW7T7ei32P+8bcB0CkKZJmRzNdJoU/XgyPva0B\nr4+uLVuIfbeEBeNtAGQMXMZr1/yDJTvrWLSzjo1lLfgOOMyOqnZ2VLXz9OJCQk06rAeE9o+FokBh\nyDg2M5Y810Y0iso/Ez7if+Ne5aGPd3a3q9WprDd6iPdqWGx2YVtcAIsLCDXpGJoYxvCkcIYlhTNi\ngIXUKHOvG+aNVidbKlr9j/JWdlS14/T0THNa2tjJM9+TEv1CnCl8PhcVFf8AwG4vxulsOGx7nTaE\nb6bY8qluPB7bcR2/sfFLuhyVuJyNpKTcjl4feGNq3foL8Hr9x5g2dTN6veW4jieEEEKcbRSNhmHn\nzD5yw7OQXqNnbPzY7u+F62rXcX3O9X0KDQ+MNPPfH05gd20H4wZFMSQh9ISEjRVF4Yq8AUxIj+KB\n97ezptg/TdeeOivzXviKe2Zlcdu0tGMKCR0tjdlMzE/u6n6v+nx4Gptw11Tjrq7xB3tqqvc/1+Cu\nqUU9RLUnrdfZ/TpM3xm4MnwAzHoYPvdPD81Xf4ScSyF+2Ak/JyGE+DYJ8QghjlvQ8GhCZ/YuYSjE\n6UgXFYQu6uimiRBCCCGEOJCiKFyUdhEzB87EqDUGrNMoGpaUL+HFbS9iMVq6QzzfGBAyoPt1fXM1\nb/3yPoZMmcG4eVcCoFV6QsYerxtVVQMuuv6vcjnjCyLRezUEJbbCmJ4+jY4dzaqqVQSNysFjykT3\n93cAmL2ina+T9BQma3h08qMkhAdx4+RB3Dh5EE02J0sL6lm0s461xU14Dkj09CXAo9UoJISbGBAR\nRJLFTFJEEAMsQSRFBJFkCSLBYvKXV28cCC9OBNVLfMtGfhCez+h7pvHp9hp2VLWzs7qdNaobFb65\nD9/dh3UlLawraeleNn5QJL+cO4RtlW1sLvcHdypbug7bz/WlLYddL4Q4vfh8LuLj5lFV/RZarYmE\nhCsP295iGcOI4S+xt+hRcke8itl8+App31AUHRqNsfv1N4r3PYPd7h+pHRd3ca8Qj9EYg93uD/E4\nnQ3o9RZ8Pjfg696XosigESGEEEIcmztH3smm+k3MTpnNdTnXHVUQZ3xaFOPTTs6A6yRLEG/ePJ43\nvi7jycV7cLh9uL0qzywp5Mvd9Tx31UgGRZ/a2RoUjQZ9XCz6uFgYNarXelVV8ba17Q/4HBjuqWFg\nwXaanUNxGiMYPKB30Gdz0ywsITeQan0Lrc/jn1br1i9BI5/zhBAnl4R4hBBHTdH2fGDUJwQT8b0s\nKR0thBBCCCHOOma9udeypq4mXt/1OgBtzjZsLhshhpDu9ZGmSIZHDydWF8WAxc001ZSx+u3X8Lrd\nTLzyGpLDknky7Kc07yykraScptHlxCSndm8/0ZZOiXc3AAn1gVN9PTj+QZ6Y+gRmvRn1PC8V20ux\nb9iA4lN5+Itwiv78Y9It6QHbRIcYuXR0DNeMS6bd7mbZHn+gZ9XeRpweH3qtQqIlaH9IJ4gBEeae\n15Fm4kKNfRttGZMNY2+BDa/43y/9NYPvWM/g8wYD/gur1W1d7KxuJ7+6nfzqDnZWt9PS2Xu6rvWl\nLVzy/JojH/MAFS123t1UyVVjZPCBEGcCnS6EjAz/9Fad9mK0WlP3Op/Pic/n/79BUfTd66KipjE+\nYhEaTd+nzstIv5+M9Pt7LfeHdPwhHperARgSsD44OButxozBGOMvOQbs3vML6uo+BiBnyDMkJFze\n9xMWQgghhDiAXqvn9fNfR3sahkU0GoUbJw9ialYM9727ne2VbQBsrWjjwj+v5sELBzN/fMoxTYt8\nMiiKgi4iAl1EBEHDhgas09z/fwQt/A1tlkxca0up2vI/wi+5mJCpU3G4YMNnZfh8l2JUZpFpWk02\nm4hrLESJy+mnsxFCnC0kxCOEOGrmUbF0FTSjizARdX0OGsPp90FSCCGEEEKI/rC4dDFRpiiGRw8n\nKSQJly8whKIoCm/PfRun3c4n635HZU0+AF9/8B/GXXolQbogvKWNNO7cA0DV7p0BIZ7M0HRKAJ05\niPPuuCdg3/HB8T3H0WpJfPopSuddire9HeobyXtjI4y8JmCbtdVrefCrB/nFuF9wfur5XD56AJeP\nHoDD7aWjy010iPHEXXyd8SDseAcc7dBS4g/0TLqr++fiDwiZOX9YAuAP9uza2ci+ZjtFTifPLy8+\n5K4NOg25A8IZnRzBqOQIRqdYiA01cefbW1i4oxaAX328k+y4UHIHyrQ3Qpwp9PpwLOF5Acsqq96k\nuPgJAJIH3kJm5kPd644mwHM40dHnYjanYTTEEBSU3Gv9iOEvnJDjCCGEEAK6rB0Ubfgaj8vJ6Asu\n6e/unDZOxwDPgdJjQvjg9om8vHIff/qyCI9Ppcvt5Tef7OKLXfU8feUIEi2nd0V8Y1YWms8+I7K1\nEADrkiVYlyxBGx5Ow/Sb8fkyAHCqIezsuoCdXRdgebGD7PFlZE+IJzTSdLjdH7OCNTXkr6hi4OBI\nJlyWftoEooQQp46EeIQQRy0oJ4qkRyaBBpRTMMepEEIIIYQQZ4r5OfOZnzP/iO2MZjOXPfgINXt2\nEx7nD99o9l+kHTBkGEXr1wLQUFoSsF3G2IlsX/o5M274EUEhoYc9hj4+noTHfk/VXT8BoOPzRcQ/\n8gjaMP+0MF2eLh5d9ygtjhYeWPUAdZ113DTsJgBMei0m/Qm+aGyOhOm/gCUPgt7cXb3iYLweHxsX\nlrJlcTmRiSHc+4sxBBt1PLXYH25KDDcxKiWCvOQIRqdEkJMQhkHX+7vJ01eMoLjeRmG9FZfHx+3/\n3synP5lCdIixV1shxBnoJFUFTh5401Fv459Ca3+FNEWulQghhBB90VRZzhsP/ATV58MUGsbIOXPR\naE/v8Ep/Wl6xnFGxo7CYTo+BCTqthrtmZjIjO5afvbudwnorAF8VN3Hen1bx20uGctmopOOeyUFV\nVRptTvY1dFLcaKO0sROTXkNeSgR5KRFYzIYj7+Qgom65GU2wmfYPPsRRUNC93NvejvmLN0iNn0Bd\n0mQc+vDudW31dtYvKGH9ghKSsi1kj08gfXQMBtOhb7mrqorD5qatoYu2ejvtDXbaGuy0NXQREmHk\nojtzA9r7vCpNlTaaKm10WV2cc/0QCfIIcZaREI8Q4pgoerkgJYQQQgghxPHQG4ykjBjZa3l63jj0\nRhMDhgzFEp8YsM4UQCq43wAAIABJREFUEsIPHnvuoBdB133wX6IGJpM5blL3stBZs9CEhOCz2QCo\nuvMuEp99Fn1cLJXWStw+NwBhhjAuTr/4RJ7ewY29FWx1MP7HEJZwyGa2Vgfbv6xEVaG52saGhaX8\n+NJ05gyNw2zQkhDetxGdwUYdf7suj0ue/4oOh4fadgd3vrWFf986Hr0MSBDitNPVVYXBEB0wfda3\nhYb0TG2l04Ycst2pljPkKXKGPNXf3RBCCCHOKFFJAwm2RGBracZh7aBi1w5SR4zq726dduxuO09t\nfIoPiz5kVvIsnptx8O+E/WVYUjgLfjKZ55bu5ZVVJagqWB0e7nt3O1/squexy4YR1YeBFF6fSmWL\nneIGG/sabQHPHQ7PIbfLjA1hTGokY1MjGJMSycDIoD79fBStlshrryXy2mtxFhfT/ulntH+6AE9N\nLUGOZtLKFjKo7HPawtOpix9PY/wYPEpPYKi6sI3qwjYqCpo579Zh3cutLQ72fF1LW70/qNPeYMdp\nP3j/HTZ3r2XmsJ5j7FlXBxqFmfMHo0iQR4izhoR4hBBCCCGEEEKI00h4bDzDZ8Yfcv3BLkbWFe9l\nzXtvgaqSPmYCc39yP3qT/yZ40KhRdK5eDYB940ZKLryQ6J/cReb8+Xwy7xP+svUv5ETlEB0UfXJO\n6EA6A8x+9IjNwmPMTLw8ndXvFAGwdUk5g0ZEk54WfoQte0uNDubP14zi5tc2oqqwvrSFxz/fzcMX\nDz3qfQkhTh5VVdlVcC92eznJybcwIOladLreIZ2IiEkMH/4iXm8XcbEX9kNPhRBCCHGiKBoNWROm\nUFu0h+yJUwOmEhY9tjVs48OiDwH4suJLPiv57NQMwjgKRp2WBy8Ywqwhcfzs3e1UtNgBWLyrjk3l\nLTx+2XDmDPV/z+1yednX6A/o7GuwUdxoY19DJ6VNnbi8vqM+dlGDjaIGG//ZUAFAbKiRsamRjNkf\n6hmSEIruCIM4jBkZxN57DzF3/5SuzZtpX/ApHYsX47NaiWgvJqK9mKyid2mMzqUuYQItluzu6otZ\nY+MC9uW0u9nwaWmf+t7Z5sTt9KI39lSgGjA4gsRMCzVFbQDsWVuLRoEZ10qQR4izhYR4hBBCCCGE\nEEKIM9yad/8NqgqAx+VEZ+wZ5Zj49FPUP/EEHQs+BcDX2UnDk0/R/tHHxD/8Gx4a/9BB9/lR0UfE\nmGOYkjTl5HXc1gCODogcBJrAsvnDpw+gZFsj1YVtqCose303V/1yLHrD0ZfXPyc7lvvnZPPMkkIA\n/rWmjOFJ4Vw+esAJOQ0hxPFra9tIe/sWAEpK/kh83CUHDfEoikJszHmnuntCCCGEOElmXHcLikaq\nZB7OpKRJXJ19Ne8UvsMFqRcwbcC0/u7SIY1NjWTR3VN5/PPdvLXeH6ppsrn40ZubGTnQQqPVSXVb\n11HvN8SoIz0mmPTYENJjQmjtdLGxvJVd1e14fGpA2wark4X5tSzMrwXAbNAyOjmiO9QzKtlCsPHg\nt8gVjQbz2LGYx44l7le/xLZyJR2ffop1xUq0bjfxDZuIb9iE0xBOXdxYmmNGoH9rKTbbRQRPmICi\n1RIeY+61X51RiyU2CEusGUucmfBvXseaAwI8AAaTjkvvHcX//r2HPWv951CwphZFozD9mmwJ8ghx\nFpAQjxBCCCGEEEIIcYab+9MHWP32axR8tZxZt9wRUK1HFxFB0tNPY7n8Cup+9ztc+/YB4CwspPwH\n1xJ++eXE3v8zdJGRANR11qFVtDyz8RlGxIw4uSGeHe/AF78CXRDEDoG4oRA3DOKGosQNZeb1Q/jv\n7zbgdnhpq7ez7qN9TL0666C7UlUVp92DtcWBtdnhf25xoNVpyJ05kDtmpJNf1c7iXXUAPPhhPllx\noQxLOvrqPkKIE8/j6cBojMfprCMh/jJMpkNPuSeEEEKI7w4J8PTNz8b8jPEJ45mVPOu0mkrrYIKN\nOh67bDizc+L4+Qc7qO9wArCtsu2I28aGGkmPCSEj1v/45nVcmPGg593l8rKtso1NZS1sLG9la3kr\nVmfg1FV2l5evipv4qrgJAK1GISchjLyUCMamRjIlM5rwIH2vfWuMRsLmzCFszhy8bW10LF5C+3v/\npmtXMUZXOymVX5JS+SXWLWBd8DG6mBgib7mZyBtuYNzFgzCHGbDE+YM65nDDUf3eFI3COfMHo/pU\nCtf5v8PuWl2DoihMuybrtP83IIQ4PhLiEUIIIYQQQgghznCmkBBm/+guJl11LcGWiIB1qqqyc8VS\nsidOJe2jD2l54w0aX3gRtcs/+rH9ww+xLltG7H33YfnelWyq38Tru17H6raypmYNtbZaEkJO0s30\n+gL/s6cLarb4HwcIC01g6sAr+F/RuQDsWF5F9MBQdAYNGXmxARcumyptvPv4xoMepq3OzgW3D+fZ\nq3IpfsFGcYMNp8fHbW9u5tOfTCEy2HByzk8I0WcxMbOIippGXd0CLJYx/d2do+bx2FBVNwBarRmN\nxniELYQQQggh+i5IF8TslNn93Y2jMiM7liX3TOM3n+xiwfaa7uUaBVKigkmPCSE9NpiM/UGdtJiQ\ng4ZpDifIoGViehQT06MA8PpUCuusbCpvYWNZK5vKWqhtdwRs4/Wp5Fe3k1/dzmtry4gOMbDo7mnE\nhB7685vWYiHi+1cT8f2rcf3zZjoWLaG9LAiXtae/nsZGGp58ipApUxg7N+OozuNgNBqFmdcPQVVV\n9q6vB2DnqmoUjcLUqzMlyCPEd5iEeIQQQgjxndbc3ExUVFR/d0MIIYQ4Jb4d4AEo3vg1X7z8F7Z/\nsYhrH3+OqFtvJezCC6l/4gmsS78EwNfeTt3DD9P2wQfkPnAH1bZqAK7Lue6IAR5Paytd27bhKinB\nPG48QcOH9b3DhmAIiQNb/cHXW2sZrD5PiTGMMudYAP73xm4AkrIiMIf1hG9CIg99wbVsRxOOTjch\nwXpeuS6Pec+vwer0UN3WxV1vb+GNm8eh08oIYCH6m0ZjIDHxyv7uxjEp3PswdXUfA5Az5BkSEi7v\n5x4JIYQQZyaXowud3oBGe/TT6J6NvD4vWs3p+7OymA385ZpR3D49ncpWO4Oig0mJMmPUnZw+azUK\nOYlh5CSGcf3EVACq27rYVNbCprJWNpa1UFhv/WY2asA/3dfXJc1ckpvYp2MYvv8s0c2ricppwNGq\np6Mrj7Ytzfg6OwF/mMeYcfwhHvAHec69IQfVB0Ub/d+b81dUYQrWMe7itBNyDCHE6UdCPEIIIYT4\nzlFVleLiYtasWUNZWRl33HEHsbGx/d0tnE4nVVVVVFRUUFlZiUajYeTIkeTk5KCR0sFCCCFOApej\niwV/eByA+pIiOttaCYmIRJ+YyIC//hXbypXU/f4x3JWVADh27IDr7+C1K+by3nQd9+bdG7A/VVVx\nlZbStXUr9i1b6Nq6DWdJCV6Ngs6nohiNZK5ZgzYkuG8dnPus/9HZBPW7DnjshMY94HGgKDAj7EX+\na/0nDkfPSENrsyMgxGMK1hMUqscUrCc0ykRopImqPa20N3bh86mUbGskZ3IiaTEh/On7I7nl9U0A\nrN3XzNNLCnnowiHH86MWQghxFHw+F/aucoLNaSjK6XvjUQghxKlTsmUjO5cvpXTrJubd/0tSR+b1\nd5dOa6qq8t7e93in8B3euOANgvV9/A7WT74J1vSHJEsQSSOTmDcyCYD2LjdbKlp5dkkhu2o6APj7\nqhLWFDURHWogJsRIdKiR6BAjMfufw0y6nso35ki48GmU924kKNJNEOtwWGdi37YHgIZn/0DkTTcR\ndt4cFP3RVRY6GI1GYdaN/oo8xZsaMIcbyBwbd9z7FUKcviTEI4QQQohTSlVVfD4f2m+Nplm+fDmF\nhYVER0cTFRVFdHR092uDoW9TXHg8Hnbu3MnatWtpaGjoXv71118zb968E3oefWGz2aioqOh+1NbW\noh44zAMoLi4mJiaGK6+8krg4+fIlhBDixNIbTd2vr/nds+iNgdVqFq1agm7mJIKbWkj4ciU6pwt8\nPrzvfcr3lkfjid6Fy+WiY+MmPPn52LduxdfeDkC1JYS98ZE4RqSR2tjOkNpmVKeT9g8/IPL664+u\no8HRkDbd//iG1wMtJVC/k+CGAs6PHMTqz5pQFAiNNKHRBZYOVxSFm56eElBSfOsXFaz9sBiAfVsa\nyJnsH1l57pA47p2VxR+/3AvAK6tKGJYU3ueRl0KIE8fr7UKrDervbhw3rTYYnc4CgKI5/ps133Wd\nnUVs2DiPmJjZjBj+Un93RwghxGmgYuc2ijasBaBw3RoJ8RzBg189yMKShQA8teEpHp38aD/36MwR\nHqTnnOxYPtte2x3i+WZ6rUMx6DT+cE+IwR/sCU7jlohpZLauAkBj39vd1rFrFzX330/DM3FEXHMN\nlquvQhfRu2ru0dBoNcy+KYegYD0jZg7EEmc+rv0JIU5vEuIRQgghxClhtVrZvn07W7duZfz48Ywb\nNy5gfV1dXffj28LCwgJCPWlpacTExHSvdzgcbN68mXXr1mG1WgO2VRQFVVW7wzM2m43Q0NCTcIaB\nurq6ePbZZ/vU1mq1Eh4efpJ7JIQQ4mykKArT59/M+o/eJSEzOyDg4nY4qNiVD6qKomiY8v57ND31\nDJ1ffQVAnaOTZY88gEOvJ66jk1Hlvae86jL6b1R3GXouL9Q//gSe1lZi7rwTRXcclx20OojJ8j+4\nnCTg+yP3lwu3NULHPmBkr/M9UHpeTHeIp2p3K45ON6Zgf59/MjOD/Op2vtztP68H3t9ORkxIv40O\nFeJs5HDUsH7DhSTEX0Fy8i2YTGdukG5w9qMMzv7u3zxTVQ+KcvyXlFtaviIudi71DQtRVbXX/99C\nCCHOPlkTprJ54ScAtNfX9nNvTn9TkqZ0h3jym/LpdHee9tV4TjeXjExkYX4NDrfviG1dHh/VbV1U\nt3V1L1vOVSw1biRM6SJxaDUrXcOIqWhH5/MA4Kmvp/FPf6LppZcIv+RiIq67DlNW1jH3V6PVMO2a\n7GPeXghx5pAQjxBCCCFOGo/Hw969e9m2bRtFRUXdQZqtW7f2CvE0NTUdcj8dHR10dHRQUlIC+G/Q\n3XjjjURERLBu3To2b96M0+kM2Eav15OXl8eECROwWPwjYisrK3n11VdJTk5m6NChDBkyhLCw47tR\n19bWxsaNG5kyZQpBQT0jiIOCgoiJiaGxsTGgfWxsLMnJySQnJ9PQ0MCGDRuYMGECJpMpoJ3dbsdo\nNPaqWCSEEEIcrTEXX86wc+b0ukHaXFUB+/82RyQkYs7MYuDfX6H6p3djXboUrapiN/qr4dn1PZcP\nOoJgb5JC1MgxUOSfhks3aiTazs149/89b37pZUo3fE3Ww78lIusEX2QsWQEf/ggUDdy+BoKjDtk0\nLCqIuEFh1Jd24POpVO5uIXOMv/KdRqPw3NW5XPrCGkoaO3G4fdz27018etcULOa+VQEUQhyf8oq/\n4/FYqax6DVvnXkaPerO/uyQOQVVVioofx6f+C0XNA2b0eVu7vRSPt5Ow0GHdy4r3PY1GYwLUQ28o\nhBDirJKQmc20+TeTNnosUUkD+7s7p72L0i5iddVqIk2R3JN3D0at8cgbiQDTs2JY9+C57GvspMnm\npNHqDHhusrm6X9td3l7b1xPJE54f8IT+VbRGlWnjd3HtkId4MFrBvOiT7u/HqtNJ23vv0/be+5gn\nTiDyuusJmTEdRaM5IedRV9JO1Z4W8i5IlWC0EN8REuIRQgghxAlXX1/P1q1b2bFjB3a7vdf65uZm\nOjo6AgI0N998M83NzTQ1NdHU1NT9uqWlJWAKqnPOOQedTkd7ezuvv/46Pl/gSIng4GAmTJjAmDFj\nAkI1ALt27QLont5q0aJF3YGenJycPlfoUVWV8vJy1q9fz549e1BVleDgYCZNmhTQLi0tDZPJ1B3a\nSU5O7tWnSZMmHTSo8/nnn1NdXc20adMYMWKEhHmEEEIcF1NISK9lMalp3PDM8zRWlHWHeRRFIea+\ne7GtXEmQy93dVrWEE/rIdfzRtZgvfPlMTJzEX6f9gfHNzYRFx6A3mvA0NlL9wAPYv16Hzajna2cH\nGx66l1mXfp8h849yeq1DcXXCB7dC5/6Q7Mc/hh+8A4e5UDl8xgCSh3aRMTqWyMTAkalhJj2vXDeG\nS19Yg83pobKli5/8Zyuv3TQOrUYufgpxMqmqD6t1V/f7lOQf9WNvTg6Xq4X6hoUMSJp/xt9Q2bfv\nGSor/wmAyibc7jb0estht3G72ygp/RPV1f8hODiTcWM/QVF6vtf4fI6T2mchhBBnFkVRGHvx5f3d\njTPKE1OfQKOcmCDI2cpiNpCXcuRBHJ1Oz/5gjz/k02hz0WR10mQdQOHeTWQ7tqNTfDwQ+g5LRr/J\nDbf9iKA1y2l5/Q0cBQXd+7F/vQ771+vQpyQTee18wi+/HG3IsVdQqt3Xzqd/3Ybb4cXrVRl/cdrB\nG6oqqtuNz+lCdTpQnU58Tifq/of/tX/d4V4rGi3h8y7BmJFxzH0WQhyZhHiEEEIIcUK43W62bdvG\n1q1bqampOWiblJQURo0aRU5ODgZD4Jej4OBggoODSU5ODlju8XhobW3tDvXEx8eTsf9LwsaNG6ms\n9FcAiIqKYtKkSYwYMQK9Xn/Q49vt9u7ptb5xYKAnJSWFnJycQwZ63G43O3fuZN26ddTXB04p8k1F\nHc0BIyguuOCCQ/24upnNvecvbmxsZOfOnQB88sknrFy5kqlTp5Kbm4vueKYlEUIIIQ6g1emITk4l\nOjk1YLlx0CDSPvsUV1UVSeGhRKSlYwjy/716ynctWfmvclX2VRhNZoxJPX/HdDExJP/jHzS+/DKr\nl3yMV6vBC6x6799ENDQR99OfHt/0WgCGYJj3Arx9lf990RJY9yJMvPOQm2SPjz/sLjNiQ/jDVbnc\n9uZmAFYXNfHsF4X8/PzBx9dXIcRhKYqGvNHv0NKyiobGL4iMnNLfXTqhPB4b27bfjNWaj91eSlbm\nr1DO4JtskZFTKK/42/53w9Bojjza3+dzUlPzPqrqwWbbTW3tRyQmXgnAzHOKTmJvhRBCiLODBHhO\nnWCjjmCjjpSogwRumv+F66/j2e4bxC/cP2TfyhJeWllC7oAoZt/5BLO89YQsfB/r0i9h/4BUd3kF\n9Y8/TuNf/oLlisuJmD8fw8Cjr0CVv7wSt8NfJWjTwjK89XXkRDXgKivDVV6Oq6yMmLIyFKeTPeqJ\nqYDYsXgxGUu/OCH7EkIcnNwFEkIIIcQJoSgKy5cv71V5JywsjNzcXEaOHElU1KGnuzgUnU5HTEwM\nMTExvdZNnjyZtWvXMmnSJLKysgICNAdz+eWXM2fOHHbv3s2uXbsoLy8PCPSUl5dTXl7OokWLyMjI\n4NJLLyUkJISOjg42btzI5s2bD1pZKC0tjfHjxx/1uR1Kc3MzJpMJh8M/MrWtrY1PP/2UVatWcf75\n5zNkyJATdiwhhBDiYAzJyRiSk/l2/R6dRsdtubcddJul5UuZNmAasXfeyYy4GL7472u4FRhZXk/r\nK3/HsWULSc8+iz7+8KGaAzXYG1havpQaWw0RpghuHX4rZJ0HE++Cr5/ff+CHIXkiJI0+xrOF84bG\n89OZGfzlf8UAvLRiHz8Yl8zAyN5hWyHEiaMoClFR04mKmt7fXTnhysv/htWaD0BV1RvEx11EePix\n/z/V3yIjJzEm7wM2b/4TinIdWm3QEbcxGuNISf4hpWV/wWIZT0hoTzjyTA40CSGEEKezbQ3bCNGH\nkBFx/JVSvD4viqJIWOhIotJZM/0//HCpE4/aU31xe1U726vaeRYYmDSPeb+4jHMLV2Ne+hm+jg4A\nfDYbLa+/QcsbbxIycyaR112Hefy4Q1Zx9HV2dodznGVlDC6toM09mEa9f2Ds1k0O2ktWkFqxpHub\nE/3bc1dXn+A9CiG+TUI8QgghhDhqbW1tuN3ugGCNTqdjxIgRrFu3Dq1Wy+DBgxk1ahRpaWlHDNcc\nq+zsbAYPPrpR8iEhIYwdO5axY8dis9l6BXqCg4NJTEwEYM+ePZSVlVFQUNBr2i6dTkdubi7jx48n\nNjb2hJ0TwODBg7nnnnvYuHEja9eupaurC4D29nbeffddHnjggV7TcgkhhBD9aUnZEu5feT95cXm8\nOudVsq68ivi8Mex++DeEOUoB6Nq0mdJLLyPx6acImTYNgA5XB5/u+5RqWzUKCv839v8C9ttob+TJ\nDU8CkBmR6Q/xAJz7MJSvgZqt4HPD+zfDbavAFMaxumdWFu9uqqKuwx+i3VzeKiEeIcQxGzToLuz2\nUhoaF5Gd/egZHeD5Rnj4SDSaGw+6rq1tE25POzHR5wYsT0n5IaFhw4iOmnnGTykmhBDi1PG43ZTv\n2Iq9vY3hM+f0d3fOCB6fh1d2vMIrO14h3ZLOf+b+B4P2yNNEAfhUHy2OFqKDogOW72zeye1Lb+eF\nc19gdNyZ/1nmZDrnnNksz7WztKCeL3fXs760Ba+vZ/BoZUsXz7fA84wm9ryR3Grfw/itSzHU+KvM\no6rYli3DtmwZxuxsIq+bjzYiwl9Rp6wMV5k/uONpbOx17BzNQvKH3UZLZA4AJWmXAD5SK5YGNtRo\nUEwmNEYjitGIYjSgMZp6XhuMKCZT79dGI+h0NL/08sn68QkhvkVCPEIIIYToE7fbze7du9m2bRsl\nJSVkZ2dzzTXXBLTJy8sjIiKC4cOHH3SaqBPteC8CHyzQU1hYyKxZs4iLi8Pj8bBixYqAAE94eDjj\nxo1j1KhRJ/UcTSYTU6dOZdy4cWzcuJEVK1bg8XhQVZXOzk4J8QghhDht1HXWcf/K+wEobCmk0lpJ\nangqYYPSGPfaG/z2x7l8b5UHjQretjby7/4pHdMnMevJ53Cpru6QTqghtFeIJzHEH6zVu1XMBRW0\ndr1L0MhcTNnZcOU/4eVp4LLiayml7T930THqbjweDxljDl4hz9riYN+WBgZPTMAUHDj9pkajMD0r\nho/X7cOp1fP2+grmjUyUm85CiGOi0RgZNuzPNLdcSXTUjP7uzlFrbV1HWNgItNrDf+dxuZrYU/gb\nGhuXYDDEEDFhAjpdzzQTWq25V7BHCCGEOJz2hjre/PndOO2dmIJDyJl2Tn936YxQbavmnzv/iVf1\nsrd1L28UvNEzCOIQrC4rty29jeK2YvQaPV99/6vu7z+l7aUkhSRhc9tYsG+BhHj6YGCkmZunDOLm\nKYNot7tZXtjA0t31rCxsxOb0dLdrcGt4XJ+DMnYw45qKuL5mHWml+d3rnYWF1P7q130+rtbnYfjO\nV8jP/TEt4dkAlKRdSvgF5zPqnEQ2VFWhBgUx49xj/0ymer0S4hHiFJIQjxBCCCEOSVVVampq2Lp1\nK/n5+Tidzu51RUVF2Gw2QkJ6Jto41LRXZ4IDAz1er38eYZ1Ox9ixY1m+fDkpKSmMHz+e7OxstFrt\nKeuX0WhkypQpbN26lebmZgBcLtcpO74QQghxJHHmOAwaAy6fi5dmvUSwvufmraLRsGiamYIBndz9\niZdQu4ZtKXHYayuoveFqLnn4cYxaI06vE6vLSoerg1B9KO7KSrq2b8exbRsvrw0jvKKNLp2LfMOT\nuHRaRt9xN5ogEz79Nag73qLda+KjPS2w+GHMegPm1BxUpwvV6UQTEkL0HXewZqWVgtU1/n411zEo\nvBV3TQ3u6mr/c00NN1ZXc6PNxr7wRO733skn22q4dFRSf/1ohfhOqqx6k7a2DaSm3E5o6ND+7s5J\npSjagwZ4fD4PXm8nen34qe9UHzQ3r2T7jtsICxvByNxX0elCD9lWqw2mo30bAC5XIxUVfyct7Z4j\nHsPrte9/dqDVmtFqTSem80IIIc54YTFxGMxmnPZOHJ02KvK393eXzggpYSncnns7C0sWAv7BFgDv\n732fPS17KG4r5sVzX8Ss7wnohuhDKG0vpcvTRRddNHY1Emv2Vxzf0biDt/e8jUlrwua2nfoTOpOV\nrSG8eCmXznqES0cl4fR4WVfSwpf7q/TUtvurv6qKhvUx2ayPyWZgWj2XlHzFnMrNGDyHufar12MY\nOBBDSgqG1NQDHilkWaL4/MV8qgtbAdhaaCJoWCRqSNspOGkhxIkkIR4hhBBC9OLxeNi2bRsbNmyg\noaGh13pFUUhLS6OrqysgxPNdoVEVfC4vGoOWMWPGkJWVRUJCQr/2yWKxdId4Vq9ezdVXX92v/RFC\nCCG+oSgKd4y8gz9t+RNRQVHEmAMDveHGcGoy9Tx9p47bl8Vid/tv3LZ7XZT/8Ifce/ssDHo9kYWt\nFNx+Fx2VlQyorOOb+jeRgFdRWDU42X88VSXhscfomawzHK+iwAj/O7vLSev7H3DgZJ4lSz6nImMk\nqmU+iqJQ8P56DPkvHvKc0ttr+M3613hV08W5Q64i1KQ/ZFshRN/5fC7Ky/+G01lLQ8PnjBj+EjEx\nZ9cUGarqY/eeX2C17mTkyNcwGeP7u0sBHI4aduTfgaq6aW/fzO49v2T4sL8AsHv3g/h8JQC43aPR\n68PQaoNIS7+P3bt/TlzcxSQkXNmn46xbfwEORxUAGek/JyXlRyfnhIQQQpxxFEUhe+JU9q5bQ/bE\nKVgSEilv39vf3Toj3DLsll7Vd94seJOSdv/f75L2EoZFD+tepygK6ZZ0tjdux2K00GBv6A7xABQ0\nF5AQnMCVWX37+37W8/lg8c9hwyv+9wPGweALMeq0TM+KYXpWDI/OG8rO6g6W7q5naUE9u2s7AKgM\njeOF3Ct4fcgFnFe+ngl1BYSEBjNy0giMqakYBqViSElBn5iIojv07f25d45g4fPbqd7rD+6s/aCY\nuFEK0dlSYVaIM4mEeIQQQgjRTVVVNm/ezOrVq2lvb++1PiIiglGjRpGbm0t4+Ok5avTbvDYXnmYH\n+oRgNIbDV9Bx13diW1ND55YGFK1C9C3DCE4OIzg4+LDbnQrTp09n3759ABQXF9Pe3n7G/A6EEEJ8\n990y/BYuy7zHfhDFAAAgAElEQVSMUEPvag1fXPlF92vfdR5Mv3mQrcUFDK9sxNTeyejHPgFg6dBU\n3DotRAYTU6vF5PF2b6dVVQxuDy69DlVRcOp1BLk9AevD7Q60PpUglwevRoPG50MFChMiKYmxAI3o\nXAXojENpjRiMW2dG77Ef8pxGNRYxasHv2bX+NdIuv4iw2bMxDhki02sJcRxaW7/G6awFQK+PIjJy\nWj/36NQrKn6CurqPANi8+SrGjvkQgyG6n3vVw2RKJD39foqKfo/JlERmxoPd6xqbvkSlBQCfr6dK\na0L85YSGDDmqykopyT+kcO/DAJSVv0xS0jWHrfgjhBDi7DLpqmuZdu1NPZ+990iIpy8O9l0lw5LR\nHeIpai0KCPEAPDr5UcIMYUSZogK2z4nKIdIUycuzXibNknZyO/5dodGAo6Pn/Wf3QspECIroXqQo\nCsMHhDN8QDj3zc6issXOst31LN1dz/qSFmwGMx9knsMHmf5p5FbcMYOE6L5fm9YbtMy9M5fPnt9O\nTZE/yOPpUgH5HivEmURCPEIIIYTopigKu3btCgjw6PV6cnJyGDVqFCkpKaf9jSufy4urrANHcSvO\nojbctZ0AGAaFE3vbiF7tVZ+KY28rtjXVOIt6SouqHuja2YQxOeyU9f1wkpOTyc3Nxev1MmfOHMLC\nTo9+CSGEEN+INEUesY1Gp+Ocx58h+YnHce14M2Cd2eWmXecP3DoiLURl5xCUm+t/jBhO4V+ewVq0\nl86uJjZmglenMDwpj6y4YSheK/N2/hfN4PNQ0iagGI34rFYannkWj0YD+z+/+OyrUQ2DQaPFOuUq\n0hNd6JMS0ScloU9MxLmvhLrf/hbV4ejuV3h9Fc0vvUzzSy+jT0wkdPZsQufMJmjkSJRTOMWmEN8F\nUVHTGTd2AWXlLxMWOuysnEIpPCyXKkWHqnqIjJyCXh/V313qJXngTej1EYSH5WIy9VQkVRQdoEVh\nFhqN/oDlmqOeGi0x8WoqKl9Fqw0mI/0BtNrvXoVXIYQQx05vMPZ3F74zLky7kKHRQ8mwZDA8eniv\n9WnhBw/oZEZksvCyhYQY5G/0UTn/CShZDrZ6sNXB4ofgspcO2XxgpJkbJw/ixsmDaO9ys6KwgUcW\n7KLV7gbgH1+VcNGIREYnR2DQaQ65nwPpjVrm3jmCz57fTkK6BYel4oScmhDi1JEQjxBCCCECzJgx\ng9LSUsxmM5MnTyYvLw+T6fS9uK56VVzVVpxFbTiK23BVdIBX7dXOVdqO6vGh7P+y43N6sW+px7am\nBk9T18F3fpD99KdLLrkErdwsFEII8R2Q8sMfse/jBfja20GrxZidRWyshSCdBktyCunf+wGxg9ID\ntrn0178H4K3db/HkhicBLfPSU5g65ef+Bs5fgDHwAnPwpElEbd7MgpWLCY+JZUDuNWxZbgWgJec8\nJv90ZED7oBEjCD13JtYVK/jfK+8yqHQHJq+7e727poaW11+n5fXX0UZHE3ruuYTOnk3w+HEoeply\nS4i+CA0dyvBhf0VVT6/P2qdKXNxFaHUhNNQvZHD2707bQRIJ8Zf2WhYdfQ41Ne8ADvR6y3HtX6PR\nM3rUWxiN8ShK325ICSGEEOLonZt87jFve7AAT1l7Gdsat3FpRu/PCgIwR8Lc5+Cda/3vt78Nwy6H\nzNlH3DQ8SM+8kUm8+lUprXb/INt/r6vg3+sqCDZomZgezfSsaKZmxpB6hOo8BpOOS+4eiVanYeXK\nyuM+LSHEqSUhHiGEEOIs5PP52LJlCzt27GD+/PnoDphHNyUlhSuuuILs7GwMBkM/9vLgVFXF09iF\ns9gf2nHua0N1eo+8IYAKnjYHtrW1dG6oQ3V4AtcroA034m1zHnz7fiYBHiGEEN8Vuuho0j9fiLum\nBmN6Ohqzmb4WaJ+XPo+i1iKuyr6KnKicnhXG3heYTUOGYBoyhGsumos53IKt1cmW5WsBqNrTisPm\nxhQSGL7RhoVhueQSho0/h8v+sIzcuj1MqslnRkshWntndztvUxNt77xD2zvvoLVYSHz6KUKmnX1T\nAwlxrE7X8MqpEB01g+ioGf3dDQCczgbq6j4mOfmHR/ydDM5+jLrawUDsCTm2yZR4QvYjhBDiu0/1\n+fq7CwJo6mri9i9vp9pWTbWtmjty7zirP9Md0pCLYNgVsPMD//sFP4U714EpvE+b3zQ5lZ9/kI/L\n0/PvvtPl5cvd9Xy5ux6A5Egz07KimZYZw8T0KEJNvQeV6PSB15JdDg+KoqA3Hv015na7+8iNhBAn\njIR4hBBCiLOI1+ultraW8vJyHPunidi2bRtjxowJaDd8eO/Sqv3J2+H0B3b2B3d8Ha7DttfFmTFl\nWDBmWGj+9+7uijrN/9mDY08zfOt7v2LUEjw2npBJiXQVNNP+WcnJOpUTrqOjQ6bWEkIIcUbSRUWh\nizr6aWRCDCE8MumRIzd02WHdizDppwRbIgAIjTQRNyiM+tIOfD6Vku2N5Ew++E3krLhQfjA9i7+v\n1rM2cThvmbUsmGLCs2I51mXL8DY3d7f1trXR9PLfJMQjxCGoqk+qrfRBZdUbGPSRxMVddEqO53a3\nsnXb9XR2FtHlqCQ767eH/T0pioKiJJ+SvgkhhBAAtUWF7Fr1P3atXk7qOecd9/6qC3fTWF5K+phx\nhEZGn4Aenl3+vOXPVNuqAXh91+tcknYJA8MG9nOvTlMXPAMlK8HeBNYaWPJLmPd8nza9bNQAZg6O\n4+t9Tazc28SqvY1UtwVWkq9osXdX6dFpFEYnR/hDPVkxDEsMR6MJDFepqsqKtwppqrRy3o+GEZV4\n+GnS2uwuNpS2sK6khfWlzeypaeOz/et8Z2lFTSFOJQnxCCGEEGcBj8dDfn4+q1atorW1NWDd5s2b\nycvLO61GTfgcHpwl7ftDO614Gg4x3dV+2nADxowIf3An3YI27IAKQgeclqOgOWA7XZSJkMlJmPNi\n0RjPrI9FDoeDlStXsn79eq6//npSU1P7u0tnBbfbTVtbG8uWLaOhoYGgoCBycnJIS0sLqGglhBCi\nnzXshvdugsbd4GiDOb/vXpWRF0t9aQeqz0rRhupDhngA7p6VxSfbamiwOqm1e/mbPZZfPfpb4h/+\nDV1bt9L04ot0rv0aAOfevficTjRG40k/PSHOJE5nI1u2Xkt62n3Exp7f3905bdXWfsTevb8FFDwe\nG0lJ3z/mfXk8VioqXyM15cdoNIf+jFpe8Q86O4sAqKl5h8SE7xEWNuKYj3u8rNYCmptXkJp6R7/1\nQQghxOmlaMNatn+xEID/Z+++49uq7/2Pv87RtiTLe9uJRzwSO9NZJAQyWKGQhBFGCbNAC7eFlo5L\n++vtoNB5b3cLhdIyCgQoJRB2ICEJZBMnHrEzbMd727I1rHl+fyhRosjOtGMn+T4fDz0inaXvcWRZ\nOud9Pp+u/VUntY7i99PT2gxAdHJqyLwDO7awbdXr7P7oXW7/9ckFKoQjHp3xKO2OdjY1b+LX834t\nAjzHY4yFq38Dr90ZeLzzBZiwDHJOrr2ZxaDhysJkrixMRlEUajrsrN/bzvp9HWw60InTc6Qyvdev\nsLW2i621Xfzmw73EGLXMzQkEei4eFwirdR+A5u2BKj6v/3w7827Jo+Ci5OA2ehxuttR0sbm6k83V\nXVS29HJ0Vkc+OrejwD/e3IIuORmzXo1JryZSr8as12DSqTHr1Ri16rAgkSAIJ0+caRAEQRCE81h3\ndzfbt29n586dOByOkHkGg4GLLrqIGTNmjHiAR/H6cdf1BqvtuBv6wqrlHE3Sq9BlRwWr7ajjDMfZ\nBwkIvTpAlxOFaU4K+rwYpON8mfA7vPj7vcj60feR6aOPPmLHjh0AvPvuu9x///2i3dYQUhQFq9VK\nVFRUyHSn00l5eXnItJKSEgwGAwUFBRQWFjJ27FhkWVxpLgiCMKL2fxwI8AB8/kfImh88WJo9NYH1\nL72Dx7GGmpLx9Nsmh7XUOsykU/ODqwt46JUSAP7xeS03FqeTl2QmoriY9CefZN/ChfjaO/DbbPS8\n9joxt335rOyiIJwLFEWhsuoHOBwHKC17kIz0exg37vsjPaxRx+/3Ulf39KFHCs0t/yY5+YbjBnAG\n09W9iYqK7+ByNSMhkZn5X4Mum5X5MK7+Zlpa32J8wW9GLMCjKD4qKr5LS+ubAERHz8JimToiYxEE\nQRBGl9xZc9n2VqAlkbX2AH6fD/k4x7+qNm3gw6f+gNvpZMIli7jygYeD8xS/nz3rPwGgvf7g8A78\nPBWhieCPC/9ISVsJ05Omj/RwRr8Jy6DsDdjzVuDx2w/BA5tAZz6lzUiSRFa8iax4E3fOycTl9bGj\ntpv1+wJVeiqae0OW77K7eWtXE2/tagIgzSRxvUlLhEaN1+PH6/HzyfN72La1ieoxOjYf7KKqtY+T\nLbAjozDrv++k0RjH7rjs4K3LcKRdmCSBSRsI9Jj1Gkz6wP1AyEdDpF5NkkXPdVPTsBgG/j4uCBey\n0XdGShAEQRCEM2a1Wlm9ejX79u0Lm6dWq0lPT+fmm29GdxauFFcUBaXfh8/mxm/34Ld58Nk8+G1u\nfHYP3s5+3DVWFM9xUjsqCd3YyGC1HU2q6bjhm6Ppsy30V3WDWiJicgLmualokownta5jZxuOnW3I\nRg3qOAPqWD3qWMOR+3GGEQv4zJs3j927d+PxeGhra2Pbtm3MmjVrRMZyPrDb7dTW1tLc3ExTUxPN\nzc04nU4eeeQRzOYjX6yNxoFfO06nky+++IIvvvgCk8nEhAkTKCwsJC0tbcRDcoIgCOczv+Ln86bP\n+c++//DYnMeI0EQEZsx6APZ/BNXrAo/f+x58fTsAXY2VeOyBq3l9/TvZ+vY65t1y2aDPce2kFF7a\nUseWmi58foX/WVXGK/fNCrSV0WqJu/deWp/4OQCdf/sbUTfeIKrxCMIhbnc7fX1HAtCxsZeM4GhG\nL1lWM2XKi5TsuhvF72bSxGdOK8AD0GstweUKVB+oqf0j1t6doAS+a+Xm/piIiDFHPa+G8eN/Q0rK\nzURHzzjzHTlNkqRC4cjV5PsP/IZpU18asfEIgiAIo0diVg43//TXlJQEQvXOvl4O7NhCW001Ko2G\n+XfcG7K80RKN2xmo6N1Wsz9se7buruEf9HlOI2sGDPD0ufvocfWQbhbVeUJc/b9QuxGcXWBvh4bt\nkD3/jDapU6u4KCeOi3Li+O+r8mnr62fjoUDPhn0ddNrdIcs32BR+b3Pxm2VZNL5bj9oW+NzVV2mF\nvX7ajG6UY7JxKlmiMNXCrMwYZmXFMm1sNNs++yMpHfXBZVLtHaTaO7jq4JbA85ji2RWXTemhUE+3\nEkmfywvW/kH35bP9nTxzR/Fp/yy83d04v/gCX28fkVddiazXn/a2BGE0ESEeQRAEQTgPRURE0NDQ\nEDItMjKS6dOn43K5UKvVQx7g8dnc2Le14m1z4LMHQjp+mwef3QO+U+yTK4EmxYQuJ1BtRzsmEll7\nelVmYleMx3WwF02SEZXxxKl+dZwhbJrf7sFt9+A+2Bs2b6QCPhaLhUsuuYQ1a9YAsHbtWgoLCzGZ\njt/PWDjC6XRSWVlJWVkZ1dXVKANcbtLc3BwS4lGpVCQlJZGZmUlSUhKtra2UlZXR23vktWGz2diy\nZQv79u3j61//+lnZF0EQhAvVgx8/yMbGjQDMTJ7J8rzlgRmyHAjyHA7xdO6Df98LVzxBRuEk4sdO\npL12NxFRcWROSh5444dIksRPlxSy+A8b8PkVttR08dauJpZMDpTmj1q+nM6nn8Hb3o63rY2eV18j\nZsVtw7XLgnBO0ekSmDnjPfbtewyVykhMzJyRHtKopdXGMHXKC/j8LjQay4lXGMSYMffR0fkJDkcN\neXmPUVv7Z2y2QGUyn88etrwkySMa4DksK/ObtLW9T2zsJWRnPTLSwxEEQRBGCUmSSM0rYF9zoA2Q\n2+ngo78F2mAZIi1cevtXQi6eih+bFZhnjsQcF4+iKEfmSxJf+ePfz+4OXCDcPjcPr32Y/T37+dOC\nP1EUXzTSQxo9TAlw1a9g+9/h2j9BXM6QP0WCOVDR5rqpafj9ChXNvazf1876ve1sqekKVtj59od7\n0KhgkUZDoSdw3DreL7OiT8fHRg/qLDOzsmKZmRVD8ZhozPrQY+lTX/0XO/70DPqyEqKqK1F5Q8NC\nabZ20mztXF27GYA6cwK747LZFZdDaVwW1gEqEO1u6Dnp/VQUBU9jE84d23Hs+ALHjh24DxwIznds\n20bKE4+f9PYEYTQTIR5BEARBOIcpikJ9fT1arZakpKTgdI1Gw5QpU/j888/JycmhuLiY3NxcZFlm\n3bp1QzoGb48L2/oGbFtbwHucajonoIrVB9tj6bKiTipwczIktYw+O+rECx6iz40malkO/ZVdeDv7\n8XY5wTt4CGkkAz6zZs1i586ddHZ24nK5WLNmDUuXLj3j7Z7vysvL2bVrF/v378fvH/w1q9PpwtrQ\nAeTn53PppZcGHy9atIiGhgbKysooLy/Hbg+cHCksLAyrwtPY2EhsbCx6cVWIIAjCkLgo5aJgiOeV\nqle4MffGI++9GbMhMhV6GwOPS1+FfR8iXf4YNzz6HTb/51Xm3LQCXUTECZ8nL8nMXReN5ZmNNQA8\n/s4eFhYkYtKpkfV6Yu+9l9YnngAOVeNZfqOoxiMIh2g0kYwf/2sUxXfihS9warUZNSffXsHv96Io\nXlSqI58tJUnFhPG/Q5Y16HQJ1Nb+OTivau+PSU+7g8TEq4d03EMhImIMs2etwWBIG+mhCIIgCKNY\nVGIyWoMBt9OJs9eKrbsTc0xccL4uIoL7n3weY1R02DEZSZKwJCSGbdPn9XKwdCeZk4tFNeXT9Njm\nx9jashWAez68h9XLVpMQkTDCoxpFim6AwusDF5sMM/lQBZ3CVAsPXJpD8c8+osN2JGzjkeC9CA9N\nXoWFDg0qBbRIXGXXUhAZw7yF41APcjFtdEo8i554FAC/203/rl3Yt2zFsXUrzpISFHdoqCejr42M\nvja+VLMp8NzpY7EVTKImLY9fNhvp1Rlp63Pxvdd3872r8okxakPWV3w+XPv24dixA+eh0I63tXXQ\nfe+v3HNaPzNBGI1EiEcQBEEQzkEul4vS0lK2bdtGa2sr+fn53HzzzSHLzJ49m2nTphEbGzssY/B0\nOOlbV49jZ9sJK+1IWhnZpEVl0iAbNahMWuTD980atOmRqGNGR6hBkiVMM5MxzQxcla/4FXy9Lrwd\nTrwd/Xg7nYH7oyDgo1arueqqq3jxxRcBKCkpYdq0aaSnX5hla51OJ01NTTQ2NtLW1kZiYiJz5sxB\nPuYLcmlpKXv37g1bPy0tjTFjxpCcnExKSgrR0eEHfAYiyzIZGRlkZGRwxRVXcPDgQcrKyigqCr/q\n6IMPPkCj0bBixYrT31FBEAQhaGnOUp4rf47Lx17OLXm3hL5v6yPh3rXwwfeh7PXAtP4eeOvrRIx5\nhQVf+h2cRIDnsIcWjWPVriba+1y09bn4/Zq9/ODq8QBELb+RzqefDlTjaW+nZ+WrxNwu3usF4WiS\ndHqVNYWB2e3VVFQ8gjmyiPy8n4bMMxhSg/fzcn+M19vH/gO/xGrdgdW6E5/PTkrK8rM95BMSAR5B\nEAThRCRZZuriJai1OhLHZqE3hYdfTdExp7TN3Wve45N/PEXa+EIuvf1eEjOzh2q4I8Lr8eD3etAa\nTv67zpm6ftz1rK1fi9Vl5b6J94kAz7EkKXAbAVcVJvPC5oOoJJicEc3Mw+2xxkTT39HP+38ro6c1\ncBHjns+aUatl5t2Sd8LtylotEdOnEzF9OvAgfpcLZ8kuHFu2BEI9u3aheDwh62jqa4muryUaWAkc\nsKTwVNESVm6HDypa+N78LK7RddO/cyeOHdtx7izB39c39D8UQTgHiBCPIAiCIJxD2tra2L59OyUl\nJbiPSrZXVVVhtVqxWI6UXT+6BdBQcjfb6VtXj3N3OxyTX9GkmjBOT0Rl0QWCOkZNIKxzmq2wRgNJ\nllBH6VFH6eGYaqejIeCTk5NDfn4+lZWVALz77rvce++9YcGV81Fvby/l5eXB4E5XV2hf87KyMjo7\nO8OqExUWFgZ/XikpKUyYMIEJEyYQFXXyFZsGo1KpyMrKIisrK2S6w+Fg//791NXVAYSWcxaEC5ii\nKPj9flSqc/fvhDCyzFozH1z/ASp5kNeQORFu+DtMugXe+Rb0HAxMP/gZfPgD+PJrJ/9ceg0/WFzA\nwytLAPjHZ7XcWJxObqI5UI3nvvtofTxQurvj6UPVeETlNeEC5HTW4fd7MRqzTrywMKDm5jdwOAPv\nV8lJS4mIyAyZ73DUsHXbNfj9/fT27SY+biGxsZcMuK2oqGK83j4U5XAFSj/dPVtJTr5RfB4VBEEQ\nzklzlg9d69p+m43PX3sJgIaKMg7u3nnOhng+W/kC+7dtpqupgZzps7nmm/991p57csJkXrjqBd6v\nfZ97Cu85a897TmvfC24bpE4d1qf56ZIJFGnbsGglrlh0Ucg8Y6qJGx8t5tOXqti7tRWjRUvx1ZmD\nbOn4ZJ0O48wZGGcG2rT6nU6cJSXYt27FsWUrztJSOCbUk21t4lcb/8rKcQso7Kwm95V66v3Hr94p\nR0RgmDIFw7SpREwrRlKrOPhl0c5aOP+IEI8gCIIgDBPF7UfxK0jymR0Y9Xq9VFZWsn37dmpra8Pm\nq9VqioqKUJTjV8M5GYqi4G1z4NzTRX9FJ96ufiIvG4NpZjKuul761tbTv6crbD3t2Egi56ejyz25\nyiXnixMGfKyuQ8GeIQz4mDSBYM9RAZ8Fk+ayf/9+vF4vzc3N7Nixg+nTpw/17o4Yn89HR0cHiYmh\nJY+tVisffPDBcdctKSnhmmuuCQkI5ObmsmDBAiZMmDBslaoG8sYbbwTvv/zyy1xzzTXDFrYbTh6P\nh+7ubmJiYlCrxdcJ4dR4vV5qampoaGigoaGBxsZGZsyYwbx580Z6aMI5bNAAz9HGLYIHNsP6X8Hn\nfwRZDVf9EgB3v5fa3R0YLXb2bPiABXffjzzINpdMTuGlrXVsrenC61f4n1VlvHzvLCRJOlKNp60N\nX3sHPa++Sszttw/lrgrCqKcoPsorvk1fXzk52d8hLe12JOn8D5cPtZbWt+jq2gBAlGVaWIjHYBhL\nbOw82ts/RJI0OPsbj7s9tdrMtKkvU1JyF3p9CgX5vxj139sURaGj42N8PjtJSUtGejiCIAjC+UqC\ngosvZdeH72KOjWPq4tH7N6erqYHGygra62rIKZ5FRuGkkPl9nR101AdCwJmTp4Wtv3/bZvrtNjIn\nT8MYFT3k48u0ZPK1SV8Lm+7z+1BQUMviGBIAPi9s+iOs/TlYUuGrn4F2+KomSZJEQsTgn8e1ejWL\n7hpPam40UYkGIiK1gy57KmSDAePs2RhnzwbA73Dg2LkTx9Zt9L79Np6mpuCyN+37ZNDtqOLiiJg2\njYhp0zBMm4o+Lw/pqOORzvLyIRmvIIw24h1TEARBEIaS+sgHYm+bg46/lxJzUx6qSN0pb0pRFD79\n9FO2b9+OzWYLmx8bG8v06dOZNGkSBoPhtIes+BTcB3txVnTSv6cTb2d/yPye/+zHubsd1wFr2Lq6\n3OhAeCfTEjbvQifJEupoPeroIQ742Dy4beEBn4mqdL7Q1ADw8fsfkdFpwZwcfcotukYDq9VKY2Nj\n8CR/c3MzHo+Hb3/725hMpuBySUlJyLKM3x+4qliWZRITE2lubg7ZXk1NDTk5R/4TtFrtWQ8MGAwG\n0tPTqa+vB2Dv3r385S9/4eqrr6awsPCsjuV09PX1sXfvXvbu3cuBAwfwer1kZ2eLtmDCcfn9fjo6\nOoK/y1VVVdjtdjZu3BiyXENDQ9i6drsdo9F4toYqXCi0EbDox1B0I7SUQUwWm1cdoOSjely2Hfjd\nG/D7vETGJzBjyQ0DbkKSJB5bUsjiP2zA51fYXN3F27ubuXZSCrJOF6jG87OfAdDx9NNELV8uqvEI\nF5S6+mexWncAsG//z4mOmYPJOG6ER3X+kSSJ/Lyf4fM6yBn3KGZT/gnX0WpjmTr1X0iSFnmUn0Tr\nd7VQVvYNrNYdqNVRxMUtQK0+98LvgiAIwuinN5pYcOf9TLpsMc5eK2qNJmR+v91G7a4vyJt98VkJ\nwCqKQm97G4qiEJWYFDKvYv0nbPnPqwBodPqwEE/8mCOh3/QJE8O2vX31GzRWVgCw5Ds/JKd45lAP\nP4yiKPxi6y9otjfzq3m/IkJz9lp8jVr2dtjwf+BzQVc1rH0crnh8RIckSRLj56YMOK9sfSNpedFE\nJZ7Z/50cEYFpzhxMc+YQe9ed7J01e8DlGkzxlMdkUhabSVNGLl9ZfjHLpqaN+gC6IAy10f2NTRAE\nQRDOMZqECHTZlmDgxXXASuvvviD6hlwM40+t4ockSbS2toYEeCRJIj8/n+nTp5OZmXnaH14lLzhK\nO+jf00l/ZRd+h/e4yx8b4DFMiMU8Px1tmjiQejqGI+Az0TeGfaoW+mQnZo+ejk9r8CitwfkDVfA5\n3KZrJAM+brebpqamYEWOhoYG+gbpddzU1ERubm7wsUajYc6cOZhMJlJTU0lMTESj0VBXV8drr72G\nRqNh/PjxxMScWi/04SBJEitWrGDNmjVs3boVAKfTyeuvv05lZSWLFy8mImL0HMhQFIXW1laqqqqo\nqqqi6airYwAsFgutra14PB40xxzgEgSA8vJy3nrrLVwu1wmXbW9vD3nc2NjIiy++yNy5c5kzZ85w\nDVE4T3l8HtbUreHS9EsxqAcJOSdOCNwAg0mLz+tHUZz4fYHPQ1v+/S8mLrwCvWngzzl5SWbumD2W\nZz8LhGcff6eCBfkJmHRqom68IVCNp7U1UI1n5Upi7rhj6HdUEEapmOi5mEz52GyVjB37oAjwnKak\npKVYLIEr6NXqSA7WPUNG+j0h3/+02limTHnulLZ7rgRhtJoY3K7A5wOvt4eDdU+TnfWtER6VIAiC\ncD6LTR5R6w0AACAASURBVE2H1PSw6Zv//Qo73nmTL957i4V3fZXErJwB1h4aVZs28uFTv8ftdDLh\nkoVc+cA3Q+bHZYwN3u+oqw1bP3fWXJLH5RGXPgatIfQYU7/dRtPeQGt5JImUcXlh6x/YsZWk7HFD\nWqXn2bJneaXqFQC+8uFXeOqypzBrz43PI8MmMjkQ2nnr64HHm/4M45dA+oyRHdcADpZ38ulLVWh0\nKuavyGdcceKJVzoJqqgoopYvp3f1arRZWcEqOx2ZBTy/vokN+zqCy37rtd28sr2Bx5YUkpd0gb92\nhAuKCPEIgiAIwhCSVBJxdxfS+3EdfWvrQQG/w0vn8xUYZycTtTgTSRPensHhcNDW1sbYsWNDphcX\nF7Nnzx5MJhPTpk1j2rRpREZGntbYfL0unHu6SN4uE9EJXcqegfdBq0KTasRdc0wrJxkiJiVgvjQN\nTaKojjBcTi/g44TOfuZ487BJ/eT5UpAIDXgNVsEHRjbg8/TTT4edwB9IZGTkgGGAhQsXhk3LyMjg\nkUceGZLxDSWtVsvixYvJy8tj1apV9PYG/i/Kysqora1lyZIljBs3sie6FEXh/fffZ8+ePcHxDcRq\ntfKVr3wlZNrmzZupqKggPj6ehISE4E1UUzk/eb1eWlpaaGxspKuri6uuuipkvtlsHjTAk5CQQFpa\nWvAWFxcXnNfc3Mxzzz2H2+3mo48+Qq/XM21aeBlwQRjIq1Wv8uSuJ2l3tvPj2T/m+tzrT7hO9tR4\nNr62D7V+Jn5PDbHqGr6Uugf9qnvgphdB8YPHAW574CbJEJ/Lw5eN4+3dTbT3uYjtq+LTl7dz9S0P\nIuvMxN53L62PHa7G80ygGs8ZVE0UhHOJ2VzA9OL/0Nj4EqmpXx7p4ZyzkpOWAtDRsZbdpV/F7W5H\no4kiJXngKmHnG1nWkpX1TSr2fJfU1FtJTxOtCQVBEISzr7u5kZ3vrwageW8lPa0tQxLi8fT309PW\nQvxRoRwAoyUKt9MJQPvB2rD1ErNyyJ19MfEZY0keIIRjjo3DHBsXNh0ABebefDs1Jdvxe31EWKJC\nZjt6rbz568dAUUjKyeXmn/wK1RC0ULd77MH7KaYUjBpxjAiAKSug7A2oXgsosOpBuH8DaEZPFVef\n18+6FwPBL4/Lx4fPlNO0t4c5N+agHuD8xqlK/ulPSP7pT0KmRQLP56TxXlkLP327gpbeQMeArTVd\nXP2HDdw9N5OHFo7DqBPxBuH8J17lgiAIgjDEJJWM5fKx6HOi6FpZhc/qBsC+qRlXtZXYW/LRJAW+\nsDgcDjZu3MjWrVvRaDR861vfCqlqkZmZyS233EJOTg4q1al9OFYUBW+rA2d5J849nXgaAhV9jIRX\n75EjtRgKYtCPj0WfFQUqiZZfb8PX7QKVhLE4EfO8NNSx4gTUSDpRwCdpkICPt7MffKfeogvOLOBj\ns9mC1XUaGxvJy8tj5szQUr0pKSlhIR6NRkNqaiqpqamkpaWRmpp62uG10Sg7O5sHHniA9957j127\ndgGBn9W//vUvFixYcNZafXk8HlwuV0iLMkmSaG5uDgvwSJLEmDFjyMvLo7y8nNzcXNLS0kKWaWho\noK6ujrq6upDpERERJCQkkJWVxezZs0XlnnOQoihYrdZgW6zDbe58Pl9wmYsvvjjktZScnIwsyxgM\nhmBYp6OjA7PZzKJFiwZ9rri4OJKTkzl48CAAb7/9Nnq9ngkTJgzfDgrnDafXSbsz8DflpcqXuG7c\ndSesWmiK1pOUFUlLdS9a0xKmWf5JrM4B+z6An8WHr5A0Eb66gUi9hu8vzuebK3cxUa7m6tpn6P13\nFZG3/oOoG2+k82+HqvF0dNC9ciWxd945DHssCKOTLGtJT79zpIdxXujs/BS3O/C+tnfvY8THLUKj\niTrBWueHxMQvYbFMw2BIHemhCIIgCBeoCEsUUxdfyxfvvkXyuFxyZ51ZpVhbVycfPf0nDpaWYIqO\n4Z4/PBPyfeVwpR29yUxEVBSKooTMj05K4ZqHv3daz603mZix5AZmLLkBv98XNv/g7p2gBI4dSrI8\nJAEegG9M/QYJEQmsObiGx+c+jizJQ7Ldc54kwbV/gL/MBrcNOvbCp78ItH8eJVRqmcVfm8j7T5fR\n2x4Il5Wtb6SlxsqV9xVhiR+e8wSSJLG4KJl5ufH84eN9/H1jDT6/gtev8Lf11bxV0sQPvzSexUVJ\nwd8PBYn92deRLdcPy5gEYSSIEI8gCIIgDBNdVhSJD02l69/76C/vBMDb6qD1TyVEXJFGmXKQzz77\nLFipwOv1Ul5ezuTJk4PbkGWZvLzwKysGo/j8uGp66d/TiXNPF76u/kGX1SQZ0Y+PwTA+Fk2KCUkO\nPcmV8MBkXNVWdJmRqCJ1p7Lrwgg4pQo+wXDPyQd8nAd76JT6aJWtaFCR70sNCfgQo6FLZafF1UWz\ntZXG5iZ6enpCtqXVasNCPOnp6TQ1NQVP8qemppKQkIAsn99f6vV6PcuWLaOgoIC3334bu92OLMvk\n5AxPWWa73U5LS0vIraOjg4kTJ7Js2bKQZfPy8qirq0Ov15OTk0NeXh45OTkYDlWRmDVrFv394e8t\nbW1tAz63w+GgtraW2tpatFots2bNGvodFIacoih89tln1NfX09jYGNLacSCHg3qHaTQaHn74Ycxm\nc/Cgyrp16074vBqNhltuuYXnnnuO5uZmAP7973+j1WpHvFKVMPotzVnKn0v+jEljYtGYRXj9XjSq\nEwcHc6Yl0lLdiySbqHbNpdD48eALexxHnm9yKus/+4yLW3cHZlVvBEDWaom9/z5af/oYAJ3P/J3o\nm24S1XgEQThlOTnfpbNrAz6fjYL8X1wwAR4ASZJFgEcQBEEYUboII5fcdjeTFl2Fz+sNu0Cgp6WZ\nxqoKxl88H+mY41jK4UDMUesYIiNp2FOGz+PB2tZKZ/3BkBZZepOJ+598HmNU9AkvRjgTshx+oagu\nwkja+EIaKyvImlx80ttyOez02/rot9uJSkxCFxFaaWfrqteJamzmS/YxOCZ1oktKAaC6p5qMyAzU\n8gV8mjoqAy77CbxzqJr4Z3+AgmshderIjuso8Rlmbvr+dD55oZIDXwSO+3XU23j3r7u55X9mnmDt\nM2PSqfn+4gKun5rGD98sY2ttF2a/RFSHhx++sJNX8mP56ZJCEvwKEgrd0blUaDIRl4AJ54sL+N1R\nEARBuJC4XC62bNlCVlZWWPWI4SRHaIi9rQD71hasq6vxebxUKQ18seZTnJI7ZNnExMTgSfJT4e/3\n0r+3G2dFJ/2V3Sj93kEGA7pMCw2abuwJCnMXH/8LgcqsJWLSAFegC+cMv9/Pzp07GT9+PIZoQ0jA\nx26309HRQUZ6xoABH2t7N009rbRhpVW20in14ZP8AET7TeT7UvHbPLhsbj5t3MYeVSN+afAwEEBD\nXT0+pweV4cgJ1eLiYoqLT/7gwPkmPz+f9PR0Vq9eTWJiIikpKWe8TbvdTm1tbUhgp6+vb8BlW1pa\nwqYVFRWRkpJCRkbGgBXAJEka8L3qy1/+Mm1tbcFbe3s77e3teDye4DLvv/8+eXl5REcPXX914cz4\n/X46OjowGAyYzUd6i0uSxM6dO+ns7Bx03ejo6GD4LjExvC/66VbQ0uv13HbbbfzjH/+go6MDv9/P\nypUrWbFiBWPGjDmtbQoXBovOwrNXPEtedN5JhXcOO9xSC6DBMwmnEoNB6gLAoUQQYdCC1giaCIg+\n8hqUJInrLp7Ixf/ZCkCst431H7zOxZdfT9QNNwSq8bS0BKrxvPwKsXffNYR7Kwijg9/vorTsG4zJ\nuJeoqAv3M91wUakimFj0V7TaOLTamJEejiAIgiBckKKSkgec/umLz7J/2yZaDuxj4d1fBaC+opR9\nWz7nwI4tLPvej4hLP/L9QaXWMHZyMXs3bSA2LQPHAG3MTdEj8/c+a+p0sqZOx+Ww4/f7Q+bt/GA1\nB3fvpPhLy0grKAyZ99b//Zy60hIArn/0J4ydHNoOu/qLrTRWVgBQfPUyopNScHqdXP/29ehVeqYl\nTuO3l/72lL6/nVem3Q3lb0LtBlB8gbZa960D9ei5oFZrUHPFvRMoXRfFhpV7AehqsvPxcxXojRrm\n3BB6wZW9x0Xj3m7UWhVqrYxaq0KjVaHSyKi1MhqtKjBPI4ddVHw0v1+hs9GG+4CVe9Rm5ns8+O2B\n8x4b9R427Ovgit+u55FESMi9BXPvQfrM6bT97/+iLyrCUFSEOilpWANxgjCcRIhHEARBOK95vV52\n7NjB+vXrsdvtVFdXc8cdd4R8eKuoqKCiooL8/HxycnLQ64e296wkSURMT+SAt4lPPv4Eq98eMj/a\nHMWiKy+joKDgpKuPeHtcgWo7FZ24qq2DVlKRdCr0edEYxseiz41GjtBQfhKVEIRzX2NjI6tXr6a5\nuRmr1UpRURH19fXU19dTV1dHZ2cnKpWKRx99NFjBZ+WOlezZs+fIRgb5pNgt23CrfDj8/ZSq6vBL\n/gEDPCpFJlYxk+CPJN5vIcEVSdNPNqEyaY+06IozHGnTdRItus5HRqOR5cuXB6/SOlpFRQUWi4XU\n1PCrkL1eL11dXSQkJIRMb2xs5LXXXjup5/b7/fj9/pD3nsjIyNMKX1gsFiwWS0i1FL/fz4YNG1i7\ndi0AarU6JCginF2HXzPt7e20tLTQ2NhIY2MjLpeLRYsWMXfu3JDl09LSgiEerVYbDOwcrpxlNA5f\nL3uj0ciKFSt49tlnsVqteL1eXnrpJe68806Skwc+gCoIAIVxhSde6BiBlloWWqqtKIpE9fx1jJ9u\nZtuHH7H5zde55ae/In5M5sDPl5PNa/5LuVFeB0DkZ0+woi6Nx68rIu7++2j5yU8B6Pz734m++Sbk\niIjT3jdBGI2qq39PR8caOjo+JnPsf5GV9fBID+m8YzLljvQQRgW/301j48tEWiZjiZw00sMRBEEQ\nLnD7t21m/7ZNh+5vCoZ4St5fzd4tnwFwYPuWkBAPwEU33MrFN98+aDBopB1dSWf/ts1sfOV5XE4H\nts4OcqbPDgvx6I9avt8Resz72O0dnl/SVoLX78Xmt9HQ1xAW4LF77NT31ZMbnXv+t9+SZbj2j/DX\niwJVX9sqYP1vYMEPRnpkISRJovCS1GCIB6ByUwsRkdqwEE97fR8fPVtxUts1RGqZe2MOudOT8Lh8\ntNZYaT4QuLVUW/H0h7d+A0jzBl4Xbp+ftyq7WJwyF9nnRpFkqle+iuXpZwBQxcdhKCzCMLEIfWER\nhqJCVFEXTmVL4dx24Z0lEQRBEC4Ifr+f3bt3s3btWqxWa3B6bW0tNTU1ZGVlBaeVlZVRUVFBWVkZ\nsiyTmZlJXl4eeXl5WCyWk37Ovr6+YCCor6+PxYsXk5OTQ3t7O2+88UawLchhEYqOqd5McjuSsdRH\nIOUPvm1FUfA02YPBHU9T+Jeiw1QWXbBNli7TgqQ+z7/sCAOqq6sLvubWr1/P+vXrw5bx+Xw0NzeT\nnp4OEPK7MpDo6GjS09NJS0sjpWginp5+Vv+jhH53oLWSRW0iQbIQ128iwRtJjGJCRfjr73CLLvfB\n8CuOjm7RdSEFfCRJCrsypLu7mzfffBOv18ttt92GJEk0NzeHtMNSFIXvf//7aDRHDngkJSWFbV+t\nVpOQkEBycjJJSUkkJSWRkJCATje8V/bIsszs2bPp7OyktLSUqVOnoj6mr3pNTQ01NTVMmjSJ2NjY\nYR3PhaahoYHKykra29vp6Oigq6trwLDY4WWPNXnyZMaMGUNaWhpxcXFnvc2dxWLh9ttv59lnn8Vu\nt+NyuXjhhRe4++67iYuLO6tjEc5/OdMSaKkO/B08sKuL9roP2fHOKgDe+r8nuO3nvwsrDQ8QbdSS\nef1juP6zAB0eJssHiKh5n8t/2803L5nCwqSkQDWezs5ANZ577j6r+yUIw8njsdLY9MqhRwoarfg7\nLgyPnp7tlFd8m/7+eqKiZjJ1yr/Oiauqyyu+jdW6k4L8nxMdPWOkhyMIgiAModi0wLE0lUaDfFQV\n4+zimcEQT13ZLmYuWz7geueCyPgEupoaUA5V5nHZw49HG2NiMMfFo48wotZow+ZPvvxqxs24CJ3R\nSFJ2IOzR6+4lISKBNkcb05Omh62zuWkzD697mEhtJMvzlvPQ1IeGeM9GmZhMWPgjeP97gcef/Q6m\n3wPm8ON7I0mWJTImxFBX3hWcptaGHyfyuv1h0wbcnkoCRaHs00ZypydRsbEpWCF3MGqdiqTMSDJT\nI9jb1sGu+h7KTdFc3dqG3xC4yLF0wr1M3/FLdG4rvvYObGvXYjt0cSGAJiMDQ1ER+qJCDBMnoi8o\nEK2vhVHp/D0TIgiCIFyQFEWhsrKSTz75hPb29pB5kZGRXHrppSGtOLxeL/v37w8+9vv9HDhwgAMH\nDvDuu++SnJxMXl4ekydPJmqAlLbdbqeiooLy8nJqa2tD5m3cuJGcnBxMJhPd3d3B6Xq9nll508gq\nNSC7AidT+9Y14KrpJe6eQmRt4Iuf4vXjqrEG2mRVdOGzugbdb02KMVBtpyAWTYrxnDigKQyvgV6v\nR5NlmZSUFLzeI+3Xxo4dS1NTExAIfaSkpJCenh4M7phMppBt6A16Hvz6g3R1dREfH0/EoeoCil8J\ntOjqcOLtPNKiK3DrH7RyFIiAz9FefPFF3O5A273nn39+0OXa2tpCKvWYzWYKCgqIjo4OBnZiY2MH\nbI11Nmi1Wq677jouv/zysJLMAFu3bmXPnj2sX7+ejIwMJk+ezPjx40+pKprdbqetrQ2NRnNWWyaO\nJEVRgm3x2tvbURSFGTNCTw41NTWxcePGE27LaDQGf3+PlpmZSWbmwNVHzpbY2FhWrFjBP//5T/r7\n+3E4HDz//PPcd999Ye9JgjAQh8eBWlajVYUfUD5aSEutqh6WPLyQ3Ws+wOPqJyIyCq/bPWCIB6B4\n0kQ8DV+BbX8F4NvqV1njnsYvPj5AW+5Cbmz5F3CoGs8tN4tqPMJ5Q6OxMHPGavbs+W8A0lK/PMI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JiUVObctCL8SYvvhp0vwITrYNbXkGSZ66amcckfvsOBKz/G3NOBxW3n0j2f8q1XVeQkmJiY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\n06bR/957QLClliTxCCGGXU1NDVu2bCE3N5fy8hO7kr22tpbs7Gy02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RYl02cR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\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U1dXx5z//mVWrVpGRkcGHH35IZWWlr8+KFSsIDQ0dtLiEEKPXmbP3RgqPx0Hx0X+nvv4d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fleRF7wjmfkuVAF/IXoUJcXqeq8eMKJUNVbYj3nvWsX6c+nhilL\nRJ7w5XkkgVy5sr0+NMK7Fv773yMi0si7J0TynJ/Kb/T6ZSTvzBDy+4nTy34qZd9EVorI1+L03ful\nUr9hGDUQVbVkyZKlWpWAsYBGUgr5XvTlKwwhvwNwC7DFX1+c9DrQJkFZz/lkP0qhzV0C9QyLI/NV\niDZG0qcZug4TfGVOwHlGuDtJ3T8Au/vKaAfMTJJnCtAohT4xJYU21wFuAIoT1F8CjKnC/j0gnf5d\n2e0ABoTIUy+Q560YMlN8x8cCrbzxE/Pax6mnI/BeiL6+DbgT2CHkb26D8/JREnIsjY1TzmKfTEGC\n+noD34esS4Hn4pSTH5DLT/I783AraRL1+0jffyzE+CvXZ719y5KUPwtomeF+6+9fMftPjDw3BtrV\nJ2S+XsAXIa7bBuDKFH7DnriQAmH7xWlxynksxDWOpHXA2SHatkMg3yEVkUvx2u4ALPWVuRJokMn+\n49UzzVfHtSHz3ODL817YsnH3nLfiXJP3vDx/9+37EcgJ2SYBFvny/iOBbGPcKt5tIfrKW0CrTJ93\nS5YsWbJkyVLNSUAL7x038n7wnyqo0/+ePzaB3GKfXAGwO27eEeu9ZkKivAnqyMg8rqLnAGiKm78m\nqvtrYEdfGb8D5ifJ8yxJ5tAEdCsptLmh996ZqP4i4E9V2J8LfHUvzuK4Kgich/wQeYI6wwcyOSZ8\nZRwAfB6ir28Erk7hN3cmnG4nks6IU45fZkCC+o7ChYEPW98tccoZ4JcL8TtbA6+GqK8I+GeI8Veu\nzwIn4jyiJSr/NTI8hw70r5j9J0aeJwPt2iVkvt8DC0Ocx0Lg9BR+w0HA7JB9YhvQP045U1LoW78C\nw0O0rWMgX7uKyKV4bYPP+rmZ7Du+evy6w1ND5nnCl+eRsGV75+mzONfkES/P4759M1P4HY2A9b68\n5yWQbQu8EKKflHjtaVgZ596SJUvZTztgGIZhIM7jw4G+XXPiyXryuTijnyMCh77DfURshlN+RO6z\nhwMzRGSwqi6OUeR9wB+87b4ispeGs1w/27e9CHgn0M6WuElCW9/uTcD/cB846wLNcRPjet7xyvLS\n9jAuPAnAb14bSoB9cOcLnAeFD0Rkb5zy5iNgN+/YYmAJ0ADoQVm4lP44g4PI+csk9wDnetvrgf/i\nzt9uQAdvvwBjReRnVX2oEtpQmwiuUipKIl8PZ8BzgPd/IbAA2IpTLJVDRHrjVpvt6Nu9BXftVuP6\n+z64sVkHuAjoJCLDVTWu21ZVLkr+AAAgAElEQVQR2cdrS/vAoSW4Sd823Af3Tl65UNavU0acl6B3\niF69ug43blbjzk1L3AQzcl4rPHbFeeJ6m+j7IThPZStwRlVdcf1egNOAvUTkUFVdFbKOvl4dubhJ\nZ6TsZkA3ys7fgcDLItJPVUsq8rsqyI6B/9cmy+CtYnsS57I8wnrcb12H6yuR89gQuFlE8lX1vCTl\nDsZN5JsGDi0Efsb1gZ1w40O8Y0HZCN2I7jNLvDLW4wy5OlP22xsBD4pIU1W9NVEbs8gBOMPPCI+p\n6qZsNSYD1AfeAHp6/0fuf9uIvv89hjP4AdgZF24i6l0gDv1wBn7+csohIjsBbxK9arcEdy9ajnsm\n740z9AE4DPjEG7c/hWiHYRiGYRi1j6G4d9wI1XWe3AJ4n7J3ouU4nY7g5nUpk615XAzq4HRWg7z/\nfwK+9ersTtn16Qa8KSK9cL95Ku68gHv3/JHy87QTcQuw/pLhNufgFrhF9GyFuPNWhDNGiei16gKP\niMgyVX07w22obaSqg0l5TIjI0cDTuHlBBP/ctzVu7pvjydzozX3PDpYVKHcArg8HvaZ8i+vPgpv/\nhJn7JsVXn/97WSFurr3Oa3sbr77ImM2EDmZX3Dn3e9kpxumwCoFdKDv3dYFLcTqYY1V1S8g6RuKu\nEbj55H9xOuHWuLlc5PwdATwKnJzu78kQ6ehgRuEW6fmvySrcPWQT7jxGvDU1ByaISFtV/UeSck8G\n/k2ZzhzcfHg+zuArF6cnjOgK61A2Nw7SI1DGIpwubCPOm82elHm1aYnTh52kqs8mamMWOYzoZ/2D\n2WpIhmiJG4sR79uR+18O0eNzIs7gB6CXiHTWcJ4Gj8fp2sDdi2NeVxHZC6eD6eDbvQ2Yi/ue0hin\n166PG7unAl1EZJCqrg/RDsMwahLZtiKyZMmSpUwn0vDEA/yVaEvmhKt6gH8E5KcB3QIyrXDGOX65\nmcRZMYGbREXk7gjR5nq4l7dInqtiyPzLd3wt8Cegfgy5OrjVYrcB72boOkzw1R1p51LgaHyeAnCT\n0L8FztMVuI+XCkwHegbK3hF4JZCnb8g+MSVkm3/1tf10IDcgOxg32YrIrwbyqqB/Dwj87om4Sek6\nYDNOmTEduDl43iq5HQNC5DkgkOfhGDJTAn1WcQZcRwN1ArJ7BP5v57tuijNIKADqBeSa4ryr+L2Q\n3JCg3S2IXj2kOMOxTjFk84ATcBOuf8Upz19WQRyZl3wyy4HjiHHvwCkMBgMPABPjlJUfaHt+gt/6\nTED2FWC3gMyuwKSA3KQU+krkGj0A7BSQbYtb/eWXPyWD/dbfv+LeCwJ55vrybAn2pxjyPXFjMZJn\nfpz+uxNOQeb/rTH7gyffCVjjky3CxYvfOU6fLQA+AUbFKW8WztDoOKBJHJk+uHBikTq3EnjWBeSz\n6Ykn+Bw/PFP9JlBPVXniidz/FuFWhMa9/wEzfPmeCNkmf9/7PMF18pe9Gfe83jEgVxc4g+iVnR8Q\n0iuQJUuWLFmyZKl2JeD+wHvZ3lVQp/89f2wCucUx3rfm4OYs4pPLofw8yJ+3IE75GZvHVfAcRHQw\n/yUwV8fNWR8IXKNTvPOgOI8gHQN5OgTeC7cGz09AfoJPdkLINkfmiYuA4UTrjQRnPOT3+rDAf80q\nsW8V+OpcjZszf+e1ZSNOz/U+Tu9UTkdQSe1IOK/35flDIM81GR4T3XEGEv5rcmywz+Pm+UEPS39O\n0O49iJ5bbMV5oCnnkQVnkHE6Tg82Ok55/noHxJH5MvA7BsXqXzijhSOBp4Cb4pQ1wF9ngt9Zx2u3\nv32PEPDkjjOCmhKQuy1kX1nvXaNtOC+uzQKyHSnvAT2U9+GQ/dbfv+LeC3zy9XDGN5E8i0PkOZJo\nj9kzgYHB6+f9Vr/Ho2JgcIJyD/H6XkR+HU7vsGMM2Z2AC3D33CPjlLcMZ+gyjBieU3BjbBjwH1+d\na4G2CdqYTU88DwbK7JqpfhPjvEXqqExPPJH731dAv4BcHbz7n3ed/F6g4+qTA2W878sTU4eKM+L6\n1ie3Brf4tFFAriFwOdHRIZKOL0uWLNW8lPUGWLJkyVKmEyGMeLyXr1bAoUSHslLcqqm4H55wlvH+\nj/8fkuCjLnB9oPwL4siN8skUEsPYJiB/ik++iBjhugIvfmeFPH91wsiFKGdC4HevAHZNIO93Rxl5\nCZ0S79ziJnZ+F9X/DtknpqTQ5lVAlwTyhwTkY4atyXD/HhCoM1l6C2hfBe0YECLPHYE8Z8aQmRKQ\nWUZ417lv+vJ9S8BAJIb8mYExFLMenIeKhO2Oky9mmCmSKH9xH879RiBDQ9YXc+wS0ogHdz/0yz1J\nHKUoTok6MSB/RAp99ooEvyOXaMOZ9zPYb/39a0oI+dMC7U7o6h43mfe7n59OEuM+4Caf/Ari3Psp\nb0wRtl/E64cJw6AF+qN/bMX9yEB2jXheDJSZ0VBsvnqqyohHcSucE97HvHzn+vJsSHZtcatI/QZh\nF8aRuyZQbkJlLm5l4UZfnmMr4xpYsmTJkiVLlqp3IjoUxTqqwLCX9Ix4FBdOKqZBe5K8BTGOZ3Qe\nV8FzoLg5VfME8n5j/YgOJtEcsFXgHfJvCcqe4JObkEKbF5E4FP2pAfm4i7ky2LcKAnUmSsU44464\n5z2D7cgPkeflQJ5BmRoTuLnvN758M4HGSfL4QwH/RpzQTTiv3P6+OSzkOYo39/X/vgExjrfzHS8B\nOoesL54OZoC/zgT5zw60LaZRkCebC7wbaOc+KfTZEQnKbk50GLFHM9hv/f1rQgj5/wu0O2bIMp98\nE6IXuE4iQbgxnC7LH67r6zhydQNt/w3YN0T7hTg6oHj9M5Yc0UZl1yWQzaYRjz98/Foq6VlP1Rnx\nqHfeE97HvHw3+/IsJolBqXeP8X9LOiqOnN/Y8RcSfJPw5H8fKLfSFvNasmQpO6myQqYYhmFUG0RE\ngwm3AuEXXEiXSBimQtyHtqM0ceiWCylzz7kJp7xJ5MJ0LM6KO8JFIiIx5B7DrZAAN4E6MUGZEB1K\n6yVVXRFDxh/65+Mk5QGgqsVh5NLgL6r6Q4Lj9/u2c3EvoWfEO7fe/kd9uw6peBPLcYWq/i/eQVWd\nhvN0EaFvJbQhGctxypL3ccrSoJvZw4CvROSAYMaqREQOw61KibAR53ElGZep6o8hyu+BW7ECbuJy\niqr+nCiPqv4bF18d3AT9nBjl5gMn+Xbd7+VLiqbvxrQV0a56q2rsXuzbXoGLz6xx6lLc9fSHyxkd\nsp4ZqnpLvIOqWoQz+IrQW0SqNASsiDQWkStxq+AibKAsbFE8jsO5egfXx0eo6oYkea7FreQE5866\n3L1fRAbivKVFuFpV301SLhC/H4btn+rCzF3q23V0nGdYtmnt296sqr9lrSWZ45Jk9zGPZ3DKbXAr\nsk5IIn8MZW66t1LmWr0UEWlA9D3hWlWdnqhQVf0K56kwwoVJ2mEYhmEYRu2klW/75yT6lWxztqom\nDdUSkmzN4+JxriYOeRzUwawm8RzwV9wiuAiVoYM5O45uK8JTuBBfEbKhg/kBt8DifdxH7I2+Yzk4\n/cFXIrJbjLxVhoj8CecRNsJPuEUDyQg7JobjQjGB042eqKrrkuQZg/NyA87D9klBAS/8tv+6/p+q\nvhWiPRXRwfh1p79ouNA4mRi7F/m2/4MzYIlXVxFuIVqkv0kgfyKe0gQhmbz7hF/3UeXjSkRaicit\nwHW+3cuJnl/G4mzKwm/9hNPRb4sn7N3fzscZJAJ0E5F+MURPJTqc0dmq+mWStqCOmDqgFHQw64Gr\nfbuOC5MvC/h1MD9W82d9WP4c4j4GblFjhA5A/yTyp1H2LelX3EK5KERkZ+CPvl3nJPomAaCqbxId\nGn1UknYYhlHDMCMewzAMxxpcjNuJSQxywLmGjfCCqi5JJOy9xP7Lt6szZRNdv9xa3GqACOUMCiJ4\ncdb9k4wH4ohu8m3vm6idlcxaYnwkDPA5znAnwruquihJnpm+7Y4ikptO4+KwnugX4XhM9W2Xu66V\ngOJWq52BC6Ozk6r2VtUhqnogzgBsAC6USYQWwGsi0q4K2leKZwjRS0TuBl4nOrb4rar6S5IifgNe\nCFldgW/7Y1WdFTKf/xoPiXF8JGXt3opbOVbZbAr8X+ljV0Qa4jzxRHg4meLOUyz4Y14PEpEm8eR9\n3BtCxj+uGgCVoQDtJiJvBdJ7IvIVLj78zThlNjiF9jEhlHkFvu1nVHVZskZ4ij//vT9WPzzFt/0L\ncE+ycjOJqs6jTMnVFOeRrrrRwre9OmutyBwrcCtnk6Kqq4HJvl1/jCcb4/gbcQyejqDsA1xwrCfC\nf0/tIyL1Q+YzDMMwDKP24H8vWxNXyoeIHB7j3TyYJiYvKSW+TmHeGIYqn8clYL6qfpREZmbg/2dC\nGG/483RNvVkJWZhsoYKnX/MbR1WFDmYb7l17JC6MTgdV7ePpYPYDmuHC337hy7Mr8KaINK6C9gEg\njqYi0l9EniDaKANcKK2iJMWkMiYKfNvPJ1m0B5Revyd8u5LNfVcCd4VsT0Xwj93WIrJLZVcoIkHd\n8J2JjE8AVHUp4DfGOSZkdanqYDKtX40wNMZ9/X0R+S/OYOdynHESOA8pv1fVlUnKLPBtPxDGUEZV\n1+BCx0dI1g+/VtUXk5WbYfwLRruKSKMqrj8MtU0HM1tVZ4cR9HRkn/t2JdPBnObbfirOWD+ZMh3k\n96r6Upi2kFyvbRhGDaZKVzUbhmFkibfj7M/DrbbogPsoeTlwqWf5f3UsC3IR6YCLcxthclAmDq8G\n/u+Nczsb5D7KjHcOFpHfqWosOb+BzwJV/TBOvZ9R9gJ3j4hsxXntqayVXvGYrapbEwmoapGIFFL2\n0fCTRPIefg8FgruOv6bXxHJ8HsKgC9zEMkKzDNUdF1WdiovtHO94CTBVRIYAt+D6NbgVEuNIPrFI\nlw9TcM7xNC7MXDI+SabE8OFf9fBeXKnyzPFt7yciElh56C93WkivGBVCVVeLyLc4d7cAT4nIWaqa\nyu9KlQOIfi8Me297hbKVUjlAL5yL50Qk9ObhETR+qYyx1RznqSoRW4A7gX8mMzoTkRyiV6Om2w/3\nj3Hc3w9fCaF8TQkR2Q84GKeIb4Fz31wnIOY3xmgHzMtkGzKAv31h7t3VnRkpPqsnUuaBZ4CI7BpL\nkS4ibYGhvl3xjFX9fW6Gqm6MIxeFqi4SkfW4PpQLdAM+DZPXMAzDMIxaQzrvZbuS/N084QKqNEhm\n5JISWZrHxSOMPmV5Gnn88+Hm4ZsTijDzRKh6HcwTRBueBI9vxS2aegcXRiziXaYL8Bfgb5XUtEUp\n6GBuUdUJIeRCjQnPM6vfW0tlzX1fVdXNKZSdLnNxnnfzcLrF10TkbFX9rBLr7B34PxUdzBnedksR\n6aSqCxPIb8XphpPhH1eZ1q9G2NlLiVgN3Abclcwjioi0JNqYMCP9UETqEn19/B7IKow3fvoAB+IW\nSDXDzZ/9Dhf8gzsH9y0i0XXOBn7Pc7VBB5PqO8FEyvrOCSJygaoGjXnxPOPv5dsVRgeTbl9uLyKt\nQyyaNQyjhmBGPIZh1HpUdVii455hzl9woWFygCtxhiR/iiHeMfD/1yHbsFpEfsAppmKVE5GbIyLT\ncS/z4Ix1osJReKva/YYYiVbH3woMxr38twCeB34Vkbdwq5dmAt/Ec5ecQYLKoXj4PxKGyRP8qNgw\nZD1hCNtmv5vUTNZfIbxr+hcR2RfXBwBOEZHLs/gyvwS4UVUfDin/fRghbwL8O9+uE0WkTzz5AA18\n27m4EDP+1aL+iVZlKnCC3AI85G3nA++KyFKgdOwmUdSkiv+epERPAhMxF7cyMfJO2ZHkRjxJx5aq\nbggoJLM1turhJtJhPN9EDEIjjBaR00PWs6Nv2x9+AC+UmP/6ZKwfisgxwE2k7lmn0pXlabCKMo9N\nTRMJ1hBC3f98vIXz0tQa98w/FWe4GeQUygy0Cokf1rCbb3tv770hLHV9263iShmGYRiGUVtZRVmY\njer8Xpbq+1YYqnoeF48wc66NgTlXqjqYTM/RaroOpkhECnAemCLzq4tE5PoUFidlmrm4RYqvJJV0\nhB0T7Yj2wnGhiJwSTziAP19w7puD814eoUp0MN61u5OyEEY9gE9FZAFuYeh03CKzpN6GUsA/x1+e\ngp4uqKvpSGLjjpXJFlV6BENAZWtsNcMtMArjPWgfoo1dbhKRsEZffk/lwTlrB6J/f0b6oae7/BPO\nsK99EvEg1VEHs5qy8Vydn/VhSfWd4Gngdpz+ozEucsNTMeT833C+UdUvYshAtA5mUAo6mKA1Zyuc\nbsgwjFqAGfEYhrHd44XDGiUivwJjvd1nisgrqhr0oBNcaZTKqoRfKTPiSbRi6T7KjHhOE5ErAyvg\nT6DsJXkzbqVPTFT1HREZBdxB2Ue1Vjg3jhFXjitF5A1ggqp+EKOYTJCO14h08oRehhSCdFYRZLL+\nTDGOMiOeHFzIpLiryCrAZ7gPwhEUp+BbDfwPZzA2LcUYyWHisIObLPrfaX5HtFFPKjQl2ojHr2Cq\nskmQqj4sIrsBV1HWr9oDZ3kJEfkJ5+XrUVX9PGZB4fHfk9aHXe2mqltFZA1lRihJV2OG9HAVpDLG\n1lRVHVBagVOotAE64eKqn0yZd6GPRaSXqq5IUN6Ogf8PTLNdQeVHi8D/GemHInIzzmg1HeolF6ly\n/PefJiJSJwte5zJJ2PsfAKq6TUSeBi72dp1GbCMevwLp6QRenfz9eRcvpUNtUOYZhmEYhpEaKykz\n4gnlrUVVHyBGmHARmQCENYxPlZTet8KQhXlcPKpKB5NJqss8MW08Y5BbgUe9XU2Bg4BplVDdR0SH\ngVJcGNxVOOOd6Wl4kgk7JoJz3wNSrCdCcK7QjGhvJFX5IXoMbs7jv9909tKFACLyPfAi8Iiq/q+C\n9fnvjanqluOVE4t0PaRUxtiaqKoFpRWI1MF5mNkbt7D2KO/Q4cD7ItI3iUfYYD/sH1MqOZWug/F+\n62M4PVM6VFcdTORcBc9ZTSRVHUzke8rR3q4/EjDi8bw6jfTtShQW1N+fOxJnAXgITAdjGLWInOQi\nhmEY2w034ya7EUbHkAm+NKei5PBPnOrHlYJJlE0QmgIjAsf9obQmqWohCVDV+3ATogeI/sgZYUfc\nx773ReSDqoj9bFQpH+Pc50ZI1eNGWK5Q1WG+9HtVPV5V/6Sqt6jqRyka8ACElc9LtbEJCL4bZS1E\nj6pejXPN+iROGRdkZ+Bc4DMReU5EKrIyx39vS1V5G/beVq1Rx3JV/VhVTwNOpKwPdgAel8T+yjPV\nDxP1QchAPxSR44k24FmGC4s2GOfNpjGwg6pKJAE/VrTeSuY733YO6RvyVRdSvV9CtEJoTxGJMiQT\nkW5Er+6K58YZKq8/G4ZhGIZR+1nk295ZRDIddilTpPO+lZQqnscZ1Y/g4rjK0sGcHkMH8wdVPVtV\n70gzFFRV62CC8+uMz33DoqrbPAOTQbiQVbHq3h0Xsn6uiNwrIhUxrEhXBxNccFWTdTDFqrpMVd9W\n1eHAJb7DPXGhzRNRY3QwuG8MfgOe/+F0Mn1xhp6NgDo+/Uvd8kVUO/w6mPa14FlWUR3MEBHZKXD8\ncKClt12Mey+IR6a8X5kOxjBqETagDcMwPDzvELN8u/p4FtN+Vgf+b5xCFU0SlONvRxFlq3bAZ7Qj\nIl2BQ3zHyq1Ui1PmQlU9D+eFZz/gIpyx0MqA6EBgiog0wagVeG5z/de5ZTzZGkxwPB3rNz5IMS0O\nlOU37Kvy1Qyq+oWqnopb1dIHuAIXKz0YG/wPwBve6p508J/DVO5rEPLeVtNQ1RdwoaYiDMWFKIpH\n8Lfvk2YfDHrKXBX4PxP98P9827OArqo6VlU/UNXFqro+hhebVPtFVTM18P9BWWlFbNIdlymhql8C\n//HtOi0g4vfCM19VP01QnL8//7MC99TK8PxmGIZhGEb15iPftpC+h8oaSxXO44zqx8+B/7cHHcy+\n6c4XAuVUxtw3JVT1Q1U9BufhZjAu9NF7RBvP5ADnk3hRRDLS1cEEz0lt0sHcQbSRw59FpG+CLMHf\n3iTNfhj0eJLRfujd3//q2/Uy0M1b8DjNM2TaEFj4WN31LxCtgxGcF+vqQlU9U1+nTOdeh/Kelvw6\nmXdVNfh88OP3Cn9hBXQwleH5zTCMLGFGPIZhGNH4PdXkUt41Z9CF5h5hCvXiOu+WoJwgD1BmAd5L\nRLp7234vPN+o6vQw9UdQ1RJPmXS3qv4BFzrmUGCGT6wjMCqVco1qj9+af1NcqRqKqm4geoVj53iy\naeCfYHXJYLkpoapbVXWGqt7qrVBqCRwPzPOJ9aa8566w+O9JuSLSLq6kDxFpjVsxFKuc2sDfgcW+\n/28QkXgr3ZYH/s9IP1TVdUTHp69QPxSRtkB3366/eHUkytOU6q9EmoJzIR8hXTfVyfCvkgy7Oq4q\nV5/7FckjI8bInuLw5DhysfD350zeUw3DMAzDqP0EPZGMjCm1HVAF8zij+hH0plDrdDBU3tx3E9Ef\nsrOpg9nkLXL5u6oOxY3dM3BebCOcKCIHp1mFX3fSQUSCi3niEdRD1zYdzGiiwxrdlkA22A87ZagN\nwXIr2g8PoOz7ggIXa/yw1hHaV7DOqiD4rN/udDDedXzGt6t04ZTnhfBI3zHTwRiGkTJmxGMYhhFN\nMIZrcLL9H6JfHsNO1roR7eYzYdxzVf0BZ80d4Rzvw7HfgvvBkHUnqqdYVd/FeZhY4Dt0WEXLNqoH\nItKeaE8pwclobcFviHZoBsv9xLfdP0k4pSpDVYtU9UWc9yy/p6V0x+7swP9h721BuYT3tpqGOg9t\nfq81uwLnxZFdAXzv21VZ/XBABcvqEPg/kTeWCH0o7+q8WuGtaHrFt6ufiPSshKr8CsWwcd/3qYR2\nxONJnJtmcIrmw73toUDEtXMJkMxDjv+eOkBEcjPWQsMwDMMwajXqwvh85ds1QkTaZKs91YlKmMcZ\n1Y9gWN9ap4NR1ZVE6xCr69w3Y3ieUibgfqs/ZH0mdDD1cOGjwuDXwRQTfa+t8ajqb8Ctvl0Hisix\nccS/Ilpvn5F+qKq/At/6dg2oYJF+HcwKT+efjEOSi2QXVZ0FfOnbdaKI7FwJVaWjg6nK8Op+45xu\nvoXYIygLm7cW54EpEZWl1zYMowZjRjyGYRgeXixjv+vHVarqXwGCqm4m+oPnqSE/6p/u2y4CZobI\nc59v+xTgTMosyTcCj4coIxSquhF4y7erbabKNrJOMPxPbXWr+aZve6CIZGrC5h8Xu1L2Qbxa4BmO\n+D1ypTV2VfV7YKlvVzAMTzz897YVuLjetY2ngPm+/68UkXixqv398GQRCXpzSxd/PxwgIntVoKzg\nyqUwz7A/VaC+quTmwP/j0zU+EZGGcTxSLfFtdwtRzi5UYQgJz5jpPd+uPwb+Anygqv7xHgt/X25M\n9Fg3DMMwDMNIhj8sbQPgkWw1pDqSqXmcUS0J6mBS8qBdg/DPF0aISKsMleuf+/bNoG4nI6jqPKI9\naaU7dj8lOkRXWB2Mf143W1XXx5WsudxJtJHj2Fi6d2/Rld8bzDkZXHzi74cnikhY45FYhPUe46em\n6GD+4duuDzyabkEi0jLOeU5VB9ML2CXddqSKF6bcrzOMpYN5zvM0lgj/PbWLiAzNRPsMw6jZmBGP\nYRhGGX8l2t3i63HkHvZt7wMUJCpURDoR7bnhOVUNE7P4beA7b7sJ0S5Enw4aGMWoN1WvCf6QOIVx\npYwag4h0Aa707fqRcAZkNZFHKeu3OcDDnmFeRXmNsnEIcLcXWqjSyOLY9SvWjxSRgYmERaQfcIxv\n18OqqvHkaypeXPLrfLvaABfEEf8XsM3bbgzcnyHvTY8CkZBXguvfYd1tB/kp8H+iGPOIyGHAcWnW\nVaV4K8H8Xuq6Ac+KSINUyhGRzsAsoEeMw35vU308I51E3Aike63SZaJv+0gR6UD0WE3mxhlV/RwX\noizCOBHJz0TjDMMwDMPYLpiE02lEOFJE7vJCjddKTAdjiEhf3AK8CDNVdVk8+RrOHZR5pGkEPJih\nue94okNqPRwJEVxZZGPsesY3T/t2nS0ieybKIyKnAfv6dj2UTt3VHS/ct18H3g04IY6432tPPjAu\nQ824C+fBFpxn/fsSyCbDr4Np6+kb4iIiZxPeM1O2eY5o45NhInJfqs96z/DmCyCWJx+/DubIBIvq\nImP5pnjHKxG/juVkbyz3jnM8Hi8R7QHqXi8kl2EY2zG1duJkGIYRFhHZVUTuBsb4dm8l/kvfs0Rb\nWN8nIsPilJ0PvEGZ+8QtCcqNwvsY/oBvl/8jZJhQWh1EZIaIHJ9sJYKIHEB0nPoPw7TRqFpE5DgR\n+Ucc7xBB2f7A+4Df4OT/VLU4TpYajTfJv9q36yDgnZDnaj8RmSgi5eI3e+frCt+u3YApIrJ7kjIP\nFJF4SoZk9BORN0XkUBGpk6Seo4h27VuRsXsf8Kvv/+dFZL849e6LU8xHWAncXYG6qzvPAf/1/X+F\niDQKCqnqdzhlZoQ/AM+ISLNEhYtIjogMFJFXRKRcKDPP8PMG364+wORkqx1F5DARGRQo63uiVzLd\nHk8xICKDcb+9JnEx8Jnv/2OAad49MSEi0kZE7gDmEN/98mu4ZzlAHZyyupyRjndNx5IdDzYvU+Zy\nOhenHI68Q6wHXgxZzuWU/daWuHvfQckyiUgHERknIreEb7JhGIZhGLUJzxD+ZGCRb/eFwHsiEspL\noReSoqZ8yITszeOMSkJEzheRq0WkZQjZ44HJRBvwXx1HvMajqouBf/p2HQs8l+yjszdP6i8iL3sL\ng4LlrgWu9+06CHhdRFonKXeoiAwJ/QOiOUVEnhWR3skEReR8wK8PqsjY/Qdl3nhygdfi6Zo8rxx+\nXfBCXCjl2srdROunxsYyDFHVqUTrpi4TkTuSLeQRkboiMlxEpsRamKOqC4k+3yNEZIKINE5QZh0R\nOdHTl/mZSXTYr/tEpD1uAU0AACAASURBVH6cMk4G7knU9uqE9+3iVGCxb/d5OH1srEVRUYjIbiIy\nAeexrH0cMf/1bYFbPBerrFzcwuuECxIriccpM/pqC/zbd+x7QnjF9/TPlwKRxZGdcDqYhMZ9ACKy\nl4jcIyKXpNRqwzCqPVW9KtQwDKPKEZG34hxqCLTDfZT3o8C5qjo3ViZV3SIip+JeMOvh3EW+ISIv\n4j6MLQOa4V4a/0z0Co0r45Ubh38Df/fqiPCFF2M+DL1xL7trvPPwKW6itxr38bE9MARnwBMx9FlF\n7f4YX5NpgjMo+YuIzAQ+Av6Dm9hu8I53BY6kfMzmCao6vuqaWvWo6oPeZPkcb1c/4DsReQHnYncJ\nbuLcFDf298XFGY7cA2IqX1T1RRG5HTeZAuedY56IPA+8iwtDVYzz0NITOAJnAHAn0ZPNsAgwzEsr\nvLH7OU4Bvgbnind3r56jKTPK/g54Io36ABd7XET+BLzitWFHYKaIPI4zRvwFaOW163TKXAIrcJaq\n/pJu3dUdVS0RkesoM2hpCVxE7FVeV+G8tB3m/X8i8HsReQb4GLcKqwj3nNgN12cOo8wN963E5lbg\nYNw1B3cdvhORp4CpwM+4vrAzsL8nl4/7WPJBoKx/4laWgeur34jIvTjjl624mO3HUOa9ZTKwH7FX\nRVUrvGf0MOB5IGLA1BOn/PgSeAf4GvgN91vb4K7DYbi48wnnR6q6SkQewBkLgRuHn4vI/TgD33q4\nc3o6bsXgWpxB5bGZ+o3JUNVN3v0p4oLbr4x+QVU3hCxntoichfPsI7h+8YmIvI/zVjgf5yEqD2gN\ndAf64/ofVMCVtmEYhmEYNR9VLRTn3fMlyrxHDARmichs3Dtq5L1sPU5H0xrYCzdP25/o0K8JvRFX\nA7IyjzMqlda4BX/XichUYAZuccdKnPFFM9w7/3G4+ZKf61S1thtnXYP7/ZGw4yfgPHE8i9NX/UjZ\n3DefsrnvTp68fwFMKap6u7e45Xhv11Dc3PdpnN7mZ9x48899dwMuITq0cFh2wM3bTxSRJbhQSl/g\ndD1rcQsiOuPmdH5DoRlp1geAqv5PRP5CmQ52D2COiPwbN4dchfuNx3jti9wPi4BTVXUztRRV3SAi\ntwKRhSFdcbrrp2KIn4EzeOju/X8xzhvK07hrtAKnt2rmye2P64eRxVbxPDFd4ske4P1/OnC4iDyJ\n+ybwC06X3h7ohbtObYCjgC99v2Wjpy+I6BQHA197++Z4+zoCIyjTYTwAnBunXdUK71nfH3iVsmsw\nGPhCRD7B6WDm4Z714HRfnYDf485tQkcTqjpPRF6hTBcW8Vr1b9zzNQ93bzkT94xdBvzPa0OVoKrL\nRORDX51+HczjYb2Wq+pkEfkb7lsQuPvrNyLyGu48fod7X2qCu4/28Ors6sn/X4V+iGEY1Q4z4jEM\nY3vgsOQipXwPnK+qbycS8j5sDcOtdm+Ke+E/nrIJZrkswF9V9c4U2hJ5EX6W6JX8D8STT0BT3GRg\nRBK5VcBRqvpzGnUYVYfgJgRJVwnhVgL8k1q8AizAeThFy/W4iWAucJKX0kZVLxORNcBY3PnPBU7x\nUmXSBjf+k3nz+AE4UlU3VqQyb8J4Es7Vay7uXfEML8ViK1Cgqi9VpN4awiScgiUSg/syEbnHWylY\niqoWi8hwnBFXROnSGDjLS2mhqioif8B5TPqzr9xzKDNcC8u9OOVQxEhnZ1zYp1h8BpxGtCeiao33\n7DwMp/i4mDIvNPsS7X48HkW4Z2281VLX4rwhRYxVuhP72bwep2ztSxUa8Xg8RpkRj5+JMfbFRVUf\nF5FVuA9LEc9ug6lChZhhGIZhGDUXVV0iIn1wc9I/U7YQYD/KGz3EYyNu5f3NmW9hpVGl8zij0tmB\n8O/AW4BrVPWfSSVrON5il2OA24FR3u5GuHlIrLlIKozEeSSJzHUbUcE5dUg6EG5+/TVwgud1LG1U\n9R7Pg8htOF1THm4hzoVxsqwDjlXVTytSbw3hXuAy3P0U4G8i8mzQw7iqrhcXyu4xynQcrXALry5K\nt3JvgdAg4Bmc8WWk3NFeSoWIDqGX939n4niUwS2YuZQaYsQDoKo/eM/6O4AC3D1TcAvRynmbjsF6\n3HvCt3GOn49bLBfxVNXPS0F+wRlRXR627RnkMWI/I8KE0ipFVW8QkeW4+1893CLsoykzYjIMYzvC\nwmkZhrE9swXnweRzXBzhI4EuyQx4IqjqFGBv3ErzeKsfFLdKpLeq/iPNdn7p215HdMzkRKwA/uLV\nn2x1xlqcm9Cuqjo95RYaVcXXOO8SS0PIbsa51j1QVa9Q1W2V2rJqgjpuxE3unsQpfBOxCmeccTyx\nV/T4y74e99H+NSDR+dwIvED6qyn/A/wN53J3axLZX3Erk/ZR1flJZEOhqs/iDFVeTFD/NpzHnu6q\nmvC81Ra8lTNjfbtaEEdxo6pFqnoeTlnxGsmv488444pDcSvF4rVhq6qehVv99zFlbnZjsRoYj1tF\nGCynBLdK8jrccyUWhThPQ31Utbqvei6Hqm5T1b/ilDy3EV8Z5Gc+bux1VNWLvTBmscpej1POPITz\nwlVOBLeyfL+w7xSVwMdEh68A95FoSqoFqepruJVy/yDapXksNuNWjZ6HewcxDMMwDGM7R1U3qer5\nOE8Dd+JWkidjM+695SxgZ1W91nsHq85kdR5nVAof47xLrAghuxa4H+i2PRjwRPDmqBfiFplNxi2I\nSMRy3EftYThvPfHK3aaq5+IWn0ylLFRNLNYAE3DGD+nwAc5I8Osk9YCbU/0V6JWpBZCqejvOuOP9\nBPVvxukMuqrq+5mot7rjGTf6deldiLOQTlXXqeqxOK9QH5H8Oi7CLZDqo6rLErRhPc4o5A/AV0nK\nXIHzqlTOe76qbsL15XuJP0Z+whnvHEXyZ0i1Q1U3ePqqPXGLnJLprhXn8epSYDdVHRvPu5Sq/oTz\nnBzP23kxTofZQ1WTXafK4gWcMZKfaV5I+5RQ1Udw/f1+ykKlx2M9Tu/4R+IbhhmGUUORkJ68DMMw\njAR4sXb74dy3tsC9QP0EfFTREDMi8gVlngPu95RfqZZRF2fU0AnnbrERbtJQCMzFheiqtW5YayMi\nsjPOiKwlLuxRU5zxyCrcNf1SVWvcpC/TeCuaeuEUxi1xKz/X49w6zwfmpbNyyouD3RfYFTfmt+EU\nsfNx42lLhtrfAOfloyPOlXdDnPLmN+Ab4KvKNNASkSa48Djtca6G1+Am4lNromFHthCRhrhVVx1w\n4zUHNxH/AdcHwxiYxCq3Ja4f7oy7PltwiqO5uL4Ry8AkWEZj3DXuhAvd+AsunvlHte0eIiK74p6n\nrXDXAdw9cynwuaomM1CJVeaOOGXcrrjr+hMwQ1WDBjS1AhERnJHfPrh7aiNcOMdfgAXAf+x9wjAM\nwzCMZHjvZT0om8/Wwc01VuHmVN/U5IUo2Z7HGZlHRHbDfZze0UuNcLqFQpzH1m/CzL9qO97c92Bc\n+KzI3HcdZXPfhWmWuyNlc9/mpDH3DVlPY9y9aXfcvLEBTte2Amfk803Y0Dhp1t8Kp1/eGed5t5Cy\n+bl57AqJiDTD6WDa4XR2JTgdzCJgrqr+kGa5u3jltsHpYTfh9IvfAP8N0ze8vjwAN0bq4gzbFgKf\nVNSzU3VDRLrgwo1H7pvbcM/5RTgdTMp6RU8fPhA3Ropx4bM+UtXlmWp3dUJE6uA8F+6Fe2eqj3v2\nLMeFDavR70uGYSTGjHgMwzCqMSLSC7eKK0J3VZ0TT94wDMMwDMMwDMMwDMMwDMMwDMMwDMOomVg4\nLcMwjOrNNb7tqWbAYxiGYRiGYRiGYRiGYRiGYRiGYRiGUTsxIx7DMIxqioicj4uDG+HGbLXFMAzD\nMAzDMAzDMAzDMAzDMAzDMAzDqFx2yHYDDMMwDIeIjARG4uLhdgH28B1+Q1XfzUrDDMMwDMMwDMMw\nDMMwDMMwDMMwDMMwjErHjHgMwzCqD3sCR8fYvwj4cxW3xaggInIqcGqGirvCQqkZhmEYhmEYhmEY\nhmGUR0QuA4ZmqLjTVXVFhsoyDMMwDMMwjJSplUY8InIC0B/oAXQHGgNPqmrKH1NFpB1wPTAM2BH4\nGXgZuE5VV2Ws0YZhGNEUAYuBV4GbVLUwu80x0qAjcFiGyro5Q+UYhmEYhmEYRqVguhjDMAwji+xD\n5nQwDTJUjmEYhmEYhmGkRa004gGuxSmM1gPLcN4tUkZE9gBmAK2BV4D5wIHAxcAwEemjqisz0mLD\nMLZ7VHUsMDbLzTAMwzAMwzAMw0gH08UYhmEYhmEYhmEYhmFUEFHVbLch44jIQJzC6FvcKrAPSWP1\nl4i8DRwKXKSqd/v23w5cAjyoqudmrOGGYRiGYRiGYRiGYRg1ENPFGIZhGIZhGIZhGIZhVJxaacTj\nR0QGkIbiSER2B77DhbPZQ1VLfMca41w5C9BaVTdkss2GYRiGYRiGYRiGYRg1FdPFGIZhGIZhGIZh\nGIZhpEdOthtQjRnk/X3HrzQCUNV1wHSgIXBQVTfMMAzDMAzDMAzDMAyjFmK6GMMwDMMwDMMwDMMw\ntmt2yHYDqjFdvL8L4hxfiHPv3Bl4P1FBIjI7zqHf4WLFL06jfYZhGIZhGIZhGIZhbB/kA2tVdbds\nN6SSyZguBkwfYxiGYRiGYRiGYRhGhcgnC/oYM+KJT1Pv75o4xyP7m1Wgjjq5ubktOnTo0KICZcRF\ngR/WltCoRMhTCZWnSDewQ8l6ADbnFrOhfjHtc9sHylWWFS0DIIcc8leUQJph2UqaNKG4WUVOYWap\nu2099TevCCVbXKcBGxvsXMktMuJRUuIWZebkmEMxw0gVGz+GkT42fgwjfWz8GEb6LFmyhKKiomw3\noyqoCl0MZEgfU/eHpTjtS+YoljqUtN8lo2UaRiax57lhpI+NH8NIHxs/hpE+Nn4MI32ypY8xI570\niVjFJNXWqOp+MQsQmd2hQ4eeCxbEW2BWMUpKlF/Xb2Hrpm1sKypJngGY/PJLFE17HoD1+ftw3phL\naN2wdXS5WsJvm34DQBCarUtNYbX62Wf47b77AWhRUECbq65MKX+lUrQRNsfTFQaokwt5O1Zue4y4\nTJkyBYABAwZktR2GUROx8WMY6WPjxzDSx8aPYaRP586dWbhw4eJst6MaEFoXA5Wvj/n5ux8qlD/C\n6hW/wZmnALC2Xh69vv48I+UaRmVgz3PDSB8bP4aRPjZ+DCN9bPwYRvpkSx9jRjzxiVhyNI1zvElA\nrtqRkyO0aVK/rKUhaLN7Pu9+2ZmtOfVo27RzOQMegBzJid7fELaVbGPpuqVsLdlK5+adE7erUePw\nDapqchu6FIaSYti62W1LDuyQW3ntMgzDMAzDMAzDMIzaT43Sxey0x64ZKWeH3Lr8lpGSDMMwDMMw\nDMMwDMOo6ZgRT3z+5/2NZ5HSyftbOW50skRevV3pnnsEgrB6VTi3ajN+nMGFH1xIUUkRfXbpwwND\nHqjkVlYT5r0Kzxe47a5Hw4mPZbU5hmEYhmEYhmEYhlHD2S51MYZhGIZhGIZhGIZhGBEs+F18PvT+\nHioiUedJRBoDfYBNwMyqblhl0jivLuJ5p5Zt4cJktW3UlqISFwtu4aqFldY2wzAMwzAMwzAMwzBq\nNdulLsYwDMMwDMMwDMMwDCPCdm/EIyJ1RWRPEdnDv19VvwPeAfKBCwLZrgPygMdUdUOVNLSKaNq0\nXul2Tkgjnl0b70puTi6tG7SmY7OObC3eWlnNMwzDMAzDMAzDMAyjhmO6GMMwDMMwDMMwDMMwjNjU\nynBaInIMcIz3b1vvb28RmeBt/6aql3vbuwDzgCU4JZGf84EZwF0iMtiT6wUMxLluvqYy2p9NWjSr\nX7q9Q3E4I54dcnZg6oipNMptVFnNMgzDMAzDMAzDMAyjGmO6GMMwDMMwDMMwDMMwjIpTK414gB7A\n6YF9u3sJnJLocpKgqt+JyP7A9cAw4HDgZ+Au4DpVLcxYi6sJzZrWY9uWr0G3UEe3UFw8gDp16iTN\nZwY8hmEYhmEYhmEYhrFdY7oYwzAMwzAMwzAMwzCMClIrjXhUdSwwNqTsYkASHF8KnJGJdtUEGufl\nsm3jFKAYgDWrNtKiZeOstskwDMMwDMMwDMMwjOqN6WIMwzAMwzAMwzAMwzAqTq004jEqhko9RDcC\nsGJ5oRnxpEhJSQmFhYWsW7eOLVu2oBouLJmRGg0bNgRg3rx5WW6JYdQ8bPwYRvrY+DGM9LHxYxgO\nEaFevXo0btyYFi1akJOTk+0mGUatwvQylYs9zw0jfWz8GEb62PgxjPSx8WMYjpqkjzEjHqMcJQ32\nIbe4GJF6rNtYEjpf4eZCvl31Ld+v+Z4RXUYgEndRXa2lpKSEpUuXsnHjxmw3pdYTeekwDCN1bPwY\nRvrY+DGM9LHxYxgOVWXz5s1s3ryZDRs20L59+2qtODKMmoTpZSofe54bRvrY+DGM9LHxYxjpY+PH\nMBw1SR9jRjxGObY2O4S8TW6V0sat4bqIqnL4i4ezYesGAAbtOojWDVtXWhurK4WFhWzcuJEddtiB\ntm3bkpeXV20Hf01n3bp1ADRubJ6iDCNVbPwYRvrY+DGM9LHxYxiOkpISNmzYwPLly9m4cSOFhYW0\nbNky280yjFqB6WUqH3ueG0b62PgxjPSx8WMY6WPjxzAcNUkfY7NYozy5Zd1i7bqiUFlEhI7NOpb+\n/+2qbzPerJpA5EHYtm1bGjdubIoiwzAMwzAMwzAMI4qcnBwaN25M27ZtgbJ5pGEYFcf0MoZhGIZh\nGIZhGEYsapI+xjzxGOWQ3BygGIAN68MZ8QDs03IfikuK6dS8E03rN62k1lVvtmzZAkBeXl6WW2IY\nhmEYhmEYhmFUZyLzxsg80jCMimN6GcMwDMMwDMMwDCMRNUEfY0Y8Rjk2/q4JE2cvo0jg+nbh4yRe\neeCVldiqakiXI+CKRW67Tl3AhRUDbKWXYRiGYRiGYRiGkRARAcrmkYZhVBzTyxiGYRiGYRiGYRiJ\nqAn6GDPiMcrRaNOP9FjzKbklRayavw0O6pDtJlVPdsiFHVpkuxWGYRiGYRiGYRhGDSSiNDIMwzAM\nwzAMwzAMwzCqhpqgjzEjHqMcDQp/4MDVswHYvHTHLLfGMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAyj\n9mO+ZY1yNMhrVLpdtHFjFltiGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIaxfWBGPEY5mrbbja+b7M+X\nzfqwvtmeKeVdsnYJk7+bzO2zb+erX76qpBZWE4o2wKrFLq3/JdutMQyjljJ27FhEhClTpmS7KZWG\niDBgwIBsNyNtli9fzumnn067du2oU6cOIsLq1avTKqugoAARYfHixaX7Fi9ejIhQUFCQmQYbCanp\n/dEwDMMwDMMwKkqseUkYBgwYUCNc0xtGMkwXU/0xXUztoqb3R8MwDMPINGbEY5SjQZ229KrTj97S\ni8Yr26SU95n5z3D1tKsZ/814Zv08q5JaWE1Y+A7c2d2lNy7PdmuqHSJSLtWrV4/8/HxOP/105s2b\nl+0mVikRRVZtnvzHIz8/P6of5OTk0LRpUw466CDuuOMOtm7dmu0mGtsZEyZMiHmPiqQHHnggpfIK\nCgp4/PHH6d+/P9deey1jxoyhfv36ldT6zDF9+vTS3/zQQw/FlYucr0SKqylTpiRUuBQVFfHoo49y\nxBFHsNNOO1GvXj0aN25Mjx49GD16NHPmzKngr6m+zJgxg8MPP5wWLVrQsGFDunXrxh133EFxcXHo\nMiIK5ERpjz32iMoTuSbx0lVXXRWzrkWLFnHuueey55570rBhQ9q0aUPv3r156KGHKCoqqtC5iMVZ\nZ52FiNCwYcOECtcwz9GI4nXChAkxjy9dupSrrrqK/fbbj+bNm1O3bl1at27NkCFDuPPOO1mzZk2o\nNqf7USsTVJZis7CwkNGjR5Ofn0+9evXYeeedOfPMM1m2bFnoMiJK7kSpSZMmzJgxIypf8D3Bn9q2\nbRuzri1btnDvvfdy4IEH0rJlSxo1asRee+3FRRddxJIlSyp0LgzDMAyjtrFgwQIuvfRSevbsSYsW\nLahbty4tWrSgV69eXH755cyePTvbTaw0TBdjuhij+mC6GIfpYqqGbOliIs+dROlPf/pTubqKi4u5\n44476NatGw0aNKBFixYcfvjh5ebPmeLGG28sbc///ve/uHLJ9CxQdp7Gjh0b8/jKlSv5+9//zsEH\nH0zLli2pW7cuO+64I3379mXcuHGsWLEiVJuzaVyZn59Pfn5+xsvdtGkTY8aMoUuXLtSvX5/WrVtz\n4oknpvXtLB19Xqq6oCuvvJLBgwfTvn370n667777ct1117Fy5cqU22wYRmJ2yHYDjOpHk8a5Zf9s\nLUkpb6fmnUq3F65emKkmGTWYMWPGlG6vWbOGTz/9lMcee4wXXniBadOm0aNHjyy2zqhKLr74Ypo1\na0ZxcTE//PADL774Ipdccgnvv/8+kydPznbzqi2jRo1i5MiR7LrrrtluSqUxb948GjZsWOX1Hn30\n0THvQfvvv3/oMoqKinj33XcZMmQITz75ZCabV+lElEURxdHZZ59dKfUsWLCAY445hnnz5tGyZUuG\nDh3KrrvuSlFREXPnzuWBBx7grrvu4uWXX2b48OGV0oZs8corr3D88cdTv359RowYQYsWLZg8eTKX\nXHIJ06dP5/nnnw9VTiKjjcmTJ/PFF1/w+9//Pubx/v37x8x/yCGHlNv32WefMXDgQDZt2sSwYcM4\n+uijWbt2LZMnT+acc87hhRde4K233srY6up169bxzDPPICJs2rSJJ554glGjRmWk7CCPPPIIo0aN\nYsuWLXTv3p2TTjqJ5s2bs3LlSqZNm8bo0aP5+9//zm+//VYp9VdnVq5cycEHH8yCBQsYNGgQI0eO\nZP78+YwfP57XX3+dTz75hN133z1pOc2aNYt67/OzdOlS/v3vf9OiRQv222+/csebNm3K6NGjy+1v\n1KhRuX3btm1j8ODBTJ8+nT333JOTTjqJevXq8dlnn3H33Xfz2GOPMWPGDLp27Rri1xuGYRhG7UVV\nuf7667n++uspKSmhZ8+epe+k69atY86cOdx9993885//5J577uGCCy4ozXvTTTdx1VVXscsuu2Tx\nFxiZwHQx6WG6mMrDdDGmi6lssqmLKSgoiJvv7rvvprCwsFweVWXkyJFMmjSJLl26MGrUKAoLC3n2\n2Wfp168fL7zwAkcffXSoNodBVXn00UcREVSVhx9+mNtuuy1j5ft57bXXOPXUU1mzZg0dO3bk2GOP\npXXr1qxZs4ZZs2Zx7bXXMm7cOL799tu4i3hqK1u2bGHo0KFMnz6d/fffn4svvpilS5fy/PPP8/rr\nr/PBBx/Qq1evUGWF0ec9//zzUfq8dHRB//rXv+jZsydDhw6ldevWbNiwgZkzZzJ27FgeeughZs6c\nSfv27TN6ngxju0ZVLWUpAbM7deqk1Y0v5qzQe855X+855329adT7KeWdv3K+XvT+RXrXF3fpx8s+\njinz26P/1rld9tS5XfbU5TfdnIkmZ4dvXlQd08SlZ09TVdW5c+fq3Llzs9yw6gGg7hZTnlGjRimg\np59+etrlr127VteuXZt2/qqmf//+CuiHH36Y7aZUOR06dFBAFy1aFLV/4cKFmpeXp4BOmTIlO43b\nTqlp4yfTjB8/XgEdP358hctasmRJhe9nfk4//fRy42XRokUZrUNVddWqVdqgQQPt1KmTHnfccQro\n7NmzY8pGzlei+j/88EMFtH///lH7ly9fru3atVNAR48erRs3biyXd8WKFXr++efrhAkTKvKTMkas\n3+En7PhZs2aNtmrVSnNzc/Wzzz4r3b9p0ybt3bu3Avr0009XqK3btm0rPb9ff/111LHINRkzZkzo\n8g4//HAFyl2L9evXa9euXRXQqVOnVqjNfh544AEF9JJLLtHc3Fzt1q1bXNkwz9HI+AmO7SeffFIB\nbd68ub722msx806bNk27d+8eqt2xxmlVkax/psPZZ59deh383HnnnQroYYcdVuE6rrrqKgX0ggsu\nKDd+OnTooB06dAhd1nPPPaeADh48WIuLi6OO/e1vf1NAzzjjjAq32TCqirBzyE6dOikwW6uBLqM2\npOqmj/nlh59K9SQzu+2X7ebUaEwvU8bYsWMV0Pbt2+u0adNiyqxYsUL/+te/6o033hi63ETvw5F3\ntuqC6WJMF1Pd2J71MaaLMV1MIsLMdcOMn2zrYuIxf/58BbRNmzZaVFQUdeypp55SQA8++GDdtGlT\n6f5PP/1Uc3NztVWrVhm9b7z11lsKaEFBgbZp00ZbtmypW7ZsiSkbT8/iZ8yYMTH1T1OmTNG6detq\n/fr1dfz48VpSUlIu75w5c3TgwIGh9CuRerLxTE9VbxGGcePGKaAnnHBClG7j5ZdfVkC7du1aTucR\njzD6vDfffDOqH6WjC/L3Tz9XX321AnreeeeFaq9hVBequz7GwmkZ5WjerMztZJ1iTSlvlxZduHPQ\nnVy474Ucskv5Fd6GAXDooYcC8Ouvv5Y7tmXLFm6++Wa6detGw4YNadKkCX379uW5556LkluwYAFN\nmjRh0KBBcevZZ599qFu3LsuXLwec0eLEiRM5+OCDadWqFfXr16d9+/YcdthhPPvssxn8hRVj9uzZ\nXHzxxXTv3p0WLVpQv359OnXqxGWXXcaqVavKyRcVFXHXXXfRs2dPmjdvTsOGDcnPz+foo4/mvffe\ni5L9+OOPOeqoo2jXrh316tWjbdu2HHTQQVx33XXlyv3555+54IILyM/PJzc3l1atWnHcccdlzNV2\nx44d6d+/P+CsxWMxa9YsTjjhBNq2bUtubi7t27fnnHPO4aeffoop/9lnn3HooYfSuHFjmjRpwpAh\nQ/jkk0/iutuMuJxdvnw5f/7zn9lll12oU6dOlIvQjRs3ctNNN9GjRw/y8vJo1KgRvXv35umnny5X\nfyp9bM6cOZx0sAqMhQAAIABJREFU0kml7ipbtWpFz549GT16dJRb60SuQt9//32GDRtW2k86d+7M\nVVddFTMkTMSd67Zt27jtttvo0aMH9erVo3379lx55ZUphcmJuFJdtGgR99xzD127dqV+/frk5+cz\nbty4yIcRnn/+eQ488EDy8vJo3bo1o0aNYvPmzeXKi+X61/+7J02axIEHHkjDhg1p0aIFI0eO5Mcf\nfwzd3soiPz+fDh06ADBx4sRSN7QRV8eJrl22Y6s/8cQTbNq0iYKCgtI2PPzwwxmv59prr2XZsmWc\ndNJJ/Otf/6JBgwblZFq3bs29997LyJEjE5b19NNPIyJceumlMY9v2bKF5s2b07ZtW7Zt2wY4D3C3\n3norgwYNol27dqX3suHDhzNz5syK/8AETJo0iV9//ZWRI0dGrSisX78+N9xwAwD3339/hep44403\nWLZsGQcddBDdunWrUFkA33//PUC5VXh5eXkMHjwYiP3sTpeHH36YnJwcLrnkEo488kjmzJnDrFmZ\nDce6bt06LrzwQgCeeeYZjjjiiJhyffr0CVW3iDBx4kQAdtttt9JxH3SrXFhYyF//+lf22msvGjRo\nQNOmTRk8eDDvvPNOuTLDPMcjrtQBpk6dGuWKO57L6jBs2LCBxx9/nLy8vHLvAqNGjSI/P5+33367\ntG+kw7Zt20qfq2eccUba5USItOWII44gJyd6OhtZnZjJfmoYhmEYNZHvv/+eG264gdzcXN588036\n9OkTU65169aMGzeOK664Imp/rPChkTnMueeey8KFCxkxYgStW7cmJycnYWgL08WYLsZ0MU4XM27c\nOHr06EHLli1NF1MBTBeTHNPFVD9dTMQD0xlnnEHdunWjjkXac8MNN0SFhDvggAMYMWIEv/76K5Mm\nTapQm/1E+txZZ53FKaecwm+//cZLL72UsfIBSkpKOPfcc9m6dSt33nln6f0ryD777MN7772X1PNf\nfn5+6TNz4MCBUToRP5l+dkRC1i1ZsoQlS5ZE1VuR+4iqloYQvOWWW6J0G0cffTR9+/Zl7ty5TJ06\nNVR5YfR5fs/T6eqC4oUsPPHEEwFYuNCisxhGJrFwWkY5mjety9aNH4FuoY4WAYOz3SSjlhFRZgTd\npBYVFXHYYYcxdepU9txzTy644AI2btzIpEmTGDFiBF999RXjxo0DoHPnzvTr148PP/yQBQsW0Llz\n56iyZsyYwTfffMPxxx9f6orxmmuu4aabbmK33XbjxBNPpGnTpvz888989tlnPP/884wYMaIKfn1y\nHn74YV566SX69+/PkCFDKC4u5osvvuD222/nzTffZNasWTRu3LhUvqCggKeffprf/e53/PGPf6RB\ngwb89NNPTJs2jbfeeoshQ4YA8NZbb3HEEUfQpEkThg8fzi677EJhYSHz5s3jvvvuiwqBsWjRIg45\n5BB++uknBg0axEknnRTlzvGFF17gyCOPrPBvjSgYgpMXgPHjx3PWWWdRr149hg8fTvv27Vm4cCGP\nPPIIkydPZubMmVFujT/++GMOPfRQtm7dyvHHH88ee+zBf/7zHwYOHJjQ2KuwsJCDDjqIRo0acdxx\nx5GTk0ObNm0AWL16NYMGDeLLL7+kZ8+enHnmmZSUlPD2229z8skn89///rd0Agjh+9icOXPo1asX\nIsLw4cPZbbfdWLt2Ld9++y333XcfN9xwQ8xz4ufBBx/kvPPOIy8vjz/84Q+0bt2aKVOm8I9//IPJ\nkyczffp0mjVrVi7fySefzEcffcTQoUPZcccdeeONN7jlllv45ZdfGD9+fMI6g1x++eVMmTKFo446\nikMPPZRXX32Va665hqKiIlq0aMFVV13FMcccQ9++fXn33Xe59957KS4uTmmyfN999/Hqq68yfPhw\n+vfvz6xZs3j22Wf5+uuv+eqrr6hXr15Kbfbz1Vdfcccdd7B582Z22WUXBg4cSLt27ULnHz16NIsX\nL+bOO++ke/fuHHPMMQA1IkxgxHjij3/8I23btqVNmzY89dRT3HbbbeTl5WWkjk2bNvH4448DxA2x\n4yfZtTz22GNp2rQpTz75JLfccgs77BD9GvvKK6+wevVqLrvsstJj8+bN45prrqFfv34cccQRNG/e\nnB9++IFXX32VN998k8mTJzNs2LBQvyeiGFi7dm0o+Q8++AAgZvn9+vWjYcOGzJgxgy1btqTdjyNK\noETut7/99lvuuece1q5dS9u2benbty+dOnWKKbv33nszf/58Xn/9dU499dTS/Rs3buSDDz4gLy+P\n3r17p9XWIF9++SWzZ89m6NChtG/fnoKCAl588UUeeuih0O6CwzBp0qTS+3zEiDgeYa7DmDFjePnl\nl/n6669LQxMAUffbJUuWMGDAABYvXkzfvn0ZNmwYGzZs4LXXXmPYsGE8+OCDnHXWWaXyYZ7jPXr0\nYMyYMVx33XV06NAhSlnkV7wXFBQwceJExo8fH0qh9Mknn7Bp06bSjy5+cnJyOPTQQ3nooYf48MMP\nQ4XUisUrr7zC8uXL6devX7n3tQhbtmzhiSee4IcffiAvL49u3brRr18/6tSpU0527733BuDNN9/k\n4osvjlJ2vfbaawCl7z6GYRiGsb0yfvx4tm3bxsknn1z67ExE8N06EYsWLWLw4MF07tyZU045hU2b\nNtGkSZO48qaLMV1MLLZHXczHH3/MkCFDaNy4Mf/P3n2HRXF9fQD/LmXpXRALgqLYBbGgoFKsqKgJ\nxK7YS2LX+FOjAbEnYokmRiWCvVeMxoqoaBRU7NgRSRREBQTpnPcP3tmw7C4sTVDP53n2iZly5+7O\nnXa4c+7p06c5FsOxGI7FKEGIxQjnraJUllhMfpmZmdiyZQtEIpFULADIexa+dOkStLW10b59e5l1\n3d3dsXXrVpw9e7ZMXoqJi4vDkSNHYGNjA0dHR+jr62PFihXYsGFDmV6PQ0NDERUVhRo1amDkyJGF\nLquioiLzgk5BU6ZMwaFDhxAaGgpvb2+ZF6mA8rl2WFlZwcfHB6tWrZLUQ5D/nOPr64v58+fDx8dH\nqRetnjx5gpiYGNjY2KB27doy893d3XHhwgWcPXsWrq6uRZanTDyvdevWkullHQsShucsixcMGWP5\nfOzUP/ypvOmbBdnZ2bS8rwct79uDlvftQe8SU8q0fB5O68uA/x9Oy8fHR/KZOnUqtWvXjkQiEfXs\n2VMmDaSQQtDd3Z2ysrIk0+Pi4iRpgMPCwogoL33mli1bCABNnz5dZvtCqseTJ09KphkbG1ONGjUo\nNTVVZvnXr1+X1VeXqzgpnKOjoyk7O1tmekBAAAGgpUv/O24SExNJJBJRixYt5K6TkJAg+beQpjUy\nMlJmuYLfv0uXLgSAFi5cKDU9LCyMVFVVydjYmN6/f1/kdyFSnMI5KiqKtLW1CQBFRERIzXvw4AGp\nq6uTtbU1xcbGSs07c+YMqaioUJ8+fSTTcnJyqG7dugSAjh07JrX8unXrJO2x4O8vTB8yZIhUmxMI\n7WjZsmVS09PS0qhr164kEonoxo0bkunKtrFp06YRADp06JDMcm/fvpVKlSkvVWh0dDSJxWLS09Oj\n+/fvS60/fvx4AkCjR4+Wmi60QXt7e4qOjpYcfykpKWRtbU0qKir08uVLmfrII/wulpaWUvvn3bt3\nZGJiQtra2lSlShWp82F6ejo1bNiQxGIxxcXFSZUHOSlzhe+tp6dHt27dkpo3YMAAAkC7d+9Wqr4F\nCSmJC35UVVVp7NixClODylNYeuXC0rwqWu9jpHC+fPkyAaAuXbpIpgltMiAgQGb5kqZwPn/+PAGg\nGjVqlEm9if5L9RocHCwzT0gdm7+9JCYmyj2/v3jxgqpVq0YNGjSQmSevPQrTASid/rxly5Zyz2+C\nxo0bE4AS3zfExsaSqqoqGRgYyD3nCPtE3sfT05Pevn0rs879+/epWrVqpKqqSh4eHvS///2Pxo8f\nTxYWFlStWjWZ82tpjB07lgDQjh07iIgoKyuLqlatSjo6OpSUlCSzfEmH0xoxYgQBoB9++KHM6l7U\ncFrOzs4kEolkUnS/e/eObG1tSVNTk169ekVExbuOEylunwXrpmyK+rVr1xIAmjBhgtz5P//8MwGg\nmTNnKlWePMI9xfbt2+UeP8J9QsFP7dq15Q7xkJubK7mnadSoEU2aNIlmzJhBrq6upK6uThMnTpT7\nWzJWWVX29M2f66eyxWN4OK2yw3GZPK6urgrv75VR2HOJojgMkfzhtDgWw7EYjsXkxWLevHkjuR/m\nWAzHYog4FpNfUbEYIuWG06roWIw8wnBZnTt3lpl3584dAkBNmjSRu254eDgBoNatW5eovgUtWbKE\nANDixYsl0+zt7UkkEtGjR49kli/pcFp+fn4EgAYNGlQm9c6/HUXX9PK6dhAVPZyWoiHFFDl69CgB\noJ49e8qdv3fvXgJAffv2Vao8ZeJ5+Y+f0saCfv75Z/Lx8aEpU6ZQu3btCAA1a9aM4uPjlaovY5VF\nZY/HcCYeJkNVVRUk0oCI0gAA8S/fwtCgbHqCf+msZv1Z0VVQWvRS+cNNFJe81MCNGjXCgAEDZHr5\nbtq0CSKRCCtWrJDq1W9mZoZ58+Zh1KhRCAgIgKOjIwCgZ8+eqF69OoKCgrBo0SJJ7/nExETs2bMH\n1tbWMm9iq6ury32ru0qVKqX+rmVFSAlb0IgRIzBt2jScOHEC//vf/wDkvY1ARNDQ0JDbY93ExERm\nmrwUqvm/f2xsLE6ePIlatWrJpNR2dHTEgAEDsG3bNhw4cABDhw5V+nutWrUKhoaGyMnJQUxMDPbv\n348PHz5gxowZaNGihdSy69atk6TbLJhO083NDb169UJwcDDev38PPT09XLp0CY8fP4arqyvc3d2l\nlh8zZgxWrlyJhw8fyq2XWCzG8uXLZd4kefPmDbZt24aWLVvK/A6amppYtmwZTpw4gR07dkj1vC9O\nG5O3L4yMjOTWM79t27YhMzMT06dPR4MGDaTmLVq0CNu2bcPWrVuxZs0ambdKli1bBmNjY8n/6+jo\nYNCgQfDz80NERESx3uqbN2+e1P4xNDREr169EBgYiOnTp6Nhw4aSeRoaGujXrx98fX1x//59mJmZ\nKbWNSZMmoWnTplLTRo8ejZ07d+Lq1auSdJ3FUbt2baxZswZdunRBzZo1kZSUhIsXL2L27NlYv349\nkpOTsWPHjmKX+6kQ3hjKn6Vj+PDhWLFiBTZu3FjkGzLKevnyJQAU6426onh7e2PDhg3YvHmzVFt9\n9eoVTpw4gebNm0u1FwMDA7nl1KxZE15eXlizZg1iYmKk3iRV5P79+8Wqq5BKXVEdhOmJiYnFKlcQ\nEBCAnJwcDB48GNra2jLzTU1NsXTpUvTo0QNWVlZIT09HREQE5syZg/379+PVq1c4f/681LWjQYMG\nCA8Px4ABAxAcHCx5k0ZdXR1TpkxBmzZtSlTXglJTU7Fz504YGBjgq6++ApD39vegQYOwYsUK7Nix\nA+PGjSuTbZVHOyzMzZs3ERoaCi8vL5m05IaGhpg/fz769OmD/fv349tvvy3RdbwwS5YswaxZs1Ct\nWjWlli/vdhodHY3Tp0/DxMQEnp6ecocLGD58ONq3b4/GjRtDT08PT58+xdq1a7Fhwwa4u7vj8uXL\nsLW1lSwvEomwb98++Pn5YcGCBbh3755kXseOHTFw4EC512HGGGMM+HLiMsKw4vKGp4iOjpYatgjI\nu0/J/3Z5YczMzDBr1qxi1YdjMRyLKehLjcW8f/8eAMdiOBaTh2Mxn18sRp7CMveUd33zIyIEBARI\nskEJhg0bhuvXryMgIABLly4t9XaAjx+L+RjXjsJMmDAB/fv3V3q9st7vxY3nlXb7y5cvR1xcnOT/\nu3XrhqCgIJiamipVX8aYcrgTD5MrV9cRGjmASKSBlHTZsSoLE5cah+CnwXic+BhGGkb4X+v/lVMt\n2aeA8t5yBJD3R7u7d+9i1qxZGDRoEO7evYtFixYBAN6/f4/Hjx+jRo0aMg/CACQpeG/cuCGZpqam\nhlGjRsHPzw/79+/HwIEDAQBbt25FWloaxowZIzUu6qBBg7BmzRo0btwY33zzDZydndG2bVuFNysF\nRUZG4tChQ1LTihPoUlZWVhbWr1+PXbt24d69e0hKSkJubq5kfv7xp/X19eHh4YHg4GDY2dnB09MT\n7du3h4ODg8yDxKBBg3DgwAE4ODigX79+cHV1hZOTk8zNtPAbt2/fXm4aYTc3N2zbtg03btwoVuBo\n9erVMtN8fX3lpna9fPkygLzUm/LGaI+Pj0dOTg4ePnyIFi1aSOrcrl07mWVVVFTg6OioMHBkZWUl\nN4gRHh6OnJwciEQiuWkwhbHS8z9MKtvG+vXrh9WrV6NPnz7w8vJCp06d4OTkBGtra7l1LOj69esA\nIDc1tZGREZo3b47z588jKipK6g+fgOwwdgBgYWEBAHj37p1S2y+srOrVqwOATDAQ+C+AHBsbW6pt\nlLS+AmdnZzg7O0v+X1tbG9988w3atGkDW1tb7Ny5E//73/9kfrvPQXJyMvbs2SPVeQIAmjRpAnt7\ne1y5cgW3bt0qk/Snwvlf3pjXJeXo6AgbGxsEBwfj3bt3kkDr9u3bkZOTI3f4oLCwMKxevRqXL19G\nfHy8TCeCf/75R6nAkXBtEoKupVWa3yc3NxebNm0CoDh9c+PGjaWGTtDV1UW3bt3g6OgIOzs7hIWF\nITg4GL1795Ysc+PGDfTp0wdmZma4cOEC7OzskJiYiG3btmHu3Lk4dOgQwsPDlb5uKrJr1y4kJydj\n7NixUuNpCwHMDRs2lFknnvJoh4URrl9JSUlyrx2vX78G8N+1ozjXcWVUq1ZN6Q48yijt77dx40bk\n5ubC29sbGhoacjvxFLwPaNKkCX7//Xfo6urC398fvr6+OHjwoGR+eno6hg4diuPHj+PXX39F7969\noa2tjbCwMEyaNAkdOnTA3r17pdo2Y4wx9qUp7BoeHR0t88KVpaWl0rGNJk2aFGsIEo7FcCxGHo7F\ncCyGYzEciylOLKaslHcspqBHjx4hNDQUVatWLdEzalnuz7Nnz+LJkyfo2rWrVEfAgQMHYsaMGQgK\nCsKCBQuKHFZQGR87FlOe1w5lVKlSpUw7Jhf391Mmnnf27Fmlv1tR2xc6i8fFxeHSpUuYNWsWmjdv\njqNHj8Le3l6pbTDGisadeJhc2Xp20EnLO1GnpBVv3aTMJKy+nveAWEO3BnfiYRLC2JsHDhxAzZo1\n8dNPP2HcuHGwsLCQ9P5V9IcnYXrB3r9jxozB4sWLsX79ekknng0bNkAsFsuME7ty5UpYW1tj06ZN\nWLp0KZYuXQo1NTV0794d/v7+qFu3bqH1j4yMLFWgS1n9+vXDwYMHUadOHfTu3Rvm5uaSANmqVauQ\nkZEhtfzu3buxbNky7NixQxKE0dTUhJeXF5YvXy4ZU/zrr7/G0aNH4e/vj02bNmH9+vUA8h7wlyxZ\ngs6dOwNAifdFUZ49eybJBhEZGYlx48Zh/vz5qFOnDoYMGSK17Js3bwAAP//8c6FlpqSkSNVZ+K4F\nKZoOAObm5nKnC3UIDw+XG7wqWAdA+TbWunVrXLhwAYsWLcK+ffskY1XXr18fPj4+GDBggMLtAaXb\nR4aGhjKdEIQ333JycgrdbkHybvyFsgqbJzw4KUPeWPIlrW9RLCws0L17d2zfvh3nz5//LANH27dv\nR2pqqkznCSCvA8X169exYcMGrF27VjJdeLM0fwC7IGFe/rdQhSBicQKFyvD29sYPP/yAXbt2Yfz4\n8QCAzZs3Q11dXebYOXjwILy8vKCpqYnOnTvD2toaOjo6UFFRwblz5xAaGipzTi0rwjEgHK8FJScn\nSy1XHMePH0dMTAzatGlT7CCfvr4+Bg4ciEWLFuH8+fOSIFJ2djb69u2L169f48qVK5Jzo66uLmbN\nmoW4uDisWrUKK1euVGp878LIewMRyAtgtmjRAteuXUNERIRU4LiytUNFhGvHqVOncOrUKYXL5b92\nKHsdLw/l2U6zs7MRGBgIQPkAZ37jxo2Dv78/zp8/LzV96dKl2Lt3L1avXo2xY8dKpru7u2Pfvn2w\ns7PD5MmTuRMPY4yxL1q1atUQFRUl1fFE4OLiIvnjTHZ2drH/WFfcexOOxXAsRp4vMRZTEMdi8nAs\nhmMxZamyxWI2bNgAIsLw4cPlXm/Ls77y6gLIxmJMTEzg4eGB/fv34/Dhw/Dy8pLMq2ztUJHyvHaU\nh7Lc78rG83799VfMmTOnTLdftWpVfPXVV7C3t4eNjQ2GDh2KO3fuFFlnxphyuBMPk4vURcD/d+JJ\nfi/7xmxhauvXhppIDdmUjX9S/kFqVip01Hk4LqDshqj61BkaGqJ+/fq4fv06rl+/DgsLC8kNgdCL\ntyAhBWPBG4caNWrAw8MDBw8exP379/Hu3TvcuXMH/fr1k0nfp6qqismTJ2Py5MmIj4/HxYsXsWvX\nLuzduxd3797F3bt3C32bbNiwYXLfLChLEREROHjwIDp16oRjx45J3dzn5ubip59+kllHS0sLvr6+\n8PX1xYsXL3D+/HkEBQVh27ZtiI6OxoULFyTL9ujRAz169EBqaiquXLmCo0ePYt26dejZsydu3LiB\nRo0alXhfKEtTUxNt2rTB8ePH0aBBA4wfPx4dO3aU3NznLzspKQn6+vpFlikskz+NY36KpgOKe5QL\ndZg6dSpWrFhRZB2A4rWxtm3b4ujRo8jIyMC1a9fw119/Yc2aNRg4cCBMTU1lhoKTV7dXr15JZdoQ\nlHYffcmE80ZqamqpyxIeXrOzs2XmlUUa3JLYuHEjAGD9+vWS4HFB27Ztw88//yxJMS60I+GBWJ6E\nhAQA0oG+li1bQkNDA7GxsXjw4AHq169fJt9hyJAhmDdvHjZv3ozx48fjxo0buH37Nnr37i1z3p83\nbx7EYjEiIiKkUooDwNixYxEaGlomdZKnfv36iIiIkLylml92djaePXsGNTU11KlTp9hlC4GX/B0Y\nikNeO4+KisLjx49hb28vN6Du6uqKVatW4dq1ayXapuDWrVu4evUqgLzzoCIbNmyQ6sRT0nbYrl07\nbNq0CWfOnMGCBQtKVXdlCPVcvXo1Jk2apNQ6xbmOlzXhuFT0hvSjR48AADY2NsUuOzg4GC9fvoSz\ns3OJjn/hzeyC5+OjR48CyGuTBdna2sLY2BjPnz/Hmzdvij0cGWOMsc/flxKXcXJyQkhICM6cOYMR\nI0aUadnFfaueYzEci5GHYzEsP47FcCymrFSmWExmZiY2b94MkUiE0aNHy12mbt26UFVVxdOnT5Gd\nnS0zxGBpnsnze/36tSSr3YABAxR2WtywYYNUJ57SxGIA4Ny5c8jJySn3Ia/L+9pR1soyFqNsPC8y\nMrJctg/kda5u1KgRIiMjkZCQUKmGS2XsUyY7aC9jAERiVaSLCIkqufiQIXvDWxh1VXWMsR2DeW3m\nYXO3zRCrisuplhVMpAKoauR9VEqfYvBLI6ReFXpq6+npwdraGv/884/kJiG/kJAQAJCbju/bb78F\nkHeTqezNtJmZGb7++mvs2bMHbm5uePLkSaXoJfz48WMAQK9evWR651+9ehVpaYWnxrKwsMCgQYNw\n4sQJ1KtXDxcvXpR7k62jowM3NzesWLECc+bMQWZmJo4fPw4AaN68OQDg4sWLch94C9sXxVGtWjXM\nmTMHqampMmmchXFalf3DZf46F5Sbm4tLly4Vu36tW7eGiopKif94qmwb09DQgKOjI/z8/PDLL78A\nAA4fPlxo2cL3PXfunMy8xMREREZGQlNTU+ZBmRXtypUrAFCih/mChPTCL168kJkXERFR6vKLKyIi\nAjdu3ED16tUxcuRIuZ9mzZohKSkJe/bskawnvAUXHh4u95wA/Jd2Pf8bc1paWpI3O5XpPKHsW1gW\nFhZwc3PDlStX8ODBA2zevBlA3lthBT1+/BiNGjWSORZyc3Plni/KkpBi/a+//pKZd/78eXz48AGO\njo7FDgj8+++/+PPPP2FgYIC+ffuWqG5///03AOl2Lvz+QvClIGEYKLG4dPd1wnXaxcVFYTvU0tLC\nzp07pd6QEtqW0NYKys7OlhxX+duhl5cXjI2NcfnyZZw+fbrQuinbBoXgk7w3UIt7/SqoqOu4iopK\nmb752qZNG2hpaSEsLEwmS1tubi5OnjwJQH6HmaII+7okWXiA//Z1wfOxsJ+ENllwnvDGWGnbKmOM\nMfYpGzZsGNTU1LBv3z6poSMqGsdiOBZTFI7FfJk4FsOxmLJSmWIxBw8exOvXr9GpUyeFbVs4F334\n8EHueU+4Rsgbxq84Nm/ejMzMTLRo0UJhOzQ1NcXp06fx7NkzyXpFxWLyz8vfDp2dndGgQQPExsZK\nMvQqkpubq1SmsMJiMeV97VBVVS3TWIy1tTVq1aqFhw8fSv3eguLs95LE88ojFvTvv/8CQLl32GLs\nS8KdeJhcyXb6WGOQjo36Gcg20yx6hQLG245H3/p9YV/VHuqfaweXRr2BefF5H68/Kro2n5RDhw7h\n2bNnUFdXh6Ojo2T6iBEjQET4/vvvpW6KEhISJA8d8t4g69ixI2xsbLB582bs2bMHNjY2MjcYGRkZ\nOHPmjCRltCArKwtv374FAJlxyyuClZUVANmAQHx8PL777juZ5YU0iQWlpqbi/fv3UFNTk9ygnTlz\nRm7gSXgzSvj+NWvWROfOnREdHY1Vq1ZJLXvlyhXs2LEDRkZGUmM4l9TEiRNRtWpVBAUFSXXemjBh\nAtTV1TF16lS5PcIzMzOlbsqFMcxDQkIkN7mCDRs2KOxVXhgzMzMMGjQIERERWLBggdwH5idPnkhu\ntIvTxi5cuCA3XWXBfaHI4MGDoa6ujjVr1kiCjYJ58+YhOTkZgwcPLre3BT518h7oiAhLlizB5cuX\nUaVKFXTr1q3U22ndujUAIDAwUKr9vHjxAn5+fqUuv7iEP6hPnjwZAQEBcj/C2yrCskDeecnZ2Rmv\nX7/GwoUd7sL5AAAgAElEQVQLZcq9ffs2AgICoKamhsGDB0vNW7hwIWrWrInt27fj+++/l3sOSkhI\nwKRJk7Br1y6lv4vwJu4ff/yBnTt3wsTEBD179pRZzsrKCo8ePZI8SAJ5+3r+/Pm4d++e0tsD8t5s\niYqKUnp5Ly8vVKlSBbt27ZIKFKanp2Pu3LkAIElBLfjw4QOioqIQExOjsNw//vgDOTk5GDJkSKHn\nirCwMLnpjrdt24bdu3dDLBZLBZ6aNGkCQ0NDxMTEICAgQGqdxMRELF++HEDeNTc/X19fhWOOF5SW\nlobt27dDVVUV27dvV9gOPT09kZKSgp07d0rWHTx4MFRVVbFx40bcvn1bpuyFCxfi9evXcHFxgaWl\npWS6np6eJCjfr18/nDhxQm7d/v7770IzA+UnZHeRt59atmyJ9u3b48CBA9i0aZPc9W/fvo34+HgA\nxbuOC9uWF4wWvHz5ElFRUQpTIhekq6uLIUOGIDU1VWYfrl27FtHR0ejatatMwPHJkyeIiopSGGh7\n/vw5Tp48CRMTE3h6eirc/t27dyXXyILrT5gwAQBkzivt27cHACxevFgm4Ozr64vs7Gy0atUKenp6\nCrfLGGOMfe6sra0xd+5cZGZmwt3dXWFnivLOSsGxGI7FFBfHYj5fHIvhWMyXEIvJT9mXjYX6zJ07\nF+np6ZLp4eHh2L17N0xNTWWeq4OCgiASiZTOVCfEeX777TeF7XDs2LEgIqmY0FdffQUDAwMcOXIE\nZ86ckSk3KCgIkZGRsLa2lmTfAfJeQPr999+hpqaGSZMmYdu2bTLnaQC4d+8eunTpInf4z4IKi8WU\n57VD2Pbr168VdupNSEhAVFSUwo40BYlEIowbNw4AMHPmTKn43eHDh3HhwgU0atQIzs7OUuvFxMQg\nKioKHz58kExTNp6Xv6ySxIKioqLkZgvMzc3FDz/8gPj4eDg6Oko6UjLGSo+H02JyGSY8ROfXlyHO\nzcDbWymAQ62KrhL7ROW/CUhNTcW9e/ckD/aLFy+WGh97xowZOH78OA4fPgxbW1t0794dHz58wN69\nexEfH4+ZM2dK3QwKhJueadOmAZB/Y5yWloZOnTrBysoKDg4OsLS0RHp6Ok6dOoX79++jV69eH+VN\nmaVLlyIoKEjuvEmTJqFVq1ZwcnLCgQMH4OjoiHbt2iEuLg7Hjx9H/fr1pdIcA8A///yDNm3aoGHD\nhrC3t4eFhQWSk5Nx9OhRvHr1CpMmTZL8EWv69OmIjo6Gi4sLrKysIBaLce3aNZw9exaWlpbo37+/\npNzff/8dTk5O+P7773Hy5Em0bNkSL168wN69e6GiooLAwMAy+eOYtrY2Zs2ahalTp+LHH3+U/MG2\nQYMG2LRpE0aMGIHGjRujW7dusLGxQVZWFmJiYnDhwgWYmppKHuJUVFQQEBCAbt26oVevXvD09IS1\ntTVu3bqFU6dOwd3dHcePH5cam1cZa9euxaNHj/Djjz9i69ataNeuHapWrYp///0X9+/fR3h4OHbu\n3InatWsXq435+/vj5MmTcHFxQZ06daCrq4u7d+/i+PHjMDIyKjJrgZWVFVatWoXvvvsO9vb26Nu3\nL0xNTREaGorLly+jQYMGWLZsWQn2yJehQ4cOsLGxQatWrVCjRg0kJSUhLCwMd+7cgba2NrZv365U\n6vCiODg4oEOHDjh//jxat24NNzc3xMXFITg4GF27di30D/FlTegQoaamJvctKYGbmxvq1KmDS5cu\n4e7du5IU4X/88Qc6dOiA+fPn4+jRo3B2doampiYePnyII0eOIDs7G2vWrIG1tbVUeVWrVsWZM2fQ\np08fLF++HJs3b0bnzp1Rq1YtZGZm4v79+zh37hwyMjIkaX2V8fXXX0NfXx+rVq1CVlYWJk6cKHds\n8alTp2LcuHFo3rw5PD09oa6ujrCwMNy7dw8eHh4IDg5WepvC8Stk+SiKvr4+Nm7cCC8vL7i4uKB/\n//4wNjbGkSNH8ODBA3h5eaFfv35S61y9ehWurq5wdnaW+3Znbm4u/vgjr+NwUeeJQYMGITc3F46O\njqhZsybS09MRHh6Oq1evQk1NDevXr5f8sQLIe/tr1apVGD58OEaPHo1du3ahefPmePfuHY4cOYLX\nr1+jTZs2GDlypEydAMikfJZn9+7dSExMhIeHh8z1LL9Ro0Zh27Zt2LBhgyTldN26dSVDVLVq1Qoe\nHh6wsbFBeno6QkNDce3aNVSvXl0mYCH8FmlpaZgwYQK6desGOzs7SWDhzZs3uHz5Mm7evKl0ut+O\nHTvi559/xujRo+Hl5QVdXV0YGhpKOp3s2LEDbm5uGDlyJH755Rc4ODjA0NAQsbGxuHXrFu7cuYPL\nly/DzMysWNdxYdu7du2Ch4cHWrRoATU1NXTo0AEdOnQAAMyePRubN29GYGCg0sG8xYsX49y5c1ix\nYgUiIyPRunVr3L9/H4cPH4aZmRl+/fVXub/B8+fP8ezZM6l2JAgICEBubi68vb0L/SPG3r17sXTp\nUri6uqJ27drQ09PDkydP8OeffyI9PR3du3fHjBkzpNb54YcfEBwcjDNnzqBBgwbo1q2b5A2yq1ev\nQktLC6tXr1bquzPGGGOfsx9//BFEhAULFsDJyQktWrRA69atYWxsjMTERERHR0syFQr3EmWNYzEc\ni+FYDBNwLIZjMaWJxcjrACJPRcdiBI8fP0ZISAiqVq2KXr16Fbps//79ceDAAezbtw/NmzeHh4cH\n3rx5g927dyMnJwcbN26UOTaKE4s5d+4cHjx4gKZNm0o6uckzcuRILFq0CIGBgZg/fz7U1NRgYGCA\noKAg9O/fH126dEG3bt3QrFkz5OTk4OrVqwgNDYWBgYHkha38nJ2dceDAAQwZMgRDhgzBggUL4OLi\nAlNTUyQlJSEiIgJXrlyBjo6OZBi5wri6ukJFRQWzZ8/GnTt3JJ1FhM5Z5XXtAPJiIOHh4ejWrRs6\ndOgADQ0N2NrawsPDQ7Lt+fPnw8fHR6mX3ABg2rRpOHr0KPbt2wcHBwd07NgRMTEx2Lt3L7S1tbFp\n0yaZ6+fQoUMRGhqKkJAQuLi4AFA+njd06FCpsoobC/rrr7/w/fffo0OHDrC2toaJiQni4uIQGhqK\np0+fwtzcXDJ0IGOsjBARfyroA+BavXr1qDJa+fOvtLxvD1retwf9tNC/TMtO+GMT3avfgO7Vb0Cv\nliwt07Ir2r179+jevXsVXY1KAYDMR1VVlczNzalXr1508uRJueulpaXRokWLqHHjxqSpqUm6urrk\n5OREO3bskFouOTmZkpOTJf//9u1bUlFRIQ0NDUpISJApNzMzk5YtW0bdunUjCwsL0tDQoCpVqpCD\ngwOtW7eOMjIyyvYHKMDZ2Vnub5L/c/DgQSIievPmDY0fP54sLS1JQ0OD6tSpQ7Nnz6bU1FSytLQk\nS0tLSbnv3r2j+fPnk6urK1WvXp3EYjGZm5uTs7Mz7dixg3JzcyXL7t69m/r3709169YlHR0d0tPT\no8aNG9OcOXMoPj5eps6xsbE0btw4qlWrFqmrq5OJiQn17t2brl69WqzvbmlpSQDo2bNncuenpaVR\n9erVSSQS0c2bN6Xm3bp1i7y9valWrVokFovJyMiIGjduTGPGjKEzZ87IlPX3339Tp06dSFdXl3R1\ndaljx4506dIl+u677wgA3bhxQ2p5AOTs7Fxo/TMyMmjNmjXUtm1b0tfXJ7FYTBYWFuTm5kYrV66U\ntLfitLETJ07QsGHDqGHDhqSvr0/a2tpkY2NDEydOpOjoaKnt+/j4EAAKCQmRqduJEyeoc+fOZGho\nSGKxmKytren777+nd+/eySwrtEEi2eMnMDCQAFBgYGChv4XA29tb4T4trL6KtiNvPxRWzrNnzwgA\neXt7K1XfgmbMmEEdOnSgatWqkYaGBmlpaVH9+vXpu+++oydPnhSrrKLq8u7dOxo1ahSZmpqSWCym\nxo0b0/r16xWuJ++3Le33JSLasGEDAaCvvvqqyGUXLVpEAGjSpElS0+Pj42nWrFnUtGlT0tHRIXV1\ndapRowb17duXwsLCCi0zIyODAgICyN3dnczNzUldXZ10dXWpSZMmNHHiRLp161axv9PIkSMl58+I\niAiFywUGBpKtrS1pa2uTiYkJ9enTh27duqWwjSk6LwjbKnj8FOXixYvk7u5OhoaGpKmpSU2aNKEV\nK1ZQdna2zLIhISGFnpeOHTtGAKhNmzZFbnfp0qXUqVMnqlmzJmlqakquJ8OGDaPIyEiF64WGhtJX\nX31F5ubmpKamRjo6OmRvb09LliyhtLQ0meX79OlDKioq9ODBgyLr5OjoSADo8OHDRS5rY2NDAOj6\n9etS0y9evEh9+/alGjVqkLq6Ouno6FDTpk1p1qxZ9Pr160LLjImJoZkzZ1Lz5s3JwMCA1NTUqEqV\nKuTi4kIrV66kpKSkIusl8Pf3pwYNGpBYLCYAUtdmorzz7KJFi8je3p50dHRIU1OTrKysqHv37rR+\n/XpKSUkhouJdx4mI4uLiaMCAAWRmZkYqKioEgHx8fCTzhXOIsudzwZs3b2jSpEmSa765uTkNHz6c\nXrx4IXf5wq7t2dnZVL16dQJAUVFRMr9L/uPn3Llz1L9/f6pfv77UPunUqRNt3rxZ5vsL4uPjafr0\n6dSgQQPS0NAgdXV1qlWrFg0bNozu379frO/OWEVT9hmyXr16BOAaVYJYxufwqWzxmPiYfyVxkr+b\ntajo6nzSOC4jKyoqiqZMmUK2traS662RkRG1bNmSpkyZQteuXZNZp7DnkoEDByq8H87/3EnEsRgi\njsVwLEb6mMh/P8yxGI7F5MexmMJjMUSyz5OFqahYjGDmzJkEgGbNmqXU8llZWbRixQpq0qQJaWpq\nkqGhIbm7uyvcx1OmTCEAdOrUqSLLHjhwIAGg1atXF7ls586dCQAdOHBAavrt27dp2LBhZGVlJTl+\nbWxsaMKECTLnz4ISEhLIz8+P2rZtS8bGxpL7kLZt29KCBQsoLi6uyHoJtm7dSra2tqSpqSnVNgTl\nce0gIkpJSaFx48ZRjRo1SFVVVebcILTr/PEZZXz48IF+/PFHqlu3LonFYqpSpQp5eXnR3bt35S4v\nXFPknaOLiufJO36KEwu6ffs2ffvtt2Rra0smJiakqqpK+vr61LJlS/Lx8aE3b94U67szVhlU9niM\niEi5Hqys7IlEomv16tWzL0lq0fL2+7rNSD23FwCQXtcBPyyaV2Zlv9kUiPiffgIAGA8bhqqz/ldm\nZVc0YZxxHvu4/AljdQpvIJ07dw6urq4YPHgwtm7dWpFVY5WQk5MTrly5gqSkJOjo6FR0dSpcweOH\nMaY8Pn7+Q0QwNTWFm5sb9uzZU9HVYZ8APn4Yk6XsM6SNjQ0ePXp0nYhafIx6fe4qWzzm9YuXSOjs\nBgBI1tCBw82IItZginBcpvzx9Zwpi2Mxsvj4Yazk+Pj5j729PdTU1HD16tWKrgr7RPDxw5isyh6P\n4eG0mFwGtRrgglFHQCSGpZFVicpYeW0l7iTcwaN3j3Cw90GYaJmUbSUrWuob4M3/jxutZQyY2lRs\nfb5wP/1/xzBhKAv25fnw4QMyMzNhaGgoNT0oKAiXLl2Cu7s7B40YY6wM3blzB2/evMHs2bMruiqM\nMcYYY4yxCsCxGMYY+7iSkpJw8+ZN7N+/v6KrwhhjrBxxJx4ml7bIBI6wBQhIfK1a9ApyXH15FXfe\n3AEAPEl88vl14ok+D+wdlvfvRr2BvlsqtDpfort37yIkJATXrl3D8ePH0bNnTzg4OFR0tVgFiYmJ\nQfPmzdG5c2fUrVsX2dnZuHHjBi5evAhDQ0P4+/tXdBUZY+yz0rRpU3BWT8YYY4wxxr5cHIthjLGP\ny8DAADk5ORVdDcYYY+WMO/EwufT0xJJ/i7JyS1RGPaN6kk48jxMfo3W11mVSN8YEkZGRmDNnDvT1\n9fHNN9/gt99+q+gqsQpUtWpVDBo0CKGhoQgJCUFGRgbMzc0xfPhw/PDDD7C2tq7oKrJyEhQUhOjo\n6CKXs7OzQ58+fcq/QowxxhhjjDHG2BeAYzFfLo7FMMYYY4yVH+7Ew+Qy0NeQ/FuUXbI3rL+x+QZu\ntdxQz6gequlUK6uqMSYxaNAgjBs3rqKrwSoJIyMjBAQEVHQ1WAUICgpCaGhokct5e3tz4Igxxhhj\njDHGGCsjHIv5cnEshjHGGGOs/HAnHiaXoeF/nXjUckrWiaepadOyqg5jjDGm0Llz5yq6Cowxxhhj\njDHGGGNfDI7FMMYYY4yVH+7Ew+Qy0FVDZkowQBlQoWwAHSu6SowxxhhjjDHGGGOMMcYYY4wxxhhj\nny3uxMPkMjLUQm7WYwB5WXhSUtKgq6tVsZVijDHGGGOMMcYYY4wxxhhjjDHGGPtMqVR0BVjlpKqq\nCoj+G1Ir7tW7UpWXnp2OlMyU0laLMcYYY4wxxhhjjDHGGGOMMcYYY+yzxJl4mEI5et2gmasCkUgD\nH9JVS1TG/of7EXg3EC/ev8Ck5pMwsunIMq4lY4wxxhhjjDHGGGOMMcYYY4wxxtinjzvxMIWydepA\nNT3v38kfsktURg7l4HnycwDAo8RHZVU1xhhjjDHGGGOMMcYYY4wxxhhjjLHPCg+nxRQi9f+aR3JS\nZonKqGdUDwAgggipWallUi/GGGOMMcYYY4wxxhhjjDHGGGOMsc8NZ+JhCmXrqOLVh2xkiAjVKLdE\nZTQ0bohdPXehjkEdaKlplXENK5i6NmBYK+/fOqYVWxfGGGOMMcYYY4wxxhhjjDHGGGOMfdK4Ew9T\nKKWxPvZeiwUA2Buql6gMTTVNNDZpXJbVqjxsuuZ9GGOMMcYYY4wxxhhjjDHGGGOMMcZKiTvxMIWM\nYq/D898waORmIOHaW6D1kIquEmOMMcYYY4wxxhhjjDHGGGOMMcbYZ0mloivAKi+trFRUz3gFk6x3\nyHj3pqKrwxirAMOGDYNIJEJ0dHRFV0VKVlYWfHx8UK9ePWhoaEAkEuHQoUMVXS32CRGJRHBxcano\napQbX19fiEQinDt3rqKrUmI7d+5E8+bNoaenB5FIhClTppSonOjoaIhEIgwbNkxqemU9v32OPof2\nyBhjjDH2JSnpvbKLiwtEIlH5VOoLUlmfVTgWw0qLYzGVH8diPh+fQ3tkjLEvGXfiYQpp6uhI/p35\nIbVUZeVSLmLfx+JOwp3SVot9IkQikcxHQ0MDVlZW8Pb2xv379yu6ih+VEMjK/9HV1YWdnR3mz5+P\nlJSUiq7iJ8Xf3x9+fn6oXr06ZsyYAR8fHzRo0KCiq1VsJQ1wBgUFyT2+LC0tMWjQINy8ebMcastY\n4aysrOSe+0UiEczNzYtV1uXLlzFo0CC8f/8e48ePh4+PD7p161ZONS9bnTt3hkgkgoWFBXJychQu\nJ/xehQWuhHOEooBLVFQUJk6ciCZNmsDAwABisRjVq1dHjx498McffyA9Pb2U36ZySktLg4+PD+rX\nrw9NTU2YmZmhb9++xb63UNRe83+2bt1aaBnnz5+HqqoqRCIR5s6dq3C5S5cuoXv37jA2Noa2tjaa\nNWuGVatWFdpGSurFixeSOs2ZM0fhcufOnSsyiC4EXq2srOTOz83Nxb59++Dp6QkLCwtoampCR0cH\nDRs2xJgxYxAWFqZUnRUFeD+G8gxsHj16FC4uLjAwMICuri4cHBywefPmYpUhBLkL+3Ts2FHuuikp\nKViwYAFsbW2hq6sLPT09NG7cGGPGjEFWVpbM8mV1bDHGGKtcHj58iGnTpsHe3h7GxsZQV1eHsbEx\nHBwcMGPGDFy7dq2iq1huOBZTtjgWw7EYVvlwLCYPx2LKX2WIxdy+fRtDhw6FhYUFNDQ0YGZmBmdn\nZ2zZskXh9o4cOQJ3d3eYmppCQ0MDFhYW6NWrF/7+++9i1bsoHIspns81FvP06VOMHDkSFhYWEIvF\nMDc3x4ABAxAVFaVwW6GhoejZsydMTEygoaEBa2trTJ8+HYmJicX+7uzzwsNpMYUMLG0RZkJQEWnA\n0rhGict5lvQM/Y/2x4fsD6ilVwtb4FWGtaxASf8AseF5/9avDli0rtj6VFI+Pj6SfyclJeHq1avY\nsmUL9u/fj4sXL8LOzq4Ca/fxeXt7w8rKCkSEf//9F4cOHYKvry+OHDmCy5cvQywWV3QVPwlHjx6F\nrq4uTp069UX/Zra2tujTpw8AIDk5GWFhYdixYwf279+PM2fOwMnJqYJrWHndv38f2traFV2NcjNh\nwgT0798ftWrV+qjbNTAwkPuWlq6ubrHK+fPPP0FE2LJlCxwdHcuqeuXu6dOnOHPmDEQiEWJjY3H8\n+HH07NmzXLbl5+eH+fPnIzc3F23atIG3tzd0dXURFxeHc+fOYdSoUVi3bh0iIiLKZfsVJSMjA507\nd0ZYWBhatmyJyZMn48WLF9i7dy/+/PNPnD17Fg4ODkqVlf8eJb+UlBT4+/tDTU0NnTt3Vrj++/fv\n4e3tDW1t7UL/AHT48GF4enpCU1MT/fr1g7GxMYKDgzF16lSEhYVh7969StVXWQEBAcjNzYVIJEJg\nYCD8/Pygplb2j32vXr2Cl5cXwsLCoKenh86dO8Pa2hpEhEePHmHnzp3YuHEjfvnlF0ycOLHMt1/Z\nrV27FhMnToSJiQkGDx4MsViMffv2YdiwYbh9+zaWL1+uVDl9+vRRGLjbunUrnj59Cnd3d5l50dHR\n6Ny5Mx4/foz27dtj/PjxICJER0dj3759WLFiBdTV1SXLl+WxxRhjrHIgIvj5+cHPzw+5ubmwt7eX\n3Iu8f/8et27dwpo1a+Dv74+1a9fiu+++k6y7ZMkSzJo1CzVqlDweWJlwLKZscCwmD8diSo5jMeWD\nYzEciylvlSEWExQUhFGjRkFbWxs9e/aElZUVEhMTcefOHRw7dgxDhw6VWj43Nxfjxo3Dxo0bYWFh\nga+//homJiaIi4vD33//jWvXrqFNmzbF/zEU4FhM5VCRsZjr16/D1dUVycnJcHNzQ//+/fHixQvs\n378fwcHBOH36tEyb27hxI8aOHQs1NTV8/fXXsLCwwPXr17FixQocPXoUYWFhqFKlSol+C/YZICL+\nVNAHwLV69epRZbX/yENaO/YMrR17hhb971yJy0nLSqNmm5tRk6Am1DSoKb3cuJ7u1W9A9+o3oFdL\nlpZhjT+yOweIfPTzPruHEBHRvXv36N69exVcscoBAOWdYmRNmDCBAJC3t3eJy09OTqbk5OQSr/+x\nOTs7EwAKCQmRmp6QkEDVq1cnABQUFFQxlSuEt7c3AaBnz55VdFWk1K5dmywtLSu6GqUmtIviCgwM\nVHgMjR07lgCQi4uLwvU/teOHfRosLS3L7LgcPnx4mZ17nj17Jvd4Ken5rbDjZ9asWQRA8l8PDw+F\n5VhaWha5fUXXjkWLFhEAsrCwoL///lvuusHBwYWeBz4mHx8fud+jJBYvXkwAyMvLi3JyciTTDx06\nRACoUaNGUtNL4vfffycA9NVXXxW63PDhw8nIyEiyP3744QeZZZKSksjU1JTEYjGFh4dLpqelpVHb\ntm0JAO3cubNU9c0vOzubatasSfr6+jR+/HgCQPv375e7bEhICAEgZ2dnheUJx0/BYzs1NZVsbW0J\nAPXv35/evn0rs25SUhLNmzePFi5cKJmm6PhRdJx+DGXZPgXPnj0jDQ0NMjY2ljrG3759S9bW1gSA\nLl26VKptvHv3jrS0tEgsFtPr16+l5mVmZpKdnR2pq6vT4cOHZdbNzs6m3NxcqWkf49hi8in7DFmv\nXj0CcI0qQSzjc/hUtnhMfMy/kjjJ381aVHR1Pmkcl/mPr6+v5J7x4sWLcpeJi4uj2bNn06JFi5Qu\nt7D74ZI+45YXjsWULY7FlC4WQ8TxGFb2vpRYDJHi44djMfJ9TrGYy5cvk6qqKtna2tLLly9l5mdm\nZspM++mnnwgADRkyhDIyMpRap6QqeyyGSP7xw7GY4issFmNnZ0cAaMWKFVLTL126RGpqalSvXj2p\ndvfy5UvS1NQkNTU1unLlitQ6QvutiH3zJans8RgeTosppKf33xsVlJVb4nI01TRRS68WDDUM0dK8\nJdKzP890gkx5Xbp0AQC8fv1aZl5GRgaWLl2KZs2aQVtbG/r6+mjfvj327NkjtdzDhw+hr68PNzc3\nhdtp2rQp1NXV8erVKwB5nRY3b94MR0dHmJqaQlNTExYWFujatSt2795dht9QeSYmJpK3d8LDw2Xm\nHzp0CIMHD4aNjQ10dHSgq6uLFi1a4JdffkFuruxxmX9c4fXr16Np06bQ1NRE1apVMWbMGCQlJcmt\nx+nTp9G+fXvo6OjA2NgYffr0KTTFHwDs2bMHHTp0gIGBAbS0tNC0aVMsWbIEGRkZMstaWVnBysoK\nKSkpmDp1KiwsLKClpQU7OzvJ+OnZ2dlYvHgx6tWrB01NTVhbW2Pt2rVyv9+zZ8/w/PlzSerCgr2i\nS1K35ORkTJs2DVZWVlBXV4evr69kmezsbPz2229o06YN9PX1oa2tjebNm2Pt2rVy98ORI0fQsWNH\nVKtWDRoaGqhevTqcnZ3x22+/AfgvVWVoaCgA6TSipR0bfOTIkQDktycA+PDhA/z9/eHk5CRpU23b\ntsXOnTvlLp+RkQFfX1/UqVMHGhoaqF27NubOnYuMjAy59c2fCnPHjh1wcHCArq6uzD66cuUKvLy8\nYG5uDrFYDAsLC4wdOxb//vuvTB2ePn2KMWPGoG7dutDS0oKxsTGaNm2KcePG4c2bN5LlMjMz8csv\nv8De3h5GRkbQ1taGlZUVevfujdOnT0uVqei3TkpKwuzZsyWpYY2MjNC1a1eZ9YH/0p/6+voiMjIS\nPXr0gKGhIbS1teHs7IxLly7J/U3lyZ++9MmTJ/Dy8oKJiQn09PTQpUsX3LmTNxzl69evMWbMGFSr\nVg2amppo1aoVQkJCZMpTlJJU+N4JCQmScjQ0NNC4cWMEBgYqXd/yIqQnF+pSu3ZtybEhpDou7Dip\nyHXcVrUAACAASURBVLHVs7OzERQUBH19ffz444+wt7fHsWPH8M8//5TpdqKjo+Hr6wt1dXUcO3ZM\n4ZtOPXv2xF9//VVkeQ0aNIBYLEZCQoLc+UuXLoVIJMKvv/4qmRYSEoIxY8agUaNG0NfXh5aWFpo0\naYL58+eXa9poIsLvv/8OAPjpp5+govLfo0zv3r3Rvn173Lt3T3JuLakNGzYAAMaOHatwmcOHDyMw\nMBC//PILqlevrnC5ffv24fXr1+jfvz9atmwpma6pqYmFCxcCANatW1eq+uZ3/PhxxMbGol+/fvj2\n228B5L3VU9ZWrlyJmzdvwsnJCdu3b4eRkZHMMvr6+vDz88OMGTMKLcvX1xe1a9cGAGzevFnqmhgU\nFCS17IkTJ9C9e3dUqVJFkmL4+++/l5ti+NatWxgwYACsrKygoaEBU1NT2NvbY8qUKZKhpKysrDB/\n/nwAgKurq9S2S2PTpk3IyMjAhAkTpK5/RkZGkrTaQlsuqa1btyItLQ1ff/21zFtZW7duRWRkJCZP\nnoxevXrJrCuk+BZ8rGOLMcbYx/P06VMsXLgQYrEYx48fV5gZxMzMDIsXL8bMmTOlpsu7rxaeWcaN\nG4dHjx6hX79+MDMzg4qKSqFDIXAshmMxHIvJi8UsWbIETk5OMDc351hMARyLqVgciykax2IqNhYz\nc+ZM5OTkYNu2bXKHicufZRbIy5Lm5+eHmjVrYuPGjXKzxxVcpzQ4FvOfLzUW8/TpU0RGRsLMzAyT\nJ0+WWqdt27bo3bs3Hj16JHV+OHbsGNLT09GnTx+0bi090sv06dNhamqKHTt24O3bt6WqM/t08XBa\nTCEDfQ3Jv1WyqFRl7eyxEzrqOhCJRHizKRBppa0c+6QJD2D5/5gF5D30de3aFaGhoWjQoAG+++47\nfPjwAfv27UO/fv0QGRmJxYsXAwBsbGzQoUMHhISE4OHDh7CxsZEq69KlS7hz5w48PT0lN3Y//PAD\nlixZgtq1a6Nv374wMDDAy5cvER4ejr1796Jfv34f4dvLorw3QeXeOM6aNQsqKipwcHBAjRo1kJSU\nhLNnz2Ly5MkIDw9XOD7szJkzceLECXh4eKBLly4ICQnBxo0b8fjxY5w9e1ZqWeH3FYvF6NevH6pV\nq4aLFy+ibdu2aNasmdzy58yZgyVLlqBKlSoYOHAgdHV1cfz4ccyZMwcnTpzAqVOnZL5PVlYWOnfu\njLdv36J3797IzMzEzp074enpiZMnT+K3337DlStX4O7uDg0NDezduxcTJ06EqampZN8IaQxXrVoF\nAJJUsYaGhqWqW2ZmJtzc3PD27Vt06dIF+vr6kpvYrKwseHh44MSJE6hfvz4GDhwITU1NhISEYOLE\nibhy5YrUftiwYQPGjh0Lc3NzeHh4oEqVKoiPj8etW7cQGBiIb7/9FoaGhvDx8UFQUBCeP38ulUZU\nUZpGZRXWnhITE+Hm5oYbN27Azs4OI0aMQG5uLk6cOIGBAwfi7t27kj8qC2V5enrizz//RL169TBh\nwgRkZWUhKCgId+/eLbQe/v7+OHXqFDw8PODq6ioVtAwMDMTo0aOhoaGBXr16wcLCAo8ePUJAQACC\ng4Px999/S1IPv3z5Eq1atUJycjK6d+8OT09PpKen49mzZ9i6dSsmTJgAExMTAHlBg507d6JJkyYY\nOnQotLS08O+//+LixYv466+/0KlTp0LrnJiYCCcnJ9y7dw+tWrXClClTkJCQgD179qBLly5Yt26d\n3AfJiIgI/PTTT2jbti1GjRqFmJgY7N+/Hx07dkRkZCTq169f6Hbzi46OhoODAxo2bIhhw4YhOjoa\nBw8ehIuLCy5fvoxu3bpBX18f/fr1w9u3b7Fr1y64u7vj4cOHSqdrFr6nWCyGl5cX0tPTsW/fPowY\nMQIqKirw9vZWur4FZWRkYNu2bYiJiYGOjg6aNWuGDh06QFVVVan17ezs4OPjg0OHDuHmzZuYPHmy\n5PjOf5xXRkeOHMGrV68wevRoaGlpYdiwYZg0aRI2bdqEefPmldl2AgMDkZWVhf79+6NJkyaFLquh\noVHofCBvaIE5c+Zg586dctPsbtmyBWKxGP3795dMW7ZsGaKiouDo6IgePXogPT0dYWFh8PX1xblz\n53D69Gml9rmvry/mz58PHx8fqWC9Ik+ePEFMTAxsbGwk5+j83N3dceHCBZw9exaurq5FlifP9evX\ncf36dVhZWSkcSis+Ph6jR49Gnz59MHjwYJngRn7CNbdbt24y8zp06ABtbW1cunQJGRkZSu2voghB\nr2HDhqFJkyawt7fHyZMn8fz5c1haWpa6/ILbmTdvnlQAT56ivpeLiwsSExOxevVqqaEJAEgNu+rn\n5wcfHx8YGxujZ8+eMDMzw61bt7B8+XIcO3YMly9fhr6+PoC8oJGDgwNEIhF69eqF2rVrIzk5GY8f\nP8Zvv/2GhQsXQl1dHVOmTMGhQ4cQGhoqGWajoOjoaNSuXRuWlpZKB6UL2+9CuuWC92PFJQQEx4wZ\nIzNvx44dACC5jhw/fhyJiYmoVasWunXrJrluCj7GscUYY+zjCgwMRHZ2NgYOHIjGjRsXuXxxhnt4\n9uwZOnbsCBsbGwwaNAhpaWmSa7A8HIvhWAzHYqRjMYMHD4aamhrHYvL9PhyL4VhMSXEs5vOPxcTG\nxuLChQto2bIlGjdujJCQEFy7dg0ikQh2dnZwdXWViUscOXIEKSkpGDduHHJzc7Fv3z48fvwYenp6\naNeuHWxtbUtUT0U4FsOxGCGRgJWVldx9U6dOHQDAmTNn4OHhIbWOMC8/FRUVWFlZITw8HOfPn5fa\nP+wL8rFT//Cn8qZvLujBk7eS4bSWfXu6zMpN+GMTD6f1BcD/D6fl4+Mj+UydOpXatWtHIpGIevbs\nKZO+T0jL6O7uTllZWZLpcXFxklSXYWFhRJSX/m/Lli0EgKZPny6zfSE158mTJyXTjI2NqUaNGpSa\nmiqzfMHUd2VNURrO+Ph4qlatGgGgffv2yaz3+PFjmWk5OTk0dOhQAiCTulP43hYWFvT8+XPJ9Kys\nLGrfvj0BkErN9/79ezI2NiY1NTWpYT6IiKZMmSLZj/nTD166dEmyjfzpK7Oysqhnz54EQCYVt7D/\nevbsSenp6ZLp58+fJwBkZGRELVu2pHfv3knmPXnyhNTV1cnOzk7mN1CUKrY0devYsSOlpKTIlCmk\ndpwwYQJlZ2dLpmdnZ9OIESMIAB06dEgy3d7ensRiMcXFxcmUVbCdlUcK51GjRkl+64KE9uHn5yd1\n/KWlpVHXrl1JJBLRjRs3JNOFY6x9+/ZSaUffvXtH9evXl5v6U/i9tLW16fr16zJ1ePDgAamrq5O1\ntTXFxsZKzTtz5gypqKhQnz59JNN++eUXAkCrVq2SKSslJYU+fPhARESJiYkkEomoRYsWUvtJkJCQ\nIPX/8uo+ZswYAkBjxoyRGmbk4cOHpK+vT2KxWOpYENKfAqDAwECpsoQUsOPHj5epizxC+lIAMulO\n/fz8JMfJ2LFjpdLTCvtoypQpUusoSkkqbGPkyJFSv9Pdu3dJVVWVGjZsqFR95RGOpYKf2rVr07lz\n54pVVmHpleXtu8LW+1jDaXXt2lUqLWtCQgKJxWKytLSUm1K4pCmc3dzcCABt3LixWPVWJDY2llRU\nVKhFC9mhO65evUoA6Ouvv5aa/uTJE5mheIiI5s6dSwBo165dUtMVtUdhuo+Pj1J1PXr0qMLzGxHR\n3r17CQD17dtXqfLkEc4DhQ0p0bt3bzIxMaFXr14R0X/nZHnDabVs2ZIAUEREhNyyGjduTADK5P4x\nNjaWVFVVycbGRjJNOIfOnTtXZvmSpnCOiYkhAKSmpkZpaWnFqmNJh9M6e/YsAaC2bdtK3SsQ/ff7\n5z8PTps2Teb6LHj79q3UMVlUCmdFaawLU6VKFQIgc+0R6OjoEAC596TKEO538u/r/PT19UlTU5N+\n/vlnUlNTkzon6+jo0B9//CG1/Mc4tphilT198+f6qWzxGB5Oq+xwXCaPq6srAaCAgIASrV/YfbWi\nOAyR/GdcjsVwLIZjMXntY9myZVL3wxyLycOxGI7FKEve8yTHYj7/WMyBAwcIAA0YMIBcXFxk2nrT\npk3p0aNHUutMmjSJANDs2bPlHiOenp4lfh4v6FOIxRCVbDgtjsVIKywW8+DBAwJAVatWlXucenp6\nEgDq2rWrZNr69esJAH3zzTcyy+fk5JCpqSkBoCVLlpSovqxolT0ew8NpMYX0dUTISN6GjKQ/oPo2\noKKr8/kIWQL4Gij3OTJJdv0jk5RfP2SJ7Po7+hV/nVKYP3++5LNy5UpcvHgRDRs2xIABA6Cnpye1\n7KZNmyASibBixQqpt8DMzMwkPecDAv5riz179kT16tURFBQklZo3MTERe/bsgbW1tczbHurq6nJ7\npBcchqC8BAUFwdfXFz4+Phg9ejQaNmyIly9fom/fvvjqq69klre2tpaZpqKiIknJd+LECbnb+fHH\nH6XeBFFTU8Pw4cMBAFevXpVMP3z4MN6+fYuBAwfKZEby9fWFgYGBTNmbNm0CAMydO1cqfaWamhr8\n/f2hoqIitZ/yW7VqlVQv8Pbt26N27dp49+4dli1bJvV2R506deDk5ITbt28jJydHbnllWTd/f3/o\n6OhITcvNzcXatWthbm6OlStXSrUdVVVV+Pv7QyQSYfv27VLrqampyX37qqzbWWRkJHx9feHr64tp\n06ahVatWCAgIQPXq1eHv7y+17Js3b7Bt2za0bNlS8tacQFNTE8uWLQMRSd7eB/JSaQKQpGEXGBoa\nFvk2y5gxY9C8eXOZ6evWrUNWVhZWr16NGjVqSM1zc3NDr169EBwcjPfv30vN09LSkilLR0dHMl0k\nEoGIoKGhIbe3e8GsAwVlZWVh27Zt0NXVxZIlS6TSd9arVw+TJk1CZmYmtmzZIrOuk5MThg0bJjVt\nxIgRUFNTkzrelGFlZYVZs2ZJTRPexsrIyMDPP/8s9f0GDhwINTU1REZGKr0NbW1trFixQqo9N2rU\nCE5OTrh//77Mb6+s4cOH48yZM3j16hVSU1Nx+/ZtjB07FtHR0XB3d8fNmzdLVO6n4Pnz5zh16hTq\n16+Ptm3bAvg/9s47rIqjbeP3gcOhSZWiIoIxgopRYkPFBMRYUAQLiopRosYSG3ajJiD2GsW8mkRE\nLK8moqix915ixYqxgYQ3KoJSVerz/cG3K4fTqGJ5fte1lzgzO/Ps7szO7H1mnimoc15eXnj06BEO\nHjxYbmU9fvwYAFCzZs1yyc/Gxgbt2rXD5cuXFVZ1Cu+AoisCP/nkE6UuboV3i6q+qSijRo1CTEwM\nRo0aVaz0wipSZX1T4XBl7nyLQ0ZGBjZv3gypVIpBgwYpTRMeHo6dO3di5cqVsLa2rnSbC7NmzRrk\n5eXJvY/69esHmUyG8PDwYvelmhDqYNWqVaGnp1cueWoiNDQUQMGKp6IrQQMCAuDs7KzQFwPK+w4z\nMzONK9YKY2Njg5iYGBw5cqTY5xT3uavaWkMTwuq7b7/9ViEuKysLaWlpyMnJwaRJkzBu3Dg8evQI\nycnJ4lh7yJAhcqvP3mY9ZRiGeSf4CHQZYWVv0W8u4M2WIIUPwcNKcbCyslL4ZtEEazGsxbAW00xh\n2zrWYliLYS2mbLAWU8CHrsUkJiYCKNiyMSYmBlFRUUhNTcX9+/fx9ddf48aNG+jSpQuys7MVzlm4\ncCEsLS3x119/IT09HX/99ReaNWuGbdu2idtelRXWYliLAQp2DnFwcMDTp0+xYsUKubi//voLO3fu\nBAC8ePFCDO/YsSOkUil27NiBS5cuyZ2zbNkyPHv2TOEc5uOCt9NiVGJhVgWUlyj+//WrLOjpl93N\nP/NxQQWrHAEAmZmZuHXrFqZOnQp/f3/cunULc+bMAQCkp6fj/v37sLGxQb169RTy8fDwAABcvXpV\nDJNKpRgyZAhCQkKwbds29OvXD8CbfSmHDh0qN7D19/fHihUr4OTkhF69esHNzQ2tWrVS2akXJTo6\nWtwzXMDU1FRhQoQ6hEF4YQICAlTuf5ycnIxFixZh7969ePjwITIzM+XiVe3vW1QEAgBbW1sA8p3+\nlStXAABubm4K6U1MTODs7Kywn61wjvBMCuPg4ICaNWsiNjYWKSkpcoM7U1NTpUJYjRo1EBsbi6ZN\nmyrE2djYIC8vD0+ePFEqPhaltLbp6ekpdVd99+5dJCcno27dunKujQujr6+PmJgY8f/+/v6YMGEC\nnJyc4OfnBzc3N7i6usLS0lKj/SXl2rVrCh/jtWrVwqlTpxTc+V68eBF5eXmQSCTitnSFRTxhT9rC\n13L16lVoaWmhdevWCmW3adNGrW1F93EVOHfuHADgxIkTSveKT0xMRF5eHu7evYumTZvC29sb06ZN\nw8iRI3HgwAF07NgRrq6uaNCggVz7NjY2RteuXbFr1y44OzujZ8+e+OKLL+Di4gIDAwO1tgLAnTt3\n8PLlS7i6usLc3Fwh3sPDA7Nnz5Z7Bwkoa286OjqwtrYu8SDb2dlZQdyuUaMGgII6XHTyo7a2Nqyt\nrZGQkFDsMurWravU3b3wjkhJSVEopzgUdkUOAA0bNsQvv/yCKlWqYMmSJQgODsb27dtLnO/7QFhY\nGPLz8xUExICAAERFReG3335T6sq1NAj9aln3iS5MQEAADh06hHXr1mHhwoUAClzb//7777C0tETn\nzp3l0mdmZmL58uXYvn077t69i/T0dLn+vrh7z1tYWJSroF7We7N582akp6ejR48eSvdYj4uLQ2Bg\nIHr16oXevXuXyVaB8nqe+fn5CA8Ph5aWFgYMGCCGCwJmVFQU9uzZA29v7zKVA1RMHdTEuXPnoKOj\ng8jISERGRirEZ2dn49mzZ0hOTkbVqlXh5+eH5cuXo1u3bvD19cVXX30FV1dXpeMQTejo6Cgdm5aF\nstzD1NRUbNmyBTKZTOGdA0AUCPPy8tCzZ0+xTQMFAn9GRgbGjBmDBQsWKB0vlbe9DMMwTOWg7t0d\nFxeHmTNnyoXZ2dkVW9to2LBhibYBZS2GtRjWYgq0mODgYHERotCGWIthLYa1mNLDWszHocUU/sYN\nCwuDl5cXgIL3z7p16xATE4NLly5h27Zt6Nu3r9w5+vr62LVrl5hvixYt8Oeff8LBwQEbNmzAnDlz\nitXPqYK1GNZiCvPrr7+iU6dOGDt2rNgvJiQkICoqCg0aNMD169fl+ho7OzuEhIRg2rRpcHV1RY8e\nPVCzZk1ER0fj8OHDaNSokcI5zMcFT+JhVCKVSQGJLkAFHxeJT1NQy17zimNVpGWn4UHKA7x4Fo3q\n5WUk815haGiIFi1aICoqCjVr1sTChQsxfPhw2NrairNfq1dXXjuE8KIzuocOHYq5c+fi119/FSfx\n/Pbbb5DJZOJqJ4GffvoJderUQXh4OObPn4/58+dDKpWic+fOWLJkCT799FO19kdHR5dJ6AKAY8eO\nwd3dHTk5OYiJicG4ceMQERGBOnXqYMaMGXJpU1JS0Lx5c8TGxqJFixYYMGAAzM3NIZVKxf1KC3sg\nKoyy/YoF70aFZ38L912VNwFlA+fiPKv4+HikpqbK2aFKoBPsUhYvxAmihiZKa5uVlZXSwVtycjIA\n4N69ewrPvjAZGRni3+PHj4eFhQVWrlyJ0NBQLFu2DBKJBG5ubli0aJFSkaG0DBw4EBERESAiJCYm\nYs2aNZgxYwa6du2Kc+fOyQkmwrVcvHhRqWCj7FpSU1PFOlcUTR4olNWdwnYsWrRI7fmCHXZ2drhw\n4QKCg4Oxf/9+REVFASgQOSZOnIgxY96sjP3jjz+wYMECbNq0SRQx9PT04Ovri8WLF6u1ubTvIED1\n/uBSqbTEqy3UtQN1bai4bQRQby+AclshIjB8+HAsWbIEJ0+eLNd83xXy8vKwdu1aaGlp4euvv5aL\n8/T0RLVq1bBr1y48efJErl0Iq0/y8/NV5i3EFV6pUqNGDdy5c6dEYqEmunfvDmNjY2zcuBHz5s2D\ntrY2du/ejeTkZAQGBsq9A3JycuDh4YELFy6gYcOG8PPzg6WlpbjidebMmSr7prKiacVMWlqaXLqS\nIqyoKbqvtcCgQYOgr6+PlStXFjvPirZZ4MCBA3j06BE6duyoIEB98803ooBZWDgqSx0EgKSkJLx+\n/fqtrABLTk5Gbm6u2r4YKOg7qlatihYtWuDUqVOYM2cOtm7dig0bNgAAHB0dERQUJAp7FYWJiQmS\nkpKQmpqqdPWx8NyVifia2LhxI16+fIk+ffooFV4NDAwgk8mQnZ2t1LNA9+7dMWbMGLnVyW+rnjIM\nwzBvj+rVq+POnTtKf9Bzd3cXf8TIzc1V6rlEHcXxRlgY1mJYi2EthrUYVbAWw1pMaWEt5uPRYszM\nzAAUTH4sOrFJIpHAx8cHly5dwoULF8RvfeGcli1bKrwXq1evDhcXFxw5cgSXLl0q0yQe1mIKYC2m\nAHd3d1y4cAGzZ8/GiRMncOLECdja2mLGjBlo3LgxfHx8YGVlJXfO999/jwYNGmDZsmXYu3cvsrOz\n4eTkhM2bN+PatWu4fv26wjnMxwNP4mHUkmvSGwb5UkgkusjIKttsv8EHBuPO8zvwepSPAZqTf7i0\n/b7gKC3eoQVHaen3R+nPLSdMTU3h6OiIK1eu4MqVK7C1tRUHeYLL56II7gKLDgZtbGzQtWtXbN++\nHTExMXjx4gVu3rwpDmQLo62tjbFjx2Ls2LFITEzE6dOn8fvvvyMyMhK3bt3CrVu31K4mCwgIUDnL\ntqTo6OigUaNG2LVrFxo0aICgoCB06dJFzuVtWFgYYmNjERQUhODgYLnzz507h+XLl5fZDuF+Pn36\nVGm8sudR+Fkpm0Wt6lm9DUprm6rZ10K67t27i4JFcRgwYAAGDBiAlJQUnD17Ftu3b0d4eDg6duyI\nmJiYch94SSQSWFtbY9q0aXjx4gUWL16MGTNmYOnSpQrXMm7cOHHgrWmFj7GxMZ4/f47c3FwF8UhV\nnSlskzIKf/gVd8Bcv359/PHHH8jNzcW1a9dw+PBhrFixAmPHjoWhoSEGDx4MoGB1heDS+p9//sHJ\nkycRERGBjRs3Ii4uDqdOnVJZRmnfQYxmhPpedPVqaZFIJMjNzVUaVxlbvezevVv8cUSdW+Xw8HBM\nmzZN/L9Ql5KTk/HJJ58oPScpKQmAvNjXpk0bHD16FEeOHBHrflnR19dH7969ERYWhkOHDqFTp04q\n3Tfv3LkTFy5cEIXrwjx+/Fjjh31ZcHR0BFCwMlcZ9+7dA1CwUrKkREdH49KlS6hduzY6dOigNM2V\nK1eQmpqqcjXvnDlzMGfOHPj4+IirxR0dHXHp0iVxRWthcnNzERsbC6lUqrIOFBdB9Dpw4IDK9+/+\n/fvxzz//iCs9C9dBVSirg7a2tqhVqxbi4+Nx8uRJlferPDExMUF+fj6eP39e7HNatWqF3bt3Iysr\nC5cvX8b+/fuxYsUK9OvXD5aWlgpbrpYnjo6OSEpKwt27d0W37gKPHz9GZmYmatasWazVyUVZvXo1\nAGDYsGFqy79x44bSHwoEMfPVq1dy6YGKaVsMwzDvJB+BLuPq6opjx47hyJEjKrcJLS0lXb3MWowi\nrMUU8LFpMUuXLhW3TFKnx7AW8wbWYkoPazEFsBZTdipbixHKNzIyUrodk7pvXFWT55SdUxpYi1Hk\nY9ZiAKBRo0bYsmWLQrgwybV58+YKcT4+PvDx8VEIX7VqlcpzmI+D4m9Ax3yU5OlZQkvbDBItA6Sm\nF39muTI+NVW/sob5uBDcmgqzio2MjFCnTh3873//Ewd+hTl27BgAoEmTJgpxwv6lv/32mzhw0tSZ\nWllZoUePHtiyZQs8PDzw4MED3Lx5s/QXVEoMDAywYMEC5OfnK+yNff/+fQBAz549Fc4r6la5tAj3\nU1l+qampSvd2FsSt48ePK8Tdv38fCQkJqF27tspBckVS3rbVq1cPpqamOH/+fIlW1wiYmpqic+fO\nWL16NQICAvD8+XM58UJwhVieq21+/PFHWFpa4ueff0ZsbKwY3qJFC2hpaakVT4ry+eefIz8/H2fP\nnlWIO336dKnsa9myJQCUyA4BqVSKpk2bYsqUKdi8eTMAKLhVF7C1tYW/vz8OHDiAunXr4vTp02o/\njhwdHWFgYIDo6GilbpfVvYMY9Qhuu8s6SUHAzMwM//zzj0J4Xl5eifajLy+EjzgvLy8MHjxY4RB+\ncAgLC5Nzc9y4cWMAb+5PUZKTk3Hv3j3o6uqK4gNQsJJHR0cH27Ztw+3bt9XaVpJVWIKd69atQ1JS\nEvbt24dGjRrB2dlZLt3b6JtUUadOHdSqVQt3796Ve78J7Nu3D4ByN/6a+PXXXwEAQ4YMUSm8DBgw\nQOkz/vLLLwEUuGAfPHgw2rdvL54j2LJ//36F/E6ePImXL1+idevWJdqSoihPnjzB7t27YWxsrNS+\nwYMHw9XVFXl5eQgPDxfPc3R0hK6urrhdgTKE+inUVwFhhdzs2bPVrh4DilcPNfWHLVu2xIsXL3Dr\n1i2NeRVFV1cXrVu3RkhIiLifu7AXeXHKLg3qnntZ6ulff/2Fa9euwcHBAe7u7irTtWvXDgCUjm2F\nMHt7ezGsItsWwzAMUzkEBARAKpVi69atctv0VDasxRTAWox6WIthLUaAtZjSw1pMAADWYsqDytZi\nGjVqBAsLCyQlJSmdyKjsG1f4JlalIQjhhc8pKazFqOdj1GJUkZWVhfXr10NLSwt9+vQp1jl37tzB\n6dOnUbt2bYUJSczHA0/iYdRCOm+qSFpa2dzxNajaAA5mDqhftX5ZzWLec3bs2IHY2Fjo6OjI7e88\naNAgEBEmTZok13knJSVh1qxZYpqitGvXDg4ODli3bh22bNkCBwcHtG3bVi5NVlYWjhw5IjdoBwpc\nUQoziUszA7c86N27Nxo1aoTDhw+LH6fAm0FkURHk6tWrmDdvXrmU7ePjAzMzM2zatAmXLl2Siuj/\nUAAAIABJREFUiwsODlbqJlN4BrNnz8azZ8/E8Ly8PEycOBH5+fnltiKhpJS3bVKpFKNHj8bjx48x\nZswYpbPzHz9+LPfxtn//fqUrUxITEwHI1zPBrWN8fHyxbdKEkZERpkyZgpycHLlVg1ZWVvD398el\nS5ewYMECpTY+ePBA7mNM2Mt3xowZyM7OFsNTU1PFNllSRo0aBR0dHYwbN07pCo7s7Gw5UenChQtK\nP9CEMOF+Pnv2DH/99ZdCuszMTKSnp0MqlUImk6m0SyaTwd/fHxkZGfjxxx/l4h48eIDQ0FDo6Ogo\nuOhlCrh165bSVRmPHj3CqFGjAAD9+/cvl7JatGiB+Ph4HDx4UC589uzZePToUbmUUVwSEhKwf/9+\nmJmZITIyEmFhYQrH2rVr0aZNG8TGxuLw4cPiuYJQs2jRIgV3zPn5+Zg0aRJyc3PRt29fuQke9vb2\nCA4ORnZ2Nrp06aLw7hbYv38/PD09i30trq6uqFu3Lnbu3IlVq1YhJydH6YpnVX3Tw4cPMWXKlGKX\nBxT073fu3BFXGGlCIpFg+PDhAIDJkyfLCRY7d+7EqVOn0KBBA7i5ucmdFx8fjzt37uDly5dK883M\nzMSmTZsglUrVrlQPDQ1V+oyF7Tu7dOmCsLAwjBw5UjzH19cXFhYW+P333+We1evXr8WtG0aMGKH0\nWou7yj08PBy5ubnw9/dXal9YWBgiIiIgkUiwZs0a8b7p6emhT58+yM3NxaRJkxTGSAkJCaK7/aJ1\nYdy4cWjcuDFOnTolrnYuSkZGBkJCQrB48WKN12BmZgaJRKKyPxw3bhwA4Ntvv8W///6rEJ+ZmYnz\n58+L/z916pTSMUzRvgPQ3Bfn5OTgzp07ePDggcbrEPjmm2+gq6uLn3/+GXFxcWL4ixcvMHfuXAAQ\n67JAamoq7ty5I642VoYmN+MCw4YNg1QqxU8//ST3fnn9+jWmT58OAHLCUWnbFsMwDPPuImwTlZ2d\nDU9PT6WTAYCK957AWoxyWItRz4eqxcyaNYu1mCKwFlM2WIthLeZj0GKkUqm4YLto+Tdu3EBERASk\nUil8fX3F8MaNG8PV1RUxMTEICwuTyy8sLAwxMTGoU6eOgocT1mLkYS2mgOJqMZmZmQqTknJycjBi\nxAjExcVhxIgRCh4LhS2+CpOYmIh+/fohPz8fCxYsUOqBivlIICI+KukAcLlu3br0LjNj1ikaPeog\nDR19gHYciy2XPJPWhNNtx3p027EePZk3v1zyrBQeHCcKa19wHA4hIqLbt2/T7du3K9mwdwMABICC\ngoLEY+LEidS5c2eSSCQEgBYtWiR3TlZWFrVp04YAkJOTE02aNIlGjhxJVlZWBIAmT54spk1LS6O0\ntDTx/0uXLhXLXLJkiYI9L168IABkb29Pfn5+NHnyZBozZgzVr1+fAJC3t3fF3QwicnNzIwB07Ngx\npfHbt28nANSqVSsx7H//+x+Zm5uTlpYWde/enSZPnkzdu3cnHR0d8vPzIwA0cOBAuXwGDhxIACg2\nNlahjGPHjonPpDCRkZGkpaVFenp6NHDgQJo6dSq1adOGTE1N6csvv1Sa3+TJkwkAWVlZ0XfffUeT\nJk2ihg0bEgBq06YNZWVlyaW3s7MjOzs7tfdGGaquR11+5WkbEVF2djZ5e3sTALKxsaGvv/6apk6d\nSoMGDaIvvviCtLS0aN68eWJ6ExMTsra2pp49e9KECRNo/Pjx1Lx5cwJATZs2pezsbDHtL7/8QgDI\n2dmZpk2bRrNmzaL169ertEVg7dq1Sp+/wMuXL6l69eqkpaVFt27dEsNTU1OpZcuWBIDq1KlD33zz\nDU2dOpUGDBgg2rh582YxfX5+PnXq1IkAUN26dWnChAk0ZswYsrGxIR8fHwJAbdu2lSs7KChIbV0n\nItqwYQPp6OiQVColLy8vGj9+PI0ePZp8fHzI3NycHB0dxbRjx44lqVRK7dq1o2HDhtHUqVOpV69e\npKenR7q6unT27FkiIrp69SoBoPr165O/vz9NnTqVvvvuO6pVqxYBoDFjxsjZAIDc3NzkwpKTk6le\nvXoEgFxcXGjq1Kk0ZMgQMjY2JolEQv/5z3/k0qtqUwKa6lZhYmNj1T5TZfaqK0fVc1CXj7r3hyaC\ngoJIV1eXOnXqRCNGjKDJkydTz549SU9PjwBQ586dFdqeOtTZcvjwYZJIJOI7a9y4ceTi4kJWVlbk\n7u6ucJ6qe1va6y3c/wj3efTo0WrPiYiIIADk6+srFz5lyhQCQEZGRtS/f3+aPn06jR49WqyHDRo0\noKSkJKV5zpw5k7S0tAgAtW7dmsaMGUPTpk2jwYMHU926dQkANWvWrETXNmvWLAIgts8nT54opMnI\nyKBPP/2UAFD79u1p8uTJ1KdPH6pSpYrYNxWtY6rqoxCuqg0p4/Xr19S6dWvx+qZMmUJ9+/YlqVRK\nBgYGdP78eYVzNPXBYWFhBIB69OhRbDsKI7yTp0+frjR++/btpK2tTYaGhjR48GCaNGkSOTo6inUi\nPz9fLn1+fj4BIG1tbY1l5+fn0yeffEIA6PLly2rTCu1j9+7dYlhSUhI1aNCAAFC9evVo9OjRNH36\ndOrfvz8ZGRkRAJoyZYrS/B4/fkyurq4EgIyNjalnz540ZcoUmjRpEnXv3p2MjY0JAP3888/iOUXH\nb4Vp2bIlSSQS6tevHwUHB9OsWbPo2rVrYvz8+fNJIpGQgYEB+fr60qRJk2jEiBHUuXNnMjQ0pI4d\nO4ppfXx8SF9fnzw9PWnkyJE0ZcoU8vLyIm1tbTIzM6P79++LaW/fvk1aWlpkbW1N48ePp1mzZtGs\nWbPEeOEdUtz3uUBoaCgBoKpVq9J3331HgYGBVLNmTQJAEyZMUEivqW9PTU0lQ0NDkslk9OzZM43l\nL1myhACQubk5DRo0iEaPHk0ODg5iH/fy5Uu59KVpW0z5UNxvyP9/t1+md0DL+BCOd02PSYz/V9RJ\nzjdqWtnmvNewLvOG/Px8CgoKEseMTZs2pREjRtD06dNp5MiR1KVLF9LV1SUA9PXXX8udq2ysLPSJ\n/fr1U9mfF/2+Zy2GtRjWYhS1mP79+7MWUwjWYliLKS7C9yRrMR+fFpOZmSm+Rz///HMaN24c9e/f\nn/T19Qkqfg+6c+cOWVhYEADy9PQUf5sCQAYGBnTq1Cm59B+yFkOkWo9hLab8tJhdu3aRtbW1XH9o\nb29PAKhLly706tUrhXMmTJhATk5ONGTIEPr+++/p66+/JhMTEwJAISEhJbp2puS863pMpQsnH/Px\nrolGyhj/RzTZTdlNdlN20+8XHpVLnh/MJB4lsFj0BgAKh7a2NlWrVo28vb3p4MGDSs979eoVzZkz\nh5ycnEhPT4+qVKlCrq6utGnTJrl0RQcdz58/Jy0tLdLV1VU6yM7OzqYFCxZQp06dyNbWlnR1dcnC\nwoJcXFxo1apVJfqgKQ2aBq1ERE2bNiUA9Oeff4pht27doq5du5KlpSUZGBhQkyZNaPXq1aX6EFL3\nkXvw4EFydXUlfX19MjU1JW9vb4qJiVGb3+bNm8nV1ZWqVKlCurq61KBBA5o9e7bSwcjbFI7K0zaB\n/Px8Wr9+PXl4eJCZmRnp6OhQjRo1yNXVlebMmUPx8fFi2lWrVlG3bt2odu3apK+vT2ZmZuTs7EwL\nFixQGCjn5ubS999/T7Vr1yapVKr2o74wmgaXRG8GrEU/hLKysmjRokXUokULMjY2JplMRra2tuTh\n4UE//fSTQvt59eoV/fDDD2Rvb08ymYzs7Oxo2rRplJCQQADIx8dHLn1xhCMiouvXr9PAgQOpVq1a\nJJPJyMzMjJycnGjo0KF05MgRMd358+dp+PDh1KhRIzIzMyM9PT2qU6cOBQQE0I0bN8R0L168oJkz\nZ1Lbtm2pRo0aJJPJqFq1auTm5kabNm1S+JFc1b1+8eIFTZ48mT799FOSyWRkYmJCX331FR04cEAh\nLQtHbzh+/Dj16dOHHB0dycTEhKRSKVlYWNBXX31F69atU7j/mtBky86dO6lp06akq6tL5ubm5Ofn\nR3FxcWp/bCjvSTx5eXlka2tLAOQ+bpWRmZlJJiYmpKOjQ0+fPpWL2717N3l5eZG1tTVJpVIyMjKi\nZs2a0Zw5cygjI0Ntvrdv36ZRo0aRk5MTGRkZkY6ODlWrVo06depEYWFh9Pr16xJd26NHj0QxysvL\nS2W6+Ph46tevH9WoUYP09PSoQYMGtGDBAsrJyalw4YioQBz/8ccfxXZqYWFBvr6+ckJ5YTT1wS1a\ntCAAtH///hLZIaBpEg8R0enTp8nT05NMTU1JT0+PGjZsSEuXLqXc3FyFtNHR0QSA/P39NZZ98OBB\nUcTSxH//+1+lP5alp6fTnDlzqFmzZmRkZERSqZSsra3Jy8uL9uzZozbPvLw82rJlC3Xv3p1sbGxI\nV1eX9PX1ydHRkQYPHkxnzpyRS69uEs+9e/fIy8uLzM3NxQnfa9eulUtz6tQp6tWrF1WvXp10dHTI\nwsKCGjduTOPGjaOLFy+K6Q4cOEABAQFUv359MjY2JgMDA3JwcKDRo0dTXFycQtkbNmygxo0bi2J3\n4XFJaYUjIqI///yTvvzyS6pSpQoZGBhQs2bNKCIiQmlaTX37ypUrCQD16dOn2OXv3r2b2rZtS8bG\nxqSrq0v169enkJAQhQk8AiVtW0z58K6LRh/q8a7pMTyJp/xgXUaRO3fuUGBgIDVu3Fgcq5uZmVGz\nZs0oMDBQ6Y9P5TWJh7UY1mJYiykgKyuLVqxYwVoMazEKsBZTfNLS0iglJYW1mI9Ui8nMzKSgoCBy\ndHQkmUxGxsbG1K5dO9q7d6/Kc+Lj42nw4MFUo0YN0tHRIWtra+rbt6/SseKHrMUQqdZjWIspPy3m\n77//ph49elDNmjXFvuzLL7+ktWvXUl5entJzBN3G0tKSdHR0yMrKirp3704nT54s9vUypedd12Mk\nVCBeMJWARCK5XLdu3SbKXFi+K8yd+zNybp6Ebn42jFy7YuTosrtlTQ5fi8SFCwEA5gEBsJ5aMnd/\n7zLCPuP16/OWYRVNeno6gAJ3tUCBK8m2bduif//+2LBhQ2WaxjDvPEXbT2k4dOgQOnTogKlTp5ab\nS3GGeR8oj/bDMOoIDQ1FYGAgbty4AScnp8o2p1zh9sMwihT3G9LBwQH37t27QkRN34ZdHzrvmh7z\n7J/HSGrvAQBI0zWEyzXlWzQwmmFdpuLh/pxhSk9Z2w9rMczHDPc/TEXyIWsxALcfhlHGu67H8EZq\njFp0tfJRJe8ldCgXrzMzK9schlHJwv+fGCbs98swTPmgbL/b5ORkTJ06FQDQvXv3t20SwzDMB82J\nEyfg7e39QYpGDMMwDMMwDMNohrUYhmGYtwtrMQzDvGtIK9sA5t1Gz9AQr///7+yXZZ/E8yTzCR48\nvwPzMufEMMCtW7dw7NgxXL58Gfv27YOXlxdcXFwq2yyG+aAYP348rl27htatW8PS0hIJCQnYt28f\nnj9/jmHDhqFFixaVbSLDMMwHxbZt2yrbBIZhGIZhGIZhKhHWYhiGYd4urMUwDPOuwZN4GLWY2DfH\npb9NIYUubEwtypzfkfgjuPlwNwaUg22VTvID4N6hgr/NPwEcOlSuPR8h0dHRmDZtGoyNjdGrVy+s\nXLmysk1imA+OHj164OnTp9i1axdSUlKgp6cHJycnDBo0CEOGDKls85gKIi4uDhEREcVKGxgYCFNT\n04o1iGEYhmEYhmEYhmE+EliL+ThhLYZhGIZhGAGexMOoRS9fD81yzQAAqc+yy5yfg5kDbpY5l3eE\nJ9eB/VMK/m7gw5N4KgF/f38MHz68ss1gmA+a3r17o3fv3pVtBvOWiYuLw8yZM4uVNiAggIUjhmEY\nhmEYhmEYhiknWIv5OGEthmEYhmEYAZ7Ew6jFyEiGp///N+Xklzm/T00/xScmtQE8KHNeDMMwDMNU\nDO7u7iCiyjaDYRiGYRiGYRiGYRjmo4C1GIZhGIZhBLQq2wDm3cbYWFf8W1IOk3jM9MzQo27PMufD\nMAzDMAzDMAzDMAzDMAzDMAzDMAzDMAzzIcGeeBi1mJoUTOIhImjn5FSyNQzDMAzDMAzDMAzDMAzD\nMAzDMAzDMAzDMB8mPImHUUsVWS5ep/wHoCxIJboAOlW2SQzDMAzDMAzDMAzDMAzDMAzDMAzDMAzD\nMB8cvJ0WoxZLKxOAsgr+Q1nIzc6tXIMYhmEYhmEYhmEYhmEYhmEYhmEYhmEYhmE+QHgSD6MWPX1d\nALL//58OEp+lljnPrLws8e+TCSfLnB/DMAzDMAzDMAzDMAzDMAzDMAzDMAzDMMz7Dm+nxWgkz3ww\nDPJ1IZFoISOr7PO+tCQS8e9HaY+QnZcNmbZMzRkMwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzAfNuyJ\nh9FIno4+JJKCqpKSkqUhtWZ0tN5M2MlHPmJTY8ucJ8MwDMMwDMMwDMMwDMMwDMMwDMMwDMMwzPsM\nT+JhNJKv88ZzTmpa2SfxFKaDXQfYGtmWa54MwzAMwzAMwzAMwzAMwzAMwzAMwzAMwzDvG7ydFqOR\ndEsZ7uZm4LUEqK1bvvO+qhtWh4GOQbnm+dYwqgHU9y74u2bzyrWFYRiGYRiGYRiGYRiGYRiGYRiG\nYRiGYZj3GvbEw2gkq7YhTull4bpOGjLpdWWb8+5QywXw21BwtB5d2dYwTLkREREBiUSCiIgIuXB7\ne3vY29tXik3qUGUvw2hCIpHA3d29ss2oMIKDgyGRSHD8+PHKNqXUbN68GZ9//jmMjIwgkUgQGBhY\nqnzi4uIgkUgQEBAgFx4QEACJRIK4uLiyG8uo5UOojwzDMAzDMB8LpR0nu7u7QyKRaE7IKMBaDPOx\nwFrMuw9rMR8OH0J9ZBiG+VjhSTyMRixv7cPIuN8wJH4dkq6ermxzmPcEiUSicOjq6sLe3h4DBw5E\nTExMZZtYKTx//hzz58+Hu7s7rKysIJPJYGRkBCcnJ3zzzTfYtWsXiKiyzXynOH78OCQSCYKDgyvb\nlAqhtCKnIJgVbWN2dnbw9/fHtWvXKsBahlGPvb290ve/RCJBtWrVSpTXuXPn4O/vj/T0dIwYMQJB\nQUHo1KlTBVlevrRv3x4SiQS2trbIy8tTmU64X+qEK+EdoUpwuXPnDkaPHo2GDRvCxMQEMpkMNWrU\nQJcuXbBmzRq8fv1hTsB+9eoVgoKC4OjoCD09PVhZWaF3794lHl+oqq+Fjw0bNqjN4+TJk9DW1oZE\nIsGMGTMU4nNycrB8+XJ88803cHZ2hkwmg0QiQVhYWIlsLQlnzpwR7f/tt99UphP6kqKiamGEfliV\n0J6dnY01a9agS5cuqF69OnR1dWFkZARnZ2cEBgbi+vXrxbK5Mvv7ihSR161bhxYtWqBKlSowMTGB\nu7s7du/eXaI8hPeAumPw4MFq80hKSkK1atUgkUjQpk0btWlPnTqFnj17is+zevXq6NChA/bu3Vsi\nuxmGYZh3g7t372L8+PFo0qQJzM3NoaOjA3Nzc7i4uGDixIm4fPlyZZtY4bAWU3JYi1EOazHMuwhr\nMQWwFlPxVKYWo+m7uOg9FyYwqTvq1KlT5ntSmH/++UfUh6ZNm6YynSadBXgzCU7VRN78/Hxs3boV\nPXv2hK2tLfT09GBoaIj69etj6NChOHPmTLFsVjXZ7m1QkZPMdu/eDXd3d5iYmKBKlSpwcXHBunXr\nSpSHoBWpO9q1a6dwXmJiIiZPnoyGDRvCyMgIVatWRdOmTbFo0SKkp6erLC8uLg4jRozAJ598Aj09\nPVStWhUuLi5YsmRJia+f+TDg7bQYjcj09MW/X2dmVqIlzPtIUFCQ+HdqaiouXLiA9evXY9u2bTh9\n+jScnZ0r0bq3y59//omBAwciJSUF9vb26Ny5M6pXr47s7Gw8ePAAO3bsQEREBHx9fREZGVnZ5ipw\n5MiRyjaBUULjxo3RrVs3AEBaWhrOnDmDTZs2Ydu2bThy5AhcXV0r2cJ3l5iYGBgYvKdbOhaDUaNG\noU+fPqhVq9ZbLdfExETpKq0qVaqUKJ89e/aAiLB+/Xq0bt26vMyrcB4+fIgjR45AIpEgISEB+/bt\ng5eXV4WUFRISgpkzZyI/Px8tW7bEwIEDUaVKFTx9+hTHjx/HkCFDsGrVKly6dKlCyq8ssrKy0L59\ne5w5cwbNmjXD2LFj8c8//yAyMhJ79uzB0aNH4eLiUqy8Co9TCpORkYElS5ZAKpWiffv2Ks9PT0/H\nwIEDYWBggIyMDKVpMjMzxTZhbW2NatWq4Z9//imWfaVFmLgjTOIZOnRohZRz9+5ddOvWDTExMbCw\nsED79u1Rq1YtZGdn4/bt2/jll18QGhqKHTt2wNvbu0JseJeZOHEilixZgpo1a+Lbb79FdnY2fv/9\nd3Tt2hUrVqzAqFGjipVPQECASnFvxYoVeP78OTw9PdXmMWzYMGQW41tu9uzZ+OGHH2BhYQEvLy9U\nr14dSUlJuHr1Ko4fP47OnTsXy2aGYRim8iEihISEICQkBPn5+WjSpAn8/Pxgbm6O9PR0XL9+HStW\nrMCSJUvw888/Y+TIkeK58+bNw9SpU2FjY1OJV1A+sBbDVASsxZQe1mIqBtZiWIupaN4VLUbVuVKp\n/M/d6ibI7Nq1C1euXNH4HV1SwsLCkJ+fD4lEgrVr1yIkJETBrvLgyZMn8PX1xZkzZ2BkZIT27duj\nTp06ICLcu3cPmzdvxurVqxEaGorRoz++XUR+/vlnjB49GlWrVkX//v0hk8mwdetWBAQE4MaNG1i8\neHGx8unWrZvKSVQbNmzAw4cPFepQXFwcXFxckJiYCHd3d3h6euL169c4ePAgJk+ejI0bN+L8+fPQ\n19eXO+/AgQPo0aMHcnNz4eXlBT8/P2RkZODvv//G9u3bMWHChFLdC+b9hifxMBrRMzTES2ghW0sG\n7bzyXZVy+NFhhG85iKVtl6KxZeNyzZt5N1C2Ymf06NH4+eefsWzZso/G7e7Ro0fRs2dPSKVSrF69\nGoMGDYKWlrwztNevX2Pjxo04ePBgJVmpnvKemc6UD87OzgrtbPjw4fj1118xY8YMHDt2rHIMew+o\nV69eZZtQoVhYWMDCwuKtl2tqalouqzX//fdfAECNGjXKnNfbZPXq1SAiTJ06FfPnz8dvv/1WIcLR\n3LlzERQUBFtbW0RGRioVSnbv3v1BrtZYunQpzpw5A19fX/zxxx9if+rn54du3bph0KBBuHHjhkI/\nqwxVdfXXX38FAHTt2lXtysWxY8ciNTUV33//PaZPn640jYGBAfbu3QtnZ2dUr14dwcHBmDlzpkbb\nSktKSgoiIyNRt25dfPbZZ4iKisKVK1fQpEmTci3n6dOnaNeuHRISEhAYGIi5c+cqiBCJiYmYOXMm\nXrx4Ua5lvw+cPXsWS5YsQZ06dXDx4kWYmZkBACZNmoSmTZti4sSJ8PLyUikIFUbViri///4bM2fO\nhLW1NXx8fFSev379ekRFRWHlypX47rvvVKaLjIzEDz/8gK+++gpRUVEwMjKSi8/JydFoK8MwDPPu\nEBISguDgYNja2mLz5s1KJxUkJiZi2bJlSE1NlQuvXr06qlev/rZMrTBYi2EqCtZiSg9rMRUDazGs\nxVQ074oWU9x67u7urnQiT15eHtasWQMA5brgKS8vD+Hh4TA2Noa/vz9WrVqFP//8Ez169Ci3MgDg\n5cuX6NSpE65du4Y+ffpg5cqVot4gkJaWhsWLFyMtLa1cy34fiIuLw8SJE2Fubo5Lly6JmsuPP/6I\n5s2bY8mSJejZsydatWqlMa9u3bqJE3YLk5KSgoULF0ImkynoNYsWLUJiYiKCg4PlJpzl5eWhQ4cO\nOHr0KCIjIzFgwAAx7uHDh/D19UXVqlVx+PBhODg4yOXJWszHC2+nxWjE2L4N4i1H4kXVYcjTblau\nef8v839IfJWI+y/ul2u+b4UnN4FDQQXH9S2Vbc17RYcOHQAAz549U4jLysrC/Pnz0ahRIxgYGMDY\n2BhffPEFtmyRv8d3796FsbExPDw8VJbz2WefQUdHB0+ePAFQsApt3bp1aN26NSwtLaGnpwdbW1t0\n7NgRf/zxRzleoTx5eXkYPnw4cnNzERoaiiFDhigdzOrp6WHIkCHYtGmTXHjhfcb3798vugEs7PZ3\nx44d6N+/PxwcHGBoaIgqVaqgadOmCA0NRX5+vlK77t+/j169esHMzAyGhoZo3bo19uzZo/I67NXs\nw75582a0bdsWZmZm0NPTQ/369TF79mxkZWUppBVcRSYlJWHo0KHiVg1OTk5Yu3atXNqAgAC0bdsW\nADBz5kw5V4XK3Czu2bMHrVu3hqGhIczMzODr64t79+4ptfnx48cYOXIk7O3tIZPJYGlpiR49eqh0\nJV7cuinw559/ol27duL11ahRA25ubli5ciWAN64qT5w4Id4X4Sjr3uDClhoXL15UGv/y5UssWbIE\nzs7OYn1p1aoVNm/erPLag4OD8cknn0BXVxe1a9fGjBkzkJWVpdTewq4wN23aBBcXF1SpUkWh/vz1\n11/w9fVFtWrVIJPJYGtri2HDhomCQWEePnyIoUOH4tNPP4W+vj7Mzc3x2WefYfjw4UhOThbTZWdn\nIzQ0FE2aNIGZmRkMDAxgb28PHx8fHD58WC5PVfda+EFecA1rZmaGjh07KpwPyLsYj46ORpcuXWBq\nagoDAwO4ubnh7NmzSu+pMgq7L33w4IE4eDcyMkKHDh1w8+ZNAAXvTqHt6OnpoXnz5koFQlUuSUvS\nBisD4Z0n2FK7dm2xbQiujtW1k8rcWz03NxcREREwNjbGjz/+iCZNmmDv3r343//+V67lxMXFITg4\nGDo6Oti7d6/KlU5eXl7Yv3+/xvzq1asHmUyGpKQkpfHz58+HRCLBf/7zHzHs2LFjGDp0KBo0aABj\nY2Po6+ujYcOGmDlzZoW6jSYi/PLLLwCAhQsXyvWnPj4++OKLL3D79m3x3VpaBE82w4aOgIwFAAAg\nAElEQVQNU5lm586dWLt2LUJDQ9UKnDKZDJ6enm/th7CNGzfi1atXCAgIEMWE1atXl3s5M2bMQEJC\nAvr27YuffvpJYQIPAFhZWeE///kP+vTpozavkvT3JRlznDp1Cl27dkXNmjWhq6uLatWqoWXLlnKT\nqCQSiehSufD7pjiTa9Qh1NPp06fLCWr29vYYOXIksrKyyvzOFerpN998Ax0dHaVp4uPjMWbMGAwe\nPFjtKsP8/HxMmTIFBgYG2LRpk8IEHgAqy2AYhmHePR4+fIjZs2dDJpNh3759Kr2CWFlZYe7cuZg8\nebJcuLIxtfC9Mnz4cNy7dw9+fn6wsrKClpaW2m0QWIuRh7UY1mJcXV1Zi2EthrWYcoS1mI9Liykr\ne/fuRUJCAlq2bIlGjRqVW7779u1DQkIC/Pz8xMUzFaHF/PTTT7h27RpcXV3x3//+V2ECDwAYGxsj\nJCQEEydOVJtXcHAwateuDaBgK/DCfWLRxfcHDhxA586dYWFhAV1dXdSpUweTJk1CSkqKQr7Xr19H\n3759YW9vD11dXVhaWqJJkyYIDAwUJ6TY29uL2kzbtm3lyi4L4eHhyMrKwqhRo+T6PzMzM3GLM6Eu\nl5YNGzbg1atX6NGjh8KkzYcPHwKAgjdqbW1tdOnSBYDi76LBwcHIyMjAqlWrFCbwAKzFfMywJx5G\nI/r5WqifW/CSSE2pmBl/91Pew0k8yfeAM8sK/m7gAzTqXbn2vEcIH1/NmslPCsvOzkbHjh1x4sQJ\n1KtXDyNHjsTLly+xdetW+Pn5ITo6GnPnzgUAODg44Msvv8SxY8dw9+5dhc7t7NmzuHnzJnr27CnO\n2p4+fTrmzZuH2rVro3fv3jAxMcHjx49x8eJFREZGws/Pr0Ku9/jx47h37x5sbW0xaNAgjelVuVjc\nunUr9u/fD09PTwwfPlzuo2jq1KnQ0tKCi4sLbGxskJqaiqNHj2Ls2LG4ePGiwh6y9+7dQ6tWrZCc\nnAxPT084Ozvj/v376NatW4ndSA4ePBjh4eGoWbMmevToAVNTU5w/fx4//PADjhw5gkOHDilcU0pK\nClxdXSGTyeDr64vXr19j69at4qq4gQMHAoA403ndunVwc3OT+1AsKkJERUVh37596N69O9zd3REd\nHY1t27bh2LFjOHv2LBwdHcW0sbGxaNOmDf799194eHigb9++cu4/t23bJrdaoyR1Eyj44Bg2bBiq\nVauGrl27wsLCAomJibh+/TrWrl2L7777DqampggKCkJERAQePXokNzO7rD8cEhV4TVM2wEtJSUHH\njh1x7do1NGnSBIMGDUJ+fj4OHDiAfv364datW5g9e7ZcXj179sSePXtQt25djBo1Cjk5OYiIiMCt\nW7fU2rFkyRIcOnQIXbt2Rdu2beVWd65duxbffvstdHV14e3tDVtbW9y7dw9hYWHYtWsXzp8/L7oe\nfvz4MZo3b460tDR07twZPXv2xOvXrxEbG4sNGzZg1KhRqFq1KoAC0WDz5s1o2LAhBgwYAH19ffz7\n7784ffo09u/fj6+++kqtzULdvH37Npo3b47AwEAkJSVhy5Yt6NChA1atWqX0Q/LSpUtYuHAhWrVq\nhSFDhiA+Ph7btm1Du3btEB0dLVf/NCG43axfvz4CAgIQFxeH7du3w93dHefOnUOnTp1gbGwMPz8/\nPH/+HL///js8PT1x9+7dYrtrLm4bLA1ZWVnYuHEj4uPjYWhoiEaNGuHLL7+EtrZ2sc53dnZGUFAQ\nduzYgWvXrmHs2LEwNTUFAPHfd5U///wTT548wbfffgt9fX0EBARgzJgxCA8Pxw8//FBu5axduxY5\nOTno06cPGjZsqDatrq6uxvwGDhyIadOmYfPmzUrd7K5fvx4ymUxuIsaCBQtw584dtG7dGl26dMHr\n169x5swZBAcH4/jx4zh8+HCxnrnglSYoKKhYq6kePHiA+Ph4ODg4iEJDYTw9PXHq1CkcPXpU/OGh\npFy5cgVXrlyBvb29SvfNiYmJ+Pbbb9GtWzf079//nfIsuHr1amhpaWHAgAGoVq0arK2tsWnTJixe\nvBiGhoblUsarV6/EsYUqV9aF0VQPi9vfl2TMsX//fnTp0gXGxsbw9vaGjY0Nnj9/jpiYGKxcuVK0\nuzjvm+PHj6Nt27Zwc3Mr9l7tR48eBQB06tRJIc7T0xOzZs3C0aNHS+2VKTs7G+vXr4dEIsG3336r\nNA0RISAgACYmJli6dCmeP3+uMr+zZ88iNjYWvr6+MDMzw549e3Dz5k3o6emhRYsWxVqlxjAMw7w7\nrF27Frm5uejXrx+cnJw0pi/JVg+xsbFo164dHBwc4O/vj1evXsHY2FhletZi3sBazMetxXh4eODq\n1atwdnZmLUbJ/WEthrWY0sJazMejxQDAH3/8gdjYWMhkMtSvXx8eHh7Fut8CwkSh8t52XMg3ICAA\nDRs2RJMmTXDw4EE8evQIdnZ25V7ODz/8oNHrkab74u7ujpSUFCxfvlxum0ig4J0gEBISgqCgIJib\nm8PLywtWVla4fv06Fi9ejL179+LcuXPiWPD69etwcXGBRCKBt7c3ateujbS0NNy/fx8rV67E7Nmz\noaOjg8DAQOzYsQMnTpzAwIEDlfbBcXFxqF27Nuzs7Io9QVCTFlM4TWkRJmcpq0NOTk7Yv38/9uzZ\ng88//1wMz8/Px759+6ClpSXnmCAnJwdbt26FlZUVOnfujAsXLuDMmTPIzc1F/fr10aFDB8hksjLZ\ny7zHEBEflXQAuFy3bl1619l76CH9POwI/TzsCM2eeKzM+SWtCafbjvXotmM9+uv74fQw5SHl5OWU\n3dC3zc0ooiDjguOPr4mI6Pbt23T79u1KNuzdAAABoKCgIPEYN24ctWnThiQSCXl5eVFaWprcOXPn\nziUA5OnpSTk5b+rE06dPyc7OjgDQmTNniIgoLS2N1q9fTwBowoQJCuUPHDiQANDBgwfFMHNzc7Kx\nsaHMzEyF9M+ePSuvS1dg5syZBID69+9fqvPXrl1LAEgikdC+ffuUprl//75CWF5eHg0YMIAA0Pnz\n5+Xi2rdvTwBo2bJlcuE7duwQn93atWvl4uzs7MjOzk6pbd27d6eXL1/KxQUFBSktQ8h/8ODBlJub\nK4bfunWLtLW1qX79+nLpjx07JtYlZQg2AKBdu3bJxS1btowAkIeHh1x4hw4dCADNnj1bLvzMmTOk\nra1N5ubmlJ6eLoaXpG4SETVp0oRkMhk9ffpUwd6idc3NzY0KuuOSIVz3wIEDFeKGDBlCAMjLy0sh\nTmgbISEhcuGvXr2ijh07kkQioatXr4rhQjv74osvKCsrSwx/8eIFOTo6EgByc3OTy0t49gYGBnTl\nyhUFG/7++2/S0dGhOnXqUEJCglzckSNHSEtLi7p16yaGhYaGKq1LREQZGRli3UtJSSGJREJNmzaV\nq1sCSUlJcv9XZvvQoUMJAA0dOpTy8/PF8Lt375KxsTHJZDKKjY0Vw4X6qazN/PLLLwSARowYoWCL\nMmJjY8W8itbNkJAQAkBmZmY0bNgwysvLE+OEZxQYGCh3jvAcjh07pnDdJWmDJUFoD0WP2rVr0/Hj\nx0uUl1BXC9/vwtdQ9NmpO0+4t0Xbi7oyVJGWlqbQfwl07NiRANDZs2eJqKDOyWQysrOzk3tmAsL9\nUle+8I4o/Bw9PDwIAK1evbrYdqsjISGBtLS0qGnTpgpxFy5cIADUo0cPufAHDx7ItRGBGTNmEAD6\n/fff5cJV1UchXNU7vii7d+9W+X4jIoqMjCQA1Lt372LlpwzhPTBnzhyVaXx8fKhq1ar05MkTInrz\nTp4+fbrG/IVrLq/nV5hz584RAOrQoYMYNn78eAJAYWFhCunV9SUCwnuucJs7efIkASAbG5sS2aeu\n/RS3vy/umKNHjx4EgKKjoxXyKtoXa3oXKLsH6sjIyCAAVKVKFaXxz549IwBkZWVVrPyUsWnTJgJA\n7du3V5lm6dKlJJFI6NChQ0T05l3o6uqqNC0AGjlyJH322WcK7/Evv/ySEhMTS20vo5rifkPWrVuX\nAFymd0DL+BCOd02PSYz/V9RJzjdS7I+Z4sO6TAFt27ZV2f8XB3VjalU6DJHy71vWYt7AWgxrMSEh\nIXLjYdZiCmAthrWY4qDqe5K1mI9DixGeSdHDysqKIiMji1VGQkICaWtrk4mJidJxSWkR8nVwcBDD\nhHfojBkzFNIXR2MQ2k/hMUB8fDwBIKlUSq9evSqRjaraj6p2KnD06FECQK1ataIXL17IxQl9YuH3\noKBB7dixQyGv58+fy7VJVfWzqG1Fx0HqsLCwIAAKfY+AoaEhASj18z979iwBkHvWhXn69KnYT3t4\neNDEiRNpzJgxVK9ePTI1NaXw8HC59FeuXBHT9u7dW6F+16pViy5cuFAqWxnNvOt6DG+nxWjE2PjN\nLD9JjnJXsKXFztgetU1qQ6r18TiFWhm9Ep+t+wyfrfsMK6NXKsQvurhIjF93a51CfPDZYDE+8m6k\nQvzkk5PF+D0PFd3xjjoySow//s9xhfiLT5S7fC0tM2fOFI+ffvoJp0+fRv369dG3b18FN/3h4eGQ\nSCRYunSp3GohKysrcdZ8WFiYGO7l5YUaNWogIiJCzlVwSkoKtmzZgjp16iis9NDR0VE6G70i9yoW\ntvOysbFRGh8cHKxwKHND6OPjo3QGMaB8j3QtLS2MHTsWQIG7Q4GEhAQcOnQItWvXxqhRoxTKcHNz\nK96FAVi+fDmkUinCw8MVttH44YcfULVqVfz3v/9VOM/AwABLly6VexYNGjSAq6srYmJikJ6eXmwb\nBDw8PBT2Oh41ahTq1KmDo0eP4tGjRwAKrv/gwYOoVauWgsvw1q1bo2/fvnj+/DmioqLE8JLWTaBg\nFZ+y1VflXdeio6PFejN+/Hg0b94cYWFhqFGjhsL+y8nJydi4cSM+//xzBAYGysXp6elhwYIFICI5\nN+LCFiOCK3YBU1NTjatZhg4dKjfjXGDVqlXIycnB8uXLFdqFh4cHvL29sWvXLoV6oGyrFkNDQzFc\nIpGAiKCrq6t0JYKwQkwVOTk52LhxI6pUqYJ58+bJue+sW7cuxowZI3o+KIqrq6vCHriDBg2CVCrF\nhQsX1JZbFHt7e0ydOlUuTFiNlZWVhUWLFsldX79+/SCVShEdHV3sMiqiDQIFW7ocOXIET548QWZm\nJm7cuIFhw4YhLi4Onp6euHbtWqnyfR949OgRDh06BEdHR9FjRdWqVeHl5YVHjx7h4MGD5VbW48eP\nAQA1a9Ysl/xsbGzQrl07XL58WWFVp/AOKLoi8JNPPlHq4lZ4txTud9QxatQoxMTEKPRHqhBWkZqY\nmCiNF8KV9aPFISMjA5s3b4ZUKlW5Yjs8PBw7d+7EypUrYW1tXapyKorCK78EvvnmGwDl68a5vOtg\ncSjtmENZ31HSvrhFixaIiYlR+v5XRkXXU0Dz6sHbt29j2rRpGD58uMaVz0CBdymgwK30q1evcPjw\nYaSnp+PmzZvo2LEjTp48iV69epXaXoZhmHeJj0GXUadDCNuBFD6WLVtW7LytrKwUvlc0wVoMazGs\nxWxEs2bNWItRAmsxrMWUBdZiCvgYtBgfHx/s2rULCQkJePXqFe7cuYPvv/8eKSkp8PPzw759+zSW\nExYWhry8PPTv3x8GBgalslUZa9asQV5entz7qF+/fpDJZAgPD0deXl65lCPUwapVq0JPT69c8tRE\naGgogAJNqahXroCAADg7OxdbizEzM9PoPagwNjY2iImJwZEjR4p9TnHramEvdSVB0GJUeUS2srLC\n+fPn0b17dxw9ehSLFy9GaGgo/v77b/Tu3VtBnxG0mBMnTmDv3r1Ys2YNkpOT8ejRI0yePBnx8fHo\n3Lmzym33mA+bj2fmBFNqjI10QfmvQZQF7de5lW0O855BBascAQCZmZm4desWpk6dCn9/f9y6dQtz\n5swBAKSnp+P+/fuwsbFBvXr1FPIRXMxdvXpVDJNKpRgyZAhCQkKwbds29OvXD8CbPSmHDh0qN6j1\n9/fHihUr4OTkhF69esHNzQ2tWrVS2aEXJTo6Gjt27JALMzU1VfgAV3UPVO3nqWwbhYCAAIVBUYsW\nLVSWkZycjEWLFmHv3r14+PAhMjMz5eIL7wEs3MM2bdooFdHc3d2LtX/ty5cvce3aNVhYWKgU/HR1\ndRETE6MQXrduXaXutm1tbQEUDPiLTvLShDLBS1tbG23atMGDBw9w9epV2NnZidf/xRdfKBV2PDw8\nsHHjRly9ehUDBgwoVd309/fHhAkT4OTkBD8/P7i5ucHV1RWWlpYluqbicO3aNYWP8Vq1auHUqVMK\n7nwvXryIvLw8SCQSzJ07V8GlprAnbeFndvXqVWhpaaF169YKZbdp00atbarq7Llz5wAUDE6V7RWf\nmJiIvLw83L17F02bNoW3tzemTZuGkSNH4sCBA+jYsSNcXV3RoEEDuXZlbGyMrl27YteuXXB2dkbP\nnj3xxRdfwMXFpVgfZnfu3MHLly/h6uoKc3NzhXgPDw/Mnj1b7lkLFN0eECgQqq2trfHixQuNZRfG\n2dlZoW3WqFEDQMFWgkXbhra2NqytrZGQkFDsMiqiDQKK2+o0bNgQv/zyC6pUqYIlS5YgODgY27dv\nL3G+7wNhYWHIz89XEBADAgIQFRWF3377TaX4X1I09SulISAgAIcOHcK6deuwcOFCAAXu63///XdY\nWlqic+fOcukzMzOxfPlybN++HXfv3kV6erpcn1/cvectLCzKVVAv673ZvHkz0tPT0aNHD3E7zsLE\nxcUhMDAQvXr1Qu/e79ZWqmlpadiyZQtMTEzQvXt3MVxw4/zXX3/h+vXr5bLne0XUQXWUZszh7++P\nqKgouLi4wM/PD23btoWrq2upBFcDAwOlY4CyUtr7d+/ePZw4cQLW1tbw8fFRiM/JycHXX3+N6tWr\ni+1ZE4KoSETYunUrGjduDKDAFfT27dvh4OCAEydO4Ny5c7y1FsMwzHuAur46Li5OQYews7PTqG0I\nNGzYsETbVrAWUwBrMazFCFoMIL/FCWsxrMWwFlN6WIv5OLQYABg3bpzc/x0dHTF37lzUqFEDo0eP\nxrRp09RuTZmfn4/w8HAA5buVlpCvsK25gDCZLCoqCnv27IG3t3eZy3rbWgxQ0Hfo6OggMjISkZGK\nk9ezs7Px7NkzJCcno2rVqvDz88Py5cvRrVs3+Pr64quvvoKrq6vSic+a0NHRKXctpiz3MDU1FVu2\nbIFMJlN45wjExcXB29sbr169wt69e+Hq6oqXL19i586dmDBhAnbu3Ilz586J29IJWkxeXh7mzZsn\nTmIzNzfHggULcP/+fURFRWH16tX4/vvvS3HFzPsMT+JhNGKok42s1IKVSVKJHgBegcmUDkNDQ7Ro\n0QJRUVGoWbMmFi5ciOHDh8PW1lac+Vq9enWl5wrhRWdzDx06FHPnzsWvv/4qTuL57bffIJPJxJXn\nAj/99BPq1KmD8PBwzJ8/H/Pnz4dUKkXnzp2xZMkSfPrpp2rtj46OLpXQJdiuahBdeKDdpk0bnDlz\nRmk6VQPYlJQUNG/eHLGxsWjRogUGDBgAc3NzSKVScU/Twp6KhHutynuAqnKK8uLFCxARnj17plT8\nUoeqvZSFlVWlmZ2u6XqE6y5pXStN3Rw/fjwsLCywcuVKhIaGYtmyZZBIJHBzc8OiRYuUigylZeDA\ngYiIiAARITExEWvWrMGMGTPQtWtXnDt3Tk4wSU5OBvBmj2FVZGRkiH+npqaK9akomjxQqKpLgh2L\nFv0fe/cdFsX19QH8u5RdehOQgAgKgqixIMGCkWIXRUUjKorYoknsMdHEnxELdo0tGpWIRuxYwS42\n1Ng7gqICigWlN+n3/YN3VpadhQUWQT2f59lHnLl7587u3ZnZs3fOXVrm87l2WFhY4Nq1a/Dz88Px\n48fFd+aZm5tj2rRpmDhxovg5u3fvxuLFi7Fjxw5xEENNTQ0DBgzAsmXLymxzZY9DQNl9uqL9mS+Y\nzb3+sgLdKioq4sCfPKrjM1iWcePGYfny5bhw4YJC660tCgsLERgYCCUlJQwbNkxiXY8ePWBiYoKQ\nkBC8efNG4nPB3X1SVCQ70yG3ruSdKqampoiKiqpQsLA8/fr1g46ODoKCgrBw4UIoKysjNDQUSUlJ\nmDx5ssQxID8/H25ubrh27RqaNWsGLy8vGBkZiYPxc+bMkTjvKFJ5d8ykp6dLlKuo8rKbjBw5Eurq\n6li3Tvqu/Zq2fft2ZGVlYezYsVJ3ZI0YMQK3bt3Cxo0bsXbtWvHyqvRBAArtg2WpzDWHp6cnQkND\nsXz5cmzevBkbNmwAALRu3RoLFy5Ely5dqq295fXT8u4MK8/GjRvBGMOIESN4fwRbuHAhbt++jbNn\nz0JLS0uuOvX19QEU39nJDeDhqKuro1u3bvjnn39w7do1GsRDCCGfgK+++gpRUVG8cQgXFxdxHKKg\noID3XFKWimYipFhMMYrFUCzm+vXrvINnOBSLoVgMxWIqhmIxX04spiyjR4/GlClTcOfOHWRkZMgc\nCHfs2DE8f/4cbdu2VcjNTZwTJ04gLi4O3bp1k8pyNmLECPFgspKDeKoai0lMTEROTs5HycaTlJSE\ngoKCcq85MjMzUadOHTg6OiI8PBz+/v4IDg7Gtm3bABQPupo9ezYGDx5cre3V1dVFYmIi0tLSeDPB\ncX2Vb0BleYKCgpCdnY1BgwbJHATn6+uL+/fv4+7du+J+pqOjg7FjxyInJweTJ0/GnDlzsGXLFgAf\nYjEAJG7IK7ls//79Fc4uRz4PNJ0WKZexSYkR8CxX4ReTAJBfmI+03MqlL/vU/NjyR9wffh/3h9/H\njy1/lFr/yze/iNcPbzpcar1fez/x+u9spAdULem4RLzevaG71Pq1ndaK17uYu0it/8bkm8rtWAXo\n6enB1tYWBQUF4oEE3AUel+64NC5VYOkLQTMzM/Tu3RsXLlxAZGQkLl++jAcPHqBfv35Sd9ooKytj\n0qRJuHv3LhISErBv3z7069cPhw8fRvfu3cu9yPX19ZWakzA2Nrbc/XVycgIAnDt3rswLs/LIGh0c\nEBCAmJgYzJ49G1evXsW6deswf/58+Pn5wcvLS6o89xomJCTw1ifrPZBVT6tWrcqdu/FjKG9/uPZW\ntK9Vtm/6+PjgypUrSEpKwpEjRzBq1ChcuHAB3bp1E6dJVCSBQIC6devi999/x88//4x79+7hf//7\nn0QZro0//fQT0tPTZb5fZ8+eFT9HR0cHycnJKCiQzsQm6zUv2SY+Jb/4ldVvSt7RZ2dnh927dyMp\nKQk3btzAokWLUFRUhEmTJuGff/4Rl1NXV4efnx8eP36M58+fIygoCB06dEBQUBAGDBhQZnsr+16T\n8hkbGwOA1J2plSUQCHj7JFC16WkqKzQ0FC9fvkRRURHq1asHgUAgfqiqquLNmzcoKCgQ3/HD4foS\nF0zlw6VLLRns4+68rEg62fKoq6tj4MCBeP36NU6dOgVAdvrmQ4cO4dq1axg+fDju37+PjRs3wt/f\nH35+fhg7dqzC2sTH1tYWAPD48WPe9dHR0QCK75SsqDt37uDGjRto0KABunbtylvm1q1bePv2LYyM\njCTeZ27gsL+/PwQCAfr27Vvh7VcVN13Whg0bJNomEAgwYcIEAMUBh/fv34ufU9k+6ODgAJFIhPj4\neDx69Ejh+1JaZa853N3dcebMGaSkpCAsLAxTpkxBREQEevXqhYcPH1ZbezU1NWFmZobMzEzxuaOk\nqvTTvLw8bN26FQKBQGb65lu3boExBhcXF4l+wN3pdenSJQgEAon3lPtsyfphgQsslew/hBDyqfoS\n4jJcHEKR14ucit65TLGYYhSLoVjMlClTkJ6eLjMeQ7EYisUoGsViKBajKDUdiymLmpqaeOBOWX2d\nGyik6NeKq/fEiRNSsZjevXsDAI4fP44XL16In1PZPmhubo769eujoKDgow3O09XVhb6+frnXHBYW\nFuLntGvXDqGhoUhJScGlS5cwa9YsJCQkYMiQITh9+nS1tresvvr69WtkZWWhXr16lZpOjYu7yepD\nGRkZOH/+PAwMDHgHirm6ugIAbt68KdVegD8eQ7GYLxsN4iHl0tJSAwQagJI2BMp1kJKUWf6T5BSf\nGY9+h/rBcbsj/rz5p8LqJbUfl9KUC6Roa2vDysoKL1++FF/0lcR9kbW3t5da9+OPxUG3jRs3yn0x\nZmxsDE9PT+zZswdubm54+vQpHjx4UPkdKoOLiwusra3x4sULBAYGKrz+J0+eAAD69+8vtY4vFTM3\nL/bFixd5B+WdO3dOru1qaWmhadOmiIiIQHJycgVaXDFcKtvyBhDy7WthYSEuXrwI4MN+l9x/vi+e\npftaVfomUHzx1bNnT2zatAm+vr5ITk5GeHh4hfevIv744w8YGRlh7dq1iImJES93dHSEkpISLl++\nLHddrVq1QlFREe9zuNe2otq2bQsAEq+DvFRUVNC6dWtMnz4dO3fuBACp1Oocc3NzeHt748SJE2jU\nqBEuXrxY5pcjW1tbaGho4M6dO7xpl8t7r4lsXNruhg0bKqQ+fX19iS+/nMLCwgrNR68o3Je4Xr16\nYdSoUVIPLsVqQECARDCdy3bBvT6lJSUlITo6GiKRSOJLHZd9Y9++feUORKjIXVhcO7du3YrExEQc\nO3YMzZs3R8uWLSXKVfS8o0hWVlaoX78+Hj9+LHF843BzoHPp9SuCy9QyevRomYFvHx8f3ve4Y8eO\nAIpTsI8aNapas7zwuXHjBm7fvg1TU1Pe9o0aNQrNmzcXp/7lcH3w+vXrMoOxXP8smZ1FXV1dfKfj\nvHnzym2fPP2wrPNhVa85NDU14ebmhhUrVuD3339HXl6euK+Ut+3K4vrg8ePHpdZVpZ8eOHAA7969\nQ+fOnWUeU7t06cLbB7gfFOvWrYtRo0ZJpPru2LEjVFRUEB0djby8PKk6uetkS8NW3ZIAACAASURB\nVEvLCreZEELIx+fr6wsVFRUEBwfzTqtUUygWQ7GYLzkWU5EYCMViPqBYTOVRLMYXAMViFKGmYzF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5+pqqqyOnXqsD59+rBr167xlpe3bzLG2Pr161nfvn1ZgwYNmLq6OtPX12ctW7Zkixcvlui3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\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6TZs2UY8ePah27dpkZGREJiYm5O7uTlOnTpWbwEZEtGDBAnJzcyOJRMI7+nBo68RDRBQV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lxIkTHDx4sErvobIGDx5MdHQ0Z86cKXVwri1//vknALfe6pisddYVc7du3QDYsmWL0zs8Knu3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s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\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VOqzL+zWbUsmesgytLgxdg4Celmg0GsxmM66jq9FcLhc2m62Vq4RoP41aw9zU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eLsvyY7IsT0IZQEoCnm/GMd8EAoAX3Rdm6woOHkevno8SFXklQUHnejqcFtmydSobNoxjw4Zx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j9q8PevK7Ov5NZJtxKpG77DhEAgOLcot5sBCegjnIlIobm5OZTOWK/Xk5x8Ylcuk8nEt7/9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\n3Gd3QWAEjDhr4PaT/w3U7oXGQmgsgoYiaKkAY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0NTiRwm+jm0E5wAqh5O+qrUMPFayLxE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\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SmHHjYLxuHyNmDiA5O7wSak/CO4rfj/SNCz6PfrGFnevexudxM3jKNCYtCq0u+cWaV/n8\njZcAmHLtDVx83fKQ9fs2fMiOd9YCMO+uexl1yWXBdbNzE2gcP5SjmwIhHrPHxj67k+XPbOeWi9L5\nyYIhDLl4JsmDcolJTiU5pzUUX3rkEM/++YeoXQo7Ly7ny9wvuTj14tN+7Resom2wOnAhEbteCLTb\nmvGjvp2TIJyCCPEIgiAIQi8wGAyYTCbsdjt+v5/a2tpgsKe90Ed19ceAn/j47p9E93g85Ofns2XL\nFkpKSsLmMX36dCZOnBhSHcNkMnHDDTcAsHHjxi7tR5IkoqKiujyvwYMHs3379rAQCYDD4aCkpISS\nkhJ0Ol2vhnj8fj+VlZXB0E5RURHuk+VlW5SWloYEdyIiIpg+fToWi4X09PSQiit1dXXs3LmTvXv3\nsnjx4pDtnE4YS61WEx8fT3x8a8n7PXv28NZbbwEwfnxo+fy6ujqee+45zGYzMTExITej0UhhYSGH\nDx8mPz+fRYsWMXr06OBzZVkmNzeXw4cPM3jwYIYMGUJ2dnZI0KevxcbGBkM8LfMdM2bMaVXX6W1l\nZWXB4JbL5WLNmjUcO3aMyy+/HH03Tnr0d263m+rqaiorK0NuLVfyt9BqtWE/qwkJCRw/fjz4uKio\niGeeeYbly5eLykWCcKGTJMi4OHBr4fdBXUEg0NMS7Kk8GGip1aLqANKGXzObeF6RVuJVDDj9Udi8\nKVg0RaH7sBWHPo5KBjoO8QylgZIqGxk1NuIGdVyF7VSy4iP565JRfPelXQB8fKiS/2zK5zuzsk97\nm8KFqSzPxtsr92BKMDB4UhKTrsxsd5y/2YO35uTfZZWENjmSXOlXmEzjKCt7jZSU1oDzxRdfzK5d\nu2hsbMRhNJI/NBOT50uogYiIwez4KhafL/BecPz4cSEXH/SUY88e3HmB9wWS0Uj05VeQl5fHqlWr\ngEBr2kmTJvWr96L9gV6XxMgR/+rrafS5zz+fHbx/0UWfhBxrDRhwC9U1H1Ffv5ekxEWY2mk51pYl\n7hKmXrQJg6H32hQLgiAIQn9lGD4cw/DhJP74xzSsX49t9Rqav/oquN5bXU3tE/+Hv6mJpJ/97LT3\nY60o44PH/x9et4vjO78MhnhqSorY8c5aak8UEzcgnfnfvT/kefqISNwt7V1PhB7DnTh8ALejmZTB\nQ9FHhFbYaUulkpm3YniH67urYM9Odrz7JnVlJxgydQYzl68IWd9st1N25CAASdmDw+fT5jy79xvn\nnQHUbd7vWstLw9ZnDhuOt6kem8aMszI6uPyFbUVsOlrNI9eNZerM2JDn+P0+PnryXxiaJUBixh4L\nH476QIR4TsfAKTDqetj3WuDxJ78H00AYfX3fzksQOiFCPIIgCILQSxISEmhsbCQ+Ph6Xy9XhuDrr\nNr4+cC+K4mPokD+TnHxNt/bz+uuvh7S5AtBoNFx00UVMnTq1z8IGGRkZ3HfffZw4cYKampqQm8fT\neiW9xdK9Eqod2bVrF8eOHaOwsDAsfPBNZWVlYdV3LrnkknbHxsbGcv/997e7rre0tC/T6/Xktmk5\nAGC1Wqmvr6e+vp7i4uIOthBw+PDhkBAPwLx587jyyiv7PBDTkblz5xIdHR1sk2Xswz7b3zRx4kSS\nkpJYu3ZtsNrMvn37KCoq4pprrgn7HjoXff7553z00Ucdtnhrq6U1YFsTJ05k1KhR5Ofn89FHHwFQ\nU1PDM888w7Jly0hKSur1OQuCcA6TVWDJCdyGLWp/jHkgANHqai6Oep4y9zCmRz+NwSCBeURgvXkg\nmNIgNiv0uaY00JtDx5jTTn4diHS8lqF33hMYa+zZ+4/LRybzrWmZPLOlAIC/fXiYMWlmLsruXll5\n4cJWkR+owGivcuCoDz/536JtKy1NcgSSRkZNFANSbwprK6TT6ZgzZw5vv/02AAVZmYzhMBAI0tfU\n1ACBcO7s2bPpTbbVq4P3oxfMRxUZQWZmZvDihubmZnbv3s3kyZN7db/91fHjf6emJtA6MCvrAeLj\n5/bxjPo3h7PjYx21OoLRo56mrPwN0gfeecqKRSqVTgR4BEEQhAuObDBgWrQI06JFuAsLsa1Zi+2t\nN/FVB97/ufMLerT9gt07qMg7CgSq17Twulwc+GwDAJ52zoHHDQgc4+kiItDqA5WbD3y2gd0fvEt9\nTRWOejs3/f4RkgeFnhP94Il/4nE6MZpMTLnmBiLMMSHrvW43HjcofjBGh4bE66urOLT1M6xlJ4iy\nxIdVynE7HBTv3wNAXWnoRbEAKm2bkI6n/ZCOrFKh0mhDqtG3iElOJX3UWFQaDebE8HNjI2bPY8Ts\nQPXGKxtc/HTtfj4+FDjvVljbzNL/28adM7J4YN5gdOrAOV1ZVrHgngd56eEH8Mh+cuZfwlXjV4Rt\nW+gCSYKF/4b6MijcHFj2v+9BVBJkzezbuQlCB0SIRxAEQRB6yeLFi9HpdJ2GJxTFT96xP+H3Bw4G\nCgr/TULCFahUurCxNTU1NDQ0kJkZeoVuTk5OMMQjyzITJkxgxowZREZ2fPXC2WIymTCZQkuc+v1+\nGhoagoGejIwMIND2av369djtdmpra5kxYwZOpxOXy4XT6Qy5paWlMXNm6BvqgwcPkpeX1+48oqOj\nyczMJDMzk4yMjG5XCDnTVwubzWbuu+++dkMSLeGRrmhqakJRlJCrVvtTKKY9er2eGTNm9PU0OpSW\nlsbdd9/N+++/z549gYN7u93Oc889x/Tp0wHaPVjva263O1hRp6KigsrKSjQaDbfcckvIuOjo6A4D\nPFqtloSEBBITE0lISCAlJSVsTGxs4Kqg5ORkoqOjefPNN4M/4//973+54YYbyMrKCnueIAhCh2Kz\nYPJ3wDyQ4aaBjIgZCOb7wdCFv93z/wSX/7Xj9Se+DFvk9rl5dOdKbh+5gjhD9wI4P1kwhL0lNnYU\nWfErcO8ru1l33zQSos+fam3CmdUS4gFIaqctQAt3cWv7N23aqStjjhkzhi1vvkWdSqbZG01D0RVM\nvfIKKivrsVgqqampYfr06b16vOBrbKR+3fvBxzFLlwKgUqmYOnUq778fWLd161bGjx9/yta85wOn\nq5zGpiMAeL2B/0OXu4YjR37B4EG/QK8Pf28lBCiKB0kKPQbTamPJSP92B88QBEEQBKEtbUYGCQ8+\ngHHiBEruCvz99FZW4qmsQpN4epUYE9KzGHJx4Hxs8qAhweWxqQOC963lpfi8HlTq1hCMOSmZu//z\nIkaTOXjOUmeMoDK/9aJUoyn8eK9g9w6a7TYAJl29NGz9/337FlwOFypNBN9a+RhRsa3vpxuttWx5\n5XkA4tMzw0I8IXOuKA/bduaYCVz/6z+j1mgxtnMeeez8qxi3YGHY8hbDps9m2PSuBebjo3Q8dct4\n1uwq5TdvH6DB5cWvwH8+y2fj4WoeuW40I1IDry0xM5sr7/0RSdmDiY7vvYqaFyS1Fq5fBf+dD9WH\nwO+B15bDig8gsfeqPglCbzn/j6AFQRAE4SzpSnhCkmRGj36GPXtvw+O2MnbMC8EAj9/v58SJExw5\ncoTDhw9TW1uL2Wzm+9//fkhIIzc3ly+//JLc3FwmTpxITExMR7vrF2RZDoZ7srNb204oisL27duD\nj9esWdPhNtoLRmVkZARDPBEREcHATmZmJrGxsafV+upsioqKardd2ZgxY8jMzMRqtWKz2bBarcFb\nQ0MDFouFoUOHkpubK9oXnSE6nY6rr76anJwc3n33XZxOJ4qisGnTJqKiohg6dOipN3KGKIpCfX19\nMKhTUVFBRUUFdXV1YWM1Gg1+vz8kdJSYmIgkScTFxZGYmBi8JSQkYDabu/VzM3LkSCIjI3n11Vdx\nsUhsVAAAIABJREFUuVy43W5WrVrF1VdfzahRo3rl9QqCcAEwxMCCPwPQ7b/ccveqztmcNn741h3E\nfGbjZ+O+ZOXtL6JXdz2Ao1HJ/PumcVz5r83UNLqpaXRxz8u7eenOyWhU/S/gKfQvil+hsqA1nJOU\nFd3h2LaVeLoS4pFlmYskifcAn09Lvs1DSsErpA5YwIoV13LoUFmv/22uf28dyslqmLpBOejbVIcc\nN24cmzZtoqmpifr6evbv38/YsWN7df/nAkXxc/DAA9RZt2K1bmf4sEewWHq3GtK57KIpgapFTU1H\n+OKLyxg69C/ExEzqte37/V5kWZz6FgRBEC4skq71+MZ17BjH584letFC4lZ8C11W+61cOzJg2AgG\nDBsRtlxrMHLZ3d/HlJBI3ICByKrQv7eyrAqropM1fiKX3n0fJQf202y3hQVl/H4fjvrW98rG6ND1\njkYnrubAe2Sf286mVwtYcPdoZDlwFBmT0iakU1aK3+9DbnO8GJOcyqIfPkxs6gBMCeGVciJjYomM\niQ1b3qK3zzNLksSS8QO4KDuOH6/ey9a8WgCOVDZw9WNb+f4lg/jOrGzUKpnBU6b16r4vaAYzLF8N\nT8+FhnJw1cNLS+GOjyFaBO6F/kUcyQiCIAjCWabTxTNu7Ct4PLUYDAOoqalh69atHDlyhObm5pCx\nNpuNqqoqEhMTg8vMZjP33nvv2Z52r5NlGa1Wi7udPsLf5HQ6w5YNGTIEjUZDZmYm8fHx/T6001Vq\ntZq4uDji4kR7jr42YsQI0tLSePPNNyksLASgoaGBgwcPsmDBgjP+Pef1epFlOSSEY7VaefTRR7v0\nfI/Hg9VqDfleiouL46c//WmvVZvKzMxkxYoVrFq1ioaGBvx+Pxs3bmTo0KFo2vQLFwRBOF2lR6xo\njWriuxBkOJUvPvoPme82offoMW1q5O2xr3PdhFtO/cQ2kkx6Hr1hLMuf2Y5fgS8L6/jbh0f42eV9\nF/AUzg3WimZczV4ADFEaoi2GdscpioK7pPUDjEbzXtTucei0nbeEG2g0kpx/nPKUFOLiSmhoPMTh\nw5sZkHoz48f/utdeR4u2rbTMS5aEvC/SaDRMmTKFDRsCbRa2bNnC6NGj+2U1w96UnfUgAwfeCYBe\nl4y9fjdW2xdAoDKPJIv3Rm0ZjenY7bs4eOghvN569u2/i3FjXyEq6vR/n/p8Tqqr11NevgZJkhkz\n5tlenLEgCIIg9H+G0aMwjBuHY9cuABSPB/vqNdjXrCVq7lzi7rwDQy+Eu1taQ3WVLKsYOftSRs6+\ntMMx1/78tzTX23E1NqL6RhVHv9eBJKtR/F6QDBTuq+Pz1XlMu24QAIbIKCYuWkJ0XDyxqWlh21Zr\nNORMnNKtOZ8NqWYDL66YzItfFPGn9w/h9Pjx+hUe+egoHx+q5B/XjyE7Pryapt/vAwgJKgldZBoA\nN70Ozy4AdyPUlwaCPLe/D/qOL7QQhLNNhHgEQRAEoQ9oNNG43SrWrVvHjh078LfpK9w6RkN2dnaH\nrW/OdbIsc9VVV7Fz505UKhU6nQ69Xh9ya1kWHR3+BtpisWCxdP5hhiD0lMlk4pZbbuHzzz/nk08+\nQVEUcnNzuxzgURQFm82G0WhEpwtvm9fC4XCEVNYpLy+nurqau+++m4SE1nK5ZrO53fBbS3WdpKQk\nEhMTg1+/We2pJTzXmxITE7njjjtYtWoVTU1NLFu2TAR4BEHoMbfTy7a1x/l6UylxqREs/elEVOqe\nBQCmGbQcUvz4UWFwy4za8SV0M8QDMDXHwoOX5vK3DwNtc57clM+4gTHMHxF+RacgtKgoaNNKK8vU\n4XsJX50Tf1Mg7OOP8HCo+EH8RW4slksYNvSvqNXtt8SSjQZG79lLRVISsbGlweVxllm99yJOch4+\njHP/fgAkjYboheGtBSZOnMiWLVtwuVzU1tZy6NAhhg8/v8vU6/Up6Gm9gtdsGs+4sS/z9YH7SU66\nmrhYcRX1N2m1FmQ58B5ZURS83oYebc/jqePAwQcABZBwOsvR65N7PlFBEARBOEfIej3pq16kceNG\nap98CsfJVvEoCg0ffUTDRx9hnDyZuDvuIGLaxf3mokhZVpE+ckyH6yPMMfzg5TfZ9OrX7PskUJl9\n7yclZI9PIPlkm9oZN912Nqba62RZ4tapGUwfZOHBN/ayuzjQUmzvCTtL/28bWx+ag0HbGtaprCrh\n48dXkjViPBctubGvpn1uSx4F170QCO8oPqj8Gl6/BZav6XbFX0E4U0SIRxAEQRB6kdVqpby8nMrK\nSkaMGEF8fHy74z7//HM+++wzXC5XyPKIiAhyc3PJzc0lKyvrvP8gfOTIkYwcObKvpyEInZJlmWnT\nppGVlcVnn33Wbhs0CLTEq6mpoby8PBjEqaiowOl0cv311wfbcNnt9pD1FRUV2Gy2drdZUVEREuKR\nZZn09HTcbndIWCchIaFPf1+YTCZWrFiB3W4XVaQEQegVzfVuDm8rB6C2tImd7xcy6aqsHm0z8pL7\nWVx4jPc2HmNRymEGVGyBr8bCxG91e1vfmZnNriIrGw5XAfCjN/aSmxRFpiWiR3MUzl8V+aEhno64\nT7SGGJoH78HnD1TqbG7OR6Xq+PtLNhox1deTdTyfvIhZjL8oksioYmLMvX/Fse2N1io8UfPmoW6n\nva9er2fSpEls3rwZgM2bNzNs2LB+80HR2WI2T2DypHdRqdoPX3WFz+469aBzlMEwkDGjn+XrA/cy\nYvhKoqJ6FvTS61OIibkIq/VzAGy2L0lKWtQbUxUEQRCEc4Yky0TNmUPk7Nk4du6k9qmnafzss+D6\n5u3bad6+Hd3QocTd8S2iL7sMSd3/Py6WJIkZ14/AXuWl5JAVgPLjtmCI51yXFR/J6run8p9Nx/nH\n+qN4/Qp1TW7+s+k4A2ONFDQc4avjLzDy0yr0bhXlh4/wQW0EDTEDcXp8OD1+HG4fDo/v5OPAfYfb\nh8frZcYANbNm9fWr7EdyLoGFj8L/vgeSDEOuEAEeoV/p/7+VBUEQBOEcsmHDBr7++msAIiMjOwzx\n2O32YIAnO/tL4hOq0WldDBn6B5KTrjpr8xUEoetSUlJITm69kre5uZlDhw5RXl4eDO95vd52n1tR\nUREM8axZs4bi4uIu7bO9cM+yZctOY/ZnnsFgwGAIbw2Sn59PUlISRqOxD2YlCMK5ypxgZMrV2Wx5\n4xgAO98vInNMfM/aakkSGSv+xbf1y1DnnWxXtO6HYEqDwa1l3RVFOWXQQJYl/nHdGK7412ZOWB00\nuLz84b1DPH3rhNOfn3BeqzjeNsTTcZl2d3FriMcQm4rJNB67fScpydd1+n0pnfwbPHL/fkyDFpM5\n49c9n3Q7/E4n9nfeCT42L13S4djJkyezbds2vF4vFRUVHD9+nJycnDMyr/5MozF3+znatChcxwLv\nA+3rCzGMsCAbzs/TuFFRQ5ky+UMkqXc+NBmYdjsxMVNITlqMXp9y6icIgiAIwnlKkiSMEyZgnDAB\n55Gj1D7zNPXvrQNfoBWT69Ahyh78IdX/XEncitsxLV6MrNf3+jwURcFbWYkr7ziK04HKbEYVExP4\najJ1K0AkyRKxKZHBEM+2tcf56p0C9JEarvjeaCwDWoPTiqKw79MT6CM0rbfIwE2rV/XLcLlKlvju\nrBze2l3K0cpGAP75ceCYWNaXEJm+i7TIRJLqVKAo7N3zNXtMXXsPtb7QS6PLS6Tu/HxPeVrGLofG\nSogfEgjxCEI/In5SBUEQBKEXJSYmBkM8VVVVHY6bMWMGe/bsITIykqxsC07nEfwKVFW9K0I8gnAO\ncDqdeL1eTpw4we7duzsdq9frQ1rmJSUlhYV4ZFkmISGBpKSk4C0xMbHdUMy5pLi4mJdffhmTycTy\n5cuJaedKfUEQhI6MnD2A47uqKD9ux+9X+OSFQyz5yQRUqh601ZJVyFc/gfuxq/AUHMHdpMbz829z\nJGoYliY96mor3uoadNnZxK24nejLL+/wpLLJqOGh+UO495XA34GPD1Xy4rZCbpw0EHVP5iicd5xN\nHqwVgYo6siwRn95JiOdEY/B+woC5pA+9nqamPLTa9i8OaCEbA1V6dG43OoejF2bdvob16/HXB0Jw\nmrQ0jJMndzg2MjKS8ePHs337diBQjed8D/HU1m3BbJqAStWzD8CiZgyg6atK/A1u/A0e7B8UELN4\nUC/Nsv/prQAPgMUyB4tlTq9tTxAEQRDOB/rcwaT+9a/E3/d96p57Dtvq1ShOJwCekhIqfvNbqv/9\nGLE3LyfmxhtRmbpf3UZRFLzV1bjz8nDl5eE6dvJrXh7+ho5bZsrR0ahizIFQj9mM2hwTGvRpez/G\njN4Qeqzl9fhptLpQa0KXe1w+trx+rP19yhK6yJZwj5qMkRbGXjqw3wR7zEZt2DK/cwA+r5lNo2uY\n+2Uqn8XM5oRmaJe3qQCX/b9NZFiMmAwaTAYN0QYNZoM2+Pibtyi9Glnu3X8Tr89Pqc1BQU0TzW4f\nMwfHE9GXwaLpD/bdvgWhEyLEIwiCIAi9qG3bm6qqKqqrq/n000+ZP38+0dGtJ+sjIiK47bbbSEhI\noLz8VY4c3YpGE8uwoX/ri2kLgtBNW7ZsYcuWLWHLo6KiSE5OJikpieTkZJKTkzGZTCEnAdLS0qis\nrAyGdZKTk7FYLKjPgdLF3eF0Onn11Vfxer3U1tby9NNPs2LFCtFuSxCELpNliTm3DOXV33+Jz+On\npqSRXR8UMfGKzE6f53X7aKhzUnXCS2nyNCT8pOQdpfCGG/GUluKtrj450gKAT5JoiKslrsZOSz01\n1+HDlP34IaofewzLXXdhWrgQqZ22hRfnWFDJEj6/AsAv/neAF7YV8fMrhjIrNyFsvHBhqiysD963\npEWi0bYfWFB8ftylrSEe7cnKUxERpw6+yG2Cv/7mMxfiadtKy3zttUhy54G1qVOn8tVXX5Gens70\n6dO7VOnqXPX1gfuprAxUKcrOepCMjO+e9rZkvRrzwmzqXjoEQNP2CozjEtF1EgATBEEQBEE4Fe2A\nVJIe/jmW734H66qXsL70Ej57oGKkr7aW6n+upPbJpzBffz2xt92KJjExbBuKouCrrQ0L6rjy8vDb\n7WHjT8VfX4+/vh5PUdeqVqu10cQPWUZ9bDYelRG/L3Aspo8MPV5zNnk63qdfwVHvxlHvBqA8z05S\nlomUQd2voHgm/PLKYTy64Rgurx+DRoVeI2PQqrDzPWK1icTnpHCrVoNeq0KvDqwzaAI33cmvLctm\n/30jDk+g+lKpzUGprevHCpIEUTo1JmNrsCcxSs/tF2cyckDHQS+Pz0+p1UFBbRNFNU0U1jZTWNtE\nUW0zJXXNeE8ePwNcOiyRJ2/pZxVt3U1gK4aEroekBKG3nV+fFAiCIAhCH4uMbC3ZWVRUxOOPP46i\nKOh0OhYtWhQytqUtT2rqTSdLrCtoNKEnZf1+F253rSgDLgj9zJQpU2hsbMTj8QSDOElJSSG/Azoy\ncuRIRo4ceRZm2bf0ej1XXHEFb7zxBgBNTU089dRTzJgxA7fbjcvlwu12M2TIEAYNCr2y/LXXXqO4\nuJgxY8Ywb968vpi+IAj9hDnRyOSFWXy+Jg+AHesKGTgsDqNJS1RsaKWLY19VsvmNY8ETsQDk3giA\nteJLhu95Pmz7jVoNuzMSaTDo8KpkBlVaQ9Z7ioop//nD1Dz2OHF33YnpmmuQta1XRcZGaHn61gk8\n/ObXwZOhx6oaue3Zr5iVG8/DVwwlJ6EHLcCE84LX5cMUb8Be7SAxq5OT3eVN4A1U71PF6FBFhl+B\n2xE5orVtpf8MVeJxFRTQ/NVXgQcqFabFi0/5HJPJxL333ntBVONTya1BqqLip3oU4gEwjIhDPyQW\n5+E6AKxrj5F431gkUelLEARBEIQeUsfGEn/fvcR9awW21aupffY5vBUVAPibm6l79lnqVq3CtPAq\noi+7DHdJCa68PNwnQzu+dtq/d0aOikKXk4PKZMJnswVuViu++npQlFNvoA2du56R+54AIOn3fyDi\nyoU4Gz3ovtF6VKWWGTlrAM5GN84mD84mL45GN84mL16XL2SsIUpDc9vjyD42ItXUQbBlVLe39cC8\nwfz5/UP4uvfPDAT+a+qdXuqdXkpoPcbYXWJj/Q9mcMLqoLCmicLappNfmymqbaLE6ghe6HIqe0q6\n9710Rnmc4KqHFxeDZTAsfbavZyRcwESIRxAEQRDOIOXkQcjevXuZPXt2SDWeFpIkkZjYfs/VkpLn\nyS/4J+kDv016+l2oVOd2ax1BOF9ERkZy9dVX9/U0+r3hw4dz/Phxdu3aBQSq86xfvz5kTHR0dFiI\nx2q10tTUxNatW/H7/UiShNvtDt5cLhcmk0n8HwjCBWL0JWkc31VFZUE9fp/C6r/swBRvYPnvLgoZ\np9LIoQGeNioTJ5BV+C4GZy3IMurERDSpKRSr3TQ4Am2OjiXFMHrZZFIX/wzra69T98ILwbZBnrIy\nKn79G2oef4K4O76FeenSYOWT2bkJbHhwJs9sKeDxT/NocgdOCG88Us3mYzUsmzyQ++cOJjai64EM\n4fySPS6B7HEJNNe7g1cKt8d9ItBmQJF8wSo8XRVaiaf59CZ6CvY1a4L3I2fORJPYtWpTF0KAByAp\n6Woqq95Dq41n7Jjnerw9SZIwX51N5T9sKG4/3spmGjaVEj07reeTvUD4fM1UVa9Hr08lxjyxr6cj\nCIIgCP2OHBFB7K23EnPjjdjfW0ftM0/jzjseWOnxYF+zFvuatd3ani4nB+2gHHQ5OehyBqEblIM6\nIaHdaoyKz4evvh6f1YbPZj0Z7mm977W2XdYa/uFk23p/Qz1avRqtPvzj7giTjhk3DG53nl6PD2ej\nF2eTB7VGxpxobHfcucLn9bDjnTcZt2AhGn3oxS53zshigLuIepfCkFHjsDk82E/e6lvuN7cua7uu\nweVtd38FNU0M+cUHXQ7qnDOKt8E79wWq8FR+DXkfgy4adFGgjw69P/omGPiN1sJlgVbbgXHRgXFq\nXffn4fdBfSlYi8BaGLjZiiEyAWb/DLQRPX2lwjlAhHgEQRAE4QzLzMxk3rx57QZ4OuNyVVNQ+Bh+\nv4uCwkfR6uIZkHrTGZqlIAjCmZGVlRUM8bTH7Q7/wL3i5NVfANu2bWv3eRaLJWzZ3r17KS0tDQv8\nfPPxnXfeSWI7JaF7i9vtpqioiLy8PMrKykhPT+eSSy45b9uHCMKZJssSl9w6lNd+/xW+k1VKGqxO\nFL+CJLf+XEVbAicrJVkiKlZHVJye+vJ6Gur9IMnYbv8TI67NQpOYEGyNNdDvw/7QXZSWlDN7cioD\nv/U3JJWa+Hu+R+xtt2J9+RXqnn02cKIY8FZVUfnHP1Hz2L+ImzOYmMlJyFc/gl6j4nuzc1g6NoEn\nP9jJh3sL0eHGoLg59MUhfrp7HdeOimNOdjRqvwu8LkgZC6njzvK/ptCXjNGdB7ncxYEQz4lx/0Bj\nicJffStxcbOR5fBWbt8ktQ3xnIFKPIrHg+3Nt4KPzUuW9Po+znUxMZOZOWM3ICFJvVMtR23WEz0v\nA/t7+QDUbyjGOMqCOk5c3HEq1dXrOXDwh/h8TVgsl4gQjyAIgiB0QtJqMS++GtOihTRu3EjtU0/j\n2L27w/Gy0Yg2pyWok4PuZGhHnZTUrXMfkkqFOiYGdUwM0Hnb5BaVf/4Ldc89B4B97Rqi5l6CNq17\nIWe1RkVkjIrImNMIWPQz1ooy3lv5Vyrz87BWlDH/O/eHjTGoJQxqidFp3WsX5vX5qXd6sTs8WJvd\nXPP458F1pwrwJEXrybAYyYiLIMMSQUackQxLBANjjTQ4vUz+44ZuzeWs0EYEwjItXPWBW3sGTg0P\n8ay9C2qOhi6LGwTXPQ+Jw9vfjqLA1pVtwjpFYCsBfwft4KJT4aKeVfwUzg0ixCMIgiAIvSgxMZGo\nqCgaGhqwWCxceumlDBo06LQ+uPV4bRgN6TQ0HiAiYhApyUvPwIwFQRDOrKFDhzJnzhyqqqrQarUh\nN51OF2wt2FZsbCx1dXWdbrdt+GfPnj3873//C1Y/O5W2zz1x4gRHjhxBr9ej1+sxGAxhX3U6Xae/\nxxVFobKykuPHj5OXl0dxcTE+X2tp5pKSEsaMGdNu8EgQhK6JSYpgxo2D+eylIwBEmnW4mr3oIzUh\nY27541QiTFrkk+1mig/W8s6jewE4dtzH1JjWAA+ALKu4/Gd/o+nI5yROuTJkn6rISCy3XEfstHSs\nr75C7bqd+BoDJ9J89kaq3txF7To/saWZxNxyK6qoKBKqvuDhw0t5uL1zwftO3lpIKvjOVkgY2vN/\nIOG84D7RgNtQSXPcAVBg3/4vuXjqJvT68L+V3yQb27TTam7q9bk1bNyIr7YWAHVCApEzpvf6Ps4H\nkqTq9W1GTk2heU8VntJG8PqxvpWHZcUIEQ4+hYiIwfh8gZ+F2trPcLtr0GrFezFBEARB6Iwky0TN\nmUPUnDk079xJ3apVeMvK0WZkBII6gwYFwjrJyUhy37T4NE4YHwzxuI7lUbhkKakr/0nElCm9sv3t\n7+STkm0mbVhsr2zvTHD5XGwt3cqnJZ+yxD2NyvxA++kDGz9m6LRZpI8c0yv7UatkYiO0xEZoySSC\ni7Li2JZfG1yfbNKfDOkEwjrpcRFkngzqGLQdvy9ucLZf4afPpU4IVNg5+D/wnOKYSt/OBduuhvBl\ntcfg/6YHgjfWQpj+YOCCnhaSBJ//C5prTj0/bSQ4rKceJ5wXRIhHEARBEHqRWq3mu9/9LlarlcTE\nRFSq0z+JGxkxiIkT36SsfDUGw8CwK3A9Hhsgo9F0r8KPIAjC2aRSqZgxY0a3nnPTTTexY8cOFEUJ\nhn2+Gf7RtykPHBcX1+UAD4SHeDZv3tzpeEmS0Ov1DB06lIULFwLQ3NxMXl4eeXl55Ofn09jY2O5z\n9Xo9o0ePDvl70NzcjNF4bpdqFoS+MOziFHKnBK7slOXwD69Vapmo2NDS4WlDY4lLjaC2tAmv28+B\nzaWMn58RMiYyJpbItgEedzO8+wMo2wU1R5GBOBli5oMt30jtoSi8jsDPtM8lU/2vx6h97gVSH/k7\nkWmh+++U4oPKAyLEIwDgd3rxVjtoTjkUXGaJm9WlAA+EhniU5t6vxGNbvTp433TNYiR1904pHjp0\niA8//BCA3NxcFixY0KvzO59JKomYxTlUPbYHFHAds+HYU41xbNfamV2ojMYMTKbxeDxWkpOuQZLE\naXBBEARB6A7j+PEYx4/v62mEiZo7l+Q//pGKX/0KxePBZ7dT/K07SPzJT4hZvqxHQefDX5Sz471C\nJAkuWpzDmHlp/TI4fdN7N3HUGqj4MnfOXIZOm8WRbVuYsex2Bo4Yfcb2+8xtE9h3wk6MUUt6nBG9\npvcD7H1KlmHxE4GbzwvuBnCerMbjarnfAC47JI4If37iCIiwBMbZilqXK75AUAdg8PzQEA9ATEZ4\niCciAWLSA+vM6RCbCSOXhrbnevteqM2HtEkwcAoMmAjG/hs+E7pHHL0IgiAIQi8zGAwYDL1T3lyS\nVKSmXN/uuuP5j+B21zJq5OO9si9BEIT+wmKxMH/+/C6PT0tLY9myZZSVlYWFfdp7rGlThcPpdJ5y\n+4qi4HA48HpbrxQ6fvw4a9d23Bc+Pj6enJwcsrOzycrKQj55hZrP52PlypVERkaSk5NDTk4OGRkZ\nIXPqjMvlora2lurqampqaqipqcFqtZKSksKCBQu6vB1BOFepVN272lOSJMbMHciG5w8hqyXcTt8p\nn3O4oYjXKj9DpTh5uM1yWQ2xg5sx5/qx12ZRu8ONp64ZAH9DAzWPP0HkIz+CiHhQG0CjB7Uev1pP\neRPkWb00+DSo8POVfwjr5Bm8ljiH9G69IuFcs3/jCbxuP0nZJhIGRqHStP897C5pAAXMpbOI1ozH\nM+8g5piuX00cWomnucfzbstTXk7T5i3Bx+Zrr+3+NjwebDYbEAizCt2jHRBF5NQUGreWAWB7Nx99\nbgyyUfzd78zoUU+iVpv65YdvgiAIgiCcPvM1i9FlZVJy7734qmvA56PyD3/AeeQwSb/8JbK28za2\n7fF5/Xz1XiEQ6HD0+do8qksamH3zEDSdVJXpCxenXBwM8awvWs+v7vg5469cTGJm9hndr1GrZkpW\n3BndR7+hUoMhJnDrquWtFz5weB28emP4GGth+LKJd8DIJYHATkwGmAcGWnudSv7GQPuvotZjNSy5\nraGetMkQlxOo9iOcc0SIRxAEQRDOMQ5HKQ0N+yktfRWDoXv9fgVBEM5XgwYNYtCgQd1+XmZmoOe6\n0+nE6XTicDjCvno8gfY5bQOaWVlZIdsxGAxkZWUFgzvR0e1XSSstLcXlcgXDONu3b0etVpORkREM\n9cTFxdHY2Igsy0REhB60P/3001RXV4dtt6KigubmZpYuXdqjKnCCcD4aNDGRRpuLYRenYIzu/GTu\nV7s/4RcfP4RENJIUiU3ViDl+CKSMg9RxkDIOOWEoMSoNZo+H6pUrqX36GQAce/fi1aah/lFeyDZl\nIBUwNLlZ+fFRnt928oo8H+wrd5Iuimmc1/Z9egJbZSC0cs2PxpOcbWp3nPtEa+n1qMRBxGRf3q39\nyG3+RvkdDhRF6bXggm3tWvD7ATBeNAVtmjgG6QvRl6bj+LoGn92Nv8mDbV0BsUsG9/W0+jWNxtzX\nUxAEQRAE4QwxjBlD5urVnLjnXpz79wNgX70G9/F8Bjy6EnV8fLe2p1LLXPPDcXzwn6+pyLcDcOyr\nSurKm7j87pFEW3rnot3ecFnGZWwo3sBlGZcxP3M+WoPxjAd4hG7KmQtTvhuovmtOOxnOyQivwgMw\npp2wz6k0VAYCPN9UcyRw2/1i4LEhNhDmWfDnwByEc4YI8QiCIAjCOUZR3Oz/+nvodEloNN1IgguC\nIAhh0tPTSU/vvA6G1+vF6XQGq+kAREREMG7cOEwmEzk5OSQnJ4es70hdXR1qtTqkqo/X6w0sPB3D\nAAAgAElEQVS25gKC6+fOncu0adNCnm+xWNoN8QAcPnyYd955h4ULF3ZpLoJwoVCpZSYsyOjS2Prd\nR5m3IxEAt9rPurtWcNPM77Y7VtJoiP/BD6h//wM8paWgKFT89nekPrqy3fBEbISW3ywawdHKRrbl\n1wJQbu/9tkdC/+FodAcDPLJKIn5gZIdj3cWtIR5tWlS39yWp1UhaLYrbDX4/isuFpO9Ge7cOKD4f\ntjVrgo9jli7t8TaF0yPr1JgX5VD7wkEAmndUEjEuEV1W+8EwQRAEQRCE850mMZH0VS9S8ctfYv/f\n2wA4du+mYMlSBvz73xhGttPyqBMRJh1XPzCWza8f48CmUgBqTzTy+p++4rI7R5A2pH+0KhoWN4x3\nF797ytB+o7WOyJj+MecLjloL8/905rYflQgPHIaS7a238r3g94aOc9TB0fcDLcKEc4o4sysIgiAI\n5xhJClRYSEy8kiG5vwtZ5/FY8ftdfTEtQRCE85ZarSYyMhJjm1YlAAsXLmTmzJmkpqZ2OTQzZswY\nHnroIZYvX86UKVOwWCxhY1oCPu2FdRITE7FYLAwZMoRp06axePFiJk2aFFy/Z88e1q9fj6Io3XmJ\ngiCcNGnRElRRgZ91ozaCmYmzOh0vqVQk/+63wccNH31Ew4cfdvqchWNSgve/LLCe/mSFfq8yvz54\nP35gFGpN+5XSFEUJtNM66XRCPBBejac3NH2+DW9ZOQAqk4nIuXN7ZbvC6TEMi8MwvLWFgfXNYyhe\nfx/O6Nzi8zXj/+YHG4IgCIIgnNNknY7kP/+ZhIcegpPnZryVlRQtX479nXe6vT2VWmbWTbnMWpaL\nrAqEZFxNXt5ZuYc9Hxf3i/MtkiR1GuBxOx28/9g/eOHH99Joreu1/fr9PjxdaEsvnCXRyTD86kBY\n6M5P4CclcNs6uOSXMHh+ayuw+KHdawsm9AuiEo8gCIIgnGP0+jSiokYQb5lHVNSwkHXH8/9BRcX/\niIudQXr6XURHj+qjWQqCIAgd0Wg0wdZZAFarNViJp6CgALfbjU6nazcYNGvWLGbNmhWybNSoUXg8\nHnbv3g3AF198gcViYcKECWf8tQjCucrt9KLVh58SiYqzcOPP/siH/3mUq+5/iJjk1FNuK2LqVMxL\nl2B7YzUAFb/9HcbJk1HHtH+SbGJGLBJ+sqRyBhRuwl/gQs68uGcvSOiXWsrwAyR1Ui3FZ3dhi9wM\nkRBlm4Q63tjh2M5IEUawB/bpb2qGDr4Hu8O2enXwvunqRcjazlvSCWeeeWE2zjwbisuHt9pBw8YS\noud2XlXwQme376K09FWqqj9gxPCVWCyz+3pKgiAIgiD0IkmSiLv9NnQ5OZQ++CD++noUl4uyH/0Y\n5+HDJDzwAFI3W48Pn55KXGok7/9nP812N4oCW1fnUV3cwKzlQ9Bo+28r87f+8ltKDgZajL3/70ew\nTJvb5Va7iqLQZLMiSRIR5tDjiY+efIyvP13PwBGjmH3rXVgGZvT21IWe0Boh4+LADQItkWvzoLm2\ndUzR51CxHxQ/RCbCiGv6Zq7CKYkQjyAIgiCcYyRJYsL415Gk0D/jiuKnpnoDPl8TVdXvM2DALX00\nQ0EQBKE7YmJimDhxIhMnTsTn8+FyuTAYDF0+wSJJEldddRUul4uDBw+SlpbG8OHDz/CsBeHcZKtq\nZt+GEg5tK+faH4/HMiC84kliVg43/+mfSN1oS5fw4x/TuGkz3spKfHV1VP7+D6Q+8vd2x2bHR3Cf\nYT0/UF4ABezbrZhEiOe8VFHQtRCPq8hOzaDVeAw1VPlWYW56maio7v8elw2t4R/F0dzt53+Tt6aG\nhk8+CT42L1nS420KPacy6TBdloHt7eMA1H9agmF0PJrTDH9dCKqrP6K8ItAWrrx8jQjxCIIgCMJ5\nKnL6NDJff42S792D+3jgvVLdM//FdewYqX//O6ro6G5tLynLxHU/ncgHT+6n4mSVzaIDtTjq3Wgs\nhlM8++zx+r00uhsx680ATLn2BkoOfQ2KQmRsHIrPi6TWhDzH5/WiUod+vrBn/To2vfQsHqeDSYuW\nMP2m20LWm5OSASj+eh/rn/wXN/7u710+dyX0AVmG+MGhy45+CFv/2fpYpYGhV53deQldItppCYIg\nCMI5SJZ1wbZaLVzuKmRZB4BabcZkGheyXlEUDhz8IYrSO6X1BUEQhN6nUqkwGo3dPgkiyzLXXHMN\nM2fO5Oabb8Zg6D8nkwShP9n+v3z2f1aK1+1nz8clHY5rL8Dj83o6HK+KiiL5t78JPq5/7z0aNmxo\nf9uShDd5bOuCku1dmLlwrvH7/FQWtLbTSsrq+AOD+rKDeAw1gQcyGI05p7VPuU3bR39zz0M8tU89\nBZ7A971hzBh0gwb1eJtC74iYktzads2nYHszr1+0duivkpJbrzBudhSiKL4+nI0gCIIgCGeSNiOD\njNdeJbJNFeOmTZspvO56XPkF3d5ehFnH1T8Yx7DpKUgSXHbHCKL7SYCn0F7Ib7f9ljmvz+GvX/01\nuHzgiNFMu/5m5n/3Byz43gPIJwM8JQf388ovfsTjd9zEh0/8M2x7OoMBjzPw2YG1vCxsvTkxKXBH\nkph9210iwHMuGnU96NpcYPLactj8DxDHEv2OCPEIgiAIwnlCr0vioos+YfKk9xk27K/IcmuS3uOx\n0dh4kIqKN4Gv+26SgiAIwhmjVquZPXs2WtHqRBA6NHpuWvD+sa8qabS6Oh2vKAo7K3fyzt7VvPzz\nH7L3o/c7HBs5cyamRYuCjyt+/Rt8dnu7Yy2Dp+BWAoFsU1MhNNW2O044d9WWNuF1+wGIjNERGaPv\ncKy3zI25+BJ09gxM+omoVLrT2qfcJsDpd/QsuO8pL8f68ivBx3F33tGj7Qm9S5IlzItzgmd2Xfl2\nmndW9u2k+rHIiEFkZ/2QCePXMGniO2EXxAiCIAiCcH5RRUYy4PHHiPv2t4PL3IWFFF53HY2ffdb9\n7WlkZi8bwvUPTyJtaGxvTrVHmrxNvHH0DawuK5+WfIrb5w6um7z4OobPvCTsOWVHD+FoqMdaXhq2\nrqWdtNZgRFaHN/MZPGUat/79MWbfcgfJOblh6xvqanrycoSzIXEY3PExxGS2LtvwG3jrO+Dt/PyI\ncHaJEI8gCIIgnEckSSIycjDxltA36AWF/6a45L8AKDj7YmqCIAhCH9mzZw8FBd2/2kwQzkdJmSaS\ncwJXnfl9Cvs3dlyNp7yxnGvfuZZ719zB3v/3X6oKj7Phv09QsGdnh89J/OlPUMVbAPBWV1P557+0\nO25cdgoHlDYnzU58eRqvRujPKvK71kpL8SnIhZEkHr6ZjO2/ZuSIx057n6GVeHoW4ql5/AmUk1V4\n9KNHETlnTo+2J/Q+bUokkdMGBB/b1xXga3R38oye8zu8RJVKqM/B4q4ZGd/BZBojrhgXBEEQhAuE\nJMsk/OB+Uv/xCJI+EKj3NzZScvd3qH366dOqYhiXGhm2rPy4nQ0vHMLrPvuV/obFDmNAZOD9oEFt\noLi+uNPxLSEdgIba8MBNfEYm33lyFfc8+xpXfv/HYeslScKSls64yxeFrTtx+ABP3/MtPn3uSVzN\nTd19KcLZFD8Y7vwE0tu09d77CrywCJpEEKu/ECEeQRAEQbgAeL0NVFS8dfKRptOxgiAIwvnjiy++\n4K233uKVV16htDT8KitBuBCNmTsweP/A5jLcTm+74+KN8TS4G3DofDRpW1tpNVnrOty2ymwm+Ve/\nCj62v/kmjZs3h40bnhLNXqn1ysWGY1u69RqE/q+rIR5PZROKJ1CxR2XSojadXhUeANnYphJPD9pp\nuQsLsa1dG3yc8IMfiOBDPxU9dyCqmMD3jL/Zi/29Mxfa9dY5qVy5i8T9Mqlfyih+UXJfEARBEIT+\nL/ryy8l4+SXUycmBBYpC1d8foeyHP+px9cpGq4sP/rOfw5+Xs/bvu2ioO7sXz0qSxEOTHuL5+c/z\n8dKPyYnpvC1vhDmGJT//PXc+9l++/cTzYetVag1Gk7nd9/7WiiY+X5vHpy8eCjnWAfD7fHzyzBP4\nfT52vf82G194umcvTDjzjLFw81swdnnrsuJt8NQcqDrcd/MSgkSIRxAEQRAuAAb9AMzmyUyc8CYS\nk/t6OoIgCMJZ4HQ62bp1KwBut5tVq1ZRVVXVx7MShL6XOcqCKSEQdnA1ezm0tbzdcWpZzdLBS9Ho\n9Rium0x0agrX/PQ3jJg9r9PtR82dS/TlC4KPy3/5K3yNjaHbVsnY48YFH7sKtp3uyxH6qa6GeNwl\nDcH72rSoHu1TaluJx3H6IZ7qf/0bfIEriY1TphAxZUqP5gWQnZ3NihUrWLFiBTNnzuzx9oQAWavC\nfHXrhzXNu6twHrP2+n68NifVT+3DZwuU2Nc4JPxNnlM8SxAEQRAEoX/QDxtG5uo3MEwYH1xW/957\nFC1bjqe8/ePBrjj6ZQXN9YFKiNXFDbzxp68oPdr778U6MyttFuMSxyFLp/7IX5Ik0keNIdqSgCS3\njnc7vFQV1XP0qwq+fLeAjS+Fhzia693sXl/Mwa3lvP3onpDW1M6mRvRR0QCotTouWnJjL7wy4YxT\na2Hhv2He74CTwS1bETwzD45/0qdTEyC8oZ0gCIIgCOed9PRvk5FxD5IkIUkb+3o6giAIwlmg1+u5\n+eabefbZZ3E4HDgcDl588UVWrFhBTExMX09PEPqMJEuMuSSNz145CsDeT0oYOSsVWRV+0vPGITdy\n45AbidJGoczxh5zo7Eziww/TtO0LfFYr3vJyqv72d5J/8+uQMcaci+FkFy1T3X7wugMn0YRznqIo\nzL55KBX5dioL6rGkhZfdb9GbIR7Z0BriUU6zEo/zyBHq33sv+Djh/u/3aE4tIiIiiIiI6JVtCaEM\nubEYRllw7AuUvre+lUfS/eOQNKpe2b7X5qL6yf342nxQ01N+hxf3iQZ8Vhf6IbGoos/e7z5F8WO1\nbae6+iMGD/o5ktQ7/06CIAiCIPRv6rg40v/7Xyr+8Edsr70GgPPgQQqWXseAR1diHDfuFFsIN/bS\ngWh0Kra8fgy/X8HR4OGdf+1l+W8vIjKm4wqbjkY3rmYvbkfLzYfb6cXlaF3m8/jJGGVh4PC4037N\nbSl+hbqyJmxVzdiqmrFXNmOrcmCrbA4Gkdqaek0OWkNrjMCc2Hqs4XH62PLGUebfNRIAY7SJpb/4\nA0e2bcbV1Ei0JSF034qC2+FA1+aiA6GfkCS4+D6Iy4E1d4CnCbwu0Pbs2FToORHiEQRBEIQLgCyL\nD4QEQRAuRAkJCSxfvpznn38et9tNQ0MDL7zwAitWrCAqqmsH5Iqi0NTUhF6vR60Wh5DC+SH3omS2\nv12As8lDQ62T47urGTQhMWxcVJsTV+0FeBS/HwUFWQ79EFgdG0vSLx6m9IEHAbC99hrRC+aHVDQZ\nnjuIoi8SSJer0ChuqNgHAyb01ksU+pAkSQzIjWFA7qkDk1WN79E05BB6ezbRyUk92q9saNNO6zRb\nA1SvfDR4P3LOHAxjxvRoTsLZYb4qG+dRG4rTi6/WSf0nJZguy+jxdn12V6ACTw9aQyh+BU9lM+7i\netzFDbhL6vFWtX5/apIiSLy/+x+andZcFIUdO66lvmEfAPGWS4iNvfis7FsQBEEQhL4nabUk/+bX\n6IcOoeL3fwCvF19NDcW33U7WO2+jTU/v3vYkiZGzBhCXGsm6J/bhag6Eb9b8dQcJ6dG4HF7GX5ZO\n2rDYkOet+ctO7NWnfr/+9eYyVvx1GvpIDRComNMS9AkGfpwnQ0DBx4H7Y+YNxDKg9WICxQ+v/G47\ndLEjqq2qmYT06OBjY7SW1NwYSo8EKg0d31VN4b4aMkZZgv8WQ6bOaHdbh7dsZOOLzzBj2e0Mmz67\naxMQzq4hl8O3PoSXb4C5v4a0iX09owueOAMrCIIgCIIgCIJwHktNTeXGG29k1apV+Hw+rFYrL774\nIrfffjuGNh/4AjQ3N5Ofn09NTQ01NTXU1tZSU1ODx+PBZDJx1113iUoKwnlBo1UxYmYqO9YVArDn\no2JyxicgSVKXt+F1u3n/8f+HMTqaObffHfbcqAULiFy3jsaPNwBQ/vAvyPrfW8gnf4bGpsXwIYNJ\nJ9DmrjlvK0YR4rmg+F1e7PrPaUzYBWzApE8nmkGnvT25bTutpu5X4nHs2UPjJyfLpksS8d+/77Tn\nIpxdqigtpgUZ2N7MA6DhsxMYx8SjSTz9v9m+ehfVT+3HV3sywKM6+TvO1/knP74GdzCs4y5uwH2i\nAcXt73C8p6IJRVG69fv3dEmSRLRpbDDEU16+VoR4BEEQBOECFHPDDWizsii97/v4bDYUtxvHvv3d\nDvG0SBlkxpIWFQy4NFpdNFqrARg0ISFsfNsKN51R/ApNdlcwxPPmP3ZRU9J4imcFZI2JDwnxyGqJ\nqBgdDe2Es+X/z959h8dRnnsf/872ot6LVS333nAv2MaACWADpncCJwkkJIdySCGVcwjwpkEgtBAS\nILQAtik2GOOCbYx7r+q9a1er7bsz7x8rr7SWZEuyqv18rsuXd2anPAvyanee39y3RiIy3kRUgpGo\nRBNRCSbCog0h20iSxLKfTGL9P49w7JtKADa9c5zUEdFo9R1XNnQ7HGx68zUcVgtrX/gTboed1NlL\nOvUahD6WNA4e2Am6diomKUqgao/QZ0SIRxAEQRAuQIpylN27X2Ts2GfR69t+kRAEQRDOL1lZWaxY\nsYJ3330XRVGorq7mmWee4fHHHw+ZNLNYLPznP/9p9xhWq5WtW7eyZIm42CKcH8YtGMLeL4rx+2Sq\ni2xU5llJzok64z5+2U+1o5pYdSQf/N+vKD9xFICoxGSmXLEsZFtJkkj65S/J37kL2WrFW1pK9Z//\nQtLPfwaAUaemMnIC2LYAYDu5BdOCnmldJAwO7hIbzsi84HJUzLlVI1GZzq0ST/Wf/xJ8HLF0KYYR\nI85pPO1paGhg7dq1LF26lMjIyB4//oXMPC0Jx55qPEWNICs0fJhL/H+NR1J1/WK7v9FDzSsH8dU2\n/xypJGJvHkXDRyeRm7zB7RSfjKe8KRDWKW7EU2LrXNstFdBxrqdXJSdfQ2XlKpISryQ5+dr+GYQg\nCIIgCP3OfNFFmOfMofGTTwCwfvIxposuQpvYvWvlMcnmYIinNY/T32ZdeIwBt8OLzqhBZ9AE/jaq\n0Tc/Pv5tJZEJRpKHRmEMb6mwr+9k+AfA7fS1WZc6PAp7o4eoBBNRicbmv02ExRhQdfIz46xrcyg8\nUIfL7qWp3s2OTwqYfW1Oh9tbKsuDVW3DomMYu2AxDd4ONxf6W3sBnro8WPl9WPY3iB3a92O6QIkQ\njyAIgiBcYGT5HRTWYbFCfsGfGTXy//p7SIIgCEIfGDlyJPPnz2fjxo0AyLKMzWYjIqKlPHJs7Jl7\nrW/bto2mpiYWL14csp8gDEamCB0jpidSU9LEpEvSSczq+Gfa4XXwzvF3eO/4e2hVWlZdtZLw2Ljg\n89bqqnb30yYkkPjTx6h47KcANLz5JhGXXYppyhQA1Bmz2H3gC3bJw4kwL+amHnx9Qv+Q/TJetx+9\nSXvWbT0ljSQf+i7OyDx86VWYzed2QTSkEo+ja5V47N98g2P79sCCWk38Dx84p7G059ChQ6xatQqv\n14vf7+eWW27pk+orFwpJJRF9TQ5Vz+4Fv4KnqBH7zkrCpid36Th+m4eaVw/gq2kd4BmJcUwsDR+d\nDG5X+9ohvNWOs1bmAVBF6NCnh6NLj0CXHo42JYzyX27r0rh6SnjYGObO+Ua0nBYEQRAEAU2rwI59\n02byL7+cuAceIOa2W5G0Z/8839qsa4YSk2LG5/EHwzl6o4aopLahiMu/N+6Mx5qxrP3vBaZIPeYo\nffPx1eiNmuDjQ7YD7K7fiUfjYmTScJJzZrTZf9Gdo7v0mtpjDNMx+7oc1v8zcEPL/vUljJieSNyQ\n9lu2J2bncNefXmT7h++SmDUUndEE3u63ahX6mLMB/n091OXCq4vghjchc05/j+qCIEI8giAIgnCB\nkaSxKMo6AKqqPiFn6KNotWe+61wQBEE4P0ycODEY4gGora0NCePo9XomTJiA2WwmLi6O2NhYbDYb\nK1euxOcL3MV14MABLBYLd999d18PXxB63NwbhqPWqjoVJHj5wMvYvXYAdlbv4rIf/ISmhjqGXTSL\nyUuv7nC/yKuvpnHNGuybNoOiUPHzX5C18iNUBgNZo6dx7a7fADChIUqEeM4DNcVN/OfpXcQkm8me\nGM/0q7I73NZXasdcNw5z3TiiJuYgSR2Xoe8Mydi6Ek/nQzyKolD9pz8Hl6OuuQZdZuY5jaU94eHh\neL2B225zc3PZu3cvkyefW/UhIZQ20Uz4vCHYNpQAYF1TgHF0LOrwzgVW/E0eal49iK/6VIAHYm4a\niXFsXJttvRX29g+iUaEbEoYuPRxdWiC4o4nUd+v19AZJkpAkEeARBEEQBAHivv8DfBWVNH72GRAI\nwlc//TSWDz8g6fFfYp5+UaePpdGpGTsvtbeGCsCSe8Z0+FxyvcQ7nz/LovRFXJo9naiEdiqq9JAR\nM5I49k0FZScsKLLCxreOc80jUzqs5qMzGJl38529Nh6hF1XsB2tp4LGzAf61DL7zJ5h8W/+O6wKg\n6u8BCIIgCILQtyRpLDCW5KRrmTH9cxHgEQRBuIBERUWxePFiMjMzmTBhAgaDoc02y5cvZ8mSJUye\nPJmMjAzGjh3L/fffz6hRo4LbLFy4sC+HLQi9RqNTdyrAY9KauGroVQBE6CKodlSj0em4/pdPMuWK\nZSHHqC0u5NNnn+HEt1vxulxIkkTyb36DKiwMAE9hITXPPQfA1Mzo4H6Hy6w4PG1LnguDS2W+FRSo\nL7fTWHvmllaeElvwsS7t3KubdbcST9OGDbgOHABA0umI+8H3z3ks7cnIyGDmzJnB5bVr12KxWHrl\nXBeyiIVpaGIDv98Vlx/Lx3ln2SPAb/dS++pBfFXNPzsqiLlxJKZxLQEedUTb8IsmzohpUgJRVw8l\n4YGJpP5mJgnfm0DU0mxM4+IHVIBHEARBEAShNXWYmdQ//oH01/+BbmhL9RtPbh7Fd9xB2cOP4K2q\n7scRdt6I6BFsvGEjv539W6YnT+/Vc0mSxPybR6DSBL4HVxU0cnhzWaf397qcTLAeYIL1AMNr9vTW\nMIWekL0A7vwUzM1Vq2QvrH4AvvgFyG1bxQk9R4R4BEEQBOECpJJ+xOjRT2MwdK20uiAIgjD4zZkz\nhzvvvJPly5eTkpLSqX2io6O54YYbuP3225k7dy6Zp1VokGWZ+vr6XhitIAwcN4+8md/N/h3rV6zn\nyqFXAqBSt62ccuLbrRzbuomP//gk6175KwDapCQSHn0kuE39P17HeeAAUSYdIxIDZcd9ssLeYhFo\nGOwqC6zBx0nZkR1u57e68Td6AJB0KrSJ536nrMrYcgzFceYAUXA7WaamVRWe6JtuRJvce98RFi5c\nGGzd6PF4WL16NYpy9nZMQudJWjVRy3OCy84DtTiPn/l3tN/upfaVg3grmwM8EsTcMALT+PiQ7WKu\nH4F1iEz9UJnYO8eQ/PgMkh6eSswNIwibmYJuSDiSenBdblYUGZervL+HIQiCIAhCPzLPmEH2Rx+S\n8MgjSK2C8Y2ffEL+5ZdT94/XUZorSg5UkiShVXWtBdi5iE4yM+WyTABiU8OIz2i/nVZ7FEVhTv02\n5tVvZVLFZo58vaGXRin0iCFT4b4NkNiqDdy25+CdW8Dd1H/jOs8Nrm9VgiAIgiD0iHMt1S8IgiBc\nmLKzs1m0aFGb9fv37+evf/0ra9euxeUSvc2FwUmRFQoP1HL828p2n8+MzGRZzjIMmrYVrFo7ueOb\n4OOhU2cEH0etWIFp5gysRh1ulUT5z36G4vEwLaulGs/O/MFxl6fQscq8zoV43MWNwcfa1DCkDkrP\nd4XK3PVKPI2ffob75EkAJJOJ2PvuO+dxnIlWq2XZspbqVfn5+ezatatXz3khMuREY5qUEFy2fJSL\n7Gn/TlnZEajA461sbo8lBcI6pgkJbbbVJpmpGatQP0zBODIGtbnvJop6ms9nIy/vD2zbNp89e28R\nYTJBEARBuMBJOh2x99zN0M8+JWLp5cH1ssNB9VNPUXDNNdh37OjHEQ48Uy7NYP7NI1jxs6kkZXX8\n3ed0OqOJ42HDg8uWShGoHvAih8Dda2HE0pZ1J9bAa5eCpaT/xnUeEyEeQRAEQRAEQRAEodtcLhdf\nfvklsiyzfft2nn32WXbv3o0sy/09NEHoNGuNk7d/+y2fvnCArf85ic/b/bLQl/3gJ8y49kYSsoaS\nNWlKcL0kSST/7gkOpSWyfnQG271NWLd9w7SMaB7SvMd7ut/wvW8WgMva8cGFAa2pwU1TgxsAjU5F\nbKq5w20bynaRN/chyse9gC1je4+cX2U0Bh/LzrNX4lG83mBrN4CYO25H01wlpzelpaUxa9as4PIX\nX3xBQ0NDr5/3QhN5RRYqkwYAv8VN45fFbbaRHV5q/n4Ib0VLgCf6uuEhAaDzlSTpKC17A5e7HKez\nGKt1d38PSRAEQRCEAUCblETqH//YpsWW+2Quxbc3t9iqHhw3X7h8vXuTlVqrYuy8VNTdqMS4KXYO\n5fokVicuZdyV1/fC6IQepw+DG96EWT9qWVd1CF5dDE01/Teu85QI8QiCIAjCBU5R/JSXv8eu3dcj\ny+7+Ho4gCIIwyLhcLuLi4oLLDoeDjz/+mFdeeYWaGvElXhgcwmL0eN2B4I7T5uX49var8XRGYtZQ\nZl9/K7f9/i/oDMaQ51wGLVajDiSJyqgwinZs46LsWBao9nGR6jgGxY2vWNzdOVhV5rcEsBIzI1Cd\n4WJ2o3UfPmMdtuQdNIXv65Hzq0xdq8Rj+egjvMWBYIcqMpLYu+7qkXF0xoIFC4K/O7xeL6tWrRLh\nzx6mDtMRuTQruNy0pRTZ0dIGQnb6qHntEN6y5hL4EkRfOwzzlMS+Hmq/UKv1JCRcAbIEfwcAACAA\nSURBVIBWGy1aagmCIAiCEKKlxdbD7bTYWkrd6wOzxVaVvYrn9z3P1Suv5pfbftnfw2mXWiXhVen4\nIHkZRaYM5j69gRc25mJ3+/p7aMLZqNSw5Hdw9fMt65oqoWhL/43pPCVCPIIgCIJwAVMUhb17b+fo\nsZ9ite6mpPSN/h6SIAiCMMhERUVx5513ct111xERERFcX1FRwfPPP493AF7UEoTTqdUqxi9MCy7v\nX1+CInfcWqXSXslze5/j0U2Pduk8rqbAZLnG52dERR26nXtIjjRyXDs6uE3Nkc1dHL0wUISEeM7Q\nSkuRFZr8R4PLUfFTe+T8Uhcq8chuN7XPvxBcjr3nHtSt3sN7m1arZfny5cG2WoWFhezcubPPzn+h\nME1JRB3b3AJQBp8lcNOG7GoO8JQ2BbeNvmYY5qlJ/THMfpM25A7GjXuBObO3kZR0VX8PRxAEQRCE\nASbQYuueti227Haqf/8UBddci2OAfYa1uC28uP9F8q35bCrZ1OvVeFpTZIUjW8vZ9VnhGbeLNeuY\nkxMHzd8FLA4vT689ztynN/Dy5jycHbSBFQaQSbfC5NshbUbgj6Hz7dSEzhEhHkEQBEG4gEmSRHz8\nkuByRcV/UBRxB6wgCILQNZIkMXbsWB544AHGjx8f8txTTz3Fm2++SWVl9yubCEJfGD0nBa1eDUBD\npYMjW9uvymB1W7niwyt4+cDLrClcQ54lr9PnSMjM5t5nnmfJiTKGVlvg4CHcJ0/iSGwJcfiLeqa1\nktD3Wod4ks8Q4vHVOEg6eBcZ3/yaxPy7iEtd2CPnV5lb2ncpZ6nE0/D22/iqqgBQx8URc+stPTKG\nrkhNTWXOnDnBZYvF0mfnVhSFtWvXUlRU1Gfn7A+SJKHSqUPWyW4fta8dwltiC66LWp6DedqFFeAB\nCAsbTkL8pahUuh4/ttW6h5KS13v8uIIgCIIg9L1gi61/vHZai62TFN12O2WPPNpjLbYUnw9PYSH2\n7d/i60bL2eHRw8mMyAwcC4WTDSd7ZFxn47J7+eiPe9jwxjF2fFJAbamtw20lSeL1u6bxzHXjSYtp\nuRGhocnFl2+9wWVPrOTvWwpwnUOba6EPXPUc3PN54M/QnvlOK7TQ9PcABEEQBEHoX6mpN1Fe8R/i\n45eQkX4PkiQyvoIgCEL36HQ6rrrqKo4fP47bHbjb3+fzkZubS0pKCklJoROEsiyjUnX99863337L\nyZMnaWxsZO7cuYwbN65Hxi9c2PRGDUnZEZQcDVwo3fjWcU7uqmbCojQyx8YiqQJ3CUbqI5k3ZB5f\nFn8JwKq8Vfz3lP/u9Hki0jNoXLgQ2+efA2D5aCWR0+dDc2YoznIA/D5Qi0s2g4nP66emVSgiMbvj\nqjaeYhuSosFgyyQqbQpmc1aH23aFpNWCWg1+P4rXi+L1Btadxt9kp+6ll4PLcd/7Xkgrrr40f/58\nKisrmTFjBkNbTYj0JkVRWLNmDTt27GD37t3cdNNNZGdn98m5+5vi9lP72mE8xa0CPMuGEjY9uR9H\ndX5RFD8FhS9QWPgciqIQFj6G6Khp/T0sQRAEQRB6gHnmTLI/+pD6N96g5vkXgsH5xo8/pumrr4j/\n0Q+JvuUWJM3Zv8v5m+x4CgrwFOTjzs/Hk1+AOz8PT1ExNFc01iQnk/P5WiRd5wPHkiRx/8T7UUkq\n5g6Zi1FjZCMbu/V6u0Jv0gSrbCqywsa3jnPNI1NQNX+PPp1GrWLF1DSWTUrlg92lvLp2LxNyPybF\nXUmVo4j//VjLS5vyuP/iHG68KA29Rt3ucYQBqHwvJE8MVloSukdcERIEQRCEC5xKpeOiaatEeEcQ\nBEHoERqNhvvuu4+dO3eSm5tLbW0tADExMW22fffdd3G5XOTk5JCTk0NSUlLwog+A3W7H6/USFRUV\nst/JkyfJzc0F4IMPPmDMmDHdCgMJwulypiYGQzwAZccbKDveQGS8kWlXZDJiRmCi+8aRN2Lz2Lhh\n5A0sSFvQ5fNEXbM8GOKxrl7N6FvvpfyrGFKkegyKC7nyIKrUST3ymoS+UVPchOwLtGCLTDBiDOv4\nQrunVdhHlxbeY2OQJAmVyYRsCxxfdjpRtxPiaXjjX/ib7+rVpqQQdf2KHhtDV2k0Gm65pe+qACmK\nwrp169ixYwcAXq+XQ4cOkZ2dTW1tLXV1dYwYMaLPxtPX6t87jr/BHVyOunooYTNS+nFE5yMJi+Vb\nFCVw5/iJE7/mommfhHy+EQRBEARh8DrVYiviiiuofvppGj9bAwRabFU9+XsaP1tD+r/+iUqvR1EU\nfNU1ePLzgkGdQGinAF8nqhX7KirwFBWhHzasS2O8LOuybr22cyFJEgtuGcE7T+xA9ilUFTRy5Osy\nxs4fcsb9tGoVN16UzuxIJ+/9+jUAEj01jLYd5ZA0ll+tPsyLzWGe66emodOIaz8DWuFW+OeVMOpK\nuPqvoO+577sXGhHiEYRukl0+LCtz8dW7CJuVgnFCvPhCLgwKiqzgzrPgrbBjGB6NNsl89p2E854I\n8AiCIAg9KTY2lssuC1w0amhoIC8vr02bFK/XS15eHj6fj6KiItavX49Wq2XBggXU1tZSXFxMXV0d\nEydOZNmyZSH7JicnB0M8AP/85z+56qqriI2N7f0XJ5zXRs9OISbZzP71JeTtrUGRA6EMa40TW6uJ\n7+nJ05mePL3b5zHPno0mPh5fTQ3u+jqGHNrBDtVIUpRtANQe/ZoEEeIZVNx2L+ExBmz1rjO20oLT\nQzxhPToOldHYEuJxOFBHhFYE8lss1P39teBy3P33o+rCnb2D3YYNG9i2bVtwecyYMVx88cW8/vrr\nFBYWYjQa+e///m+07YSfzgetAzyRV2YTNlMEeE6x2/OprPwQozGdlJTru30cSVIxetQzfLvjCsLM\nwxk9+g/ieqEgCIIgnIdOtdiKWrGCyt89gSc/HwDn/v3kX/Ed1NHRePLzke32czpP2SOPkv73V9EM\ngusd0Ulmplyawc5PCwH45qM8sibGY47Un3XftBEjWHDrXWx68zVMM79DdWMWNHkAqLC6+MXKQ/xt\nYx4/XJjDtVOGoFWL+YwBx1YJ798Jih+OrITqo3DDmxA/vL9HNiiJEI8gdIPil6l76yjuk4GJiPri\n4+i2VxB1dQ66ZBGIEAYeRVHwljXh2FeDY38Nsi3w4ce2sYSkR6ahMopfB0JbiqKIi42CIFywFEVB\n8cjILh+K04fs8iG7/OCXURk1qExaVKbA35K4C+iMoqOjmTp1Khs3bgxZX1FRgc/nC1nn9XpZt25d\nyLri4uI2x5w4cSJff/11cLmoqIi//e1vLFq0iOnTp4uqPMI5ScqOJCk7Elu9i4MbSzmypRyfV2bM\n3LaT3XVlTcSkmLv0mcnvk/noD/uQJt+E98i7VEaamPz+2zSMnwR1gXCBI3crLP5Rj70mofdljo8j\nc3wcdosbv0/ucDvZ48duLURLLJKkQjekZ+9MVBmNLedyONs8X/f3vyM3NQGgy8oi8uqrevT8PcHh\ncLBjxw7mzZvXo+/nmzZtYvPmzcHlkSNHcs011yBJUjBo6nQ6OXr0KOPHj++x8w5EkVdkEz47tb+H\nMWDU1K7nwIH7ADCbh5GcvKLT7+t+vxu1OnRiymBIZuqU9zCZsvD57Ph8NjQacReyIAiCIJyPzDNn\nkr3yI46NnxBc5y0txVtaeuYdNRp0GRnos7PQZWWjy85CP3Qouqwsqp58EusHHwLgPnaM/KuuJvmJ\n3xF+8cW9+VJ6xOTLMji5qxpLlQOPy8+W905y6b1jO7fv0qtJHzeR+PRM7vT6+fe3xbywMY/apkAQ\nvczi5LEPD/LCxjx+tGgYyyamoBFhnoHDGAOjr4adrwSWa4/DKwth2QsweuB97xzoxKytIHSRoig0\nfJQbDPCc4ilspPq5PYTNSCHikgwRihAGBF+dMxDc2VeNr6btBVzZ4cOxr1rcfSeE8PmaKCp+GZvt\nCBPGvyKCPIIgDEqKrKB4/MjOQPgmGMRp/ltpXn96SKf1Mh3PwYaQtKpWoZ5WAR9jq3VGLSqzpiUA\nZNRc8OGf9PR0HnroIfLy8li5cmW726hUKsxmM16vN6QqQmxsLL/4xS/YtGkTW7ZsCZSo9vn4/PPP\nOXz4MFdffTXx8fF99VKE81R4jIFZ1+Qw7Yosqgsb27RHqitv4p3f7SAhI5wJi9IYNjURSSXhaPRQ\nW2KjpsRGbUkTExenk5jVUg3F6/LjtHmotzbhiwlUYTlZWUr84sugLrBNZO2ePnudQs8yR535LlNP\nmZWiGY+jACbnUJI0/0ZFz1Xjkcym4GPZ4Qh5zltdTf0bbwaX4x/8EZJmYF27OHHiBKtXr6apqQmd\nTsesWbN65Lhbt25lw4YNweVhw4Zx3XXXoVarAZg8eTJfffUVALt37z6vQzyRl2cRPlcEeFqLjpqB\nWm3C73dgt5/EZjtIRMTZfwYs1t0cPvwQw4b9lIT4S0OeM5tzACiveJe8vGeIiJhAeto9JCT0fXsL\nQRAEQRB6l6TTEXHVlTSu/rjNc6rwcPTZ2eiym4M62dmB0E7aEKQOqj8mPf44KoORhrfeAsBfV0fp\n939A1PXXk/jY/6Aymdrdrz1lTWWst65nbvjc7r24LtJo1cy/eQSr/rQXgNzd1YyYUUvmuLiz7itJ\nEvHpmQAYtGrunpPFTRel8+b2Iv62KY96e+Dm9OJ6Bw+/v5/nN+Ty4KJhXDkhBbVKzGH0O40Orvh/\nkDoFPvkx+FzgscF7t8HsH8PCx0E9sL5/DmTiv5QgdJHtqxIcu6qCy/qhkbgLGkFWQIambeU49tcQ\neXkmpsmBi7iC0Jf8TR6cB2tx7K3GU2xrdxtJq0LxBmYm7TsqMc9IFkENAQC/38n2by/F7Q705K2r\n20hc3MBP+AuCcP5RZAXlVLAmJHjjQ3Y2h22CoZzANoHtA88rbh8ofTRWr4zf6sZvdZ9941YkvToQ\n6jFrm8M9LQGf9kNBgTCQpD5/fmeHh4czceJE4uPjefvtt/H5fKSlpZGenk56ejopKSkdtjTRaDQs\nWrSIUaNGsWrVKqqqAp/RS0tLefHFF1m8eDEzZ87sy5cjnKe0ejWpI6LbrD+wIXBnZXWRjXWvHWHd\na0cwR+mxW0LfCxKzIkJCPN98lEtjrQu1bjQ+52ZAwaeSSCurxqHoMUluon3VYC2FyCG9+tqEvmct\nPoyscQHgNpejVvdsNV+VseWCvuIMDfHUvfgSiitwbv3oUYQvWdKj5+4J5eXlNDVXClq/fj3Dhg07\n51Dm9u3bQ6q8ZWdnc/3116NpFWCaNGkSGzZsQFEUioqKqK2tJS7u7BMNg4Em1oC3ItDGIeKyTMLn\ni/eV02k0ZhITr8TrqSc5+RrCwkaedZ/q6rUcPPRDQObo0Z8RETEBgz6pzXb1dVtQFD9W6x58yW3b\ndPl8djQaUdVbEARBEAa7hIcfRh0RCSopGNTRZ2ehjovr8tyLymAg6fFfELZgARU/+xm+mhoALO+9\nh/3b7aQ+/TTGCRPOchR4dPOjrClYA0CsNpYl9M3n/yEjohk5I4lj2wNzDJvfPkHq8Gi0enWXj2XU\nqVmeqeLm6Rfzr2+KeGlzHhaHF4CCWjs/fncfz311kh8vHs53xot5rgFh4k2QOAbevRUsRYF1W/8M\n5Xvgun+A+fz4ntXbRIhHELrAvqeKxnVFwWXT5ASiVwzHV+PEsjoPd26gOo9s99Lwn5PYv60k6uqh\nPV4eWxBOJ3v8uI7U4dhbjeukJRAqO42kU2EcE4dpUgLa1DAqf78DxSvjrbDjLW1ClyZ+TgVQq43E\nxS2mrCxwh25l5UoR4hEEoVsUv9wcrPGfVgGnebl5ndI6pNM6oOP29/dLQNKqkAwaVEY1KkMgRIMk\nBcbr8Db/7Wv3925nKG4/frcfv6WL4R+DOjTY06q1V0gYqPU6o2ZAh8tTU1N5+OGHu7VvSkoK9957\nL1u2bGHz5s3Isozf78fVPFEtCL1F3U41rdMDPAA1JaHB+iGjYjiytQJJZURvvpjxB98lztaIQbWB\nA+NzmMFhrIoJd/ExEsaJyfbzjbO6FLU5Cr/BQrh2bI9fZG59V27rSjye0jIa3n8/uJzw4INIA7D1\n4Ny5czl27BiVlZX4/X5WrlzJ3XffHayY01W7du1i7dq1weWMjAxuvPHGNgHR8PBwRowYwbFjxwDY\ns2cPSwZgyKk7Ipdmo44yoM+KwDhGXDDvyMgR/9ulf4/R0TPR6xNxuysAGYc9v02IR1EU/LILkACF\nmJjZbY6zf/89uD1VxMTMJTPjexgMolKyIAiCIAxG2oQEkn7x8x49ZtjcOWStXkXlr36N7YsvAPAW\nFVN48y3Efe97xH3vvzqs5gOQHp4efLzXvrdHx3Y2s67LoeBgLW67D1u9i52fFjDrmpwuHcPrcbPp\nX6+y/8u1XPvYr/n+gincOiOdf24r5OXN+TS6Ai3a82rs/PDtvRyvtPHwpSN64+UIXZU8Hv5rE3x4\nH5wM/OxSsBlemgfXvwFDpvTv+AYBEeIRhE5y5Vpo+OBkcFmfE0X0NcOQJAltgom4e8biPFSH9ZP8\n4F3YnhIb1c/vwzwtiYhLM1GbO/5lKghdpfgV3LkNOPbV4Dxci+Jpp+eHSsIwPBrTxHgMo2NR6Vou\nfBrHxeHYUw2AfWelCPEIQdlZP8Ri+ZaM9PtISlrW38MRukBR/EhS9yY4BOF0ilfuVNimpQJOaMWc\nUxXf+pOkU6MyqpuDOJpAEMegRjr1uPlv6VRIx6Bpfi6w3Jl2V4qioLj9yI7WwR5v83Jo2Ce43hn4\nu7uVghSXH7/Lj7++K/8xQDJoUJs0SCYt6tMDQCEVgVoCQJJePaDDP6doNBoWLFjAyJEjWbVqFbIs\nM3duz5SKPnnyJGlpaRgMhh45nnD+mHfDcNJmmPnsyeMh69VaFXFDwohLCyc+LYyk7MiQ54dOTiA6\nqYCGSgeSbiJNCVXE21bjPnqUrRPv4XHXHeQqKfzRN5LlffmChG479k0FboePpKGRxKWFoVZ3/PtD\nnzeUoZY/4dPXE33H0B4fi8poDD6WnS0tlWuffx68gTtWjZMnY543r8fP3RPUajXLly/npZdeQpZl\nysrK+Oabb5gzZ063jtfY2Bh8nJaWxs0334xOp2t328mTJwdDPPv27WPhwoUh1XoGK02MgajvZPf3\nMAa8UwEef6Mbb6UDfU7UGT8DabWRjBn9BwoKnmX06GfaDd9IksTUKe/i8dRhte5ts43PZ8PauBdF\n8VFW9hbZWT9qcwxFkZGkgRe4EwRBEAShb2iio0n9y5+xrlpF1e+eQLbbwe+n9vnnafr6a1Ke+j36\nrKx2912SuYS/H/w7ww3DGW/q23axxjAds6/N4at/BT5fn9xZxbTvZKHVdf7a9eY3/8H+dYFKQp89\n/0duf+pZwmNieWDhMG6bmclrWwr4y/qWedu/bsjlsrFJjEmJEBV5BgJjNNz0Lmx+Gjb+HlCgsQz+\ndTX85GDgeaFDg/+bqCD0AW+Vnbo3j4A/MNOiSTQRe+uokIkdSZIwjYvDMCIa28YSbJtKA9srgXZF\nzkO1RCzJxHxR0qCYCOkJfpsHb5Udb6UDb6Ud2e5FmxKGPisCXXpESKBE6BxFUfCU2HDuq8FxoAa5\nydvudrqMCEwT4zGOj+8wPGa+KCkY4nHsqyHyimxU3ShnKJx/dLo4pl+0RnzQHSS8XitVVZ9QWfkR\nEZGTGD4scMdHbd1Gjh39GQoKHk818+buQqsVH4wvFIqioHjlM7abCm1P1bZiDr4+6kXVEam53VRz\n2KYliKNuFbZpqZIT8rxRg6TX9EnbKUmSAuc2aCCm8yEPRT4V/jkV7Gkd/vGGBID8Dh/KqTCQs5vh\nHwUUpw+f0wd1Ltr/BNHeC6QT1X7atgGT9Op++T2SlJTEd7/7XZqamtpMvFosFlwuF0lJbVtdADQ1\nNSHLMhERESHrv/76awDuvvvu3hm0MKhlZaSSdNMBPvt6E6Ozc7hz/o1EJ5lQnSHEoVJJTLk8ky//\ncQSAkrSFDClah9bnZExlDc9FjgJgR0EDyyeJSjyDwcGNpVQXBSoufeeBCWSMjW13O7/Ng9/iRkJC\n648nMmNMj48lpBKPPVCJx52Xh3XVquD6hJ/8eEB/1k9MTGTBggV89dVXAGzYsIHhw4eTkJDQ5WMt\nXLgQtVrN8ePHueWWW9Dr9R1um5OTQ0REBI2NjTgcDo4dO8bYsWO7/TqEwUVRFOw7K7GszgefjHlm\nMtFXB+4W9/lsNDYeaFNJJzp6OlFRb57135NOF0t8/OI26+32XCRJi6L4CAsbjU4XWinJ621g2zeL\niY6eTlzsAlJS2rbjEgRBEATh/CdJElHLlmGaOo3yx/4H567dALgOHKDgmmtJ/J9HibrhhjafSYZF\nDWPTjZvYs21PfwybkTOTOf5tJTFJZqYvG9qlAA/AjGtu4OS3W7FbGkgbMx5tq5urIo1afnLJcGZk\nx3LTK9uD67/z3BaSIw0sGpXAJaOTmJEdg14j5r36jUoFCx6DlMnw4XfBZYUlvxMBnk4QIR5BOAt/\no5va1w6juAItHVQROuLuGhuYqGmHSqcmckkm5smJWD7Ow3W8AQDZ4cOyMhf7jgqirs5BnxHR7v6D\nkez24a1y4GsO63gr7XirHMj2ttNDrqP12ABUErrUMHRZEegzI9FnRqAyiUpFHfHWOnHsrca5rxpf\nXfutITTxRkyTEjBNTEDTiUlEXUYEmgQjvmonisePc38N5ovan9QSLjytP/ArioLHU4teH9+PIxIa\nGw9QUPg8sbHzGZJ6c8j64yd+CYDDWUzO0P9BpdKgkrS4PVXB7dzuahHiGUQURUHx+JGd/pYgTrAK\nTkvFm5AqOCGhHH+3Wzz1mObwR+twzamwS3A5WB1HE1oxx6hB0g2OCjDdJamkwOs3aqD9ud52KbKC\n4goEe0ICQPbTqgCdFgo69Vm2yxSCVYW6RCWhDtdiHB9P2JxUNJEdT5r2NLVaTWRkaOUTRVFYvXo1\nhYWFzJs3j7lz51JVVUVJSQmlpaWUlJRgsViYOXMml156KQCyLLN161aGDBnCtm3bsNvtmM3mPnsd\nwuBx7fzLGTU2g5ExI1F1slrCsGmJ7PqsEEuVAx9aSlMXkFW0hrTdm9AsmIVPpWFnYVfKbQn9xevx\nU1vSFFxOzOr4u76nVWs1XWoY0hnCXt2lMrWtxFPz7HMgByrkmefMwTRtWo+ft6fNnj2bY8eOUV5e\njt/v56OPPuK73/1ut9pqzZ8/n9mzZ5+1qo5KpWLy5Mls3LgRgN27d4sQzwVCdvto+CgX576a4DpP\ngRUAi2UXh4/8Nx5PHRdNW43ZHFpB61wCcZGRk5g/bzcW6x5kuW07xvr6bfh8FmpqPsfjrhYhHkEQ\nBEG4wOmGpJLxz39S99prgc/4Xi+K00nlr39D04aNJD/xOzTxLdfwJUkiQhf6/STfks9vvvkNl2Rc\nwqL0RSSHJffaeCVJ4sofTTxjpdIzMUdFs/SHj9BQUcb4xZe1+7lrWmY0wxLCOFnd8p2swurize3F\nvLm9GLNOzfwR8SwelcjFIxKINrdflVPoZcOXwH2b4NB/YMqd/T2aQUGEeAThDGS3n9rXDwfbY0k6\nNXF3jkETdfZJCE2ckbi7xuI8Wofl43z89YHghbfcTs3f9mOanEDk5VmowwfPLwzFJ+OrdQZDOqcC\nO/6GthcazkoOVJTxlNho2lwGgDbJhC4zEn1zsEfdh5M9A5Hf5sGxvwbHvmq8pU3tbqMK12GaEI9p\nUgLaFHOXLh5JkoR5WhLWTwsAaNpZKUI8Qruamo6yY+dVREZOJilpWUiARAC/34nVuofo6Fm9ekez\nWm2itvZLamu/IiH+MnS6GABiYmah0yXg8VTj81lpajpCRMR4oqKmkZBwBdXVn5KRfh9hYaIfcF8K\nhHDklpCNw9c2eONsJ3zTqmJOd1st9Ri11KoKjrpVO6pW7adOhXRaPX8qmCPpVAP6Lv/BSlJJSCZt\nc/jZeNbtT1H8SqCN1+mtvVq192ovFKS4uxn+kRX8Vg9NX5fRtK0c08QEtEbwhnXvcOdqz5495Ofn\nA7Bx48bgBO3pSktLg48lSWL37t34/YH/Bu+//z633XZbtyaQhfPf6NjRbdYpisKx+mOMih3V5jmV\nSmLq5Rl8+fpRAIrTFmJu2Ep5pJ65lfvYkDKV3Oom6u0eYsRFxgGtpqgRuTk4G51kwnCGNtohIZ5e\namccUonH4cB5+DC2zz8Prot/8MFeOW9PU6vVLFu2jJdeegm/309FRQVbtmxh/vz5Z9yvtLSU5OTk\nNu/VnW2LNWnSJDZt2oSiKBQUFFBXV0dsbBfStsKg4ylvov7fx/DVOvGYKqkY9zIAejmFBOUfHD/x\na1yuwHWrw4d/wtSpH6JS9dwldZVKT0z0zHafszbuDT6OiemZNqGCIAiCIAxuklpN3L33EjZ7NmWP\nPoonNw+Apk2byL/qapKf+B3hixZ1uP+XxV+yp3oPe6r3sLtqN3+6+E+9Ot7uBnhOSR87nvSx7bcC\nK7AW8N7x94gbvh9/ioUh8o0cyE3C4mgpMGD3+PnsYCWfHaxEJcHUzBguGZXIJaMTyYwTN2r1qZgs\nmPdI2/V1edBQCDkd/9xeiESIRxA6oPgV6v99FG+5PbBCBbG3jkKX0rWZB+OoWAw50dg2l9K4oQR8\ngbvfHHuqcR6uI+KSDMJmpvRJu4fOUmQFv8XdHNZpaYflq3UGW4p1hqRToUk0o000oU0yozJp8BTb\ncBdY8VU52mwfOI8D+/YKANQxBvRZgSo9uqxINLGG834yUHb7cB6uw7G3Gneupd0JXEmvxjg2DtOk\nePTZZ+7RfjamyYlY1xaCX8FbYsNTYUeXLD64CKGqaz4HFKzW3RgNQ0SIp5UDB79Pbe0GFMXL9Is+\nO+egjKIoWBv3UFm5mpyhj6LRtPx7PHL0seZHMl6vJRjikSQ1WZkPoOAnMeEKmsgdfwAAIABJREFU\ndLrAJINKpWPc2GeprV1OdPT0Nuey2/MwGJJRq01tnhMCFLm5Go6jpRKOuRJUPgnb5tKW6jjNf5TW\nyy5fl35n9gqNKthq6kxhm5CKOK1aVKERIZzziaSWUIfpUId1LQyg+OUztPtqJwDUvE7xyC0H8Ss4\ndleRgRp7vII704o+M7Ljk/aCjIyMs26jVqvRaDQoihJokyZJXHbZZbzzzjsAFBYW8vnnn7N06dLe\nHq5wnnj14Ks8t/c5fj7959ww8oY2zw+blsjOTwux1jhxujezKytwx+Qc637yUtOYKh2n4JsmYha3\n3VcYOCrzG4OPk7LP/N7WUL0TT3QDhsbMXgvxSMbWlXgc1PzlL8Hl8EsuwThu8FSWSUhI4OKLL+bL\nL78EYNOmTYwYMaLDtoi5ubm8/fbb5OTksGLFik4Hd1qLjIxk2LBhnDhxAoBjx44xe/bss+wldIcL\nLxWqBhLlvv1McIqiKNh3VGL5OC/YRlZWeXFFBkK/itOHJKkYM/oP7Ny1DJXKQEbm93o0wHM2w3J+\nTmrKjdTVf01M9Kw+O68gCIIgCAOfYfRosj74gJo//pH6f/4LAH9DA6X3P0DkddeS+NhPUYe1netZ\nX7w++HhxRtt2n/uq92HSmhgWNazXrgvWlTURm9r5uVaH10GJrYQRMS3X3hVFocnTxJtH3wyuS0/8\nil0/f41dRQ18eaSKdUerKKprmYuUFdhRUM+Ognr+97Oj5CSEsXhUIpeMTmBiWjTq87gi+IDlscO7\nt0H1EVj4c5jzUKAFlyBCPILQHkVRsKzKDbbCAohePgzD8O61IZG0KiIWpWOalID103ych+sC53H7\nsX6Sj31nJVFXDcUwNKpHxt8V/iZPIDxTZQ+0w2oO7SieLtx1rZLQxBuDYR1tUiC4o442tAmYmCcn\nBs5r9+IpasRdaMVd0Ii3zAZy6GH99S4c9S4cuwPtYFTh2kDrraxIdI3g6Z1rnn1O8cu4TjTg2FeD\n60gdilduu5FawjAiBtPEeIyjYpC0PXMHuNqsxTgmFueBWgDsOyrQNfd8F4RTPO5qQAXIxMdf2ub5\nsrJ3cLpKSIi/lPDwcYN60t/tqUWjDketbqkEJstebLaD6PVJGAwpIdtLqFGUQLK/oeGbYIinpuYL\nCgr+CpJEfNxisrJ+GLJfdfXnlJX9G5N5KFmZDwQDOQcO/he1tYEvUpERE0hOvqbVuQJSUm7AYAid\nuBgy5JYOX1Nc3MVt1vn9bvYfuBdF8TF8+K+Ijzt/U+6nWg+dHrhpN3jTumVV8+PTw5TJBN5/rYcK\nen3skk511rBNsCJOOxVzJI34wiOcO0mtQh2u63L1SMUr48ptwLapFE9hywS3uUai5sUD6DIiCJ83\nBMOomD5pmxYXF8e1117LBx98EFwXGRnJkCFDSEtLY8iQISQlJbWZ8B05ciQXX3wxGzZsAGDHjh0k\nJiYyZcqUXh+zMLh9lv8Zz+59FoAnvn2CaEM0SzKXhGyjUquYcnkmX/3rKGptJrLnCABulZ318kNo\njTK5B2aCCPEMaBV51uDjM4V4FFmhSv8eTdP2gCKhDf8jJq7q8fGoTC0X6u1btuI6eDCwIEnEP/ij\nHj9fb5s1axbHjh2jtLQUWZbZv39/uyGe/Px83nnnHfx+P8ePH2fNmjVceeWV3TrntGnTMJvNTJky\nhdTU1HN9CUI7cnNz+Y/+G1ySF7WiYuZ6mDNnDgbD2VuD9wTZ1dw+a39L+yxJp8I8NbFlm+YvAmFh\nIxgz+s9ERIxr832wt0mShNmcg9kcuE6jKH5AQupk60ZBEARBEM5vKr2exJ/+lLD58yn/6c/wVQXm\n0qz/+QDHtztIeeopTJMnhezz/KLn2VCyga+Kv2LekHltjvn/dv0/9tfsJz08nafnPc2YuDE9Nl5H\no4etH5zkxLdVfOeBCWSMPXPFS6vbyj2f38NJy0nMGjNbbtqChMSBL9dSuH83lz8YqOpi1Bj588V/\nJjsyG41axYzsWGZkx/LzK0aRV9PEF0eq+PJIFXtLLCitrvXmVjeRW93Ei5vyiDXrWDgygUtGJzJn\nWBwmnYhQ9In1v4Xqw4HHXz0BlQfhun+ASlTBFj+BgtAO28ZS7Dsqg8vhC9MwTzv3NkOaGAOxt43G\ndaIBy8d5+GoC/el9VQ5qXzmIcUI8kUuz0PRCGynZ48fXqgXWqXZYcpP37Du3oo7SNwd1WgI7mjhj\nlycK1WYtxtGxGEfHBsfnKW7EXdCIp8CKu9gWrFoUfA02L86DtTgP1pKOGr9GobboMLrMiEC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G9rC6bZOViXF6HNOTfuSRwOB9dffz2PPPIIsizT3t7OCy+8wLXXXnvijY9BMNhI1f7vEQ61IUlG\n5s/fkCY+bW19Go3WgVbrSPuMjl92E51drxMMNmI0llBacnsy1t39FtU1P8fvr6Gg4DomT/pJyrbh\nUBsAzoylWK2ptpDhcDvd3RuBof+zPJ49mM0TkKRzR4R1rrG5aTN/2v0nfvep35FpHBDzShYL1osv\nwvPCiwC464wYnVEide+NVFVVTkB77UADb17l8S1pIk3e5LShOPM4a34yRFPqNVPQ68n68j+dsf2N\nFC0tLdx///3JeZPJxM0330xW1vCmvA+FQuzevRtRFJk3Tx0NerqIosjFF1/Mn//8ZwRBYOXKlZS/\nKiAiME7OY+nXrmbbtm309vaSl5dqZx+NRmlvb6f4NIVokRYfvU/sJ9Yz0GakzTNjuraMl975B/v3\n7z/u9tu3b+fll18+rsjnCOFw+ITrfBKmTvk1U6f8GkUZeoDElMm/QpZDKEp8yGfwyZN+QizmRRDE\n07LCUFFRUVFRURkdaAsKKHn4IXoffoSu//xPlGgUIRql4z9+hO+tTeT/+Mdoc3OOub1e0pNvyU9Z\npigKP/vwZwCMz0i1njVpTWQbs+kKdhGTY7T52ii2Ddy7aSUtX5v1NZwGJyXWEpr+LNBW7UGWFQqr\nZjNtyi5mZM9gelZq2xOQVg9Jo+HaH/wIre7YbQ6BWACdqCMiR7h9+u1pAp6jEUWBOSUZPH7bQpb+\n/E38kYH7vpissK/Vw75WD098kFhm1EpMK7Qxs8jBjGIHs4ocFDuN6r3VJ+GCb0DDO1C3OTH/6l2g\nt8Ksz45svUYQVcQzinC9UIPv3VYA7JdXYL0g3YtQ5fSIeyN0P7gXJZTwTxetWrJunYpoPHs/EUOl\ng9z/Nxvfe214/tGQFOiE9vUQ2tdzSmVJdj3aPBOafjssba4JbbZpbNl6CBA1g3l+Hub5iQaeuDtM\nuN5NuC6RreeIIGowsY4AsY4A/vcTHROS05AU9OjK7WgyDaf9R6vEZEIHewns7CK4vyclPXMSjYBx\nkhPTrBwMk5xnXCR2skg2HYZJmYSqEt81/0ftONaqWSZUTp9QqJXm5kdRlDi1tf/FkiWb0kb5ny4f\nfLgWvz+RNW32rEdxOi9IiRsNRUkRTzDUiNlcgSDo6Oh8hXA48dvv6HgpLQPNUHZhAEZj0bDU+1xA\nkRVkXzQhyOkX5iRfrjBxd4Tm4j8QK0h0SLk79+D+oC6lDCPjMTJ+qOJxNH2KiKmDoPMgOYeuR2DQ\nNU4SUq2mjiG6GUqs4w7uYMfO9eh0TvT6PGbPejhNvBUI1KHTZaeIs1RUxgqxmBeX62MEUUumc2lK\nLBLpIR7343Zvw+3eRUbGgmTMYChITvsDNWnlOhwLiMV9mEyVWG3T0uK5uZcNWZ9o1M2hwz8CoLf3\nbZpb/syE8f9yysclGjRYVxRhuaCAwI5OvFuaiXUFE8G4QuDjDgIfd2CYkol1RREB2wF8vioCgXpK\nSr6I0Zj6PFRb+1s83l1oNRkUFa/HbpuZEg8GGwEBvT4fUTy9+/zS0lLWrl3LSy+9hE6nY9q09PM2\nmHg8wMGD9xIINhCLuVm08LWUuCSZcbkSrUCiaEgTxcRiHg4c/D4AGo2NFct3JGPRqIeenk0Eg42I\nopbS0jtStg0EG6iu/ikAdvu8FBGPKOrx+w8D4PXsTat3ScltdHa9SiTaS3b2Rcc9xpR9BurZvuPz\nmExlTJ/2B4zG0Z3542RQFIVAIIDZfHLZNLd3bOfOzXcSjoe55bVbeOLSJ1IaFB3XXIPnhRcJa63U\nderIjnlw9u44TokqI0l73UAmnrzyY4t4lKhMtG0gK6uu6MzdrwhHZeLJ+PznjttAPxo5WsBjMBhY\nv349OTnDe5ytra08+OCDxGIxLBYLs2fPRpLUVPqny/jx47nooosoKCigvLyc5lffTsbav/8ehUAh\nFpo3v52y3W6pgQ+11ZTGs5kfq8ShDH29FQwaHJeVY56XaCNSFAX/B224XqpNs89yXF7B62+kCnhy\nc3NZe8HFdDyVsDA0OhP7sdvtQwp4dDodxcXFyVdhYSEGw9CW6LW1tdx7771py++8806s1oH/AI/H\nw29+85shywDIzMzk2muvJT8/f8h4IlPs0NligVMSXauoqKioqKiMbgRRJPMLt2K+YAmHvvJVtC2J\nge7+rVupu+IK8n74Q2yXnLzdpyiI5Bhz6Ax28uUZX06LX1ZxGRE5QqmtNJk1ZzBfnPHF5HTRVS6e\n/VUi03u4Vsu3Z/yUkvxMsnJO7jnpeAIegFun3colZZfw8L6H+fzkz6fFq/uqKbOXpWQLAsgw63jj\nzpW8treN3c1udja7qO1Kd9cIRuN8VN/HR/V9A9uatMwoGsjWM6PIQbZVHdx00mgNcMMT8NhV0PxR\nYtnzXwW9BSZfPrJ1GyFUEY/KeY8cidP98D7irsRoGUEnknXLNDQZQz94n0kEScS6tBDTzGzcr9UT\n2NZx/PWNmqT9VSLDTr8VluH8/GlLdj2mmTmYZiYa7uRAlHC9h3C9m0idh0iLD+RUYU28N0SgN0Rg\neycAokWbzNSjK7ejzTMfN4ODIitE6t0Ju6w93SjBWPpKQsKazTQrB+O0rLMqDjsVzAvykiKewLZO\n7BeXnTMiI5XRR2vrX1H6PUzttpmnLOCR5TAu1zaMxuK0DkCLZVJSxJPokE0V8ZhM5QRDTRgNxYhC\nojNUEAQKC67ncPWP0WqdKMoQv9VRjqIoyP5oMmtO3B0hlhTn9L97ImnXwZQyhDgGdxkGd0Ui047v\nGAImAUSLDsmuQ2PXI9p0iCYtdmMFeYaL8Gv24Vg3D9E0IMgRtCKNTQ/gsM/Hbp+VUpwsR+jseh2P\nZxfBQAMzK+9PiVs1k1GUKOFwO5FID5KU2nAfjwd47/1ENiit1smypR+qIx9UzjnC4S4i0R6ikR4c\njvlHZVtR2L7jRiKRLiKRPpYtfS8Z7+7ZxK5dtwMKDsfCNBFPb+8WALKzLkq7XprMlUiSBbOpYsjr\ncEHBdWmWeSeDIEjk5l5Gc/Nj6PU5VJR/48QbHa88jYh5fh7aGXr6qrbTV7UTXU0JukCiEy5U1UOo\nqoeWC36Dz7wbAKfzgjQRj8ezk57+8zGURcT+/XfT53ofnS6H+fOexWAY6ACrqfk1gUAd0ZiLKZN/\nmRILBlsIBKqJRl1kZq5i3rx5+P1+Jk2aRG5uLjt33UbAX0s05mLhgldSthVFAx2dLyHLiWeNaNSN\nVjvQ0a/VOpEkC/G4L2XEvCIrCYG4d8D2QyPYiDR7UWIySkwmEK5nX8c3AdBr8snXfA5BEkASElks\nY4OOIdCAEpWTMZvtyOi2xL2eosgptht2+2yWL/uYQLAx7TzaHfOYMf2PgIJOP2DBKsth9uz9GvG4\nD693L3v2fJX5858f8euxz+ejsbGRiRMnfuLOd1mW6enpob29PeUVCAS45557hrT7OZpGbyPheOL7\nMDlzMvt69rEof1Ey3ucYz9Y5V+KV61EUHznNHirLWhGU4c0uojI8LLlmHG01btpr3eSUH7vjPNI6\n8CyqyTKeUZtnTcaAlatoNpN5++3HWXt0snHjxuS0Xq/npptuSsveMhzk5uZiMBjw+Xz4fD4OHz7M\npEmThn0/Y5Ha2lokSaK0tDRl+QUXDDy7CXrphBmmw0TZpakHoEHqolHsYkK8gDmxcsykttspoVjC\nlnNe3jHtszKuGYdpVqLNaOXKlRw6dIje3l7mzZvHJZdcgtIdQZITAyjHhUlDAAAgAElEQVS1mkRW\nq8LCRFZWh8ORItrJyclBFI/dZnIm7DZ7enrYtm0bl102tND6VIlG3chyCL1etVRXUVFRUVEZqxgm\nTqT3e9/F8sILmDe+AYpC3O2m5RvfwHfVVeR+/1+QLCcWzwiCwH2r7+PVulex69MHMHxr3rdOuk4Z\n+altu+9vqOX9DbWMn5fDxbcff7DUsWg5UIVGpyO3YhwABZYC7ll4T9p6noiHL7z+BZwGJ9+e/20y\n62IEvV5CPi+L1l1Pnt3ALRcM2Ml7QlH2NLvZ1exiV5OL3c1u2tyhtHL7AlE2H+pi86EB+9hCh5Fl\n47P4zppJOM2j14r9rKG3wOf+Cg9fBh17QYnDM1+Eb+wC6/l3v3pu9iSrqJwllLhC7xMHiLb0+1iL\n4LxxMrrCkR3FL1l1OK+bgHlBHu7X6oi2BdBkGhIZdfIG7LBEq27EG8XPZUSTFuOUTIxTEqnK5Uic\nSKOHcJ2HSJ2bSJM30ZkxCNkXJbinm+CeREOPYJDQlyYEPfpyO7pCC4JGJNruJ7Cjk8DOLuLuodMl\na/PNmGbnYJqZfcZsu4YTw4QMJLueuDuM7I8SrOrBNCN7pKulMkopLf0SBkMBTc2PUlS0Pi3e07sV\nt3sHhQU3oNenfs8amx6ipubXyHKQ8vJvUFH+/1Limc5ldHe/gdFYkmIbc4SJE/9jyGtjfv7V6A15\nZGetPmuWVcOFoijIgdigjDkJkc7RGXWOWEKeLoIikdF0EaJFi2TXI5XoE0Idhz4xf+Rl0x1X5Gch\nvRPF662iuvrngEJuzmVMmfKL5OcnCBIHDvwL8XhiZEMo1JbSCa7RWDCbx+H3H0avy07paAYIhwdE\nr5JkUv8bRzkezx6amx8lGGrBYp5ARcW3+kcVjw7C4U50uqy07+lHH19FONwOwJLFm1OyfAmCgN9f\nTTSa8BuPRvuSnSlWy2SO+HJ6PDuQ5XDKtW/ChHvZufNm4nIo5XcDkJtzGXm5Vw77b0KjsTBxwr+S\nn3c1sZgnLQOWLEeIxjynLODcf/B7dPdthHyomPZdDDunENo/4MGu6cmG/nYe16E9ZGVcmHItikZd\nyemhLCRc7m0AOBzz6OreSHHRTclYd88mfL4qICG40mtzE2KZqAwhierDv8YX3Mes4sewaKeysGAG\nSq9MoLOLQF8jQTkhdnF/cIhILJoU2igxGZ0xj5CmAYC2v76FMVCJEh2IF+vvQgqZUGSFltffRYnJ\nyc7+qL4He+Vy4lo/UsRK58s7B86zEIXVAggK4Wg7HX/4CEEZeMRXhDiOiZ9CG8xBF8il+eWtCAgg\nAKJAqeNe9MEiJNFI+8aPEgIfSQRRGBADSSKd4m4EqX9Zf0yUihFEgbgk0CcdRpBEFBEy9Bfilw6D\nIDJp0o/O6PU4Eongcrno6+tLeV+3bl2KmCYSifD0008DMHPmQHYmRVHSppctW5bM5KEoCs3NzSli\nnY6ODmKxoYXAXV1dFBQUDBkbzFXjruK1utfQSlp+svQnKINsJ+MxmTceOYBPiqPEE8+oe3rzqSzr\nRYmmNxKqjDzFk50UTz62heoRXA276JzwJAZ3Jc6iRSdc/5OgLS3FfuUV+La+Q+49d6eIesYKV155\nJU899RSRSISrr76awsIzk6lakiRmzZrF1q1bAdi2bZsq4jkBsiyzefNmNm/ejNVq5Y477sByjE4h\n2+oSPP9oRIkcW8gTR6ZQzqRWStzvKwIc1LRSLbUzNV7MzFgpegau+Uo4TqTFR88T+4kPts/KN+O8\ncVKKbbjBYODaa6+lr6+PqVOnAhAhklYHg8HAXXfdhcl0avaehYWFTJ48+YR2XadKJJJex9MhEKhn\n1+7bEUUjc+c8hUZzchnlVFRUVFRUVEYhWi2+deuY/PmbaP3e94i1JbLVuzdsIPDRRxT8/GeYTsI6\ndqJzIhOdEz9xdQxmLdNXFbHnreaU5bkV6eKgul1d6E0acivsSFJ6e7Qsx/nohWfZ+uQjFE2exvX3\n/iwl/tzP/53e1mZCPh/rf/l7Hqh9lL5wH33hPn743g+54uUMwoFEm/SsSy7FZEutg82g5YJxWVww\nbqCNq9MTYlezm11NrqS4xxNKbytocQV56qMmfOEYv//sbLXN+mQwZsBNz8GDa8DVCFf/z3kp4AFV\nxKNyHqMoCq4XawgdGOgYcFw5DuOkEzfAnS30pTZy7ph54hVVTgpRJ2EYl4FhXKIRU4nJRFp8RI5Y\ncNW7UUKpjUdKKE7oYB+hg/1p8TQikk1HvHfoRnQpQ49pVg6mWdloc0dXA4ggCpjm5eJ9I9EJ5f+o\nXRXxqJw2kmSkoOA68vOvHTLe2PAnevveob7+v5ky+Rfk5V2RjOl0Wchywk6lt2dLmognN/dy8vKu\nSusgP8Kxboa12gxyc9aezuGcURRFQQnF0y2ujhLrHC06PF1Ek2ZAjOMY9G7rF+vY9GfEfrGm5pcc\nESLE4r4UEYIgSNis0+lzvQ+A27MzTYwwf94GIpFOYjFfWtnxeACDoZhIpCNtFGk06sLrrSIjY7H6\noDQEfn8Nvb1b0WjtQ4o9ZDlMONyNTpeJJA1PlkJZjuDzH8LnO4Aix9Ks7WIxD23tz/bX7xDjx39/\nWPZ7ptl/4F/o6dlEONzOooV/x2yuTInrtJlJEU802ptm1afTZSZFPJFIb/K7rNfnYjJVIElmMhwL\niMdDKb+fTOdSLvxUulUWcNqWUSfLQDaXVBobH6Ch8X4qK++isOCG5PVaUVpQ2MaOnQ+TlXVhiogG\nwG6fQ3d3IrtCxNhO1s1TiXb48W5pIbCzE1PvZBQxis6fj9CbQ/vmjzAvKUCy6hJimMjXiYhdxOJu\nYu9LuKK1KWIaJScKgHHXTDS+SjoiO5JiGnm8AP3tNO33b8Xb7UZBoW7ZXcQ1QWQpBCJ0b9hBsOeo\nzsb5GujvI+96fx+OvtRraGbWOgRZRBvMRQhmEMaVEtczkKVAIbVsbTiTvKovDHmeRUWLvWUZYsyE\nLpCDIsgIg7ScgiKReyBdSIsCxBUMPWUAyESHLP90MDGPYsfd6D4lYrPNGJYyFUVhx44d9PX1JV8u\nlwu/Pz2lNYDL5SI7O3EP29rais838L+xa9eu4+5r9uzZSRGPIAg89dRTx9yPThegqHgvBoMPWTbg\n8dyQIuJpamoiPz8fjSb9d3jvkntx6B1pqbsljcicS0rZ9Ng0IpH9COjBKxINighxVcQzmunrfZe+\nstcBiIjV5B2VSXI4EQSBgp///IyVfy7gcDj48pfTU/ifCebMmZMU8VRXV+NyuXA40oWiKuD1enn2\n2Wepq6tLzr/++uusW7duyPWty4qwLjuxdfEEVtPa2srGjRupra0FIC7I7NY0cMjSwdKFSyh6XUaD\nhByM0XnfzpTBDeaFebhnSGzZ/R4XXnhhStkFBQUnJcA8VQEPgCiKXH/99ae0jc1mG9J2a9euXTz3\n3HOnXIdjEY8H2Lb9BiKRxEjxqqo7mT79f9TnJRUVFRUVlTGOeeECKp7fQPt//AjPiy8CEG1poeGm\n9WTefjvZX/8awhnIJjgUy6+fwNw1pTTt76VxXy9N+3spmZLaP6soCm8/fRhvTwitQaJoYgYlUzMp\nmeLElpWwEW7cs4utTz4CQNDrSduPu7MDV3tCtBTyesk0ZmLSmAjEAnxz7jdp3fJsUsQT8vmSIp5w\nIMAT37+T4inTKJ0+m/ELlyTLzLEZuGiKgYum5Cbr2dAT6Bf0JLL2bGsYsNp6aXcb2xr6WFyZyeKK\nTBZXZlKUcXL3l96Il65gF56wh2xTNoWWMzOA4ZzCkgPrn4eew1D5qZGuzYihinhUzlt8W1rwv9+W\nnLeuLMKycGhPaZWxiaAR0Zfa0JfasK5I2BZE2/1E+i24wnVuZO9RnRoxOU3AI5o0GKdnYZqdg67U\nNqobPczzcvG+2QgKhA+7iPWG0DjPvrWcythhqN+D319Nb987AChKHLt9bko8YRUjYDSWYLXNQFGU\nlHJE8czZD5wJ5HCsX5ATIe4KJyyuUoQ6keOOPj0VBIMGjUOXmjXHkcimc2Re1H0yK5HTZcKEf6O6\n5pd0d/+DceO+lxbPy7sau2MudtvstO8EgCQZMBpLhizbap3KBUs2JTIW9QvAjtDU9DB19b/Hbp9D\nZeV3yHDMH54DGiPUN9xHe/sGAAQE8vKuTMZ27rqNnp5NAMye/TjOjMXJWCjUSlvbsygoFBfdlJb1\npK7+v4nHfCjIlJd9PSVTSyDYwEcfJfaj1+eliXgsloERPdnZF6cJUXy+Q7S0PEFOzlocjrkIwtn5\nTstyGK/vAB7PLpwZSzCbx6XEI+HOpEjH49mVJuIxmsqQlQharROGECFOnfIbBEGDTpeJVpuaNWHh\ngldGzbUvGGykrv4PyHKYgwd/QMBfw4QJPwBAoRZFeZ7eXhBFfZqIx+GYh9UyFZOpPCkA0eaacV43\nAdvFpVjeKcD/wcKk9UacCJ7X6geVoEWkAB0FBPEAqY03lbrf0TH5EWLtAeJdceIMiDuc1Wuwa5ch\nRSwYvGVA4jeRdfhaXEVvIcgapKgZMZqeTSBv3xdwCX42U48lEuESZEQGPmNL92mIWYTEvaqgFUEj\nJqb75xPTAggCJcFvgqygIEOughJXEvNxGeJKwpYrrkBcTsb4ZEnbTojRVQnPgV/TgXnOgLDS5ztE\nJNpz1LUkRHd3d4o4Z/78+eTnDzyXCYLAxo0bCQQCJ7X/wSKezMxMHnvssdM6jljMx4SJOwiHWhCl\nGHv3XASA1WolLy+PvDwtCM8AoNNmpWTn8Hg8PPLIw5SW1jB16nXMnLkmxcorzzy07U9VTxWTlkzg\n41cq8CpXIGrLMHU/h6e+Fk3cfVrHoXJu4I3uTU47MueMYE1UThWn00lFRQW1tbVJUeGqVatGulrn\nHLW1tTzzzDMpwseysjIuvvjiYSm/oKCA9evXU1NTw8aNG2nrHz0eCoXYuPlNzHo9C6LjqJQHrq+C\nTsJ+TQUfuw6w+fHNKIpCTk4O06cPLUI+n5AkExUV3+TAgXsQRT25uZeP6rYsFRUVFRUVlZNHstko\n/OUvsK5aSdu9/47s8YCi0HP//fi2bqXwFz9HP378WamL2a5n0qJ8Ji3KR5GVRObgQbg7g3j7sytG\nQ3HqdnVTtyvhouHINVEyxUlWsTW5/rIbb0nbh8EyEA/5vNw89WYurbiUDdUbWFO2hneWdBPy+zBa\nreiMRj5q/4iZ2TNp3r+X3pYmeluaaDt8KEXEczS+qI93u16kKdKENkfmmcvv5oPaHq7/U2LAKkKU\ndr+b53Z18ez2RH2KnUaWVGSRnVNPt/IxUcXPyuKVXF55eUrZ/7vrf3mkKiFSkgSJP130JxbkLzi5\nEzyacRQnXucxqohH5bwksKsL96t1yXnjzGxsF5eNXIVUzgkEUUBXYEFXYMGypABFUYj3hAjXuQnX\newjXuQcEPBoR4xQnplk5GCZkHNdWZjShyTCgH59B+FBCJez/qB37JWUjWymVMYfRWMK0qb+lqfkx\ndNoMjMZU9bhWm8EFS95Oy8RyLiJH4qlZc1xh4p7IQEYdVzjZ2fxJEfRSvxAnIchJsbjqnxb1IyPQ\nORlMpjJmTP9vgsHGIcU4BQVDZ206FQRBQJIGRjHEYl6amh8GwO3eTjjUdowtxw6KIqdkqVKUOB7P\nHnp638agz6Og4LqU9YPBJgAKC28kEulJiQ0+l5HwgJ9ze/vzKEqctvZnCAYbycu9LE3E09z8KJFI\n4qG6pPj2FBGPyViOIOhQlAjhcDvRqCtle50ui0kTf4QkmbFY0i0rOjpepLnlMZpbHqOw4LNMmvSj\nkz4/n4SDB++ltS1hyTNu3PfSRDw22wy6e95EFA1Eo31p20+f9rvjlm+1TjlmbLQIeAAi0T4kyYLB\nUIhGYycc6UzGBCqT+hG3e3uaSNNhn8uCBS8MWa7GrsextgLbqhJ8H7Th29qC7Du1DDKaiI3CXV8f\nMmbuOapDTwBBK+LwLCXj0HI4Ip6xiggZqWIaBQuv1r5MVAa35GJnUQcrxy1KrCMJA9seJcTxBH0c\nbKqmrbsdt8/DpAkTmTR5EqFImEAoSCgUIhAIEImEWb58eUr1mpubef3117nmM9eQcYpWOYqs9At8\n+oU+8UFCnyOxQWKgREzpjw2IgZRYahnICv6PO4h1BkCBvr8egriCeX4esZiPXbv/iVCoEUm8ms7O\nObS1ddDXl/5bKSoqShHxAGRkZKSJeERRxG6343A4yMjISL7n5Q104Or1er7yla9QU1OTYp8lCELi\nXj9e3/9qxmS6KSn+SZSvw2L5EItFAQQ+//nryc8vwWxOZNuU5RibNv8ARYkRiXYTj4eSGcs2b96M\nwdBBQeHb9Lne5tXX8pkw/kHGjx9/zE7S1+pe4ztbvsNNU27i4jXXs/XpxPe7oeQiMvZ9RJcCcHJC\nJpVzi7g/ir12GRp3JiFHDc45i0+8kco5xdy5c5MZYHbs2MGKFSsQxbHRBvBJkWWZLVu2sGnTppTl\nK1asOCPnqbKykvLycqqqqnjjjTeS/yN+IYxPSLXP0l5VzN/eepn6+vrk8jfeeIMpU6akCCtHA8XF\nxVx99dUAp/y/fywKC64nEunG6VyK3aZmAVdRUVFRUTnfsK1di3HOHFrvvpvAewmxSXj/furWXUvO\nt+8k4/OfRziL97yCOMSzsgBTlhXQuK8HX284JeTqCODqSDwj662XoTM0E4/p04q46EtfA8BotWHo\nt3nNMmZx+/TbAVh6w8AAsyZvE3e8dAc5phzu6B3I4Fg0dRobGzbS5G2iM9DJdxd8l0Pvb2Xby89T\nMn0mOTOn8NMPfwqASWPiewu+x4JyJ3+4cTZ/3P44DUJicFGkbyHh9sQ9XVNvkL/0NqF1voMh9xUA\nqtskBP9cFlVkkmVJHItNbwNgRtYMLDoLLb6WUzmtYwt/N7zwdVjzM8goPfH6oxxVxKNy3hGuc9P7\n9MHkvK7chvO6CUP/Qaic1wiCgCbLiCbLiHl+ojMg7gkT6wujzTUhGsbmJdSyIG9AxLOtA9vq0kQH\nlIrKMCGKOnJzLyM39zLi8fCQ65wLAh4lGifujiQy5wy2uRqUUUcJpnvdng6CVhywtjoi1HHo0QwS\n6YyVa86xsumcCWQ5Qk7OpbS1PYPRWERu7qVp6xwtIhiNKIpCW9sz9PRupq/vA5YsfgONJjGqo6tr\nI3v2fgUAm3VGmognO/si3O5tSKKR4uJbUmI6XTYgotNloSgDYrTmlj/jdm9L2X86gx/yU63gRFFD\nVtZKQOzPupO+fWHhZ495rB2dryTnMzOXD7ne6eD1HaC9/Tk8nj1kZCxKs/Kz2qZDv4jH49mdtn1+\n/jqysi/CbBp3xm2szmXstplcsGQLkUjnEL/3PARWM3nKp3HYTy8ThWjUYFtZjPWCQgI7OgnVuhAE\nISGo1giDxDWpr4SQRhgio83g+KDXKdz7ZAJL3nKxefNmALa3VVGycAKzZs0CIB6P09vbmyIQAXAd\n7mTje28l55vbWti4+c0h97FkyZKkLZPP50Or1dLU1MRvf/tbli9fTllZGcXFxWi1JxZ8CaIAooDA\nJ2+MUxQFn8+XzKTjmeUnY3sMR7c2IeR55jCKrLC5+04MxnoAItEN1NbGCYWsQ5bpcrnSls2cOZPK\nysoUsY7Vaj2pTlir1crUqRVIkjFFEKcoClve/gKxWCJj05w5d2IwDNRJFHXo9XmEw22AQkGBAZPJ\nPCiuYcKEf0OrzcBoKEIQBn732dnZuFwdyXmPx8gTTzxBSUkJq1evpqSkhHC4C0EQ0eky2dm5k7u3\n3o2CwqNVj2KfnoHJOpGAN0pE78BlmUsoNiCIUxldRJq8mPomY+qbjK7Yis0xbaSrpHKKTJw4EZPJ\nRCAQwOPxUF1dzYQJE0a6WiOOz+fjmWeeSdpnAZjNZq655hoqKyuPs+UnQxRFpk2bxqRJk9i+fXvi\n/9cXY2o8MVLXvDCP7skKz/3loRQBaGlpKevWrRt1Ah5IZIRyOp0nXvEUKS/76rCXqaKioqKiojJ6\n0OblUfJ//0ff44/T+atfo0QiKJEIHT/5Kb5Nm8j/6U/R5uaeuKAzhCPHxKrPTUJRFFwdARr39dJY\n1UPLIRfx6EB7o6CZQDQ2gUMfw4SFiWUHP2jH2xsCRUFRQFF6UZQeUBKDmxRIxGSYsDCXrCIrP/vw\nZ0TlKJIg8W5FO1//wU9o2reL0llzuert9YT7+zK+PPPL1O/eQeuh/bQe2s9i4UYsWgu+qI9ALEBP\nqIcsYxaXzShAtEzju28n6jS5UIPVmsXH9X0Eo4m2ViU+MIjyYGcHX9u1A4AJuRaWVGYh2fQUWUqY\nnDmZuxfcjSSOvnvZYcHTCo9eCd2HoOsA3PoaWEfuu3k2OH9bl1XOS6JdAbofrUp6Y2uyjWTdNGXM\nZFFROfNINj2SLV3NO5YwTHYiWrTIviiyJ0LoYC/GKZkjXS2VMYokjczvSYnJxD2RpDgnXagTRvYP\nj0AHjTAgxhmUNUdy6JFsOjQOPYJRM+qFJOciOl0mkyf9mPKyrxIOd6TZLgUCDezZ+1VKS75Ebu6l\nJ23LpCjttLb9DZ/vICZTOYUFn035/OLxIOFwO0ZjSUqZiiKze/cdFBffitN57BSsp4ogCDQ1P4LP\nVwVAX997ZGcnrAsyMhYjCFIiI493D5FIDzrdwDW9pPgLCIIGo6EwJYMPwLjK7zBh/L+knZfp035P\ne/sGYjEfCAJarT2tTmWlXyYuhxAASTKnxWdM/5/TPt5Jk35EZ+er9Pa+jdOZKuJpb3+BPtcHCAhp\nGXpiMR/7D9yNosSRJCNTp/w6JR4MNtDY+MDAgqNEPHbbTIzGMmy2GWQ6l6XVy2AowEDBaR/XWOJY\n9neCICIInyU/b+Un3oegFTEvyMO8YGhborPNihUr6Ojo4MCBAwBs2LCBPXv2EA6HaW9vJx6Pc/fd\nd6Mb5C1fUHDy35dgMIjVmhCYVFdXJzNCAGzZsoUtW7YgSRKFhYWUl5dTVlZGUVHRSYl6BqMoCi6X\ni9bWVnJyclKER62trTQ2NiYFO0desVj6/+Vt+WsR2hKNW67nqlGmrMZtrcNu7+Tw4UVJAY8oimRl\nZeF0OpMCnZKS9O/OggXHTxUty1FARhRT7ysOHPwBXV1/JxLpZt7cv2G3z07GBEHAYpmMy/UBAF5v\nFQZD6mcyrvI7CKIGo6EIvT798yoqvHHI+ixatIiSktvYfwBisT309iSyDjY2NvLggw8yYcIEpk2v\npavrIRYvepMpmVNYWbSSjY0bqbBXcN2UdTSu8bH1r4cBaCi5GNu2Z/Ae9yyonKtEmgY+OV3x0OI1\nlXMbjUbDrFmzePfddwHYtm3beS/i6evr449//CM+34A1ZVlZGevWrUv+X51pNBoNCxYsYObMmbS8\nX42lUcAwM5P3OnbzzlPvpKy7YsUKli9fPioFPGcbWY4Rjfah12efeGUVFRUVFRWVUY8gijjXr8e8\neDEt3/ku4f37AfC/+x61V1xJ/r/9K7a1a0e2joJARp6ZjDwzMy8sJhaJ01rtorGql9odXVTMzmbC\n/Fw02oF7vX1vt9BWfXK21NmlVjILLUlr9O+W3cvhxnrCtlyyyy/C74IFnovo9HcCAh++dYiaj3ck\nty+ZNoP14fVoJS35QjE1m1z84/0HCPvdaMsL0Vn02IxWZhTk8MPrFhKJyexudvFuTQ+baqNUdcaJ\nRQ3IkaxkmYc6fBzq8AFZCMJXEJpt/E+gli8ur0CvOQ/vaXuqoa8+Md1bC49dBbe8DKbhF7qfK6gi\nHpXzhrg3QvdD+5JZE0SLlqxbpyGaRo89gYrK2UCQRMxzc/FubgbA/2G7KuJRGVUo8X6BzhFBjisy\nINTpF+ucqgXLMZGEVIurwSKd/uWiWasKdEYYg6EgrWMWoKHhj/h8+9lX9U16+95hyuSfp8QVRUaW\nI0l7lIHlz7N//4fJeaOhmMzMhKjjvfcvJhCoAei3hUvsN9HBrNDd8ybdPW+yauV+RFE3qEyFeNyP\nJJmH/L6EQq1092yit2cL+fnXkp29OiWembkiKeJxuT5Oini0WhtZWavRSGacmcuRJGPKdoIgUVJ8\n65Dn7ejjPoJen0tp6R1Dxo5QXHzzceOniyAIODMW48xYnJJFKRLpIRhsQKtz0tP9FpFod5qIR1Fi\ndPZn8dFobGll26wzktNe714UJZ4iYLJap7Jk8Rtn4rBUxgCiKHL11Vdz33334XYnGolqampS1mlr\na6O0dCDdr9lsZtGiRezbtw+v14tOp8NkMmE0GjEajSnTgzsdJ06cyK5du9LqEI/HaWxspLGxkc2b\nNyNJEkVFRdxwww0Yjca09RVFoa+vj9bWVtra2pLvoVDCjmTlypWsXLkyuf6+fft455130soZCvNn\nKog+00S0OdG5azlgZathDeXjvJSWrGTRwnzy8/PJyclJZhgaClmOEYu5iEbdSBozBn2qaKuu7g+0\ntj1NONzOpIk/Tss2Fo8HktZ+Xt/+FBEPQKZzGVqtHYtlCiZTedr+8/KuOKnjHYqCgjUUFKzB7e4l\nHttKb+9OZDkxUrC19T1M5vexWuG99z/FhZ+q4VcrfsUfdv6B6ydeT4YhA8syG9teqsbv68Wn7EMU\nh8eeU+Xso4p4xgZz5sxJingOHTqEx+PBZku/nzhfCAaDKQKe5cuXs2LFihERyej1eipWTKWvr4+n\nnnmG5ubmZMxisbBu3TrKy9Ov8aOdhoYG9uzZw6WXXjpsz5uxmJc9e79OKNTCvLl/G1Ksr6KioqKi\nojI20Y8fT/lfnqLr97+n54H/A0VBdrtp+dadeN/aRN4Pvo90jtz/anQSJVMyKZmSydJrxxPyRzGY\nU/t6T+X+6Egb412zvsvumv24fB5ib2Tz9+i+5DpTuYip/dOHarworENnaWLyEoX88RP5J00i42pH\nnYe/bviIsHs7KAFo2sO/X/B1Lrt5oK1UpxGZV+ZkXpmT/3fheBhK5L4AACAASURBVELRy9nR6OK9\nmm7eq+1hZ5OLaFwZVD+oavNQ1eYhw6zjcwvHvpVUGuXL4dqH4On1oMShswr+fC2sfx70Y/M5WxXx\nqJwXyJE43Y/sI96baJAWtCJZt0xF4xy6c0pF5XzHPD8vKeIJHewl5g6jsY/tDEQqowNFVoh7I0kx\nTvLdM2BxJXsjQ7nznDpif/atQfZWRwt1RLNWtWMcpcRifjq7/p6cz8+7Jjnd1f0GTU0P4fXupbjo\nFioq/jl1Y6EMlA/JzFyFwzEfnW5glMRgkUw43J4U8cRiXvZVfQujsYxgsD7FdgUSHc2bt8xEEHQY\nDHksWfxWSry19Wnq6n8PgEbrSBPx5OZcilZrJ9O5HLM5dWT4jOn3ndQ5GW0MfhgPh9v5eNv1DFh3\npf8uj86KdDR6fR4V5f+M2TKhX9CjZmpUOTX0ej2LFi3i9ddfT4vZ7fakOGYwa9asYc2aNadk7Wc0\nGrn55pvx+XzU19cnX93d3SnrxeNxenp6MBgGnnmam5upqqqira0tRbAzFK2trSnzGRkZQ65nMBjI\nyMigra0NAJ1OhyPXCbc76H5wL5FGL+VyDhWBHBwFFdhWFqdsfySDlt02K02E09j4ADW1vwSgpOSL\njB/3vZS4LIcIhRJ+8MFQU/q5MiT2JQhaopHetHhZ2T8d8/iHC7vdydq1V7Bo4VLe3PgGe/fvw5nZ\njNXa2x+/CQBJlPjGnG8kt9PqJGatKeOth/4Iih9ZSL9uqZz7KIpCtFkV8YwFsrKyKCsro76+HqPR\nSFdX13kt4snPz0en01FbW8s111zDuHHjRrQ+PT09PPDAAwSDweSycePGcdVVV2GxWEawZmeGHTt2\n8OKLLyLLMhaLJUV0e7ooisz2HTfh9e4BYO/erzNz5v+lWFGqqKioqKiojG0EnY6cO+/EsmIFrd/5\nLtH+dgHPiy8S+PhjCn72M8wLj58p91jIkQjRpiYi9fX9rwZkvx/nrbdgnD79E9X7aAEPwIQFueRV\n2hHotxUXEm2JggCCACSnBbIKE89p1mgGn9l+D03bYaCNcWgE0YggTmD1bZ86ajkocm9CwAMg6Gmq\nqj1uu49BK7G4MpPFlYnB9IFIjG0Nfbxb08N7NQlRzxG+v2EvcytEBCnAROfEkzo/Y4bJl8FV98Fz\n/YNLW7bBk5+Fz/0VtOmD10Y7qohHZcyjyAq9Tx5IjgJFAOdnJ6ErUhvPVFSOhSbLiL7CTrjWDQoE\nPu7AdmG6tYGKynCiyAqyL5rMoBNLsbfqt77yhk90/3xyCCBZdUdlzdEjOQYy6ohWnSrQGcNoNGaW\nLN5IY9PD+Hz7ychYmIzFYz76+t4DwNPfiD0YgfFkZq3Gbp9DSfEXUhq29fo8fL5D6PU5xOVwcrlW\nm0Eo1EowWI9Wm5lmXRWN9gGgKJH+rD2pZGYuT4p4enu2pD34Wa2TsVonn86pGBNYrVOZN+9veD17\nEw/hiGnnSBQNTJv6OxBERCH94V4QBMrLv342q60yBpkzZw5dXV34fD7y8/MpKCigsLDwhB2IpzOC\n3mKxMG3aNKZNS4z2GkrUU1ZWllJ2S0tLMpPEsTAYDBQUFKTZWhUUFDB37lwyMjJSXkey/MiyTFtb\nGwaDIdEwZtCQdds0uh/aR6TeA4DntXqIydhWl+L3V9PWvoFY1EVr61PI8WCaiGdwBoBYND0NtsE4\nIAiKDhEvLPwc+fnXotfnIYrD2/yhRGXi/ijyoFf8GNOyP4ocjLFIyWO8YOa5BhkxZqAir4nSsoFj\n7uvr49133yUzcyNGY5SiWZ9Bp59AJLTjODVROZeJdfupnXEPel8hxuAECpyLR7pKKp+A5cuXM2/e\nPCZNmnTcLGJjkXg8npJlRxAELr/8csLh8IiLmeLxOF6vl5UrV7JlyxaCwSAXXnghixcvRhTHpii7\nra0tmd1t06ZNZGdnM3Xq1BNsdXwEQaS05Hb27ksISm32WSdtN6yioqKioqIytjDNm0f5C8/T8aMf\n496wAYBYWxuNt9yC89Zbyf7nbyAOsgs/ghKPE21tTYp0koKdhoaEIEhOb9j3bd3KxA8/GPZjmLqs\n8JS3ycgzs/qWydTt7gESghxhkNhHEAAxdf7o9keTTcfsS2ZR87EJT7cHUZOLDLz7bA1Lrqk8qfYf\nk07DsvHZLBufsDd94oNG7nluD0h+dJlvct3L36fEUs5L6545/xwAZt4AYS+88u3EfP3b8Ndb4PrH\nQRpb4vPz64lT5bxDURRcL9YQ2j8w6tJxRaVqDaSichKYF+QlRDyA/6N2rKuKVUGDymmjKEqiQ8vV\nL8g5Ym81WKjjiUB8GFLoCAnLxGTWnMEWV0ferToESf0+n+9otRlUVnwzbbnVOjD640iGh8EIQgUz\nZ3xhyDKnTf1PRNGQJtIRBIF5c/9KZ+cryEosbbtYzIsoGpHlIDptupevzTaT7OxLcDjmk+lcccJj\nOx+x22Zit808ZlwUteTmXnoWa6RyPqLX67niitO3YPokHC3q8Xq9RKOposD8/PyUeaPRmBQbHXl3\nOBxDNgIVFBRQUJBuTXgEURQpLExtJBP1GrK+MI2eh/cl7ys9GxtRZAVpScLW8Ej6vGjMdXSRaLVO\ntNoMNBo7Wq0jLZ6TfTEO+3wMhkIkKT1rpF6ffcz6DkZRFJRQ/LiinKPnlcjpqYozFStXhxfRUF9J\neU055pKBOlZXV7Nt23ssXPQq/kCU7p5X8U9fiWF3AYbocKQZVDnbuBp2E7Y1ErY1EogdRBB+MNJV\nUvkEVFRUjHQVzjqyLPP222+zf/9+brvtNrTaweJ1PXr9yGfsFUWRl156ie7ubux2O7feeivFxcUn\n3nAUc8kll9Dd3U1tbS0Azz33HBkZGcf9nz4ZcnMvIxhsQq/PIz//6uGoqoqKioqKisooRbJYKPjZ\nT7GsWkX7v/4rcbcbFIXeBx8k8MEH5Nx1F5GGhqRIJ1JfT6SpCaLpgxOPh+zxUP/ZG7FfdRW2T68Z\nccuuiYvymbgo/8QrHgNLhoGl145nydWVvPrHPdTvSQiCdv6jETkms+jqMrRDCKCOxw3zi2no9fOn\nd3aizfgQhBiN/sN866XH+NWlNyGdb/12C74IYQ+88cPE/KHXEtl5rrkfxLEjQldFPCpjGt/WFvzv\ntSXnLcuLsCz+ZA+0KirnC8apWYimGuRAjLgrTLjahWHC0DYKKuc3iqIkvifuQYIcV2Qgo07/O7Hh\n6XwSzdpBGXT6M+cMzqhj0yFoxuaIS5Wzg8lUxvRp92GzTUevP7WHNkkyHTOm1dopLPzskDGrdTKr\nVu4lHg8SjwfS4oIgjVlbLBUVlTOD1ZqeeTQvL4+lS5cmRTvHEuwMJ6JOIvOWqfQ8VkX4cEKo432z\nCUu8iNkLH8Pj2YlGY8NkKkvbNifnEnJyLjlm2VptBlpt+v2pEleQAycW4gzMx0A+8yIZwahBMmvJ\n8mvIDKZ/PjU1NTgcbWg0iUbPQMBKyFdEqEIgaDGDz5u2jcq5jatzG/Q72lmkqeffKEmVUY3P5+PZ\nZ59NCkVeffXVEROqHg9BELj99ttpamqipKTknBAWnWkkSeK6667j/vvvp7e3l1gsxpNPPsmXvvSl\nIf//T4WzYTWpoqKioqKiMnqwXXIxxlmzaLv7bvz9mX1D+/bReMstp1aQIKAtKEBXVoa2sBDX008n\nQ8EdOwju2EHHj3+MdfWF2K+8EvMFFyCM4uyXoiSy5o7p/P2BfdTu7AJg15uNVG36PZVzJ7Py5i+i\n0Z5c5hhRFLj705NZVJ7JN/7+Lop9E/FgMS9s99LZ8QH/ef0scqyGExc0llh2J4Q88M5/Jeb3PgM6\nC1z+236/tNHP6P32q6icgMCeLtyv1CXnjTOysK8pG7kKqaiMMgStiGl2Dr53Er6n/g/bVBHPeUhy\nZPrR9lauQTZX7jBKdDg8rkA0aQZZWw2IdJJCHZseQasKdFTOLIIgHrfT+EwiSUYkaex5+KqoqJwb\n6HQ6Vq9efdb3K+okstZPpefxKkIHE/aBvs3NWGIFlF725RMKG+RIPFV044sOiHR8UeRALCWuBNMz\nng3/QQkJYbFZi2jWIJq1g+a16fMmDYKUuIfpeWI/wd3daUUuXryYw4ezaGwoR5LeIxi0AYlzo4yR\nRqjzDWv9IkrcPyBkr8G5ZO5IV0dF5aSpr6/nb3/7Gz6fL7msp6cnLcPbuYLBYGD8+PEjXY2zitFo\n5MYbb+SBBx4gFArh9Xp58sknufXWW1MyJg0X0agHrXZkR8arqKioqKiojAza3ByK7/8TB6ZOO+G6\nmuxsdKWl6MrL0JWVJabLytAWFyMOEls7PvMZuu+7D9+WLRBLPMMrkQieV17F88qrSNlZ2C+7HPtV\nV2GYOOFMHdoZRdKIXPzFqWx8qIrqjzuJhd4hHKpj1z/q6Kir5oZ//wXSKQiVVk3K4a+Z9/DPz01h\nf30xIPBOdQ9rf7uV/7p+FkvHZ525gzkXWX1vwlrr4/9LzHcfgmgQdMceZDuaUEU8KmOScIOH3r8c\nPJKZHV2pDed1E1UrIBWVU8S8IC8p4glW9RL3RpCsp5bqT2XkURQFJRJHDsZRQjEMvSDGwL+tAzkU\nQwnGkIMx5FAcORhDCfXPB2PIgRhKJD4s9RAMUnrWHLseyTEg1BF1YyfdoYqKioqKisoAglYk86Yp\n9DxxgFBVIp20751W5HAcXYk1IcLpF+QcnS1nuMTCx62fTkK0JMQ2xxTiHJm2aBH00rBnVSktLaW0\ntBRYjd/vp66ujpqaGg4fPjys+1E5OygxmVhLGGO8EqO7krybF410lVSGCVmW++3vtlFSUsIFF1ww\n0lUaNmRZZuvWrbz11lsoykCGsmXLlrFy5UokSX1eO5fIysriuuuu4/HHH0dRFFpbW3n++edZt27d\nsP1HKUqc6ppf0Nn5KvPmPYted551DqmoqKioqKgAIEgSGetvou+xxxFtNnRlpejLytCWDrzrSsuQ\nLOaTKs84bSrF9/03sZ4ePC+/jGvDBsJV+5PxeFc3vQ89RO9DD6GfPBnHVVdiu+wyNJmZZ+oQzwiS\nJHLRrVMQRIV9b7qTyyvnLjwlAc8RJmbn8+Jtd/DbNw7zh7eqURTo9oW56cEP+NqqcXzjwvFopPNk\nELQgwNpfJYQ8gR64/vExI+ABVcSjMgaJdgfpeWRf0rZFk2Ukc/0UNXODisppoM01oyu1EWnwgKwQ\n2N6BdcXY9pY/F1EUBWIycjCOHIwOLbYJxVCCceS0ZYl3BvV9FZFoeO3bfmjY6ijopBQxTopQpz+j\njqhXbztUVFRUVFTOZwSNSObnJtH71EGCexKZaAIfdxD4uGOYd5TI7pfIgDMgvBFN/UKcQdOiRYtk\n0p5zz4tms5lp06Yxbdo0FEXh97/41UhXSeUUibb5IZ5ol5CcBiTz8GfGUBkZ9u3bxzPPPANAZ2cn\nixcvRhTPrWvI6eD3+3n22WepqalJLjOZTFxzzTWMGzduBGumcjwqKytZs2YNr776KgB79+4lJyeH\n5cuXD0v5VVV30d7xPAC7d3+ZObP/jCSNfcsyFRUVFRUVlXTy7rmH3O98Z1htrjSZmTjXr8e5fj2h\ng4dwP/887hdfIN41kL02vH8/Hfv30/HLX2FZtgz7lVdi+dQqRN3oGHAuSiKrb5mG3nQHxHbT13aA\nhVddd9rlaSSROy+eyMLyTP75Lzvp9oVRFPj9m9V8UNfL726YTZ79PLHXEkW46j5QZNCMrXtUtTdN\nZUwR90XofmgvciCRek00a8m6daraWKai8gkwz89LiHgA/0cdWJYXDfuo4/MBJSYnBTZKvwhnsOAm\nVZATT4pvjiw70gEwEghacZAYZ5DFlUOPpv/9TIxGV1FRUVFRURl7CJKI84ZJ9EoHCfb7wp8QjZAQ\n4pj6xTjmhPAmKcI5KiYaNed0FlbRrEXKSDQuCdoTZ7UQBAG9wwZdwyx2UjmjRJq8yWldsXUEa6Iy\n3EyaNAmDwUAoFKKvr4/6+noqKipGulqfiIaGBv72t7/h9Q58b0tKSli3bh12u30Ea6ZyMixYsIDO\nzk62bdsGwJtvvsn48ePJz8//xGXn5l5Oe8eLgIxOl4mixICx1UGioqKioqKicvIMp4DnaAwTJ2D4\nzl3kfOub+N99F/eG5/G+8QZKOJxYIRbD99Zb+N56C9Fux7b20ziuugrDjBnnfN+EKAqsuGEiMBFF\nUdLqG4tECHjc2LKyT7rMpeOzeOUbS7njL8+zo0YPipYP63r59G+38JvPzGLVpJxhPopzFOkYGoDe\nOnCWn926DCOqiEdlzKBE4/Q8WkW8JwT0p2u/eQqaTOMI10xFZXRjnJGF68UalHCcWHeQrj/uRjRI\noBERNCKCtv998PRR7xwnNnh7NMI5e7OlyMqA0OaICGew+OaIQOeo+JFsOGfDBuJ4CFox0aFl1OAN\n+5G1kF2Ui2CQEI0aRIMm8W7UIByZ7o8JRs05+7moqKioqKiojD4EScD5mYl4s01EWnzJrDlptlVm\nLaJZg6AbW2LhjCvHwZUjXQuVM02guQ0FGQFRFfGMMbRaLTNmzODDDz8EYNu2baNaxFNXV8ejjz6a\nYp+1dOlSVq1apdpnjRIEQWDt2rX09PTQ0NDA2rVrh0XAA5CVtYrx4+8hHO5gXOVdCIL6nVBRUVFR\nUVE5swgaDZbly7EsX07c48Hz2mu4NzxPcPv25Dqy243ryadwPfkUuvJy7FdfjfPm9Yj6c19sPLh9\no6fFx/a/N6BEN3H4/bdZ89VvUTl3wUmVU91XzR92/oFq7Rtcsug2/vH+eGQF+gJRbn34I+5YXsG3\nL5mI9nyx1zqCosAHf4S3fgLf2g96y0jX6LRQRTwqYwJFVuh56iCRxv4RQwI4b5iEvsQ2shVTURkD\niDoJ0+wc/O+3ASSz8pwxkoIgAUErIWiE/vnB00eJg4YQBKWIg44WFUG/+CY+dDacI3ZVg8U54fiZ\nPe4TIQlJkY1oSAhrBgttUsU3mqT4RjRIifU1AzdqBzZtAmDiyokjdDAqKioqKioq5zuCKGC7sGSk\nq6Gicsao0/6MwKoDGNwVGHO+DxSOdJVUhpG5c+cmRTz79+/H7/djNptHuFanR0lJCcXFxTQ2NmI0\nGrnmmmv+P3v3HR9HfSZ+/DOzVburVe+SLclFtuSCu7GNMQl2HMCEAKEEQnLphQCXS/L75e5yl3b5\npffLkQuBFAgBElpsIKEZ22DHDTe5qvdiSbtarbbP/P5YsfJ65S5rZfl5v1567cx8Z77zrKSVdr/z\nzPNl2rRpyQ5LnCODwcBtt91GV1cXpaWlo9r3pJJ/GtX+hBBCCCHOlsHpJOO228i47TaCTU24n30O\n93PPEWptje0TrK+n+0c/ItjQQOG3/yuJ0Z6b3nYvz/3kbQZ69hPyRqdGffZ73+COb3yfooqZZzx+\nW/s2Xm16FYAj/mf57Ucf5UtPHaazP1q56Feb6tjeEJ1eqyTTdvGeyHjz/L3w9qPRZVcj5FUlN57z\nJEk8YkJwb6jDX90TW0+/oZyUqqwkRiTExJK6oojBt7vGJpElrKGHNXQ/QOjin2+sqJyUfHNyQo7h\npOSbE/cznNVUC0IIIYQQQojki3iD+FKOoZkGGcw+gCUvI9khiVGWl5dHcXExLS0taJrGnj17WL58\nebLDOi8Gg4Fbb72VDRs2cN1118n0WZcwm8026gk8p6NpAVR1/N/tLoQQQoiJwTxpEjn3fZ7sez/H\n4M6duJ97Dvdfno61u59+Gud712JfseKSqObbsP84Pk8IRXWC4gB9gKmLllE4fcZZHf+Big/w2+rf\n0jnYyYK8BVQWW3nhvqv4l6f2svFIdPryt5tcXP+zzXzv1rmsnZV/MZ/O+OFqGl7uOCBJPEIki2dL\nKwNvtsXWHSuKcCyXO9yEGE3G7BQKvrKYUIc3mmAT1qPTQ4U19NBQ0s2Jyyc/Di1zhv2I6GcOJolO\nnnpKOWEKKtVqSEzQOWEfxaxeEm8chRBCCCGEEBfG2zQ8aGgIO7A7L92plsSpLViwgJaWFiA6pday\nZcvG/Wc+TdOorq6mqqoKVR2u1up0OrnzzjuTGJm4WILBIHv27GHRokWj+vvZ3v4MdfU/ZsH8P2G1\nFo5av0IIIYQQZ6KoKvbFi7EvXkzWxz5O3XXXxdqaP/FJ7MuuJPdLX8I688zVbJJp/prJaGGNfzwP\nFueHCPu2EApdTcgfwZxy5hQOi8HC15d9nUxrJjOzhp/rwx9exK831/H9vx0hrOn0+8N8+tFdfGRZ\nKV+5bgYW4wS/YbxsJdRvii7XbYS5tyc1nPMlSTzikuY7cBz3hrrYesqsLNKuK0tiREJMXKrViKX0\n4t6Rp2t6NJnnLJOC9LAGcW06eigynGg0UqJQSEPX9bipqaLJNgbUFFOsIs7JCTmKxYCiju8BWSGE\nEEIIIcQ40GZmysafEUrpxjhfR1HUMx8jLjlVVVW89NJLBAIBent7aWhooKxs/I5Jeb1ennnmGWpq\naujr62PlypXJDklcZG63m8cff5yOjg6CwSArVqwYlX4bGh6ktu77AOzd90kWzH8Co/HSnE5OCCGE\nEJc2S3kZef/xVbp/8EO0wUEAvG9tpf7mW0i76SZy7r8PU/74rUCz8LoyVKPK1qdrMdlX09kY4Lmf\n7mHd5+ditZvQdZ2j27YwbfEyVENi8s3yosRqoKqq8Kmrp7CwNJP7Hn+bVpcPgN++1cDOxl5+ced8\nSrMn8Hu38nfBa9+KLtdtBF2HcX6zxUgkiUdcsgJN/fT86QgMFe4wT0ol8/YKucguxCVMURUUswHM\nEzwTWAghhBBCCDFhBZs9KCiYfblkFE5PdjjiIjGbzcyePZudO3cCsHv37nGbxNPU1MSf//xn+vv7\nAXj99dcpLy+nuLg4yZGJi2nbtm10dHQA8Morr5Cdnc2MGWc3PcPppKVdgaIY0fUwuh4mHO6XJB4h\nhBBCJE3mBz+Ic80aun/xC1xPPgWaBrqO+5ln6H/xRTI/8mGyPv4JDI7x+X5l/prJGAwqW546BkBX\nQz/P/eRt3nf/PI5ue5WXf/0LSipnc919X8KRkXlWfTbu30PfP97kvlAHO1In8WdPtHLigdZ+bvj5\nFv7fzbNZN3eCVlMsvAIsaRBwg6cNjh+FnIpkR3XO5FYgcUkK9/jo+V01hDUAjFlWsu6pRDHJhX8h\nhBBCCCGEEEIkh67rBJs9sXVzSWoSoxEX24IFC2LLBw8eZHDo7t/xQtM0Nm3axCOPPBJL4AFYtmwZ\nBQUFSYxMjIV3v/vdTJo0Kbb+9NNP09nZecH9ZmQsZUbFN8nKupqFC57CapXfJSGEEEIklzE7m4Kv\nfY3y55/DsWpVbLvu99Pz4K+ofc976Hv8cfRwOHlBnsbcd5dw9QeHE02ONw/w1Hf+zmuP/AqA5oP7\n2fnXp2PtXQ11bPrjb/nrj7/DzvXPxLbruk6dq47jTQ3sfflFWg68zdq8IF9bV4nZoJId6Kag5zA/\n+/VTPLnhjbF7gmNJNUDZVcPrdRuTFsqFkCQeccmJeEMcf6QazRv9Q6vajWT/0ywMDnOSIxNCCCGE\nEEIIIcTlLNIXQPOGAFCsBozZKUmOSFxMBQUFFBYWoqoqFRUVBAKBZIcU09vbyyOPPMJrr72GrkfL\nWKekpPDBD36Q1atXYxihHL+YWIxGI7fffjvp6ekABINBHn/8cbxe7wX3XVh4G3PnPITRKImKQggh\nhBg/LFOnUvLg/zDpt7/FWlkZ2x7p6aHj69+g7sb34Xnt9dj74/Fk1soirvnQDBiacMbdbSEl/UpQ\nFHImlbL8jg/F9nV1tLHjuT9zdNsWmg/uR9d1trRu4c4Nd3L7+ttR0oY/h7q7u/jI8jL+8pllFPvb\nWNv9Mmu7X+bwY7/gyq+v556Ht/OdFw/z3J5Waro8RLTx9705Z+Wrhpcv0SQemU5LXFL0UISe3x8k\nfDw6fx9Glax7qmRQTAghhBBCCCGEEEnnaahlMP0o1v7JpBTnyZTfl4Ebb7wRh8OBw+FIdihA9O7b\nt99+m5deeolgMBjbXlJSwi233BJL6BCXB7vdzp133slvfvMbgsEgLpeLJ554gnvuuQej8cIuDSiK\n3B8shBBCiPHJvnQJpX9+iv716+n68U8It7cDEKyro+Wzn8W2eDG5X/4yKbOqkhxpvMrlhRiMKq/+\n9iCgMn3pOsrmrMaZk4PJbIntl5abH1t2d3ago/PT3T/lcO9hAP4e2Mbqez5OWm4+mUXRKXRnF6ex\n+qYbOP67PTgig1gjASw9jWzyKWw62h3rz2pSqch3UlngpLIw+jgjPxW75RJKKym/Zni5fjNEwmC4\nhOJHknjEJUTXdHqfPEqwcaj8rwKZt1dgmexMbmBCCCGEEEIIIYQQQFfXC7QsfhA0lQL9g+QwO9kh\niYssPz//zDuNEZ/Px7PPPsuRI0di21RVZdWqVSxfvlyq71ym8vLyuOWWW3j88ccBaGpqYv369bzv\nfe9DUS480VDXdQ4e/CKZmcvJz3//qPQphBBCCHGhFFUl7cYbSV2zht4//IGeX/0v2sAAAIPbt9Nw\n6604160j94H7MRUVJTnaYRVL8lENCs2Hell114wRbwxJzy9k2QfuIi0vn4z8QlRF5d4r7uXe1+7F\nYrBgy8hgwfybEo776DVV/E/Tbbi3v8zLmVfTpqQl7OMPaextdrG32RXbpihQmmWPS+ypLHSSm2oZ\nn+/9sqaAsxj6WyDogbbdULI42VGdE0niEZcM90v1+PYfj62nXVeObXZ2EiMSQgghhBBCCCGEGObx\n7wMzoGqkOAuTHY64zBiNRnp7e2Pr2dnZ3HzzzRQWyu/i5a6iooLVq1fz8ssvA7Bnzx5mzpxJRUXF\nBffd1fUCHZ3P0tH5LO0dz3DF3EdQVbnsIIQQQojxQbVayf7EJ0i/5RaO//cv6XviCQiHAej/61/x\n/O1vZN7zIbI++UkMzvFROGLawjymLcw7ZbvFZuPKW++M/pdkAgAAIABJREFU27ayeCUPzH+AG8pv\nIM8+8rEpZgNf+MSt6B+7mf9EobF3kINt/Rxsdw899tPZnzhFsK5D/XEv9ce9bNjfHtueZTdz/ZwC\n/uOGSoyGcVSlUVGiU2rteTS6XveGJPGI8cW7owPvzk5SKrNwrChEGU8voHMwsK2dgU2tsXXHskIc\nK2QAQgghhBBCCCGEEOODHtEw9GZiVgsJOtrIKF6S7JBEEoRCIXRdx2w2j/m5TSYTN998Mw899BAL\nFizg2muvTUocYnxatmwZbW1tVFdXA9DY2HjBSTy6rtPU/Ehs3W6fIgk8QgghhBiXjJmZ5H/138m4\n+y66f/QjPC+/AoAeDNLz0G9w/fkvZH/2s2TccTvKOHwP3dM2QM3OLiZVZZFXmop60jV/RVH42OyP\nnVVfiqqiAGXZdsqy7Vw/pyDWdnwgwKH2fg6198cSe2q7vUQ0PTEmb5Dfb21k2ZRs1s4aPxVKAZh9\nKzgLYco1ULQw2dGcM3lHPYFpwQh9z9VCWCPY2M/gni4ybpmGuTg12aGdk7ArgHtDXWzdWplF2g3l\n47M8lxBCCCGEEEIIIS5LoY5Bco7eSs7RWyErTNo1MpXW5aSrq4tdu3axd+9e1q1bR1VV1ZicMycn\nJ26MrKCggM9//vOkp6df9POLS4uiKBQWFsaSeHQ98ULM+fQ574rfUd/wMzo7NzCl/F8uuE8hhBBC\niIvJUlZG8c9/zuDOnXR+93v49+8HIOJy0fntb9P72KOU/OIXWKZNS3KkUZ0N/TQf7AHg8NZ2dr7Q\ngMVmpHhGBpMqsyipzCQ103pB5wj5/fg8/Thzcsl2WLhqWg5XTcuJtftDEY52emJJPYfa+9nR0Bdr\n/9rz1SwqzSDLYbmgOEbVlGuiX5coSeKZwMLdPghrsfVQu5eu/96DY0URztWTUc2XxjzY7hfr0UPR\n52HKt5F5R8WI8/8JIYQQQgghhBBCJEuw2RNbTinMR1EujXEXMTq2bNnCvn37gGg1ngsVCAQwmUyo\namJV7XA4zBtvvMGWLVtYt24d8+fPj2uXBB5xKhUVFbHfj6ysrFHp02i0M23qVygvewCDISWuTdNC\n1NZ+n0mTPobFcuopIUaTz+cjEongcDjG5HxCCCGEuDTZFi6k9Ik/0f/ii3T/6MeEWqMzwoQam6hb\ndyO2pUtRzCYUkxnFZIr/Mp/dNsv0aVgvsPKh2Wpg72st+AeGP2MEBsPU7u6mdnc3ABkFdiZVZjKp\nMpPCaekYh3IAApEAA8EBslJO/b6vYe9uXv71f2NzOrnzWz9AVRM/x1pNBuYUpzOnePhzxgv72/ns\nY7sB6Oj3c9uvtvLYx5eSn3ZhCUUiSpJ4JrBw92DiRh0GNrfiq+4h4/1TsU7LGPvAzkGgwY1vb3ds\nPf3GqZdM8pEQQgghhBBCCCEuHycm8ZhLLq0qyCJ5gsEg3d3ddHZ20tXVFXv0er3k5OTwiU98Im5K\nrK6uLp5++mk6OjoAeOmllygrKyMjY3yP8YnxITs7m+zs7ITtx44do7S0FJPJdN59n5zAA9Dc/DBN\nzb+hte0Jpk39CkVFd5x3/6fj9/s5cuQI1dXV1NTUsHjxYtauXXtRziWEEEKIiUNRVdKuv57U1atp\n+fzn8b6xKdY2uG3bqJzDef31pN24LpbYg9E4lBhkHE74MSYuYzKhKAoZ+Xbu/uaVNB/spelgD03V\nvXhdgbhz9LV76Wv3svfVZpzZVu74xiKerXmWX+39FXNy5vCjVT8aMTavq49nv/9NIqEQ/d2dvP3i\nehZc/76zel7XzS7ge7fM4f8+vQ9Nh9puL7c++BaPfXwJk7PsF/x9u9xJEs8EFuoaTuJJmZuDNhAk\nUOsGINLr5/hvDmBbkEf69WWotvP/gHax6JqO66/D02ilzMnGUp6WxIiEEEIIIYQQQgghRhaXxDNJ\nknjEyDRN44033ogl7PT29p5y3+7ublpaWigvL0fTNLZv384rr7xCOByO7VNYWDhitR4hzlZXVxeP\nPfYYDoeDZcuWsXDhwrjEsfMVCrmoq/85AJHIAJGI94L7PFEgEIhL3IlEIrG26upq1qxZM25eG5HI\nIAMDR9D07ShMT3Y4QgghhDiJajZT/NOfUnfd9YTa2ka17/4NG+jfsOH8Dn4nucdoxDqriqu++12M\nd8+gt91LU3UvzQd7aDvmJnLCzDyF09Kp6avhG1u/AcDLjS/z1s495KmFFM/IwHJCToA9PYOl77+d\nN598FKvdgc3pPKfwbltUgt1i5IEn3iYU0Wnp8/GBB7fy6MeXMD1vHH0mHuyF1l0wbXWyIzlrksQz\ngYW7fbFl67QMbAtyGdzViWt9Pbo/+mF/cFcn/iO9pK+bQsqc7Lg5tJNtcHcnodaB6IpRJe29ZckN\nSAghhBBCCCGEEGIEYZ+f9rTfY6WMlP4pmAplGpfLmc/no66ujs7OTqZNmxZX+URVVXbt2sXAwMAZ\n+ykuLsZsNuN2u3nuueeoqxu+2c1gMHDttdeyZMmScZOoIC5NmzdvBmBgYIC///3vbNmyhaVLl7J4\n8WKs1vOfDsFkSmfu3F9z5Mh/oKoWios/fMGxBoNBjh49SnV1NceOHYtLaDtRamoqXq+X1NThi0c1\nNTXk5+df9Gm2dF2PG2PXdZ0tb64gHI7eXKuTja7fiKLI61YIIYQYT1SrlSkvvYj/0CH0YBA9FBr+\nOnl9pO3Bd7YH8W77B6Hm5gsPKhxGD4fRgcGt26hZeTXWqioMaWnkpDnJT0tDL8ugh1w6A2l09FnI\ntfRRdjyHG50reKlnMw5HJjWbe3n7SC+KqpBX6qRiaT5VKwpRVIVF77uFgG+QhTe8H3v6uVf3vH5O\nATaLgU//YReBsEaXJ8Btv9rK7z+6OG76raTQNHhkLTRvB3T4l6OQOjZTvF4oSeKZwE5M4jHmpqAo\nCvaF+VgrMnE9X4tv/3EAtIEQvY8fxronk/SbpmJMsyQr5BjNH8b9UkNsPXVlEcYMmUNPCCGEEEII\nIYQQ44+7fi+9ZesBMIYyKTWvS3JEIpn+9re/xZaNRmPC9EV5eXmxJB5FUcjMzCQvL4/c3Fzy8vLI\ny8sjPT0dVVXZv38/jz76KH6/P+74m2++mby8S2MAWoxvRUVF1NfXx34nBwcHee2113jzzTdZsmQJ\nS5YswW4/vykRMjOuZMni9QQCx1HV+EsRoVA/vb2byc297qxuLB0YGOAnP/nJKRN38vPzqaqqoqqq\niszMzLg2t9vNk08+iaqqrFmzhnnz5o3qzazNzb+jp3cTA55DzJnzIE7nnFiboig4HBW4XNuBCsBA\nOOzBZEojGOzFYLCiqlZJ6hFCCCHGAcVsJmXu3AvuR9d1XE88gfetrdHEnnB46HE4AYhQOL4tbr8w\nhEIj9u2vrk7YZgSKhr70v0I9cPfQl2b2sGWJHwxWdE2no85NR50bg6ozc0UxBqOJq+/+6AU932sq\ncvndRxfz8d/tZCAQxjUY4oO//ge/+fBClpRnXVDfF0RVQTUBenS9/g2Yc1vy4jkHksQzQemaTuj4\ncBKPKXt4TmJDqpmsu2biq+6h77katP4gAP5DvXTW7SJtbSn2JQUoavKq8nheb0YbiP5xMjjNpK4q\nSVosQgghhBBCCCGEEKfT17EztuzQK5MYiUiWUyUEdHZ2JmxbvHgxs2bNIi8vj5ycHEymxGnufT4f\nL7zwAvv374/bvmLFClatWoXRKMO6YnQsXbqUBQsWsGfPHrZs2YLbHa0YEwgE2LRpE1u3bmXhwoUs\nW7YsrrLN2VJVCykpRQnba+t+QGvrY2S2PUlFxdex2UpjbaFQCE3TsFiGbzZ1OBxkZ2fT0dER25aX\nlxdL3MnKOvUFog0bNhAMRsfAn3/+efbt28e6detOe8yJNC2I11uDx3OQVOcsUh0z4tpd7l309GwE\nwOOpjkviAUhNnUUw2IvPtwxVWYHJlAbAm2+tQNMCAKy6uhqDYfgmVl2PsGv3HRjUFAwGG3PmPHhW\nsQohhBAi+RRFIeOOO8i4447z7kPXdQiFCLW10fjhjxAe4XPFiOc+aV2L6BQ3v05PZiUe5+TY9tce\nPUowoDNrVREGw4UnEy8tz+KPn1jCPQ9vxzUYYiAQ5p6Ht/Pg3Qu4ZkbuBfd/3qasgsYt0eW6jZLE\nI5Ir4grA0Px3qsOEakscDEipysIyJQ33Sw14t7UDoAciuJ6rZXBvN9kfrkJNGftfkXCPD8+W1th6\n2nvLUM2GMY9DCCGEEEIIIYQQ4myYO4vJHLwOX1ot6QWLkx2OSIKKigr27t0LgMlkIjc3l9zcXMrL\ny0fc90x0Xae+vj62np6ezvvf/34mT558mqOEOD8mk4lFixYxf/589u/fz+bNm+np6QGiCTVbt25l\n+/bt3HvvvWRknPs0Cydz9++ltfWPAPT2bWFg4AhmczE1NTVUV1dz5MgRVq5cyYoVK+KOq6qqIhKJ\nxBJ3cnJyzup8S5Ysobu7m76+PgAaGhr45S9/ydVXX82yZcvOmBRXU/s9mpsfAaCs9L6EJJ7U1Cq6\nujYA4Bk4nHD8tKn/yvRp/8bGjRtj23Q9EkvggWiy04kiER9u924ADAbbWT1PIYS4ELqu4x2sweXa\nQZpzHqmpM5MdkhCXNUVRwGzGXFrK1NdfI+J2o/X3E3G7o18uN5H+6LIWWz+hvT+6zRgKUN6wnvKG\n9bQWruDI9Dtj59jy1DEObGpl+S1TmTw7K3ZjwkBfL8e2v8W899xwTjHPKU7nyU9dyd0P/YMuT4BA\nWOMTv9/JT++Yx/VzCkb1+3PWyq+B174VXa59HXQdRrEi48UiSTwTVKh7MLZszDn1m3zVaiTjpqnY\n5ubQ9/Sx2BRcwYZ+vLs7SV2eeJfExebaUA+RaFkr86RUUq44uw9jQgghhBBCCCGEEGNN13WMdXnk\neKJ39OX98/wkRySSobKykgceeIBIJEJGRgaqemF3s9psNm666SYeffRR5s2bx3ve8x6sVplqXlxc\nBoOBK664gjlz5nDw4EE2bdpEV1cXAMXFxaOSwANgt5WTn/9BOjoeB6p48cV2Wlq+S+iEaSOqq6sT\nkniWLVvGVVdddc7nmzJlCp/5zGd44403eOutt9B1nUgkwmuvvcaBAwe48cYbKSoqwOXeDXqEjIyl\nccenOoYvZHsGDib0n5N9LVZLAY7UmdhSyhLaR6rUpWlBTKZMIhEfiqIk7BPRhqfQU9X41/6hw/+K\nrkfo69vGlUv/npAAJIQQ56Om9rs0Nf0agNLJn41L4mlr+zNe71FSU2eRkXElFotctxNiLCmqijEj\nA87xvZiu6+g+31BSTz/GL38J84FfcWzKzfhToq9jV+cgG365j+IZGVz3mdkc2vIqmx59mMCgl4y8\nAkqvWHBO55yel8pTn76Sux76By19PsKazucf3403MIfbFiVh5p2CK8CSBgE3eNrg+DHImT72cZwj\nSeKZoMJdJ0yllZtymj2jLGVp5N03n57HD+M/GL3LQvdHLlp8p+I/1hc7P0D6uimjOj+xEEIIIYQQ\nQgghxGiKuINonuiFZ8VsOO3NVGJiS09PH9X+pk6dyqc//Wny8/NHtV8hzkRVVWbNmkVlZSVHjx5l\n06ZNrFy5MmG/uro6HA4HublnN0VCT08PmzdvpqWlhePHVRyOtYRCFgKBhoR9A4EAfr8/LnnNYDj/\nau1ms5nVq1cza9Ysnn/+edrbo5Xpu7q6ePLJbzNn7lsoioe0tIUsXPBE3LGpqbOwWktITZ1JRsay\nhL7t9inY7VPOKR6DIYWVV+0AhqbLOInJmMqC+U8QifiA+Pa2tuH4dD1+DP+dvmRMXUw0uq7L7/UF\nikQC9PfvweXajtGUTknxh+LaT5wK0OXeGdfW1bWBnt5NAFRV/pj8/Bvj2kOhfozGVPkZCTHOKIqC\nYrPhMYT4XftTaOkNvOdIiKyeg7g+9DUOdmUTHMoHMFkMmCxGmg7sJTDoBeDlh37JR3/yIKrBSKSv\nj1BLC6HWVoJDj+GOTiwzZ5Dzuc+hnFDZcHKWnT9/ehl3PbSN2m4vmg5f/ss+PIEwH1uRmPB8URmM\nUHYVHF4fXa/bKEk8InnCZ1mJ50SKScWUb4tLohlLekTHtb4utm6bn4u55NznWRZCCCGEEEIIIYQY\nK8Hm/tiyudiBosrFCzF6JIFHJJOqqsyYMWPEKeAikQjPP/88Ho+Hj33sYxQWFsba/H4/ra2tlJWV\nxVWlUhSFPXv2xNYHBrLi+iwrb6WwsJjysiuZPHklRuPoV5/Ky8vk4x//ONu3b+e1114jFArh8zmB\nAQDc7l0EAt1xVSYcjgqWL9s46rG8Y6SL3qpqIT194Yj722xTGRysITW1KmGqLb+/hR07byYtbT5Z\nmVdRXHz3RYlZiLGm6V8BPcCu3TMpLv4QebnvTXZISRUOD+APtGM2ZWE2Z8a1VVf/C56BambO+DZp\nacMVIl3uHezZ82EAHPaKhCSe9LRFmEwZpKUtIDNzeWy7ruv0ew7E1p3O2QnxvP323fgD7ThTZ1FR\n8Q1SUpJQbUMIcUr/u+9/+f3B3/NhLZqwo+phZhR6mHfvOravr+fw1naWrMnDV13NotLpNOzYhklR\nmDcYofH9NxNsbUMfHByx74GNG+l/4QWy/umjWCtnYpk+HdVqJT/NypOfupJ7Ht5OdVv0M/M31x9k\nwB/mvndPHdukv/JV8Uk8Sz45duc+T5LEM0HFT6d15ko844F3ezvhzmjcitlA2toxzsQTQgghhBBC\nCCGEOEfB5oHYstyMJISYiEa6yPLKK6/gcrkA2LdvH52dnbS0tNDc3Bybguszn/kMeXl5sWMyMjKw\n2+14vV5UVSU/P5+SkpLY1/4D1xEIvEZD4+8pKHgVo7E07pzHj7+OxVqALWUyBsO5jXm3dzxLV9eL\n9PVtZfmyN7jyyiuZMWMGGzZsoKamBrc7l8zMIAX5a9H10Jk7TKIr5j5Mc8sjWC2FCW1u925CoV6O\nH38FTQskJPGEQm50PYTZnD1W4QpxVny+Fvr6tuJy7aCw8LaEJDaFKehsw+X6B/l5NyYc39DwIF7v\nUWy2cvLyrsdmG9/Xl0Khfnp7NzMwcAhVtVJWdm+sLRIJEAi04/e3YbUWJDyXQ4f/NVaRa8aMb1NU\neHusLRg8jqaH8HqP0dj0G+bMHk7iSXPOQ1EM6HqEAe9RQiE3JlNarN1iyeGqFTtG+JuvMXPGt+n3\n7MfrPUZKSmlcayQSYMB7BF0P09O7CaMxjZM1Nv0au30aac75mEzOc/12CSEu0EeqPsKTR54EvLFt\nXd/5Lo4dO5nU0kJWp4uu6ztjbQtSLNiCsH/2ZylxbSRncJDTpdyEGpvo+NrXoiuqirm8DOvMSqwz\nZvDI3Gl8MWJiU2f0/dWPXzmKxx/i366fOXaJPOWrhpcbNkMkHK3QM46N7+jEeQt3nzCd1iVQxlkb\nDNH/cmNsPfWaEgxOcxIjEkIIIYQQQgghhDizev8PiVQOYHVPwVn0wWSHI4QQY6Kzc/hCz7Zt20bc\np6WlJS6JR1EUrr/+eux2O4WFhZhMplhbOOwlEOgY2s+I1Voc15emhdi3/1ND00eprLp6PwbDcKUe\nXdfw+ZqwWotR1cTLHq0tj+LufxuA7uOvUlhwKxkZGdx1110cOHCAlpaZrLr6VhQlfsqu8TiFT0pK\nEdOn/fuIbf2e/bHlEytwvKOj4xmOHvsmKSmTmTTp4xTL/y0xTjQ1P0RLyx8AsFjyEitRKVNAj/6t\nsY0wfV1Pz0Zc7ugUdanOWQmJL21tTwEKdns5Dkdl3N+Piykc9uDzNZOaWhm33R9o40D1fQBYrUVx\nSTz1DT+nsfF/ACgr/Tzl5Q/EHWs2DVfeCfjb49o8noN0dW0AolXETmQ02snJWYvR6CA9fTGKkvi3\ncqS/d4piICdnNTk5q0d8jn5/CwZDCuGwh5SU0oQknUCgk5qa7wzF4GTevD/gTJ01Yl9CiIsjx5bD\n/fPvZ+qBzbBjU2z7wKuvAokJI+m+APWTr8OdPhV3+lTSXDVMb3uB7AwwFRVhKi4i2NiI941NJNA0\ngjW1BGtq6f/rXwH4CvDZ1EwO2fOpTSviYFsh3+po4yv/9C6MBjWxj9GWNRWcRdDfCoF+aHsbShZd\n/PNeAEnimYC0wRDawNDdAkYVQ7oluQGdhf5XmtAGwwAYMq2krihKckRCCCGEEEIIIYQQp6eFNVz2\nTWjpXtzFm5mcf1uyQxJCiDFRUFBAXV3diG2KopCXl4fRmHj5obKycoQjQNcjlJZ+jsHBejQtmJCI\n4/e3DCXwRC/wn3wBPhDoYOu2d6MoRpzOOSxc8FRce07OmlgST3//fgoLbo3FOnv2bGbPTpwe5vDh\nw2zdupV169aRnX1pVK6ZNvVfKSy8HbdrF2lp8xLaXe7dAPh8jeh6eKzDE5cxn6+Fzs71uNw7cDhm\nMHXKl+La09MXx5J4XO6dCccrrEJRZjN7djapjpkJ7d7B2tiy3TY1ob2h4Zf4/E0ALFn8QlyCi67r\naFoQXQ9jNNrjjhsYOIrLtZ1wxEuqYwZZWVef1fONRAbZ9o/r8PubUVULV6/cF/d3zW4rR1FM6HoI\nv7+VUKg/lvxitRTE9vMPJTeeyGItRFXNWCwFCVXJUlNnAQqgk2JNnNJq9qyfnVX858Jun8LKq3bj\n8zUSDPUmtPf3DycXhsP9dHf9LZbE09b2FEePfQtFUSkouJXp0/4t7tjWtidobPxfFMVAYcGtTJ48\n/qfAEWK8urvybnqmBehihMQbQElJwVRUiLmoGENhMZ09iyEYbXOnT2VH+n1ULMln6U3lODKi78Mi\nLhe+/QfwHzpE4PAh/AcPEWxsBF1P6D/N08tSTy9LOw5GN2z/Hft/YSNjdhUplZVYZs4gddUqDOnp\no//kFQXKr4E9j0bX6zZKEo8Ye6HjJ1ThyU4Z93Oxhzq9DGxri62nX1eGYhqDrDshhBBCCCGEEEKI\nC+BpPYxmipYkN4QcOHKmJzkiIYQYG1OnTmXr1q1omkZKSgolJSUUFxdTUlJCYWEhFsu53VhqMjmZ\nUv6FU7ZrepjsrHfhHazDljIpoX1wsB7glIkpubnXoaOTm7PmrKbZ8fv9bNiwAY/Hw8MPP8wDDzyA\n2Zy8yvG6rtPf309HRwfZ2dlkZWWNuJ+iqDjs03DYp52qJ1TVjKYF4yr1eAYOE/C3oSgG7PZpWK3x\nU3X5/W2Ewx4UxYDFkofRGD99ZDjsBTRU1YqqmhCXN00LJfweDPoaqK37PhCtHpOQxJO2iKysa0hP\nX0RG+pKEPhVFBXLIzl6V0KbrOrNn/5JBby2Dg3UJv7+RiB+fv3loTY2bDqqj43kOHvoyuh4iP/8m\nqip/GHesy7WDI0f/E4CiwjtjSTyaFiYQ6KSj81na2p5g0cJnMZuHK+QYDDZ0LTi0bwCfrwG7fTi5\nSFXNFBbehtFgx+GYGZfgY00pwmopjE0feLLCgg9QVHjniFVzzOZMVizfis/fhMM+I6H9YlEUFZut\nDBuJf1+t1gIKCm4lI30xmZkr4xKPNC1AJDIwtOxPODYUcuHzNQCMmCA0HqulCTGeZdx1F5GBASJ9\nfRgKCvh6w/+gF+RQOO0KvrzmvzAbht/r3OkNsfPFBva/3kI42EV48HUOvbWa2t1dzFsziXlrJmNK\nT8dx1QocV62IHad5vfiPHMV/+BCBQ4fwHjqGu+k4PoMTvzULvzUTvzUTnzWLoNnJlf/4Gr4d0Upq\nXZmZTH3576h2e0LsF6x8FdS+Gn0sXjD6/Y8ySeKZgMJdw0k8xtxzmxt4rOm6jmt9HWjRdUt5Gtaq\nkT+ACCGEEEIIIYQQQownSoedku1fwZ9eiyHPLBcRhBCXjbKyMh544AFCoRCZmZkX/e+fwz6NuXN/\nDUTHlE8WiQxiMecRCHZiS0m8iJySUkzp5E+d9fkaGxvxeDwADA4OsmPHDgoKClBVNfalKEps2zvC\n4TBerzdun3eWNU2L2/dUIpEIx48fp6OjI+7L54uO+1977bWsWLHiDL2MbPasn6NpATye6rgL/K2t\nj9PaGr07ffr0r1FS/KG442rrfkRHxzMAVM78HgUFt8S1Hzz0Rbq7/47R6GTGjP8iL/e684pPXLrC\nYQ919T/D5dpOKORm+bKNce1pznkoigFdjzDgPUoo5MZkSou1Wyw5XDH3ofM6t6IoZKQvIiN95KoK\nuh6irPRevIO1RCI+DIbhJENVtaDroaHnMJBwrNHoGH6OkeH2UKiXt7aujK0PDBwiM3N53LGO1BkE\ne3uw26YQDnsS+p5R8Y0R483OWkX28s0jtkVjPn2inMWSg8WSc9p9xlJqahWVM787Yts7FdYAFAwj\n7HBC+0nTHbrdu6mt/SGzZv0Ms1muKwpxNlSrldz77wdgb/deNr3wC6CDEl91XAIPQMQcxLLCxSx6\n2f7nx0DXCA++jKJ+gB0bGji4pY2l759CxeL8uIIiEZOVzbtMeHqn0x+YhC/7GjhNQcOgORVLsD96\nbG8vrmeeJfPuu0b9uTPrZph9a7QqzyVAkngmoHD3YGzZmGNLYiRn5j/US+CYK7qiQNq6KTLgJYQQ\nQgghhBBCiEtCpCWIzVWBzVWBc0ZpssMRQogx5XQ6k3LekcaPc3JWk5OzmnDYi6b5Rjjq3FRUVGC3\n2/F6o9XWXn755RH3++pXvxq3fvz4cR588MER91UUheLiYlatWpXQVltbS3V1NR0dHXR2dhKJRBI7\nGNLRkTi9zrlQVUtcFR6Ir2B08oXyaPuJF9ITLysFAt1AdKqc5qaHY0k8Pl8Lg74GFBSs1iJsttKT\njusiGDwOiorFnI3ZfGlMW3a58/lasVrz435XVDWFtrY/EYkMxvZJSSmKtRuNdkpL78VqKSQ9fSFG\n49j9/TAaUykvf+AUbdEkHUUZOTHGZp9CUeGdGIwOUlOrYttNpkzM5uzo7y8wMHA4IYln5szvYTKm\noqrnVpnsclJUdCcFBTej65ERfwZFRR8kJ2ctOhGYBdbcAAAgAElEQVRMpozY9sHBevbu+yShUB87\nd93GvCseIWWEKm1CiFNr6m/CqBoJa2GuyLkioX1X5y4+9+rnyOm3ch15KIAWaUePdKMYc/G6g7z6\n20M40i0UzxiuRGY0qdTvO04kpJ1VHL+c/yH+edt/A6ADex/fSlHRIqZfM8pVbtUREgXHsQmbxKMo\nSjHwDWAtkAW0A88CX9d1ve8sjrcDNwHXA/OBEqL1Yo4AjwM/13U9eHGivzCh7hOm08oZv5V49LCG\ne8PwvMn2JQWYCy5CeSwhhBBCCCGEEEJcdJfjWEywuT+2bC5JPc2eQgghxoLRaAdGZ4y5uLiYI0eO\nnHafkxOKNO3UF6x0Xae5uZm3336befPmxbV1dHSwe/fu057LbDaTn59PXl7eGSI/dw5HBVlZ16Dr\nYayWgoR2qyUfu306uh4ZMflCVaN375eV3U+KdThxo6v7RWpqvgPApJKPMW3av8Yd19r6R+obfh49\ntvQ+ysvvH7XnJEbf0WPfoqvrJQKBdhYv+iupqZWxNlU1kuacT2/fFkBhYOBgXBIPQHnZfWMc8Zml\npy/hmlUHT5lo40ydhXPGtxK2q6qRBfOfoLfvLayWApzOOQn7WCQp7YxU1Rz7+zESkykdkyk9Ybvb\nvZtQKFogIBzuR9fPLllACDFs3ZR1rJ68moM9B0kxJuYT7OnaA0C304++oJgij5NrP3Ev3U1G/vFc\nHYP90Y/mHb3dFDOcxKMoCs4sK30d0aRORVVwZFhwZllJzbKSmmklNSsFZ5aV52s6eXmTj53v+So/\nfOth2spvwZVRQc3jRymZV0xK+vguVnIxTcgkHkVRpgBvAbnAc8BhYDFwP7BWUZTluq73nKGbq4BH\ngV7gdaKDTpnAOuAHwM2Korxb1/XESRqT7FKpxDPwVhvhnui3T7Eaca5OnNtTCCGEEEIIIYQQ49/l\nOBajBSKEOofGYBQwF0sSjxBCTCRr1qzBZrPh8XjQNA1d19E0Le7r5OmxFEXB6XQm7BcMDuegvvTS\nSwlJPPn5+XHrTqeT/Pz8uK/09PSE80UiEQyGC7+zvKT4HkqK7zll+9Sp/4epU//PKdsXzP/jiNvj\nLqwriVOJ6Qy3Kye1a1qAQOB4QiKIuLg0LYRn4CBmU3bC9z4Q6CQQaAfA5doel8QDMHnypygp+Qhp\naQswmZJTqetcqaqR871UarOVJlSXEmOjoOAWDAYHh4/8G3PnPiQ/ByHOk9VoZX7e/BHb0i3pTE2f\nSo2rhlnvv5G15WtRVJWcEpi6IJef/uZRDAez+cXmX/GduV8m3z78Xuaq26djMCqkZqVgTzOjGkae\nTvQzFRmkZqXw788e4Kdzb+L6SDRROajaeOrLT1L8hfcyuyidnNSLUNFM0+AspjlNlgmZxAP8kuig\n0X26rv/8nY2KovwI+Gfgv4BPn6GPDuBu4KkT7/JSFCUV2AgsAz4H/HBUI79AekSLJcYAGMdpJZ6I\nJ0j/q02xdee1kzDYTz+PpxBCCCGEEEIIIcaty24sJtDSi67rKCgYc22olkurPLcQQojTy8rK4n3v\ne985HVNQUMAXvvCFhO0//elP6euLFqULBAIEAgEsFkvccWvWrIkl7Nhsp7851+1289Zbb3Hw4EHu\nvffeuL7GE6u1kMyM5eho2FISb+I1m7NxOGag6xomcxYAfn8bx4+/DkB9wy9ITZ3JrKqfYjRKsuzF\n1tj0EPX1PyMS8VJWdn9C5Zz09EV0db2AwWAjHPYkHJ+ZuWysQhWC3Nz3kJm5PDYlmhBidN1TdQ/3\nVN1Df7Afk2pCOSHhxWw18nvHD2ERGBUje7rXsNa+NtZeMjNzpC5HdPfSyazf18Y2YHbjIfIt0aQi\njzqJZ779Jz5aOJXCNCtzitOZU5LG3OJ0ZhWlkZZynnkFu/8Ax/4ODZvhs/+A1NGvcDgaJlwSj6Io\n5cAaoAH475Oa/xP4JPAhRVH+Rdd176n60XV9D7BnhO0eRVF+CDwGrGKcDBy9I9zjB00HwJBmQTWP\nzwGk/r83ogei8+gac1JwXJlYolMIIYQQQgghhBDj3+U6FtPc9DvaVj2K1V1OnvX9wIJkhySEEGKc\nete73sULL7yA2WymoqKCcDgcl3hjs9lYtuzsEiB0XefRRx+lu7sbgF27dp31sWMtP28d+XnrTtk+\nUgUgXdc4cvRrMFSlJxDIxGCQi/SjKRLxEQh0YbPFJ1aZTVlEItG3ai7XjoTjcnPeS5rzChyOyqEK\nNkIk10gJPH5/O11dL1BS8tGEKQ+FEOfOaR65slqJtYj2gTZ+9p6fcVXxVRd0jv938xy+tf4gz5oM\nfKa+Ht1RBsA8cql2tVNHAW3uDl6q7ogdU5ZtZ05xWjS5pziNqkInNvNZ/G/a+ydo3BJdrt8Ecz5w\nQbFfLBPxv+y7hh7/rp80CeLQoM+bRAeWlgKvnuc5QkOP4fM8/qKJm0ord3xW4Qm2DuDdOfwiS7+h\nHOUUZbSEEEIIIYQQQggx7l2WYzH9g/uIpHjw5uxFM69OdjhCCCHGsdmzZ9PTE51VctWqVRfUl6Io\nLF26lL/+9a8AbN26lcWLF2M0TozLPSkpxcyf9ygNjf9Db+8WCgvvSLgQ7/EcxO9vISvrXWOWTKIF\nI4RaBlAsBsxFl2ZSkddbx9GjX8fl3k6qo4qFC/8c156ZFb0Ia7EUjFg5yWLJwWLJGZNYhTgfoVA/\ne/Z+FK/3KF5vDRUV35SEMyEugoY9u7hpcwGZlVdfcAIPRBNyfvORRWiaTnV1K1t+vh9NteCz5fGp\n1tf4uj2dQVN83kP9cS/1x708t6cNAFWB6XmpzClOY3ZxOuvmFJBuMyeerHzVcBJP3UZJ4hlDFUOP\nR0/RfozowNF0zn/g6KNDjy+dzc6Kouw6RdMMTdPYuHHjWZ00u0UhnWiyS82xGtyhYwn7pNcpZA/t\n0xnopfos+35HZqNC5tDx9fX19G2sO6fjz0iHou0qKXr0Tbc3R6emfR+0j+5pxMTn8UTLdZ7t60cI\nMUxeP0KcP3n9CHH+5PUjxPnTNO3MOyXXuBuLgdEbjzkVVWuILbe7HDTL3zdxGZjI/8/NHphEtKr5\nwICXQxPwOYrkGs3Xj6ZpmM1mgsEgHo+Hp556ioKCiVbt/iOoyvXUHHNQW7MxrkXTfoXOdiAdVbkH\nRZk76mc3BMDaByl9ClaXgqUflKHrGm3zIwzmjvopR5WuB1AUy0nbBtD0NwEdd/8eXn99PYoSn5Ck\nKt8lFMyio0Oho2Pj2AV8BhP5/48YPZr2NPrQR5K29r/Q0TEdRSlLclTJJ68fMZoGOto48swfAfC8\n0c36zMdw5BeN6jnypwVoq43+D+spuIpfNP+FzTfcQr0H6t0aLR6NiB5/jKbD4Q4Phzs8PLmzhR+/\nVM33VqZgVOMTgZ1uJ/OHlv2HXmRb2utwmqpdyRqPmYhJPGlDj+5TtL+zPf18OlcU5V5gLdHyzg+f\nTx8Xk/mEotTBcZgM7uhQSOmLvhB0Red4xbgfiBRCCCGEEEIIIcTpXXZjMQY/lL75TYK2DnyZtXRX\nFiLF+oUQ4jzpYPSBboCI5cy7C1BVleLiYurqojfhNjU1kZ+fP+GmjlGUxKovuu5B5508XReQeeEn\n0sHkHUrY6QOrS8E8eOrvZUqfwmCufsr2saDrfegcABRUZUVsu6a/iK7vBepQ+QGKMjwNiqI4QC8D\n6oACoA+Iv5CkKNljEL0QF4ei3Ah6HzpvoSgfkQQeIS4Ce14Bzkll9DfVY7BYCft8sbaQHuK5vudY\n7VxNmjHtNL2cXvqCNFwtAwwG7OiqiXZ1PmurN+J773sACEZ0mj0a9e6hr/4I7QM6J/5n7vXr1Lg0\nZmQa4vr2pE4lbLBhjAxiDfSQ4mvFZys+71gvlomYxHMm77zzOud3WIqi3Az8BOgAbtF1PXSGQ6In\n0vURJ0VXFGWXqqrzz7Z8pqu/loGmaEmoqdOmkro8Maut6+AegkQzKiuXzcU69dzGx9zBBjy1zQCU\nlZUxd9Wkczr+dPRQhI4f7iJCAIDU5cUsv6F81PoXl5d3MoYvtPysEJcjef0Icf7k9SPE+ZPXjxDn\nT1Uv+Smox3wsBkZvPGYkkYEgXksHwaZs0g2zmfWuyvPuS4hLyUT+fx5s99L15m4AHA47q1aN+CdE\njKLwcR+De7oY3NtNuDt6AchUaMc6M4uUmZmYCh0o6sRJShnt14/f7+fHP/4xgUAAn89HXl4elZUT\n//9RMNhLU/MnaW9/Cqu1mEULPxTXrusRGpseIj9vHVZr4Yh96GGNYOsAwQY3gYZ+go39aINnP2Nn\nSUkJs1cl79qGy7WTXbs/BoDNVsaVS/891rZr14O43NFZHGbM1CjIXxV3bH9/FmZz1im/N+PVRP7/\nI0aXrr8bl2s7GRlLkh3KuCGvHzHaFsyu4q0n/8jKuz6CLS2ai+AOuLn/9fvZ5dlFp6mTR97zCA7z\n+VccOT7dw5Pf2o6Ogit9OgPbd7D0Jgv2K68ccf+BQJgDrW7u+N9tsW3VgUw+vWpe4s6d18CRDQAs\nyfbB4lWnjCNZ4zETMYnnnbu7TpXe5Txpv7OiKMpNwJ+ALuAaXddHeZ6pC6frOqGu4Ww3U27KafYe\ne55NrURc0QQe1W7C+e7RSxASQgghhBBCCCFE0lx2YzEGhxnnNTKuIYQQ5yriCTK4t5vBvd2Emj0J\n7aE2L6E2L55Xm1BTzaTMyMQ6MxPL1HRUs2GEHi9fVquVxYsXs3nzZgC2bNnCzJkzJ1w1npOZzZlM\nnfJFysvuJxjsTmjv6dlEbe33qK39Pvn5N1FV+QO0wRCBxn6CDf3RxxYPhM+QW2xUMBenYilNw1zq\nJNjQj2dj80V6ViMLBDrp6/sHeXnr4n6uqamzUdUUNM3H4GA9g4ON2GyTAcjKWonLvQOAQW9tQp9O\n5+yxCV6IJFEUZcQEnkjEz+BgPampM5MQlRATizM7l7WffSBu2+Hew7QePkhKioHDvYd5of4Fbqu4\n7bzPkV2cytx3l7Dn1RYAmovfRfG/fInyvzyFaYQpRB0WI0vLs3j2c8u56b/fBGD9vjbuvWYqFfmp\n8TuXr4ol8VC3ERZ/4rzjvFgmYhLPkaHH6adonzb0eKp52hMoivIB4I9E7/p6l67rx84/vItHGwih\n+6PZ4orFgJpqTnJEw8KuQNwbXOeayagpE/HXTwghhBBCCCGEuOxctmMxQgghzkzzh/EdOM7gnm4C\nta4R67IpJhVd0yEy3Kh5gnh3dODd0QFGFevUdKwzM0mZkYkhTebdAliyZAlbt24lHA7T1tZGfX09\n5eWXR/V7VTWNWE2mte1PQ0s6WqNKx992Ee4cPHN/NiPm0jQsk52YS52YixwoxuG778+mj9Gi6zq7\ndt+B270TgNTUWdjtwz9Xg8FCVtZKwmEPWVlXY1Dt6LqOoijk5l6HxVpIVuYKzGaZGksIiFboqj74\nBXp63mD2rJ+Tnf2uZIckxISzKG8hNxyeQsDVT8qcUq7PW33BfS6+cQq1uztx1m6l/OCf0MI+Wh54\ngMl/+AOqeeQ8iCtK0rl2Zi6vHOpC1+HHLx/lwQ+dVGFzyjXDy/WbIRIGw/jKWxhf0YyO14ce1yiK\nouq6rr3ToChKKrAc8AHbRjr4ZIqifBD4PdDKOLvr62Th7uE3kcaclHGVce9+qR49FP1RmArs2Bfl\nJzkiIYQQQgghhBBCjJLLdixGCCHEyPSQhu9wL749XfiO9I5c9cSgYJ2ege2KXKwzM0HT8R/rw3+o\nF//h3vjpjcIa/sPR7S7AVOTAOiNzQk67dS4cDgfz5s1jx45o5ZUtW7ZcNkk879B1nfBxH8H6fgIN\nbqx9c7BltDOYdRD7jkWEB4evm0SMXgxhOwDG7BTMk51YSqNJO8bs5FxTCQS6UFUTJlNGbJuiKJhM\n6bH1nt434pJ4dF2nIuO7BI658G/vpbvxMMYsKzmfnovNXorNVjqWT0GIca+27sd0d/8NgL37PsWS\nxetxOCqSHJUQE0vNjm2E+zwYUFBrejBbL3zGIJPFwB3/eSXh/VYaP/J7APx799H1ne+Q/x//ccrj\nHrh2Oq8c6gLgpeoODrS6mVV0QuHgrKngLIL+Vgi4oe1tKFl0wfGOpgmXxKPreq2iKH8H1gCfA35+\nQvPXATvwK13Xve9sVBRlxtCxh0/sS1GUDwMPA41EB40aL3L4FyTUfcJUWjm2JEYSL9DYj2/PcFnL\n9HXll+2HKiGEEEIIIYQQYqK5nMdihBBCDNM1nUCti8E93fgOHEcPRBJ3UsBSlkbKFTnYZmWj2kxx\nzbbZOdhm56BrOsGmfvyHevEd6iXcFV8FJdQ6QKh1IDrtlnNo2q0Zl+e0W8uWLWPnzp3ouk5dXR1t\nbW0UFiZWqJkodE0n1O4lUO8m2OAm0NCPNhCKtduZg71+DmFLH8bAUGKMqqBMilAz/XNY1CIyMhdT\nNecHYxJvINBNT+8buPq2M3Pmd1CUaHUfv7+N/Qfupb9/L1On/l8mT4qfyiM7axU9PW+QnrYAq6WA\niDdEoKYP/5E+/Mf60DyhuP3D3T4CtS5sc3LG5HkJcSkpLLiFzs71+P3NTCr5J0ngEeIiSEl1UlhR\nSduRg8xdcz0mqzWuPeT3oxoNGIymU/QwMrPViHnRInK/+EW6vvtdAPr++DgpV1xB2o03jnjMrKI0\n1lbl81J1BwA/eeUoD334hCQdRYlOqbXnseh63UZJ4hkjnwXeAn6m/H/27ju8rfu++/77DOxFgnsP\niaI2tWVJjkdsx5btzGY8iXPHSZqkufq0zWrrrqt3kqfN3aRJm7S9k6Zx27TZtTMdJ56xHFu2LFmy\n9qAoUdybBLHHGc8fhwQJAZQ1SY3f67ogHOB3JgECEM8H368k3QEcAzYDt2OVbv7Ls+Y/NnWdTZZI\nknQ71h+NZKxvlH2oQAo7ZJrmVy/73l+k2f+RUcsuPd12OZiGSeixmb6rrlWlOJqLzrGEIAiCIAiC\nIAiCIAjXoBvybzGCIAg3OtM0yfRGie8fJn5gJCdMMZutxou7rQxXWxnqebTCkmQJR2MAR2OAwPYm\ntLEEiakKPanTk2DMarsVThPbPUhs9yCSTcaxqAjv1mqcS4rPsYXrR3FxMStXrmRoaIibb76ZioqK\nhd6ly8rUDNK9EVKd4Wxop2BAbBbJJuOpbcTRFMDeGMBe72M88gIcgJTRRyJ9Jm+ZRKKX4ZEn8PtW\n4fMtR1V9l77vpsnuPW8hnbaqAdTUPkDA30Ys1kEi0UMweDPh8AHGxp7PC/GUl72Zosyt6B0Zki9P\nMNC7q2Arupzt6a8zgyDcoNzuJjZseJTe3u/Q3PSJhd4d4TIyTRPDSCFJErIsWm0upLrlq3jv579E\nf/sxAuUzHXlM0+ThQw/jemWQ2L4O1m1/C6vvvAeH23NB6w9+8EES+/cTefJJEs4SBv76f+NobcXZ\nWjiU96m7lvDk0UFME545Nsz+nhBr6mZlFJpvs0I8sg3iYxdxxFfWdRnimfoG2Abg88A9wL3AAPBP\nwOdM0xw/j9U0YP3RCODDc8zTBVw1fziaXYlHvUoq8cT3DZPpjVo3VInA9qaF3SFBEARBEARBEARB\nEC67G/VvMYIgCDeqzHA8G9zRx5IF51FKnLjXlONuK8NWfml/r1ZLXPhursF3cw1GUiPZPtV260Ru\n2y0zM9N2q/JPN6IGnedY6/Xjvvvuw+FwLEg7qMvNSOuku8KkOietajs9kcLt2GaRnCqOJj+OxgD2\nJj/2Gi+SIufMk0oOIEk2TDODz78qbx0ToV10dPwfAMpK72L16n/NGTfNufchkwkzPvEiXs/SnLZX\nkiRREnwDA4M/BmBs9DkC/jai0eMcPvKJqXlUJEnFNA2M6NRzu32C1MmJ3JZyZ5HdKo4lxTldEARB\nmJvDXsqi5k/l3T8dAlGUG+P94moTj3ehaZNoWpRAYF3e49Bx6u9Jp0fRtRjLlv0dqurNGd/x/CoM\nI4Ek2Vja+nmqq989n7svFFC9ZFl2Wjd0vvDKF/jxsUd41/O1ODMyv/3ef+IvK6d1yxsuaL2SJFH0\nF59lz1gzA+5lbNj7RXr/8I9oevQRFL8/b/7WSh/3r67msQP9APzD0+3894c3zcyw+E544FFo2Ar2\nCwsUzYfrMsQDYJpmD/Ch85w375OtaZrfBr59effqytJGZ7XTKl/4SjxGSmPyyc7sbd8ttTfMf5oE\nQRAEQRAEQRAE4UZzI/4tRhAE4UaiTaZIHBghvn+YTH+s4Dyy14a7rQz3mnJstd4rEiqRnSru1WW4\nV5dh6lbbLatKzxja8MzfyLXRxA3z92in89o9TiOlkToTJn16KrTTG82ptFSI7LNboZ2mAI6mAGq5\nG0k+93Otpua9VFW9g2i0HUXJP1kXCR/OThcK+QyaP2Bo62N4Rlfj4vez95/p+ianT38F09RpbPh9\nFi36TM5ypWV3kEj2UlpyG0H3bcT2DqGeWET96F+AW6di/V2YgxLDv90/5+8VABLY63w4lxTjbA1i\nq/EiyRLjQFwEeQThonWe+WdGR3/D+nXfR1HOL3BqmiaaFsFmyw0O6HqSycm9AASD284aSzAy8jSm\nqSMrDirK780Zz2QmGBj4Caapo9oC1FS/5xKO6uoRj58hHu8kkeiiqup38qqc7T/wYRKJMwDctPkp\nPJ5FOeODgz8jlbJaIrW0/EVeiMcwrPd908zQ1/+jnBDPyMhTaFoMt7sJr7cVRZnfc+eZTBhZts37\ndq8m0UyUVwZfIRC1YUrWe7u/rJyWTVsvan0v/LSHfu9KAE60vo/1+75M/5/9ObX/8s9Ispw3/yfu\naOHxg/0YJvy2fYRXz4yzoTFoDbqD0HLXxR3YPLhuQzw3GjOjo09MfeNBsr6ZsNAiz/Vk+7LKfju+\nW+sWeI8EQRAEQRAEQRAEQRAEQRCE82XEM8QPj5LYP0Kqc7JgOx/JoeBaWYp7TRmORUWvG6a4nCRF\nygY5uLeJgS/tQR8vXBlIuDoYCY3UGSuwkzo9SaY/Csa5l1FLnNgbA1OPtR8l6LyogJgsO/AXCOgA\nFAe3oBtJIpFD+P1teeMR8whpbz9pbz/ezCJKWAGA29WIaVrtvUbHduSEeEzDJJDYgmO0leRLE0z2\nDgFDALhYAkC4o3fu/fXZcC4J4mwtxrm4CNltu+BjFgRhbj29/01n59cAGBt7gfLyu885fyLRw/Hj\nf0UkegSHo4rNmx6bta7vkIifoaf32wDc8cZTOctmtEmOHLUqAdnt5XkhnnR6nJMdXwCs9l9nh3gM\nI3VVtovStBiJRDeJRDeBwFocjvKc8UOH/5Bo9CgAfn8bgcDanHFVnQlV6np+kHF26FLTonnjNluQ\nTGacNW3fxuGszBnr7v4PQpN7AFjT9p+UlNySMz45+RqqGsDlqkOWL/z1VddTpNOjuFw1OfdHosfZ\nt++9aFoYSbKzpu3hvFDXjSLgCPCNO7/B+3/1fiIfXsn9xhtxON3IipIz38RAH09/6/+y9V3vo3bZ\nyjnXd9PbmjlzeBRDMwn7G+mruYXa3/yGsW89TOnvfSxv/sXlXt62poafvNYHWNV4vv/Rmy7vQV4h\nIsRznciMJrP/gVKDTiQ1P202n7SxBJEX+rK3A9ubkB3KOZYQBEEQBEEQBEEQBEEQBEEQFpqR1kke\nGye+f5hk+wToBZI7qoRraRD3mnKcrUEk28L+PXqaWuK8bkM8pmGS7o2Qap8gM5LAs7ES5+Ki/PlM\nk46ODsLhMOvXr5+ffTNNq/WTaaJ47TljRjxDqnOmPVamP1owDDabWuHG0TwV2mkMoPjt517gMigv\nu5vysrlP4Id4MTudloaz08HgViTJjtfbSmnJ7WiRJKmOMMkT46Taz90SK48s4Wj041hSjHNJMbYq\nz3XRIk0Qrlb9/f+TnTaMJKZpkkh0EYkcJhY7RXPzJ3Lmt9mKGJ+wXgs0LYKup1AUK1gTCu1mePhX\nU3PmvydKzJwjnQ7+5YxL8pzjpmny2xc2YVP9uD2LWL3q6+ddNehyyGQmSSS6sDvKcTpygzJHjnyS\n0bHfALBy5T/nhZNcrvpsiCee6MoL8XjcLQAoihdJzn+tb2r8AwwjiaJ4cJy1bYCbt700ZwAnnpjp\nFuN2N+WNHz7yKZLJHiRJ5abNT+TNY5o6qdQwTmdVzv3p9Di7d99PKj2EzVbMLW94NWfcbi9F08KA\nVZGp0ON9I6nz1fGD+35ApacSWSr8eXHv4z+n58hBfnTkIL/7tW9RVFlVcL7iSg/r725gz+NnADjV\n9GbKRvYz8rWv4Vq1Es/W/Ao/f3RHCz8/0I9umLx0aoyXT42xZVHJZTu+K0WEeK4T2kg8O62Wzd8L\n91xCv+rM/ufOXu/D3Va2wHskCIIgCIIgCIIgCIIgCIIgFGLqBsmOEIn9IySOjGKmC5RGkcCxuAh3\nWzmulSXITnF64UrTJlOk2idItk+Q7AhhJmYCIYkDI5T9fhtoBqZmYmoGkWiER198jOHwGDbFRn24\nGIdks+bRrXlMzYBZ05Iq491Wg73GW3AfjJSOHk6hh9MY4XR2euZi3Z4+H+C7rRZ7rY/UVHuszGDs\n3KEdCWyVHiuw0xzA3hRA8Vx9FWfWyr9gfOdr2BIl+LY2ZO9XZC83NT2D1qGR2D3BYO+euY9XBnuD\nH0mRSXWErOWLHFalnSXFOBYVid8rQZhHtbX/i/DkfsAKm4DB7j1vRtetc641Nf8PDkdFdn5V9eFy\nNZBIdKEoLpLJPjyeZgAWNX8aTJOMFkKW81scKoqTivL7kSQFVfXnjatqgLq6DyEhY7PnBgxSqUF0\nPYquR9H0KLKc241F0yIcOPgx3O5mfN7l1NY+cEE/B9M0yWQmAAO7vTRnrP3k39LT8x8AtCz+S+rr\nP5wz7nI3wJg1nYh35a074G9D0yZxuepxOWvzxles+Mo5962y8i3nHJ8rwGOaBlVV7yIeP00y0YvT\nWZ0zruspksneqXn1nHHTNNn1yj0kEl2YZtOyllAAACAASURBVIbbbj2Cosw8pjZbEenMBGC1QdO0\naE6bL7tt5vFbtvQL2O3iHHm1t3rOsUwqyYGnrQCcw+0hMj46Z4gHYP09jZx8dZjQUBxdddHe8m5W\nHfkWfZ/5Y5p+8mNsVbnLNpZ6eOe6Wn70ag8A//D0Cf6nectMSDYdg66X4fRzsO2T4L06Hi/xaeA6\noQ3PCvGUL2wrrWTHBMkjY9nbRW9eNK8lVAVBEARBEARBEARBEARBEIQZ2liC2L5hEgdHkBSZkvcv\nQwk6SXeHie8fIXFoBCNWuGKIvc6Ha00Z7tVlKL4rXxHlRmZmDFKdk1Zo5+QE2lD8nPOPfP1A7vKY\npO1JkCGjZ3jlmZ2s0Rtfd7vxfcME3tw8FdLJDeqYqQurIBDZMXd7KMAK7VR7s6EdR6P/mmgTZZMC\nOCNT4Z2YalWqOmEFrIxYZs7lsi2xlhbjXFyM7LJOy2mhJGgmSsnFtQYTBOHS1VS/J69tlde7nMlJ\nq7JKOHKYslkhHoAVy7+MzRbE5WrI+d11u5tYtepf5tyWqvpYufJrc47b7UGWtPxVwbFksg9JUjBN\nHY97Ud5rRizWQSi0m1BoNx7PkoIhHtM00fUEipJ7Drm//3842fEFNC1CXd2HWdLylznjsyvvxBP5\nIR2PexFudxMuVz1OZ03eeEPDx2hoyG9zdKVJksziRX8857imhSku3kI83oks2XJalUmShGmkMU3r\ntT2Z7MXjWZyzbperhni8C6ezikxmPCfEI0kSb7h5D5IkY7PlV8wTLM/3PM9zPc/x11v+mvX3v519\nj/+ct/7xX1K3vHDby2mKTeb297fy06+8BsBI2RpGSldTNnqQ3k98kobvfgfZnvt59Q/euJifvNZL\nRjc5eGaClw4NsrmmCCNtYP7005gDJzBxYiR2YVasx0zrGCkdM22gJhfmPVqEeK4TmZFEdtq2gJV4\nTN0k9Njp7G33unLsdb4F2x9BEARBEARBEARBEARBEIQbkZHSSRweJfbqEOnOyZyxwS+/ilLkQA+l\nCi6rlrlwrynH3VaGWrqwXxq9npmmiTaSsEI77ROkOycxMwWqIE2RfXaMSHrOcQmJNq2B5+1W65LD\najcr9TrUWW1c5jI56+/6l5U8FdppLpoJ7Vzj1Wbie4eI7x0qPCiBvd5vhXaWBK2WWAW+5KwW5Vfq\nWAimYaKNJ8n0Rkj3RskMxpBdKvZaL7ZaH/Ya74I+XnosQ7pzkuJTErHy1+nDJgiXQbB4K4riwudb\ngctZlzceCKyb930qKtrAbbceJp7owtDzW0bGYqey07PDJmC1wjLNwxjmVzly9E2sXvX1nHFF8aBp\nEQASBUI6LlcDsuzE7WrIq9IDUFPzXmpq3ntRx7WQHI4y1q39DgCGkf++6nTVkkh2Y7OVkMmE8sbX\nrfshNjUwZyUguz1Y8P7h4Sew2YIUF2+6hL2/9j3S/gh/s+tvMEyDgCPAJ9//SVbeegel9Y3ntXx1\nSzHLtlVxfOcAThlGlr+fijO/wEj6GPjcT3C0rMJIaphpK4ijpHSeNH2omMhI8P0OBrNre//MincB\nnMrZljr3x64r6tr+pCRk5bbTWrj/VMX2DGS/HSDZZQL3NC7YvgiCIAiCIAiCIAiCIAiCINxITNMk\nfSZM7NUhEodGMdNzV1E5O8Cj+O1WxZ22cmzVHlEd5DIwMzqJo2PE9g7TdFomUm1ibNZIdoRInbSC\nO3MFqQBQJBxNAZxLrHZLaoWb+L5hoi/1g2GCKiMpEpIqWxdFYoVSwt7OM0QzcZJShq7WBGtqliEp\nMpIqgWLNi2ES+sWpubc9TZVQ/A4Uv926+OwogZnbst+B4lYZ+pf96ONJkCXstV4rsNMUwN7oR3Zc\n36eiZK/Neoxagzhbii5rZSHTNIlGo4yNjTE6OsrY2Bhr1qyhomKmOoiJSYwUXm3uikDT69InUqT7\npgI7vRHSfVHMZP7rROLQaHZaLXXNhHpqvdiqvcj21w+GXQw9kibVOZltxzZ9vqkEmZKTEJJOg2li\n6qbVFk63WsVlW8YZs6Z1IzuPdW1NS7KE95ZafNvyq4YIQnPzJxZ6FwqSZTteT0vBsdLSN9LW9u/E\nY6dwuRpyxl7edReGaXVPiUaO5S3rdjcCoChuJCn/tbq09HZuu/Xwdf2ZQJbzqwyuWP4VVNWLohQu\nnOEoEGh6PaHQqxw5+ilME5Yv++Lrtgq7nh0dO4phWqHlp848xUdWfSQvwGOaJtGBUYYOtVNT24oe\nSqFNptBD1mXpRJKWgA3rqVkEwQ9Yy+mQPD6et03rUb52nsfX9yenG4RpWGn9aeoCVeIx4hnCT82k\nNH2316H4HedYQhAEQRAEQRAEQRAEQRAEQbhUWihJfO8wsX1D6GP539JHAgoUsZBcKu5VpbjXlGFv\nDBSsGCJcGNM0SXeFie8dJn5wJNuOSkGiqFui/3Mvn3N5tcyFs6UYx5JiHM2BvLCEZ30FnvUVcyxt\nuXlXmCeeeAKA1yZPcPMH3oSiFAhdKBLx/cPITnUqlDMVzpkK6cg+O7JbPa+TtxV/tBZtNIFa7r5i\nAY+FZKuZaZWCZLWZc7YGcbYWY6v2XvLvTiqVYmxsLCesM31Jp3PLAJSWlmZDPB2RHgaVfo6r/cQf\n34n9aTterxePx4PH4cZl2nGmFexRGcekQWU8gP0CTw1qowm00QTsH8kev1ruxj4V6rHX+rBVepBs\n8gUftx5OZQM7qdOTOee6Com+2HfB2ygk/GSXCPEI1w27PUhpyW1QclveWHn5dvr6vguAYaYxTTPn\nNd3jWcLN23Zht5cWfK2XpOvv9fx8OBzll3V9pmlw/MRfZav+dJ75v5SX31MwQHS1MhIamZE42kgC\nbSROZiRhvWbrBkVvXQyyBMZUmHLqYhpTgcvZtw2TT2ofpkkLEs/EeVvlWzF/O86kPoYeSaNPBXW0\nUAoyBk5gjPwAGsDFZMtSmMQx0RWZylI3sl1G6n8ZyYwik0BadT9SoBjZrhB+pvvSfmiXQIR4rgN6\nOJUtsSm7VRTPwvSPDT/TjRG3+iYrxQ58N9cuyH4IgiAIgiAIgiAIgiAIgiBc74y0TvLoGLFXh0id\nChUM6ahlLjwbKnCvrcDUDUa+eRAjlsG5vAR3WxnOJcVWVRbhkmnjSeL7hojtG7Yq0pwnyaHgWFxk\nVXJpKUYNXnqbpXXr1vH888+TSCQIhUIcPXqUVatW5c3n3VyFd3PVJW8PQHaq2Gt9l2VdVyPn4iLK\nPr4aI5rB3hS46PMwmUyGTCaD2537Zeyf/vSnHD9+/LzWMTY2lp3uj4+y39aZvZ1OpxkfH2d8PL8K\nAcDvSJuxmzOBJAODx52v4XF78Pq8+EsCLA42EAjbSfdEyAzFrZOxs5mgDcXRhuIzbcVkCVulFeyx\n1Xqx1/iwVbqRlNzXFy2UsgI7p0KkOyfRCoUOZ1Mk0C9/Gy0zM3eVMmFupmliGAa6ruddHA4HHo8n\nZ/6BgQEikUh2nqKiImprxbnD+dS65H8z0L8ScLJt6/15QR1ZtuFwlC3Mzl3FTNPETBuYKQ0jqWOm\ndIyUhpnUMVI6ZlLDSOVOW2Oz5klpyB4bwfcuw17loW31wxw4+BHS6XHWtD18VQZ4TMNEn0iSGU2g\nDc8O68QxonNXexv9j8MXvK03sgYA7cwI4YvdYQnSkkQ0rSN5bLj690LfcczEOEqJn5qvfhnZoSDb\nFSSHwkgywx1f3kFKM0CHb76phbtXVMIPvgQnfmWtc1E1bPoogFX5cIGIEM914GqowpMZihHdNfNE\nDtzbfFGpa0EQBEEQBEEQBEEQBEEQBKEw0zRJd0eI7x0ifmCmystsklPB3VaGe30F9jpfzgm7yoc2\nXtctMeabkdRIHBoltm+IdGfhU1BqiTMvqGCr9eJssVpk2et9eUGHS2W329m8eTM7duwA4MUXX2Tl\nypXisb9EjsbABc1vmiYTExP09vZmL4ODg2zcuJHt27fnzFtSUjL3dh0OSkpKKCkpobS0lMbGxuzY\nmuASxkfHGJMjJEhjSOcOvLgdLhy1RVZbrBofySKToX9/DuIhiAND8CK7+eQnP0lFUQtmRic9ECPT\nFyXdY7Xf0obj+aFBwyTTHyPTH4PdU/epEq7WIM5lJVZwp3Py9QNuioS9zme1Y2sOYK/3YyY1Dj26\nC8mEpkXNs1rDSda0cvb01Lgs5baRkyUGv7Tn3Nu/gZ1doQXg5z//OceOHcuGcAzDmHP5bdu2cddd\nd+Xc98ILL3D06NGc+2677TZuueUWZFmcQ5wPkiQjSWVT0+I9YJppmhixjFVpbMSqNpaZutbDKevz\n1WXIDxoxjdgrA9jfthiXq5b16/6HVGoAl6vu0ld+AfRYBm26is5oAtlrw9EYmDruWdV1RhOgXf7g\n5MXSyBBLh3BVFlHcUodS5EApcqIG7ChFThS/nUgohdY5ScuGCtKdlZy+9+vWsgMQe/4XBB94ILu+\nCqfKB7Y08K0XrPDrPz7dzl3LKpCbb58J8ZzekQ3xLCQR4rkOaMPx7LRa5pr37ZumSejxTph673Y0\nB3CtnPsDpyAIgiAIgiAIgiAIgiAIgnD+9HCK2L5h4nuHCrebkcCxuAjP+gpcK0qQbIXbX4gTeJfO\nNExSHSFi+4ZIHhnLVsmfTXIquFdPBanqfRjhNIcf3UXGBWvfsgXFe+W/fb9p0yZ27txJJpNhaGiI\njo4OWlparvh2rza6rqNpGna7/Yo//xOJBP39/dnATl9fH/F4PG++3t7evPvKy8spLS3NCetMT3s8\nnjn33e/08aZMGwAmJmk04lKahJQmqWZIF0mk3AZJu0ZSztD0gdzwRKi/cJWBr371q9TV1dHQ0EBD\nQwN1a+vwbqkGwEjpZPqjpHujpPsiZHqjVruts2kmiSNjJI6M5Y9NU2Uc9VZox94UwFHvy3/9siuE\nmq2Tym23XfyJb/PsikIXaHJyklgsRjwez15M02TVqlV4vd7XX8FVIp1OMzY2xsjISM6lpaWFe+65\nJ2deu91OMnl+lcV0PT9UWqiN344dO3j55Zepq6ujvr6e+vp6ampqsNkWpsuIcH0z0npOUEcbTVhV\nZkYSmEltXvYhtmsAPZRC9thQvDZkr4eYdxjFY0P22lA8NmJmB3ZnMU5n9UVvJ1tFZyqQo40kyAzH\nrSo6sctwrKqErdSNWuZCLXMh2RViuwZQ/HYrNClPBSplK0SZvW/2tZJ7e2YaJFniF4OPczh9nHva\n7ucNy28HG5x85SWat9065275S134S618hKO5Gf9b3kz4F48BMPx3X8Te2Ih327bs/B+/dRHfe6Wb\neFrn+GCEXx0e4P7m22ZW2PkCGDrIC9tKToR4rgOZWf9ps5XPfyWe5IkJUu0T1g0JAvc3i/8MCoIg\nCIIgCIIgCIIgCIJwTTKNwhUJ5n0/dIPksXFiewZJtk8UbpdV4sQ91S5LLXLM/05eZ0zNQJtIoo8n\n0caT6JE0zpZiHE0BMkMx4vuGib82jB5O5y8sg7OlGPf6ClzLSnIq1SsBBxOLrAdwPgI8AG63m/Xr\n17Nr1y7AqsZzI4R4kskkvb29dHd3093dTV9fH5lMBlVV8Xg8eL1ePB4Pa9euZdmyZTnLTk5Ooqoq\nLpfrgquEHDt2jB/96EfnNW8mk8EwjJxttLW10dbWdkHbBHCvKydxaATTAEe1B1+tj8oaL/ZaL2qZ\n2zo5eg4lJSU8+OCDxGIxHn300Zyxnp4eenp6ePHFF3E4HDz00EPIsozsUHA0BXA0zVQmMhIa6b4o\nmb4I6d4oiUOjBbcn2WTsDX5r+UUB7LW+nJZ+mqbR391NV1cXXV1drFixgrVr12bHT5w4QX9/P5qm\nZS/TQa2zb69du5Z169blbP9p20H65XGW6FXcMrQkJ5Az+7JhwwYaGhpylv32t7/NxMRE3jE9+eST\nvOtd7yIQCBAIBPB4PFdNlZnJyUk6OztzwjqFjgHA7/fn3VdWlt9mSZZlFEVBUZScaaczvxVgZWUl\nyWSSU6dO5VTxSaVSdHR00NHRAcDKlSt55zvfebGHKdzgTN1Am0jNCuvMVJwp+H59niSbjORUkB3q\n1LWC5FCRnVZrJtmpTl1PzTM1LTlUksfHCT/dlV1X8njhFocAGecYXZv+PyQJ6k8/hEdpzQZ8ZK/d\nCv54bNjrfKjFTiuYNDKr1dVUUOdyVdGRfTbUUje2chdqmRXasZW5UYocee8p/ksIVp7t2NgxvvjL\nb4ACjx9+jh82/JAVpStYWiDAo2UyTAz0UVbfmDdW8Sd/QvLAQdJdXZiZDL1/8IfUP/wt3OvXA1Di\ndfDBrY18fccpAL76zEm2f+INKL5qiPRDahL6X4PaDZft2C6GCPFcB7SRhavEY2oGk788nb3t2VSJ\nvfraSRwLgiAIgiAIgiAIgiAIgiDMpg3HGfrHvXjWW+EYxT8/oYvs9kcTxF4dJPbqEEY0kzcu2RVc\nq0vxbKjA3uBf8LDRtcQ0TYy4NhXSSaCNTYV1pkM7k6m8sFTkNz0oJU70scLVKGyVbtzrKnCvLUfx\nze9z5fVs2bKF3bt3Y5omgUCATCZzXVe7eOSRRzh69CimmX8SU9M0JicnmZycBKC5uTlvnp/85Cd0\ndXUhyzJutzsn9DM9HYvFGB4e5n3ve19OUKO8vLzgPjmdTmpqaqitraW2tpaamhrc7sv3ZWznoiKq\nP7sVTKwKBxfI4XDQ1NQEWD+T559/nlOnTjE6mhvCqa2tzQumnDx5kmPHjmWr9RQtLsK5uAiA6M4+\nQo+dRrIr2Bv9VnuspgD2Gm9OaCedTtN7ujcb2unt7UXTZipGOByOnBBPe3s7e/fuPa9jmz6uaaZp\nEpWSZCSdI2ovR77xjTmXnT6m2dxu95wBmEceeSQ7/aY3vYmtW7fmjJ84cQJJkggEAvj9fpxO5yW/\nduu6TiQSIRQKEQqFSKVSbN68OWeerq4ufvazn53X+s5+zAFWrVrFsmXLUFU1G9q5kIDStm3b2LZt\nG6ZpcvToUY4ePUpXVxfRaDRnvrq6/CDAM888QyKRoKGhgfr6eoqKis57u8L1xzRNjEgGbTSebXuV\nvYwl4SIqbUl2xaoqU2pdbFPTSrHTCuhcxGvqNLXYQXz/cOHqibOYGPSt+Sd0ZwiA7qa/p+mFLyKb\nl/e9WrLJqKUuK/A0nACJqYo6bmxlM9V1bGVuZNfCxEd6o7347D4i6Qi31d3GitIVBeczTZOnvvlP\nnHzlJe77oz9h8cabcsalohKGH/wi2g//jdL232AmEvT83sep/69v41phrfOjb2jmv1/uIprS6BiO\n8tjBAd7WfBsc+L61ktPPiRCPcOlyKvGUzW8lnuhL/dkyiZJTwX9Xw+ssIQiCIAiCIAiCIAiCIAiC\ncHVRS5xIDgUzZbUD0YYTTP76DJNPnsG5JIhnQwXOpcGck8+Xk6kZJA6PEts9SOr0ZMF5HIsCVpWX\nlaXI9oUt8X8tSLZPWEGd8ST6VFhHG09mH+MLcXaAR/bYcK+Zapd1FX+pNRAI8La3vY26ujqKi4sX\nencumWEYDA0N0d3djd/vz6uk43Q6CwZ4FEXJa/VTqP3RdLDAMAyi0SjRaJShoaGC+zI6OpoT3AkG\ng3g8Hvx+f05oJxgMXvGqLK9Xbed8ud1utm/fDlg/i+lqRl1dXTQ2NubN397ezr59+9i3bx9gPd/q\n6+utAMySBqo+twVZVfJOhI+MjPDaa6/R1dXFwMBAToWWs3V1deU8pqp6/qc1Z4eBpo3JkfNaNhaL\n5d1XWlqKpmm43W5cLhdHjx4tuGwgEMi776mnnmJsbKatmN1uz1bu8fv9BAIBysvLaW1tzXm+ZDIZ\nuru7CYVCTE5OZgM7k5OThMPhnJ+Noihs3LgxZ/lClXQkSaK4uJjy8nLKysqyl5KSkrx5HQ4HDsel\nV3mTJIkVK1awYsUKTNNkYmIi+/zq7u6mvr4+b5mDBw8SDoezoS2/359tv9XQ0EBZWdlVU/FIuHyM\npDbT9mp2WGckgZm+8PdvZAm1xJkN6syEddzIPtsVC0LLbhsVn1qPPp5Ej2Uwohn0WBojOj2dwYim\n0aMZKrofoLf1HzGUNFWHPnpJAR7ZZ5sVynFjK7emlcBMFR3TNK3g52V677hc7mq4i02Vm3j40MO8\nddFb88ZPh07jVJ30PP0ix154DoCff+VveeBv/4HKRValwYnBGL/6xiFCQ3HUhndy6/hhzNFhjGiU\nnt/9CA3f/Q6OxYsp9tj58M1N/NOzJwH42rMnefMdt6BkQzzPwy1/Mj8HPgcR4rnGGUkNY7oUmCKh\nFOeXq7tS9Gia8LPd2dv+OxvmrRSoIAiCIAiCIAiCIAiCIAjC5SLbFcr/3zVEnu+1WtOkp04qG1YL\nhOTxcWSPintN+WUNbmSGYsR2DxJ/bRgjnn/CWfbb8ayvwLOxEjU4f3/7vR5EX+y78IUkq/WVGnTm\nh6kUCdfyEtzrynEuKUZSro2Tx6tXr17oXbhoqVSK3t5eenp66O7upre3l3TaOh+yePHivBBPfX09\n+/bto6KiInuyv66uDr/fTzqdJhqNEovFiEaj1NbW5m3P6XTicDhIpVKvu299fX05IR5Jkvj0pz+N\nolwfATuv18vy5ctZvnw5QMFwVFdXV87tyclJDh06xKFDhwArFLR27VruuuuunPlCoRAvvfTSnNsu\nLi7OVsI5uxrO4sWLcTqdqKqarQ4zPX327bPDNJIksVpr4IjSgw0Fb1kAt9udd/F4PFRVVeXt19vf\n/vac25FIhIMHD+aEaiYnJ/O2a5om4XA45750Op1tbzVbW1tbznZSqRTf+c535vxZzabrOrFYDJ/P\nl72vtLSUZcuW5YV1FrIilyRJBINBgsEga9asKThPKBTK+5mFw2EOHz7M4cOHASs496EPfSjneIVr\ng5HW0SeSaKPJmcDOVAusQhUIz4fit1shnamATrbCTrFjwd6vJVnKBofOpZL1VEXeQGTiBKWr3og+\nFfQxomn0WIbEwdFsQQ0AZFBLpqvoTLW8Kj//KjqSJMHVld/JCjgCfGbDZ/LuN02Tz738OQ6PHua9\n5W/FX15OZHiY1W+8m4rmxdn5PEUOIlPBay1jcmz7F2h97CGk0Bh6KET3hz5Mw/e/h72ujt+9uYlv\n7+wknNToHI3xeKyVtyx7CzTfZl0WmAjxXONml+FSS12XVNrrQoWf6sp+a0Etc+Hdkv+hRhAEQRAE\nQRAEQRAEQRAE4VpgK3cTfNcSjLcsInFolNjeQdKdMycRjZhGdGc/0Z392Ko9eNZX4FpTjuK5sJOh\nRloncXCU2J5B0l3h/BkkcLYG8WyqxNkanNe/+V7rJNvrBygku4wadKEEnahBp/UN/aDTul3szFZb\nShweJfSLUyhFDtzrynGvLkN2X7+tqK4Guq7T09NDe3s7nZ2dDA4OFgyPAPT09GAYRk4ljmXLlrF0\n6dKClUOmK4oUqjYy7aMf/ShgVT+JxWLZy+zwj81mo7q6Oi9cAlw3AZ5CClWruPfee7NtsHp6eshk\nck++x+Nxdu7cydq1ayktLc3eX1dXhyRJ2ce2vLx8poJPQwN+v3/O/WhpaaGlpeWij2OTtphNmnXC\n17+iEc/Giov+crrP52Pbtm2vO5+u66xYsSIb8pmcnCxYJQjIazPl8XhQVXXO+b1eL4FAgKKiIgKB\nQN7jZLPZeM973nOeR3T18Hq9PPjgg3R1ddHd3V3w+TU+Ps5XvvIVPvjBDxasFCVYnze0sSSuMUjN\n/Wt12WVbX01Vw9PGZtpWauMJjMjFBXUkh5Jt+TS7so5a6kJ2XNuvv17fEry+JQDYKmbuT6fH8N5R\niT6QQQ+nreMNOq9YZcir1Y6eHewbtqq+fW/4p/zPn3+PgedeYdt7/lfO657dqdJ6UyVHX+wHoL8n\nRequv2XZ05/HHupHGxmh+4MfouH73yNQUcHHbmnmy0+1A/ClnSHu+cx/Yb9KfrYixHONy4zEs9O2\nsnMn+S6ndF+U2J7B7O3A/c3XzDcPBEEQBEEQBEEQBEEQBEEQ5iI7FDwbKvBsqEAbSxDbO0R87zD6\n5Ex1jkx/jFD/aUK/6rSqs6yvwNlSfM7AzfTfVOOvDRds6aQUOfBsrMS9oQI1cOntS25E3q3VZPqi\nYJooJU7UoCsb1JkO7cie82uf4VpZimtl6evOd61JJpPouo7H41noXcnT2dnJd7/73XPO4/P5slV2\ndF3PCfHY7ZenU4DNZqOoqIiioqLLsr7rVWNjYzY8oes6g4OD2VDPiRMnsvP19vbmhHicTid33nkn\nJSUl1NfX43a752eHJZCcKmbSCsSEnzxD+Jku3G1leLdWY6+9MhVdVFXlbW97W/a2aZokEolsoGdo\naIjnnrNaw6xfvz53lyUpWw1pOqgzfR0IBBa0os6VpKoqTU1NNDU1Adbza2hoiK6uLp588skF3rur\ni5HQ0MYSaGPJvGsjYlUuq0Eh5TMx7zQvqn2UFcpJkxmMo0fTOFuDyHYZbSI11bIykW1ZqY1bgR0z\nM3ebvHNSJKvKzFRVHVu2uo7rvN+/rxe6Hmf/gd9FklTaVn8TV+3cIdTrXYmrhNWlqzk4epD3tL6H\nlurltDywPG8+0zTZeH8VpmFy7KUBAMZGdPbc9Jcs3/t1ikeOkOnrsyryfOe/+eC2Jv79xU4m4hl6\nJxI8ureX923Ob++3EESI5xqXU4mnbH4+6JimSeiXp2AqAO9sLcbVGpyXbQuCIAiCIAiCIAiCIAiC\nIMwXtcRF4E2N+O9sIHUqROzVIRJHxkCbOjmlmyQOjZI4NGq1vlpbjntDBbapv9UaKY34/hFiuwet\ncMnZZAnX8iCeTVU4FhchyTfOyakrwbm4iKo/37TQu3FVikQi7Nq1i1dffZU1a9awffv2BduXsbEx\n2tvbWbduXU7VnIaGBmw2W07FjenWWHV1ddTX1xesNiIsPEVRqKmpoaamhq1bt7Jz506efvppFEVB\n1/NDi+dTweZykySJ4rc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/93HRpI+Z2euB3YBd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qNt2OF9p5Pm5N4XVRJoibtfRvS8UNGpfbNTbqI68PjpooTNyHpiSQPnfTWefW/8Kfe+1e82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Ww5Geno6oqChIJBK1bpZGjRqFwsJC3uXWm+LXX39FRkYGRo8erbDYYtiwYbx784CAgCrJ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neNFOUeUhBr1qwRgLjrrrvybMv9/Pnmm28EIHr37u1TLj09XfzrX/8SrVq1EoGBgUKj0YjI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\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yZQudOnWiVatWTqs7Z82axeDBg9FqtXTu3Jnw8HBOnTrFzJkzWb16Nbt377a7b7169SqN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\nMZw5c6bIK61zo2XLllSvXp1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66ikqV66MwWBg48aNHD16lEaNGvHTTz855c/MzCQqKopa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ny8+RJAnvkDBCh8ahMxiAc5NMB37GYjYB8NPKT5hx570X/+F2o5ryMooy0ggf1sEvHQRBEARB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TqXpkTi4y7JHR0ucjD0nABHN8LQm8HUusouiqIQlRhAVGJAk31Wi40tS49QU2Hh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QFIXC5ctdN6cuMJSVUHHoEBWHDtU5jzE6GmNEOI6CQmyZmThyc2udZwQu1ykciwgiJrcI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y18TZs5r/taVXE68X32GWd+vAHXZw9S7eq+35QoNaEL+VD0ZnyWVDyTz2TwnDPwbPgax+LwuFOw\ntjb6BUvPh0tehFcvByUAHVXh1lpXLYbk7qrJLd4WHvjqAaocVdS6apmWM427T7+7L79VgiAIR0WM\n8p3AbEYb5w86n/MHnX/I+yQmJp7wM7F6hng8Hk8/nsnJRdLJ4Wo6GXEwOi2yXPUrhJr2teLqDvf0\n7Onek+oJESjvJFDeGbVcl2iKtOLS72vLlW4VM78EQRCEXrX72llTv4ZV9atYULyg14DHiUDVVJ7b\n9hyLv11MeWc5y7+/PCqkE2eIY0TqCDY3b6Y0pZQmb1PUeoBRaQe/WXckHt/0OG2+NtbUr+Fnn/yM\n9xa8h04OV2CRJZnff/l7Amr45tWvxv+KeGP3TZ4UcwrxxngcAQeZcZnUu+spSig66OtNy5kGR9CG\n3GqwMjFr4uHveJxNy5nGs3Of5bZPb+Oe6feQZRs4IR6A2+cOZcWuJr5tdvNloJhfvVPOS9dlIMsS\n1H6FX5/B1k9rCfgU1i4uZ8PSKsqmZzNmVh62pMO/ESxJEjOv+skxeCcCgDEvj6w/3k39b/4bAPcX\nX9Dwpz+R+T//c8L/ricIJ5rv/2Z85HHQr9Cwt/v34LzS2MBqR0dH5HFiYmLM+v1pmsbKlSsjzydO\nnIjBcPxbMZ2MHB9XEmoKjylJRpmUK4ajT+7+zNNCKkpnONCjdPhROv2RgM++VuQHalUOoEs2k/S9\nEszF3/33fLyYCuLxdE3UClQ6RYhHEARBEIQjsmBsLooKt70eDvJsrXVw+dNreOGaSSRYYq9VbdNO\nJ/2qq2h94gkAlO07aHvxX7g++Rj32nUQCsXsAyDFmVCVnaAPjwl2fO96ki4ci9LZ3Rq0/cUX0cXb\nSf3Zz7p/Hx46l+APXuSJD2+gSifRpAvw1DPnIV25GFLDbWlNOhPv7H0HgERTIlePuLrPvj+CIAh9\nQYR4TjGHMkg00BUWFnLjjTeSmJiIySRm9h5rskmHMc+OMS+6H6viCkQCPaHGfSEfzwEHsfYNcvm+\n6VE9SQZ9qiXSimtfyEeXbEaSxQ0IQRCEU9nfN/6dV755BYAkU9KAC/FomoaG9p0tnmRJZlnlMna3\n7wbgw4oPuWTYJVHb3D31blIsKQdsi9XXNC085Vwn6VA0hV+c9otIgAdAJ+soSCiInHN5Zzmj00ZH\n1kuSxJ1T7qQ4oZjipOLjcs4nguEpw3l7/tsDsmKQ2aDj/34whosfW4miaqwpb+OZlRVcMzQIL16M\nQx2GyfzfBLoKMIb8CpuWVbNleQ1DJ2Uy9px8kjLjej22qmrU7e7A0eLt+uOLPA54FTIHx1M4MpXC\nUak4aqqQRbWYPpE4fz6BykpaH3scgI6XX8FYUEjK1Vf174kJwikmvaA7BPHtxmZUNfwZm5pnIy4h\ndryiZ4gnIeG7P/crKyuprw+3z9Pr9UyYMOFoT1mgq43WpzWR5wnnFkUFeAAkvYw+xYI+xdLrMTRN\nQ/OGCHUGUDp8kTEPxRHAkGklbko2svHoW1T2JWOBHc/XTQAEqhwcUcJaEARBEAQBWHhaLoqq8us3\ntgCwuaaTK55eywvXTCTeHBvkkeO77y91vv02nW+/jSKBX6/H2mM7Q3Y2tlmzsM+aia9sEL53FmP6\nPLzOuTt8rZ206DJcK1bg3bgRgJZHH8Pb0kTe/9yFpAtff+mHnMML61JxKeGBjramGlKenQfXLYeE\nHOxGO8nmZNp8bfz3xP/+zslpgiAIx5sYQT2J6fV6Lr/8clauXMnevXuB6Co2Jyqz2SxKQw8AOpsR\nnc2IeXB3MEzTNJR2P8HGcKAn2Ogm1OAm2OwFRYs9iAqhJi+hJi/eLS2RxZJBRp9h7Qr3WCMhH9lu\nELOLD0ANKKBq/V6iWxAEoa9MzZ4aCfGsrFvJL077RT+fUVhLsIW17rX89c2/8vvJv2dqzlQAgmqQ\nVXWrSDQlxlTOOX/w+Wxu2YxZZ6bdH9sKdFDioJhlx5IkSdw+4XYWFC9g8d7FzCmYE7PNhYMupMPf\nQVFCEbm2/RsvwdzCucfjVE84vQV4al21/HHVH3lo5kNH1BKtr4zJS+SmMwfz8Cd7AHjgg61cvvZ3\nGL3tpLGKRQlXsfuMF9iw3kBbnRsAVdHYsbKeHavqKRyZSlq+ndKpWdh73OiUgMUPb0QN9XKtB9R+\n00HtNx189tLHBN3/QdbrqB9/GlnFQ4/5ez7Zpd1yC8GqahzvvQdA0333YczLxT57dj+fmSCcmqq2\nt0Ue5w9PiVmvadphV+JpaWlBr9cTCoUYPXo0cXG9Byp7CoVCdHaGKwLpdLqTYjJXXwq30fom0kbL\nNCiBuEmHX0FPkiQkqwGj1QBZ3/33MhAYe1Te8Vc60DRNjLEIgiAIgnDELpmQj6LCb98KB3k2VXdw\n1dNref6aSdhMB79PoQIb8zNojzMzXbKSM2s29lmzMA0ZErk+iQN+cv4inv38SwDq93bi9wQx2Wzk\nP/0U7/zwDIbuCo9fuF99gzqXh+y//hXJaESSJPISitjRtgOAaoOelOKzwd593ff7yb8nzhhHvj0/\n5rrIr8M/ffMAACAASURBVPgx6UQRAUEQ+o+423uCCqpBDPLBSyjLsszgwYPZuXPnSRXiEQYuSZLQ\nJ5vRJ5uxlHYPWmqKSqjFGw729GjJpXSVcd6fFlQJ1rgI1riilstWPfquYE98p0TArqH6Qqd8cMWz\nsYn2N/egqSpp148SJbEFQTgpTMycyNj0sUzOmszU7Kn9fToRnzo/ZYVzBQDvfPsOU3Om8lnNZ9z5\n5Z20+dqYmTeTv838W9Q+cwvnYtVbmV0wmzjDwLnJU5JUwq3jb+113VUjrjq+J3OSqnZWc8snt7Cn\nYw+7O3ZTllLWr+fzs5klfLyjie31DlwhmSfsN3Kz924IupH9bQzdcDFDFj5FpTKZDR9UUr+vLYwG\nFZtbqNjcQmqOLTrEI0vEp1joaDxwm1tNCxF0LwVNQQ0qLH38Ia6472EkWUZTNQJ+BZNlYFzPaZpG\nuydIdZuHmnYvNe0eHL4gE4tSmF6cGm5BNkBIkkTWX/5MsL4e74YNoGnU3nY7BS+8gGVE//5bE4RT\njaZpVG1rjTzPL4ttpeV2uwl1tQowmUxYLL1XeOlp/PjxlJaWsn79eoYPH35I59La2spjjz0GQHp6\nOjfddNMh7XeqcCyrJNTkBcJttJIWDjllKgEbMuOQjDq0gILqCKB0+NEfQdtMQRAEQRCEfS6dlI+i\nadz5n60AbKjq4Opn1vLs1ROJ6xHksYwc2b2TwcCu0cNoDIbHEb6IM3DlJT/AnJIac/y4BBPpBXaa\nKp1oqkbV9jZKxmcgW60s/+kkmh9fzrTt4XS24/0lKJ0Och9+CNlq5cqyK/ErfvLcnZQkfQXn/w3k\n7oraswpm9fqemj3NXPXBVVw94moWDll41N8jQRCEIzEwRkqFw3bVkqvQ0JiSPYVFpYtIMh84nNPe\n3j3jW8zAEvqDpJPD1XQy4mB0WmS56lcINe1rxdUd7lFdwV6Po3pCBMo7CZR3kk74YqtuzSp0iaZI\nKy79vrZc6VYk/cFbnJzoNE3DsawK58dVkWXuNQ0ixCMIwknBZrTx/LnP99vrB9UgNc6amHK6E20T\nIyGedfXrCKkh8ux5tPnCs+8/q/2MDl8Hiebua64kcxIXFV903M5dGDh+teJX7OkIV74JqdE93tt8\nbVj1Vsz643fzzKiX+d15pVz65BoA7t+bx2XXvkXiW5eBuxlCPqTXLqdw3v0U3nYtdXs62PBhJZVb\num9Md7Z4Y45bMDKFtHw7CWkW4lPNxKdYiE+zIElQubWVii2tVG75Hr6OVzBYDVx0251IXQNnzdVO\n3rj3K7JKEikalcrgcenYko7dbDdN0+jwBCMBner2fWGd8POadi+eXtrD/n35XvKTrVw6KZ/vn5ZL\nim1gzMiTTSZyH3mYikt+SLC6Gs3rpebGGyl89RUMWYdfWUIQhCPT2eTF2RqepGIw68gcFNsq63Cr\n8OwTFxfHjBkzjv4kBfxVDpyf9WijNS+2jdbJTJIljPl2/HvC/xYDlQ4R4hEEQRAE4ahdPrkARVH5\nw+LtAKyraOfqZ9fx7NUTsBrDt6HjJk+m4KV/o7R3YJ04gfjaamr/+gf8HjcjZ87BlhxbyXKfghEp\nNFU6Aajc0krJ+AwAZg+eS/lvh9D+8iaS3l0FgPvLL6m8+mryHn+c8wad132QMVcf0ntxBpzcuOxG\nqpxV3LXqLjr8HVw78trD/p4IgiAcLRHiOQG1+9rZ0rIFDY3trdu5suzKg27fc6DoZKnEo6oqTqeT\n9vZ24uPjSU6OneUmDHyySYcxz44xzx61XHEFIoGeUOO+kI8HrZcbKkCk97zvmx4tSmTQp1oirbj2\nhXx0yeaTYpadFlRoe3033k3NUcuDda4D7CEIgiAcCmfAyaMbH+X98vfRS3qWLlyKTtZF1ucacplu\nn878cfOZkTcDvaynKKGIESkjaPI0cd6g81C03j+vhFNPiiU8CHXv9HsZnDA4at29a+9lSfkScu25\n/HbSb5mWM+24nFOCNbqa59inWpib9VfuUf9AorcaNBXe+xU46sieeSfZN4+mpcbFN6vrUUIaaXm2\nmGNOW1hywNcrm55D2fQcQoEy3n1ZxZJoIjEjM7K+YnMLqqpR+007td+0s+b/s3ff8VXW5//HX/fZ\nOZknk2wyGGETtoiASkVQEcSJBSsO1P6031ptq9ZWq1/12zqKrRNnwYXbispQKg4gskcgIYTsvZOz\nz7l/fxzISUiAyAoJ17OPPDjnPvf45Cj2vj/3+76uz/Zz1X1jCIs2H/fv2GT3hXSKaq0UHfyzNbRT\na6XlCOeUx1JYa+XxL/bw1MocLh7ah3njkhnT19LtrUh04eEkvvgiB669Fm9DA+6qKopuXUTyW8vQ\nBnX85yWEOHn+ddvXrW2ZDkkYYEHbyQMlxxviESeH6vJStzzH30YrLZTAsWdf2NGQHNIa4nEUNGIe\nEd3NIxJCCCFEb3DDxBQ8Kvz1P74gz8b8Wha+/hOv3jCGAINvXs08cmTr+vEDMrjywf9l7w/fMum6\nG456Xd13WCRZnx8AoGBXDV6vikajcGnapQCoo1Sq+z5H9T//CYB923YKfvlLkl55BX1MTOc7VVVY\n+QAMngMJo1oXu7yu1nlAraKlv6X/8X0hQghxgiTE0wPtrtmNoiioqsrQyKGEGI5edSM6OhpFUair\nq+s1IZ6vv/6a7777DoApU6YwZcqU7h2QOKm0QQa0QQZMaf6JTVVV8dQ5cFX4Aj0l2/djaFIw2jTg\nUTvuxAvuShvuShu2HdWtixW9Bl2M+WC4x3ww4BOIJljf7TdgusrT5KTmzd04i5o6fOaqsKK6vCj6\n3l2FSAghTgaX14VX9bbrcW3SmViRv6K1ss6Gsg2cE+9v56UoCleFX8WUvlPa7esf5/+DCFNEu8CP\nELcOu5UKawXplnSCDO3DFPsb9qOiUtRUhFl3/IGVnystKojIICPVzQ7AN2/1RWkAG7mPVwx/Y4Rm\nv2/FdU/iaShFO+tZIhOCiDxKUKcrdAYtYUkdJ88aa+ztes+77B6KdtceNcRjd3koqT8Y0jkY0Cmq\ns1JU6/uz3tp5VceuCjLqSLAEkGAxk2AJwKuqfLK1lAabb79Oj5dPtpbyydZS+scEMW9cMrMz4wkx\nHb3d8alkTE0hYfFiCm+6CVwuHDk5lPzPb0l8/jkUnVz2C3E6JQ3u/CninxPi8Xg8aLVyTnEyNawu\nwF11qI2WFssVZ08brbaMySEcmklwFjR261iEEEII0bssPDcFr1fl0RXZAPy4v4ab3/yJJQtGY9J3\nPLeNSUkjJiWtw/LDRSUGExBiwNboxN7sovJAY7vKl4qiEPXrO9Bawqh45FFQVZz78ii49joSX1mC\nMaV9lW1UFVbcA1kvw+Y34foPIHEsAOGmcF676DV+u/a3TE+ZznkJ553ANyKEEMdPZvN6oInxE/n2\n6m/ZWL4Rg8ZwxPWcTidPPfUUAHq9nvvvv7/HhBSOpe2EV9t2YaL3UhQFXbgJXbiJgIwINit5gMrk\nSefirrbhKre2a8nlqbV3uh/V5cVV3IyruH3FGo1Zh65tsOdg9R6N6cz6z6SzrIWa13fhaXC0Lgsc\nH4s9tw5PjR28Kq7ylg7VjYQQoqfzql7cXjcG7ZHPfbpqWfYyPsr9iLyGPP4y4S/tWl3pNXpmpMxg\nafZSogOiaXA2dGmf0WZ5ill0NCJ6BB9e9mGH5aqq4lW9aBQNXtVLWtixJ61OFpNeyxd3TeKDzcV8\nnV3JTwW1eFWoIZRrnQ/wL/1iztduBUC7/W125e4je+pLTM6IJyr45LeQGjszkrI9L1NfMwGNNhKA\nb9/JobysGePAUKq8HgprrQdDOr6gTkWTHbWTDHdbMfZyBjXvIcTVRElAHD+F+Z+sMxu0JB4M6CSG\nmw8GdvyhndCAjuHu+2Zk8J/tZSzbUMCWQv+N+JyKZv786S4e/2IPs0bEMW9cMkMTOrbROR0Cx40l\n5qGHqLjvPgBa1q1j9e2/55vpCyhtsFNndXHpsFhumpTaLeMT4myRNKjzSsFHC/GYzWbuv/9+wBfg\nefbZZ0lLS2P8+PFERUUhToyjsJHms7iNVluGpGBQABVcZS14HR40RgmMCSGEEOLkuPm8VNxelSe+\n3APAd/uqufnNn3h5fudBns5s+Og9AkJCGXbBRYCvJWjK0Ahqy6wkD404Ygvu8Hnz0IaGUfqHP4Db\njau0lIJ515P48ksEDB7sX7GxBHZ+4HvtaIR/z4Z570PyBADMejPPXfgcGkUelBZCdJ8z6+606LJQ\nYyjTkqcdcz273RdkcLvdvSbAAxLiEX6KVuOrqhMTCMP9k5tehwd35aFWXP5wj7e58yezvVY3zvwG\nnPntb9Zqw4ytrbh0h9pyRZtROimPfqrZdtdQ+84eVKfXt0CBsEtSCZoYT81b2dhqfH/fnaXNEuIR\nQvQaWeVZvJ/zPuvL1rNwyELmD55/zG3KW8rJKs8ity6XQRGDmJ4yvd3njY5G9tbtBWj9s61rB17L\npPhJjIsdJ5V1xCmhKAofXPYBDo+DwsZCQo2+0Mfe2r08velpAPpb+vPb0b89JcePCjayaHIaiyan\nUdfiZG1OJWuyK/lvThW32H/Lo+qrXK1bC8APTVE8+mE2ipLN9MF9ePrqER0m3poaaqks2ENDaS7O\nqjyU+gLsNhvPBv+G31zYn3P7RXYYQ7PDzd7cAr5/9q+46qtR9aUYA+ai0foqWOT8txT1vyXk67xs\nMro5oPe22z7MWcfQpl2Euhpp0IewLsLfjsyg05AW6GZIme/pv5SYUH51XWZraMdi/vkVGE16LXNH\nJTB3VAI7Sxp4a2MhH28pwXqwNZfN5eGdrCLeySpieEIoN56bwmXD4456HLvLQ2m9jeI6Gw02FxPS\nIogMOnpQyuH2UFpvp+Rge7DSehvF9TZK6myU1NsobzBybf8LuS5nNQAJ367AWqtjbbrv6cFtRfXE\nhwVw8dCzr4WMEKdDWIyZkMiATj87WohHURT0el81r507d1JfX8+mTZvIzc3lN7/5DRqN3EA4Xh3a\naKWHETiuz9E36sU0Jh36GDOuciuo4CxqwpQu7d2EEEIIcfLcNiUNj9fL31fmALAut5pFSzfx4i9H\nYdQdfZ5t8xef8t07bwLgtFkZfclsAKbMG9ilKoqhl8xEGxpC8Z13odpseGprKZy/gITnniNw3NiD\nKyXAgs/gzVlgrQZnMyy9Am7/ESzJAJ0GeBweB49teIxbh91KbJBcUwshTi0J8YgeqW1bsLYTYUIc\nojFqMSQGdwizeJqduCqsuNsEe1wVVlSHp9P9eOodeOod2Pe2CYtpQBcZcLAlV2BryEcbbjol5bhV\nVaX5uxIaVuS3TjwqRi3h1w0kYIDvKU9DfBC27b62Ya6S5iPtSgghepyCxgJW5K8AYH3Z+nYhnmZn\nM/WOehKCE9pts65kHQ//+DAA0/tO7xDiadvPutpazeGSQpJICkk6ab+DEEdi1BrpZ/G3qWp0NvJ9\n6feAb3LodLAEGpg9MoHZIxNwebxk5deyenc6b+x4hjB7Mf/rvg7wVZtet3M/y5u+Il1fjb6hgGBb\nEVHuMsJp5PD4sEPV8avaX3L9Kxv4v7nDKKq1smV3ExObvuS5b/PYaI0hxlHJ5Q0NGACvy8a2oFpS\nFQuhqgbVa8Xt2EKCp54grZYDsZNb961RICEQRpTsAEAxx3HF1SNaQzpRQUaqDuSx9I+fARDmaWLm\nsFgc1hac9kaaHWAMMGMI8LXs8ri81Ja1UFXY5PspamLiFenEHnZT0+30oDNoGRIfyv/OHsofLx7I\nx1tLWba+gD3l/jan24obuOudrbg9KsMTwyiu87X8Kj4YtDn0vqqp/T/j/jFBfHzHxIMBHX84p7jO\nSsnB15VNx/734t8ZFxHXUs2UEl9FpZt3fkZZYAQbYn1PHv7xox1kJluICTk7q1AIcapc8+BY7E1H\nbuc3atQo4uPjqa+vP2J1HVVV+fHHH1vfjx07VgI8J6hh1eFttPr1qofcjochOcQX4sHXUktCPEII\nIYQ42X59fj88Xnh6tS/Is3ZvFbcv3cxz12ceMcjjcbvZ/e03re/zt24i8+LL0Gi1P+u+S9CkSSS9\n+gpFi27D29CAt6WFoptvJv6pJwm+8ELfSn2GwA2fwxuXQEsVuFqgOKs1xHM4r+rlvnX3sbJgJeuK\n1/H8tOfbzS8KIcTJJiEe0SOFhvpL1Dc2NuJ2u9Hp5F9ncWzaIAPaIAOk+SepVFXFU+9oV7HHXd6C\nq8oGnk56NXjBXWnDXWnDtsN/81fRa9DFmA+Gew625YoJRBP885/2bh2b20v9J3m0ZJX7fweLkcgF\ng9H3CWxdpo8Pan3tLJUQjxCi9xgYPrD1dbXN99/cXdW7uOfbeyhqKmJUzChen/56+20s/m1y6nI6\n7HN0n9G8Pv11+ln6EWIIOTUDF6IH0ms1nJMeyTnpkaiXvkReZRN/2FPFY1/4ymCbcPHLiie6tC+j\n4iaGOsqI4N73twMwQZPNbYal3MZSyozhfKsbxvq4VCLLClkZdQEF5gQU1UGKW8N4h5uIhg0ABBPA\n/15+O5lN3xDjrSDUXkJVURVLD/711tcXM2vn/0MJT4XwFLCkYIkcxtQbbiU0OoawGN8Tcus/fJef\nPvO1N+s3fg5BkROoKmyitrQF72HnfBUHGn0hns1vwoYX8Y5ZxGf/HUxoVADnXdMfnUFLsEnPL8cn\nc/24JDYX1rFsfSEfbilp3cfdy7f9rO8/p6KZQQ9+9bO26UxEkJFVl95C//88TVxxLhpUHtz6No9E\n3cmPumjqrS5+t3wbb/xqLJpTEEAX4mwV3icQJe7If6cyMjLIyMg46j7y8vKorKwEfG3RR40addT1\nxdE5ChtpXtemjdbMFHQWCTAakkJo2eCbY3AWNnbzaIQQQgjRW911YT88Xi+Lv94HwJo9ldyxbAvP\nX5+JXtsxqK7V6bjyT4/w0RMPoXpVLv/dA2i0x1ch2zxyJH2X/pvChTfhrqxEdTopvvMuYv/6MGFX\nXOFbKXogpE6BHct971XvkXZHdm02Xxd9DUClrZIfS3+UEI8Q4pSS1EMPs75sPelh6UQGdCxJfzRu\nt5vm5maCgoKOvXIPoNPpCAkJobHRN9lQX19PZOTP+06EOERRFHQWEzqLiYCMiNblqseLu9qGq9za\nLuDjqbV3uh/V5cVV3IyruH2IRmPWoWsb7DlYvUdjOvp/gr1WFzVLs3Hs97f4MiSHEPHLDF8QqQ1D\nnP/vtqusBdXjRenkRFgIIXqa1NBU3p75NgAmre+mS0RABEVNRQDk1Oagqmq7sGS6JZ0pCVPoZ+nH\noIhBHfYZagxlVIzcFBNnnv6W/jx/4fMAhBpCj7H2qaUoCukxIaTHhJBf3cI7WUVUE0KLaiRQaV8N\nxqnqKNfGUGeMxx6URLM5gbdytTQQ2G69yRp/qCVWqeVq3VquDlmLPUjHTWGVNCZMJtASQ6SrFP2o\nBfzjt3o8bheKy8YVw6IwLv4z2Btwek18XPkKoYHrSAnIISNoE+xrAGVN6/4N139I5sWXtjt+8SZ/\n+7z8bVXoTGUAqN4mvJ5a3++tCUajDaeqsAm8XvB6oGInG5ZvpbQhntLceioLm5h+8xBc9gr2b86i\ncNd2xlwym6euHkVksJGXvt3fpe9Yq1GIDTVRXGfr0vrgq0IUGxpAfFgA8ZaOf8aFBhBg8E1yuucP\n58DV1+AqKkLjsPPAD69ww5jbqAoIY11uNa//cIAbz03p8rGFEKeOx+OhpqaGTz/9tHXZyJEjCQjo\nvDWXODbV5enYRmvs2dtGqy1jsj/E7ihoQvWqp6SqsBBCCCHE/0zrj9ur8tzaPABWZ1ewYkcZs0bE\nd7q+0RzIFfc9jMftRm86cvja3uLCFKg/6rGN/fqR/NZbFC68EVdBIXi9lN3/AJ66OiJuuqnjBkUb\nYeiV0MkD2YMjBvPChS9w1zd3cXn65cwfNL/j9kIIcRJJiKcHcXqc3Pn1ndjcNvpb+vPG9DcIMnQ9\nlFNeXk56evopHOHpZbFYJMQjTilFq/FV1YkJhOH+cudehwd35cFgT5twj7e589LpXqsbZ34DzvyG\ndsu1YcbWVly6Q225os0oOg2uKis1b+zGXe2/qWMeGY1lTj8UfcdwjsasR2sx4qlzgEfFVWFtF+wR\nQoieyqw3MyRySLtlMeYYQo2htDhbiA2KpdHZSKjRH3gI0AXw7AXPnu6hCnHCQo2hnBt/bncPo4Ob\nJqWwv6oFh9vDj57LCTQHoAtPITC2H+GJA4iO7UuSTkfbJnQbVmSzd0cZ/YOMJIWbSQo3Y8kfRJ6t\nlhT7LjQO/3mRSePG1LidmN3b/TtIGMmk627AaDYTGtMHncEAlr5Qto0c+2TcmHEbLmKP5yI8jnWE\nG1+iyplClTuNalcqwVlhTGh76eOyY2o+AMrBYJHiD0R7nPtw23wlu+MHTOKcq6cSlRQMqPDlH1FV\nhRaHuXX9muJmlj+WRXTiDvZt/BKAqKRk+o4YxeyR8SxbX0CL04NOoxAbZiIhzEyCJYAEi5l4S8DB\n1wH0CTGh02q4+71tfLDZVylCr1WIC/OFchIsAcQf3PZQUKdPqKnTJxY7owsPJ/HFFzhwzbV4GxvR\n1NbwdM77XD/cN1n5+Jd7mJgeyYA+hzdDE0Kcbna7neeee671vaIojB8/vhtH1PO1a6NllDZabWkj\nTGiC9HibXah2N+4qq2/eQwghhBDiJFMUhXsuGkBFo6P1und3WeMRQzwAeqMJvbHj8tLcveTvUCja\nVU9DlZWFT05Cpz96pR5DQjx9ly2j8JZbcOzOBqDy70/irqsj+ne/QwmO9a+c9TJYa2DWv8Bg7rCv\ncbHjWH7JcuKD4+W8UghxykmIpwfZWrkVm9s3AWF3239WgAcgLKx39bi2WCwUFBQAUFdX182jEWcT\njVGLITEYQ2L7Gx6eZieuCquvFVeFv3qP6vB0uh9PvQNPvQP73jb//mpAFxmAp9E3mXZIyC+SCZ6a\neNSTQ0NcELY635PxrtJmCfEIIXotRVFYNmMZsYGxGLSGY28gRC9jc9sobCwkUB9IQnDCKT9eenQw\n7y2acPBd10JG983I4L4Z7dvGrF07kSImkjbpXCjdDPtW+35KNtNaKuGQugOMmnlv+2WD50DyudgL\nRsIW/+Jc+yRy7ZParRqe42JC2wX1hYyOrKBc+wAWbSmR+jyi9K8RpdtPSXMz39kSAYgKbyFpsK8y\no9fj5qMD/TnQFAJsYXpqHt82LMTrVXDaPRTs9j8VWLhrBwBNG1dya8G7qMCYS+dwztwZx/yu/m/u\nMG6fmkagQUd0sPGktrgypqaSsHgxhTfcAEBE/h6edr9GMb6xb9j+HuYBUWiPcExDSgqW669H20sq\nugpx0nXSfflkGDhwIOHh4ce9/aF242dr23FHQSPN6/ztDUNnSButthRFwZAUgn13DeD7viTEI4QQ\nQohTRVEU0qNP7JqyaNd2PnzsL2gNyaCfjqLoKcmpJ3lwxDG31UVGkvzGGxTffgfWrCwAal95FUdt\nDQl/vBtN2VbI/9a38q4PIbgPTH+s030lhiR2WKaqKmuL1jIlcYqEe4QQJ83ZeTXfg42OGc3Wqq1M\niJtw7JUP0xtDPIdIiEecCbRBBl+bqzT/3zVVVfHUO9pV7HGXt+CqsoGnkxlfL7gr/dV3FL0Gy1X9\nMQ+N6rjuYfTxQdh2+SbhnCXNBI4+8d9JCCHOVMkhyd09BCFOKbvbjtVtJdzU/ibum7ve5G8//Q2A\n+YPmc8+Ye7pjeCdGq4PEsb6fqfeBtRbyvoYD63ztqyzJkDKl43bn/gaA0UB6pZVlD64/4iHqyq24\nnB70B1tLoQ8gwbCDm6PnYdC0b41qc0SQFNQIxlAs0W0mABXlYIDHZ7Dxc6Is2XxlfYhGWxAaXQJa\nw2Ascf35xS3TAfC63bjsttbXXfo6NAppUacuJBM4fhxaiwXPwWumgUW7GNjm8+acY+8jctGiUzM4\nIXo4j9Z/7VZb1kJEfOd/l3/66Se2bNlCaGgow4YNY+DAgZ2ud8g555xz3GOKiYnhgQceOO7te7oO\nbbT6SRutzhiT/SEeZ0ETjI09xhZCCCGEECfH19mVLJjQl7iwrrWObags56P/+ytulxO3KxeNQY8h\ncDoF26u7FOIB0AYHk7jkZUp+ezd7Nm+gNCyY2n3bmXrPfQx7+m003/wZspZARDpMvvfYO2xjyY4l\nLN6ymFlps/jzOX9Grzl6my8hhOgKCfH0IGNjxzI2dixWlxWr23rM9Q0GA/Hx8ZSUlNCvX79e9wRW\n21CShHjEmUpRFHQWEzqLiYAM/wml6vHirrbhKre2C/h4av03lTTBBiIXDMKQ0LUWB/o2E8au0paT\n90sIIYQQ4rRasmMJizcvZlryNJ6c8mS7z6LN0a2vCxsLO2xbZ68jxBCCVnP0ktJnFHM4DJ3r++mi\n0KgALH3M1JX7ros0OoXI+CAik4KJSvT9aLVtnoALS0R7zRto353ne6/RQ8IYSJ1Mv5Tz6Bc/GnTt\nK3tpNFpi0wdQtm8vAI0uA9H6/VwZvIg1uvs40DQIfeBFNDfAihf2M+3Grk1Adoeg886j4ZNPjmtb\n+67dJ3k0QvQetVFZra8tsRcfcb2KigpKSkooKSkhIaFjBTWz2UxkZCTV1dWkp6eTmNjxCV/RNQ0r\nC1rbUksbrSMzJPvnGZwFjd04EiGEEEKcDYYlhLa+zq1s5vJ/fc8rC8YwtM3yIwmJimHk9EvY+PFy\nTMFheBVf29kDO2uYpKpdPtfTGI0k/OMZsm79FdXNvnuKBXt2YVl0BwnP/QttzGDoOwkCLMfYk9/3\nJd+zeMtiAD7J+4T0sHRuGHJDl7cXQogj6V2pjrOEWW/GrO/Yj7EzCxYsoKioqFdOAFksFvR6PRaL\npddVGRK9n6LVoI8J9JWsHu6vsuN1eHBXWnHX2zGmhqEN7Hpqu237LFdpM6pXRTmJ7RiEEEIIcWrt\nMiWYFwAAIABJREFUrd3LI+sfQT34v6Kmog7rJIUkoVW0xAfFE2VuX6mv1l7LDV/eQL+wfjw+6XH0\n2t779JeiKMz+XSbleQ0ER5iwxAai1WqOvlHGJXDT1+Bs8gV4DMduHXLF/Q9TnL2TsPAwgrc8Bdvf\nwaRpYYb5AbZo5rK+8VpUVcHW5OLTxVu56Kbz+PVrlwGgPYMeooh95K8EXzwdT329b4EKL6/bz57y\nJgBCA/Tcc9EAAg5WLmr++huaVq4EoOWHH3DX1KCL6NoTjkKIjuoP/d2j8yrJiqJw0003UVxcTFJS\n0ukcWq/iKGik+bs2bbRmpqALkzZanTHEB4NWAY+Ku9qGp8X1s+YfhBBCCCF+jonpkfzf3GHc9+EO\n3F6VyiYHV774A89cPZLpQ45eNVFRFCZduwBzSBiJg4fz8TMFuOwemmrs1JVZCY9rf21vbWxg/+Ys\n8jdnEZPWj7Gz/A8MKTodg2+6hfxnngCgxajHunEj2xbM50DmYMLiXMQPLGfAhDYtu/O+gZTJoOk4\n5zAudhyz02fz0b6PGBc7jusyrjuBb0kIIfzOnFlFcUoYDAbS0tK6exinREJCAvfdd588USV6FY1R\niyExGENi16rvtKUNNqAJMeBtdKK6fJV+9NFdC/wJIYQQovslBidSa6+lsKkQjaLBq3o7rDPAMoCs\n67M6lGe2uqzcuupW8hvyyW/Ix+1188zUZ3r1uXJAkIGU4cduOdpOwqiftbrRHEjaqHG+NykvQsp5\n8PndKG4bmQHLidHuYaXzEazNXiLiAkkeGuNv4XUGUfR6gqdMabdswYV2pj+zjtoWJwAOdyz/vHIk\niqIQctFF7N+1C1dJCd6WFioefZT4p57qhpEL0TscK8QDYDKZSE9PPyXH93q9aDq56dCbdNpGa4y0\n0ToSRa/BEB+Es9AX5nQWNBIwSMKaQgghhDh1rhqdSIIlgNuWbqbB5sLu8nLbsk38YfpAbjkv9Zjz\nF6NmzgIgKaOJvC1VAJTm1nUI8ZRk7+Kr558BoL6ivF2IB6Dv8EwuWHg7lr37sP7reQCqS4vJ1zlh\n+xasjQ3+EM+O9+GDhRRYLiJbO4bQ2AQSBw0lIWMIADqNjofOeYiMiAwuTb0Ug7Z9hV8hhDheEuIR\nPVZvn4AS4ngY4oKwN9YC4CpplhCPEEII0YOY9WY+mvUR1bZqogKiOq2ko9Vo0dIxJGLSmRgVM4o9\ntXvQKBouTr24Vwd4us3IeRA/CpYvgKo9xM+Yy1VDJ7B22V4mXpHeaYBHVVVUr0pznYOmGjuNNTYa\nq+2tr6fMG0h47LGrAp1s0cEmHpszlFv/vQmAz7eXccHAaOZkJqAJCKDPww9RtPAmABpXfEHIzJkE\nX3DBaR+nED2dqqpdCvGcbDabjR07drB582YmTJjA8OHDT8txu0vDV9JG6+cyJIdIiEcIIYQQp9U5\naZF8ePs53Ph6FgU1VlQVHvtiD/nVLfz18iHoj1VhFwgKN6GqTryuA+z9MZshk+9o93nS0BFotDq8\nHjeVB/JorqslyBLe+rnRHMiIX8yAX0BxTi5Nq1ZjM/pvl4fFxPpeVO6BT3z7Ls3Zza5qXzvv0ZfO\naQ3xgK9S0OjGZDa99x6h0X0IzEhityMPr+olITiBMX3GtBvfvrp9bCzfiIpKWlga42PHt/t8R9UO\nNpRvQKtouSDpApJCpFKnEGcjCfEIIUQvoo8Pwr7HF+JxljRjHhndzSMSQgghxM9h0BqIC4r72dtp\nFA2/H/N7zDozicGJTO87/RSMTgAQPRBu/gY2vwFjbyVQo2Hm7cParbJjbTFVhU2U7dtKbdEPaE2X\noKqdtylpqLR2S4gH4KLBfbhmTCLvZPlatz34yS7G9A0nMdxM0MSJhM6eTcNHHwFQ/tDDmMeMQRsS\n0i1jFaKnslqtuFwuwFctOSAg4LQc96effmLNmjUAbN68uVeHeBwHGmj+3t9GK2xmqrTR6gJjcgjN\n63zfm6OgsZtHI4QQQoizRVpUEB/dPpFF/97ExgO+exnvZBVRWGvl+XmjCDUfvcWnrakSrysfV8tX\nHNjiprH6KkIi/VV6jWYzI6dfgjk0jNTMMQSGWY64L8XoO2dMqG0iee5VOBMTiB8wyPdhZD8YcxP8\n+E8aXP5z+DC9rcN+8rduYsearwDQGPX8+7w8XHqVi/pe1CHEs61qG49tfAyAOf3mdAjxbKncwj82\n/wOAV3a+wuq5qzHp5NxWiLONlDIRQohexBAX1PraVdrcjSMRQgghxOmmKAp3Zt7J7H6zu3sovZ/B\nDONvg8Org9YXwWd3kZtVys7/bqB87zs4rfnYG5ajejtO9AE0VttPw4CP7E+XDKJvhK96Y7PDzW/f\n24rH6+tHE/P7e9FGRgLgrqyk8m9/77ZxCtFTNTQ0tL4OCws7bdVhRowY0XqsgoICqqurT8txTzev\n00Pd+7n+Nlr9LZjHxHTvoHoIQ5I/lOksbkZ1d2zjKYQQQghxKoQHGvj3TWOZkxnfuuyHvBpmP/89\nBTUtR922rnQLrpbPATcAnz/7KaqqtltnyvybGDtrLpGJyUc9/9YE++6nmJ1uoovKGDtrLvEDD4Z4\nNFq46FG47J+MiKjkwj65jA4vJnbrE7Blabv9NFSUAb5WXebkWIJsvhoanbVJ1yj+eYSjfR5iCEGD\nhtLm0qN9HUKIXkoq8Ygera6ujpKSEurq6oiLiyMtLa27hyREt9LH+0M8zpJmVK+KopES4kIIIcTZ\nzOV18dRPT7Fg8AL6BPbp7uH0Xh4XvP8rKM4ixBaP6lEAj+8z1YYpSENYTAghkQGERJgIjjAREhlA\nRJvzN/+uvDTVtm29ZaOxxk7y4AgGTog9qcMONOp4+uoRzH3hRzxelawDdbzw3zzumJqONiyMPn/6\nEyV33QVA/fLlhMycSeD4cSd1DEL0Zt3RSgsgODiY/v37s3fvXgC2bNnCtGnTTtvxT5fGlYe10Zoj\nbbS6ShtiQBtuwlNrB7cXV1kLhsTg7h6WEEIIIc4SRp2WJ68cTmpkIH9fmQPA/qoWLv/X97w0fzRj\n+oZ3ut25V13G+/t243Y60eiTSRw05LjP/0Ivu4z6t98BoOE/nxN5xx0Ykg5rX5X5S/pEpNPn3evB\nmu9b9skdUJkN0x4GjZbMGbNIHDSMfuMmUmqsp3CvBVSVwZFDOFxKaArXDLgGRVEYFjWsw+eDIwez\ncMhCpiZNZXhU762mKYQ4OgnxiB4tOzublStXAjBmzBgJ8YiznjbUgCZQh7fFjerw4Kmzo4s4PeXa\nhRBCCHHm8apeHvjuAVbkr+Drwq9Z8oslJIYkdveweqc9n0NxFgD9Nf8hZtJCKjW/JGf9Cq7802NE\nJhy5TVrFgUa2f11EU42dxmobLQ3OTtczGLUnPcQDMDLJwp3n9+Pp1b6J06dX5TCpXyTDEsIIuegX\nNE6bRtOqVQCUPfggqZ98jOY0tQQSoqfrrhAPQGZmZmuIZ+vWrUydOhWdrvdMBXZoo3VJKrowYzeO\nqOcxJgVjrfVVhHMUNEqIRwghhBCnlaIo/Pr8fiRHBHL38m043V7qrC7mvbyBJ+YOZfbIhA7bxPVP\nYtELi1n/UR5VRc2cc2XmcR/fPHIk5gnjsf64Hjweql96ibhHHum4YvIEuPlrePtaqNzlW/bjP6Fq\nL8x9hbRR40gb5XvYJYJEhkYNpba0hOWP3M+KQWWkjBxNxsTJAIyIHsGI6BFHHNPI6JGMjB553L+T\nEKJ3kHZaokezWPy9LOvq6rpxJEKcGRRFQR/XvhqPEEIIIc5e2bXZrCzwhd5LW0pZkb+im0fUiw2+\nHJInApBk3MZQ2z+5YMGVLPzHC0cN8Lz+++/49Jkt5GysoCyv4YgBHoDGmvatt7xelV3rSvCchBYo\nd0xNIzPJFzBwe1V+885WrE5fefKYPz2AJsTXdsVVWEjVs/884eMJcbbozhBPeno6wcG+UEZLSws5\nOTmn9finktfpoW55Tvs2WqOljdbPZUhu01KroLEbRyKEEEKIs9mlw+N4++bxRAQaAHB6vPzPu9t4\nalVOh1ZZAAaTjvOuHcDl/zMSzWGdCOorrORsLO90u85E3nZb6+uGjz/BVXqE9lWWZFi4EgbM9C/b\ntwqWXgGdHKt49w6aa6rJXvcNe77/b4fPvR5PxzE6W6B8B+z6GNY/D3lfg9fTpd9DCNG7SIhH9Ght\nJ8DaTowJcTYztGnJ4CqVEI8QQghxNhscMZhnz38Wo9bI1QOu5pZht3T3kHq34df6X1fnwAcLMeg6\nXnbXlhZTeWA/AIFhRpz29pNyigJB4Ubi+oUxcHwfxlySwgULMhh/ub/yqLXRyWeLt7J22V5+/Cjv\nhIeu02p4+uoRBBq0AOyvbuHRz7MB0EdHE/P7e/3jf/11bDt2nPAxhTgbdGeIR6vVMnKk/ynezZs3\nn9bjn0qNXx3AfTDYqBi1WK6QNlrHo22Ix1HQ2OWbXUIIIYQQJ9uoZAsf3zGRftH++xuL1+Ry1ztb\nsbs6D7Jo9e2vt71elTVvZLPq1d188cIOrI1HfkjmkMCxYwkYPcr3xu2mZsmSI69sDIKrl8Kku33v\nFQ1M/r3vIv4wpTnZra8TBw31f+CyQ2U2m957iZfvuJEv/vkkRbsPXl9/+Qd44VxYvsD3+t+z4akM\n6r74HZRt7zQsJITonXpPDV1xVmpbiae+vh6v14tGI9k0cXaTSjxCCCGEaOvc+HN5Z+Y7pIalyg3O\nU234Nb4n8XZ/4nu/60Ow1vgm+Uy+G6WNVZUsf+QBXDYbs//wFy5eNIy8zZXoTVpCIkwERwQQFG5E\nqz36dc2+TRUU7/FVI922poi49DBSR0ad0PCTIwL582WDuff97QAs21DIxUNiObdfJKFz5tDwn//4\nyox7vZTd/wAp7y9HMRhO6JhC9GRdaU118cUXM3bsWOrr64mPjz8No2pv5MiRfPvttwDs27eP+vr6\n0x4mOtkc+Q00/+B/QjrsklR0odJG63jo+wSiGLSoTg/eRieeegc6i6m7hyWEEEKIs1RiuJkPbj+H\nO5ZtZl1uNQCfbiuluM7KS/NHExl09HO+3etKKN/fAED+tmpK963nvGv60290zFHnQyIX3UbRTTcB\nUP/+B0Tcugh9THTnK2s0cMGDEJXhu97vN63jOm4Hv5hzESMGhFG0ewepDavgjVehZj80lgAqxbVT\naapxs3vdN8RnDPEFfcL9D+44vRpKDRoWmz1kla3g86wlhERmwLCrYeiVEHr6ry2EEKePpB1Ej2Yy\nmQgICADA7XbT3CyBBSEOr8QjT9IJIYQQIt2SjkaRy79TTquHua/BmJv9y/L/C6/PhKYKVFXls6cf\no7mmGoe1hU+ffBSjWWX4BYkMmhhHwsBwQqMCjhngARg6OYG+wyJb3695YzcNVdYT/hWuHJXApH7+\n/T7/332Ar21r7MMPoxy8/nLk5FDzyisnfDwherIHHnig9edIDxRZLBbS09MZPXo0oaGhp3mEvuOn\npqa2vt+6detpH8PJ5HV6qHvf30bLNEDaaJ0IRaNgSApufS8ttYQQQgjR3UJMel67YQzzxiW1Lttc\nWM/l//qe3Iqmo27bf1wfBk/yt7N2tLhZ9cpuvnxp51Gr8gROPAfTsGEAqE4nta++euyBDrsSxi9q\nvyx3NTwzFB7tg+aFCfRZ9xvG1LxCeO4yyP8WGosBFVWFyjpH62aJgw9W6ons7wvy9PsFH9ZO5fnK\noawym6nXank1NAQqd8PqP8PTg2H9C8ceoxCix5JZXNHjSUstIdrThptQTL42CN4WN54GxzG2EEII\nIcTZaH3ZeqyuEw99iMNotDDjb3D+A/5l5dvhlWkotfuZdsv/wxwahlanY8b/+x164/FVPFA0Chcs\nyCA4wre90+7hy5d24j5CmfEu71dRuHSYf9Lz+301/PHD7ZTW2zAkJhJ1152tn1U/9zyOfftO6HhC\niFMvMzOz9fWWLVvwer3dOJoT066NlklL2Bxpo3WiDm+pJYQQQgjR3XRaDY9cPoQ/XTKotVNVcZ2N\nOc/9wLrcqiNuZzDpmDJvIJfdOYIgi79qz/4tVbz90AZyf6rodDtFUYhc5A/k1L37Lu7a2p8/cIMZ\n6gtBPcr5tqJBsSRz8/RQrnv0SabecAthMbG+zwbOgDs3Uzv1GcrrvERXBBFs9VX/rNYb8T+urULC\nmI777sHn+UKI9qSdlujxLBYLZWVlANTV1ZGUlHSMLYTo3RRFwRAXhONg2UhXSTO6MCmHLYQQQggo\nbynn9jW3A9DgaMCsM7P4/MWkhKZ088h6GUWB8+6BoBj47C7fBJ61BhxNRPcdwdV/eYL6ilKSh47o\n0u6qiwoo2L6Vhspy4voPZODEyQCYAvVcdPMQPvz7JrxuleqiZr57L5cp8wZ2ab8uu53ta76koaoC\nl93BRYt8AZ3M5DD0WgWXxzdF+PbGIj7YXML145K5bfZVmFZ8gX37dlSXi7IH/kTysqUoWu1xfFFC\niNNh4MCBrVWMBw0ahMvlwmjsee2npI3WqWFMDuHQM+3OwqM/3S6EEEIIcbooisLCc1NIDjdz5ztb\nsDo9NDnc3PBaFg/PGsy8cclH3DZxUDjXPjiO7z/Yx+7vfOeP9hYXK5fsIm9zJeddMwBzSPvW0EFT\np2DMyMCRnY1qt1P72utE3/3bLo3V61Upb7RT2RKB7ypfgdAECE+FiDRfdZ1Df1r6gs6ABogFYtMH\ndNjfu3/5PR63G4CZSRcza/x1DAlOhuzPYPu70FgG8ZntN7LWwgvnQsalvpZbcSNBwu5C9FgS4hE9\nnsViaX1dV1fXjSMR4syhbxPicZY0EzA48hhbCCGEEOJsEGOOYVjkMD7I/aD1fbgpvJtH1YtlzofA\nKPjwVrjqDYjzTeeFx8UTHufvX99YXUn+lp9oqKwgNDqG4dNmtNtNyZ7drH3zZQCcNmtriAegZPc3\nRMcfoCi7Bp1pNLvWlRKbHsaAcX0AWPPq87TU1+Fxu5n1u/vRaNqEbTQKa99cAoCi0TDt5jvQaLWk\nRwfz/qJzePLjLAxbv2S9ZQzNBPPq9/m8k1XIXTMWct7uu8HtxrZ1K3XL3iJ8/i9PyVcoRE/mdDrR\naDTodN07/abT6ViwYAGRkZHdPpbj5XV6qD28jdYoaaN1MhgSg0EBVHCVNeN1eNAYJZgphBBCiDPD\nhYNiWL5oAgtf/4nyRjser8r9H+0kv6qF+2dmHLEqoyFAx9TrB5I2Mopvlu6h+WD7qrzNVeTtrqFi\nYjj76q0U1lrJiA3hH9eMIHLRIkruuguAumXLiFh4I9o23UAabC7yq1vYX9V88M8W9le3cKC6BZvL\nA6iMMT/Nkt9cSWhIcGfD6pK4/hnUV/iKF1w26g4skQfnD0Zc5/tx2TsGdHZ9CI0lsOEF309kf1+Y\nZ9hVxz0OIUT36ZlX7kK0Ie20xOmUnZ3N7t27GTVqFH379u3u4RyRIT6o9bWrtKUbRyKEEEKIM4mi\nKPx5wp8ZGT2Sxzc+zuOTHifUGNrdw+rdBlwMv9kOAWFHXKW6qIDVS54DIHHwsA4hntBo/43qhsr2\n5b93rl1NVUE+AFrDIBRNEGvf2ktUUjDhsYHkb91EQ0U5AC11dQRH+MPdeoORwDALLfV1qF4vTTXV\nrccyFe9gzKaXcdqsRBlV3g65AACr08NjezxUDryQuTu/BKDymWcIOv98DAnxCHE2KSgoaH2dlJTU\n4QbCTz/9xMqVKwkJCWH8+PGcc845p3uIrfr06dNtxz4ZGr88gKdNGy2LtNE6aTQBOnTRZtwVVvCC\ns6gJU/qR/z9LCCGEEOJ0GxwXyie/nsjCN7LYWeJr/7nku3xG97UwfUhsu3WbHW7yq1rYX91MXmUz\nedUtFES6SbJ5GGz3BZU3eZ18vamodZviOhvf5VYzbdqF6NPScOXl4bVaWfnIYr4ZP6s1sFPT4jzG\nSBWyrDHsqnRwzgmEeGb97v6jr6DvpPPCvjXt31fnwNd/ha//yojQIeSnXAdMOe4xCSFOLwnxiB5P\nKvGI08Xr9dLU1MSOHTsoKSnhzjvv7O4hHZG+TYjHWdLcjSMRQgghxJlGURRmpc9iatJUQgwhHT6v\ntddKdZ6TrbMAT8VuOPAdjLuF0Cj/zfXGqooOq0YkJDF82sWERMUQldS33WeaNm2sgsMNtDSC2+Hh\ny5d2cuUfRqPR+i/7G6oq2oV4AEbNvByAkKgYTEH+ScZASzhOmxWAyJoc/jH7Kp7b6WRvha/Vypsp\nUxhdsIW+TRWoViulDz5I8itLunRTvd7qZHNhHZsK6vB4YdHkVMLMhmNuJ8SZ5rXXXmt9/eCDD3b4\n9//Qg0aNjY2oqnpax9abOPYf3kYrDa200TqpjH1DfCEewFnQKCEeIYQQQpxxYkJMvHfrBG54NYuN\nB2oBWJNdSVmDnbyqZl9VnKoWyhvtnW6/0wS7tRrGOXSsC3B1+PxvX+3lkc+zSbOM417yAIj46mP+\now7G2llo5ii8p+jU32mzojOZqHfUd5y3uXop5P8Xtr8Huz8Fl//h7rCGnQzd8QhccjPo5NpbiJ5A\nQjyix4uIiCA1NRWLxUJsbOyxNxDiOHk8HlatWgVAbW1tN4/m6HSRASh6DarLi7fJiafRiTZETs6E\nEEII4ddZgGd/w36u/c+1XJdxHbePuB29Rt8NIzsL1BfB0iugqRQaigg57z4GT76Q0OgYwvp0vKYJ\njojkwpvu6HRXIy66BGtDPRqtlpi00ax4Lg+3ywuqiq3JyZT5C3E7HChaLeFxCR22H3PZFZ3uN2Hg\nYIZM/QUle3ZywcLbSR46gksuUPnP9lKeWpVDQY2Vf4y8iie//ScaVGw//MDqp19l6l2/QqfVtO5H\nVVXyqlrYXFDHTwW1bCqoI6+qBZ3XTVp9CVrVS7P9PB6ZPew4v0whzlxtqwW3rSJ8JmhqaiIoKOiM\nr2bT2kbrINPAcMyjortxRL2TISmElg2+qm3OwsZuHo0QQgghROfMBh1DE0JbQzzLNxXDpq5v3xSm\nY39UIHMiY0iLDuSrXRVsKvAVB8it9D0MXRw3nHmBK4lvqSbYZeOS/O95r7+vMq1BpyElIpDUqEBS\nIn0/qVFBpEYGcuc7W1iXWw3AP9bkMDQhlNCAkzenUrF/H+/89Y/szfTSkGpi6Yyl7c/lNVpIO9/3\nM/NJ2PM5bH8X9q0GQOexgqMJdBEnbUxCiFNHQjyix7NYLMyfP7+7hyFOsvr6etasWUNwcDDnn38+\nOt2Z8Z8rl8uX0D7TJzoVjYI+LghngW/yzVnaTECIPFEvhBBCiCNzeBzc+997sbqtLNmxhEprJY+e\n+2h3D6t3Wvu4L8AD8MNi9M2VTL/1n6D9+RN8Q6Zc2O79edfqKN5Ty+TrBmAw6QiJHHPcw5wy/ya0\nOh06gy8MrtUozBoRz4yhsSz/qZjFa0x8UnIus/PWARD62r9Y4OrDHXPHsaWwns0FdWwqrKPe6iLU\n0URGbQGTaw+wqLaA/nVFGLxuAJbUF2GbOZgAg/aIYxGiJzoTQzz79u0jKyuLnJwcbrjhBpKTk7t7\nSEfV+OUBPLVt2mjNTj/jr8d7ImOyP9jrKGhC9aooGvmehRBCCHHmCdAf/bpRr1VIjggk9WDAJi3K\n/+fhFWBbyqzU72tAq0K1VsWqqOgULWtGzmLups/warRcXp3P1EXpDBoRT2JkIJqD50gel5fcTRV4\ni2wU57cwRTFht+so0nnIOlDH1S/+yJsLxxId/POq+HSmpb6OD//2MG6rjbTvYGNNGasGr+IXfX/R\n+QaGQBh2le/niRSwHXwoPW+Nb5kQ4ox3ZtwVF0KINpqbm3nuuedwOn39RZOTkxkwYMBpH4fH42Ht\n2rVMmDABs9nc7jOt9sy/waCPC2wN8bhKmgkYKCEeIYQQQhyZzWXDYvK1qjVoDMwfJEH5U2bm38FW\nB3s/973f/g54HHDl6ye864xzYhk4oc9JucltPOwc+BC9VsN145KYkxnPW2Njqfz9LqJbagl22Zj8\n1ZvMq/WS1FTBoNoCbqw5QEbtARJaqo94nGGVOVz78nqWLBhNZJC0yBG9g6qqZ2SIJzs7m7179wKw\nefPmMzrE49hf376N1qXSRutU0UaY0ATq8ba4UO1u3FVW9DGB3T0sIYQQQogO5mTG8+WucuqtTlIi\nA0mLCiI1KpDUyCDSooNItAS0qw57NBlNCoaWTs4vdZmsH5fpf/9hCRNGJLYGeADcbi9rXs9ut9kU\n9HjQ8XKIgz3lTcx9/keWLhxHUkTn19Zd5bLbMZrMWKnFqfNSEeOm0lrZtY2DY8FWi1sbgK7fEUI/\nQogzjoR4hBBnFIfDwVtvvdUa4MnMzCQxMfG0j8PlcvHee++Rm5vL/v37mT9/PhpN+7YAHo/njA7z\nGOKDONT11Fna3K1jEUIIIcSZL8wUxovTXuT1Xa8TqAtkQPixQ9Qur4tvCr9hfdl69tXv443pb0iF\nhK7QB8BVb8KKu2HT675luz6C1KmQOBYi+oH2+C/XT+U/A9Xr9R1Do8Gk13LjhYOofupxqm69BYBJ\npduZ9Mm9P2ufg2oO8MT+MuY89wOv/2oMqVFBJ33cQpxuNput9bpWr9d3eDCku4waNYpNm3w9B3bt\n2sX06dMJCAjo5lF15Gujldv63jQwHHOmtNE6VRRFwZAcgn13DQCOgkYJ8QghhBDijJQaFcTq304+\nKfsy/IxqsG6rHfCf02u1nV93a1GIUDU04aGw1soVL/zAmzeOJSO2Y0vzrgrrE8u8R5/k08VPkNvX\nyjuX/o4+gX26tvHsF2h4+xYaQ/qRGHDYgwVl2yH/W8j8JZhCj3t8QoiTr2tRRCGEOA3cbjfvvfce\npaW+J+0URaFfv36nfbLTbrezdOlScnN9E4YlJSVs3bq13Toej4e///3vfPTRR+zevRuHw3Fax9gV\n+jj/zQ9XiYR4hBBCCHFsGkXDjUNu5OqBV3dtfTQ89ONDLM9ZzpbKLeTV57V+1uBo4M6v76SzAHfX\nAAAgAElEQVSgseBUDbdn0+rgkmfaL/vsTnhuPDwWDx/cdNIOteelxay+9wnU1Q+f0H6qCvJ5+8/3\nsn3Nl+2WR06ehC0s4qjbKno9ASNHEn7jjcQ/u5i01avQxcQAEOS2M2/PKgprrcx5/geyDtSe0DiF\nOBM0NDS0vg4LCztjAo6xsbH06eOb8He73ezYsaObR9S5hi/y27TR0mGZI220TjVjcnDra2dBUzeO\nRAhxJF67G9uuauo+yqXqpe1Yt1d195CEEKJHGzQpjsAwIxqtgs6oxRiowxxiICjcSGiUiUB7JUFN\nhYQ05tOyamW7bTU6DQPG9SFjYixDzosnMMxf0WeeIZhpdj39nRqqmhxc9eKPJ3ydazQHMvf3D3Hf\nNX/vEOBxWK1H3jB2GFsyH2d/6oKOn/3wLKy8H54aBCvuhZq8jusIIbqFVOIRvUJRURE7duygvr6e\nlJQUJkyY0N1DEj+T1+vl008/JS/Pf5IwY8YMMjIyTus4WlpaWLZsWWuQCGDSpEmMHTsW8E2+HiqJ\nbrPZ2LZtG9u2bcNkMnHPPfecUZV59DFm0CrgUfHUO/C0uNAG6rt7WEIIIYToYXbV7GJj2Uae2vQU\nz57/LFMSp7R+ptVoGRc7jlUFqwBYX7aedEs6XtXLA989wNritWSVZ/HouY+ikWdIOlIUGHQ57P64\n/XK3HZROvq/Nb8KB76DPMEidAn2G+D+z1kLRBtAaIP0CAFSvyjdL95C92bde1FevMLxsNujN4HEe\n/HH5X1+6GOJGdDrUA9s28+Hjf0H1eqktLiJ9zAQCwyytn0eNyaR51arW99rISMwjRxAwYiQBmSMx\nDR6MxmBot8/oe++h9O7fATBr/3d8lTyWQvowb8kGnrpqOJcMi+viFynEmedMbKUFvodlMjMzWbFi\nBeBrqXXoevdMYc+rp+XHstb3YZemog2RNlqnmiHZ/3T4odbcQojupaoqrrIW7Dl12PfW+f5uetXW\nz13lLZiHRXXjCIUQomfrkxLKDY9PPOLntW/uo+J/nwDAWdoHdcEclIPXtRqNwoW/GtS6rq3JSd4W\nX7jSWeNgBDpi9BpyDA6a7G6uX7KB56/PZFxsGBqNQkCwoeMBj6GzUHtLfR1L7/sfhk6dxoQrrkXR\ndD73omoOiwQ0lsKuD32vnc2w8UXY+BL0nw7jb4OU83xzFkKIbiEhHtEr1NTUsHHjRgB0Op2EeHqg\n1atXs3379tb3kydPZsyYMad1DI2Njbz55ptUV1e3Lrvwwgs599xzW9/Pnz+f77//nr1799Lc7K9u\n07dv3w4BnurqatxuNzExMd3yxKCi1aCPDcRV7Bunq7QZbT/LMbYSQgghhGjvtZ2v8dWBrwB4deer\n7UI8ADNTZ5ISmsL42PEMjxoOQE5dDj+U/gBAs6sZr+qVEM+RzH0Vcq+Bks1Qvt1Xzrqp1BfUOVzu\nKsj+FLa/63s/eLav5HXheqja41vWd1JriEfRKOj0/u/9u6aFZORei0Fj73ws9oaOyzxu0OpIyBhC\naHQM9eVluBwOSvbsov94/3ly3CN/pWH0KLRhYQRkZqJPSDjmOXDIjBnUv/Mu1qwstKqXu3Z9wt3j\nb8Hp9vLrt7ZQUmfjlvNSpfqG6JHahnhCQ8+s0vRDhw5l5cqVuN1uysvLKS0tJS7uzAjNeR0e6j6Q\nNlrdwRAf3PogkLvaJg8CCdFNvFYX9tx6X3AnpxZvk+so67pP48iEEOLsE3bllVS/+BKemhrc5eXU\nf/wxlquu6nTdzOnJ1FdaqSlpaV02ZlQfviwup7rZgcPt5eY3N/GnhFhattcREmkium8IMQd/IpOC\n0f+M9l4AHreLT558lP/P3n3HR3Hf+R9/zfam3VWvSIgi0YsECDDGYHABA7axgxtucQl2ii9xEl/u\nHN8ld7nUX5xczgbXOHYcx3HDdowpBgyY3sFUCfXedrWStu/O74+RV1pLogsEfJ+Pxz7Y3Zn57ncF\nrGZn3vP5tDU1svXdt3A1NHDj4/9yehsbY+Gm38O2pdBwpONJGY5/qtySRiphntHfAK3hjOYlCMK5\nEyEe4bIQG9sZTOh6oEy4NGzdupUtW7ZEHufn5zN9+nRCoRDBYBCVSoVW27cHjpqbm3n99dej/v3M\nmzePCRMmRK0XFxfH/Pnzuemmm6ipqeHYsWMcO3aM3NzcbmNu2bKFPXv2YLPZGDt2LNOnT0ejubAf\nu7p0S1SIxyBCPIIgCIIgnKHB9sGR+zpV9yvFZmXOYlbmrKjnhsUN4/W5r/Pk508yK3MWs7Nm83nJ\n53091UuTSg25c5TbV9obe67EU3sg+vGhD7qvU7lLqa6jVvafr7p9KAc3VEUWv1T/FvGaEhI0pcRp\ny0nQlBKvKcOkciCFOk4S1R2CYys67h+GOb9GY0li9kPfZvsHbzPr4cexJ6fjrHfT2ujFmmjAlmgj\n7v4eynOfhCRJJD/9NCULF0IoxIi6Qm5rO8Z7McMA+OWnR6lwuPnP+SPRqEUITLi09NdKPABGo5ER\nI0ZELqTZs2dPryGe9t11BKrbsExJQ5Ng7PO5tawUbbQuFkmrQpduwV+utNLyl7kwjjh5q0RBEM6d\nHJbxV7biO+7Ae9yBv6IV5N7X16aaCdS0976CIAiCcN6ojEbiv/kg9b/9HQBNL76E/dZbkXo4X5WU\nZeXOnxbgbQtQV+airsRFRq6d9+KyWfzKdiqaPYTCMkcPNTIANa5GL65GL0W76gHlIpz4dLMS6sm2\nkjTQSlyqudd94VA4xAeH3+Og8xAJqJEkFcOumn76b05rhPz7Ie8+KP5cCfMUrupcXn8IPvoOfPaf\nMOGbMOMn0EuVH0EQzj8R4hEuC11DPA6H4yLORDhTBw4cYNWqzh2D3Nxc5s6dy8cff8y+ffsApbrS\nd77znT478FlXV8cbb7wRqayjUqlYuHAho0aN6nUblUpFeno66enpXHvttchy9LfrcDjMsWPHAGhp\naWHjxo3ExsYyfvz4PnkPvdGmWSL3/VVtJ1lTEARBEAShZ4+MfoQ0cxoqScWklNNvuTIyfiRvz3sb\nk9bUbVlYDqPqKaQiKMwJPT9/64uw4kmoPdh9mUoDqeMgczIE3KBWKn+otSqSB5qpK+082dMUzKYp\nmA0dBXlUKnj0J3bUiR2BLTlMaO2vaQvF0xaKx3Xkp7iGP0Zrmw616Tb++X/ltDkLIyeYJt8yiPwb\nB0ZNZ/+6CqoLnQwYHseA4XHYEns++W/IzSH27rtxvPEGAI9++TG138hnc6Uy379uK6fG6eVPd4/H\npBOHMIRLR3t75/+5/hbiAcjLy4uEeA4cOMD111+P7mst77zHmnG8cxyA9p112G8ZjDkvuc/m1K2N\n1gLRRutC02VaO0M85SLEIwh9JdTq76i048BX6DhpRR2VSYN+aCyGnFgMQ2NRW3VU/uumCzhbQRCE\nK5v9jjtpevElQi0tBCorafnkE+y33NLr+gaLlqyR8WSN7NyPem/JVO57dQdHa1sJSRBERkN0OEcO\nyzRWtNFY0cahTdUAZI6IY953x/YY5NlZt5Of7f0FUh5MOBbHnfn3MnBs3pm/QUmCwTOVW2MRbF8G\n+95UjisAuBuhapcI8AjCBSaOgAmXBYvFglqtJhQK4fF48Hq9GAyivFt/19zczPLlyyOPBwwYwO23\n345arSY9PT0S4gkGg7zwwgssXLiQoUOHntc51NXV8ec//xmvVzmDodFoWLRoETk5OWc0ztd3onw+\nH9nZ2RQWFuLz+QAlzHOh6dI7QzyBanGVjiAIgiAIZ06j0nDzkJvPalubvnsLmVA4xLfXfpuJKRN5\ncNSDIsxzJjILYPH78NeF4CyH9HzInKoEd9LzQdc9MAUwY/FIdv6zhPpyF23Nvm7LY9MsqAd0OdiX\nMpqy8S/x6cqOvz8HUN3c67RcTd3bcxXvbaC60Enx3gYArAmGSKAnPTcWQ5cWLYnf/Q6uTz4h1NxM\nuK6O3/n28D9jZ/LxfuXA5dqj9dzxwjZeeWACSTHie57Qf8TGxna7oOMrt99+O/Pnz8fpdGK1Wi/w\nzE4tKyuL+Ph4mpqa8Pv9HDp0KOqiEzks07KytPOxP4TjH8fxFTqx3zIYlf78HlIM+0I43j0eeWwY\nHodpvGijdaHpsqzwhVK9zVfmusizEYTLhxyW8Ze7iDsuYWqUqFm5vfeVJdANiMGQE4s+JxZdRgyS\nqveKZKE2P2pL92qZgiAIwvmhtpiJe+B+Gv74vwA0LXsB2/z5SOrTb32VZDXw9qNT+OZfdvJOmQOV\nDIkhiQUDEphks9BQ6sJR647axhijpaGildYmL9YeKmIWpBQwMWUiO2t3UjxewjJ1RLd1/B43WsMZ\nVNNMGAI3/Q6u/XfY8wbseBFaKmDy46c/hiAI54UI8QiXBZVKhd1up6mpCVDKVqekpFzkWQmnEhcX\nxw033MCnn35KYmIid911V6Rt1oQJEwgEAqxZswZZlvF4PLz55ptMnz6dGTNmnLc52O124uPjqaqq\nQqfTcffddzNw4MBzHtdoNHL77bezfv16NmzYcO4TPUvaZDOoJAgrPe3D3iAqg/joFwRBEATh4nl+\n//Nsrt7M5urNHGg4wLMznxVBnjNhSYIlX5zRJgkZFuYsGQ2Azx2gqbqdpso2mqraaKpqJyHD0m2b\nJu04oKT3QSWw2PWY7SoMpuhgkN8bpLY4OsDuavRyaFM1hzZVI0mQNNDKgOFxDByTQPJAK0lPPknN\nv/87AC2vvcZvP1pIRqyRpZ+fAOBgVQu3PreF1x6cyNDkmF6nFQ7LnGhoY2+5k70VDvaWO/EGQvzP\nraOZOqSXCkdAKCzjD4bxh8LRf351C4XwB+Xo50OhyH2TTsOc0SmiWtAV5oknnjjpcr1eT3Jy31Wu\nOReSJJGXl8eaNWsApaVW1xCP50BDj+1a3Hvr8ZW7iL9rGLqM3v8vnqmWT0sIOZTPEsmoIfbWoaKN\n1kWgz+oMnPkr2pCDYSSN+B0tCGcj7Akq1XaONuM91kzYHSSOnv8/qWK0GHLilODOEDtqc/c2LV11\nbanVsqKEuEW5533+giAIQqfYe+6h6ZVXCbe14S8tpXXVKqxz557RGDaTlr8+VMBjb+7m82MN1Glk\nXqppoDpBw++fnggBmfqONlwtDR6uum1I1MUvXydJEk/mP8nGqo3cP+L+blWQg4EA7/7ip1gTkzGN\nGI+qhxZgvTLGwlXfU8I7RWtg8KxTbyMIwnklji4Jl43Y2NhIiMfhcIgQzyWioKAAq9VKWloaJlPn\nToYkSUydOpX09HTeffddWluVcs4bN26koqKC1NTUbqW+z4Zer+eee+7hnXfe4brrriMtLe2cx+xP\nJK0KbbIp8sU+UN2OflD3K+IFQRAEQRAuhJAcYlftrsjjnLgcEeC5wPQmLWlD7KQNOXl7H09rALNN\nR4zJR4xzC1ZVDTHqeqwmNzG3/xcxw8ZTdnA3a19ZRtibxORbxkROuGv1ahb9+0QqjzgoP9xMdaGD\noD8cGVuWoa5EOTi5a0UpMxcPY/itt+D4x9t49x9ADgRo+NWveOqFZWTEGvnp8i8Jy1Dl9HDb0i28\ncO8EpgxWSpM3t/vZ1xHW2VvuZH+Fk1Zf95YUd7+8ndzkGAKhML6vh3RCYULhnqupnIktJ5r4f4vG\nnvM4gnChjB07ls8//5yhQ4eSl9dZjUsOhmlZXRZ5bLkqjbAniHtPPQChJi/1S/dju2EglmnpJ60Q\ncTq8RU7at3VtozUYtVVUlbgY1FYd6jgDoWYvBMMEatrRDTh/YS1BuNwFGtxKaOdIM77SFgj3sqJK\nQpdlxZCrtMnSpprPKLhou3EgjX8+BIB7Tz3miSnos8XxPkEQhL6itlqJvXcxTUuXAdC4dBkxN96I\ndIYtpow6NS/dN4EfvbOf5fuUyrOfHKzB5Q2wbHE+A4bFMWBY3GmPNzJhJCMTRnZ7XpZl1r6ylJrC\nY9QUHsNUeIxht9592uOGwyGCPh86owly53w1KDvefYNdqz5lwugkJs2Zq4R71CJqIAh9QfzPEi4b\nXXvMOxyOizgT4UwNHz6812VZWVl861vf4v3336e4uBiAkpISqqqqGDGie3nAkykvL2fTpk0sXLgQ\no7GzhKDJZOL+++8/u8lfArRplkiIx1/dJkI8giAIgiBcNGpJzcs3vMwfdv+BImcRS8YsudhTEnox\n/c4cpt/Z0WK2VA9/uwP8bcrjj2/BFXqZ5b95DjkcxtVQx+GN6xh5jXJ1niRJxKdZiE+zMHbWAEKB\nMLXFLVQcaabiSDP15a3QJTNTerCREdPSSHn6aUoX3QGyTNuGDbSuX889M2eSZjPy7b/twe0P4fIG\nueulbVw9NIHyZjdlTW5O17G61vP14+nRl1UXvn2uIJwLi8XCD3/4Q/R6fdTz7TtrlRAHoDJpsF6X\nhcqgwTA0FsfyImRfCEIyLStK8BY5iftGDuqYswvdhH0hHO99rY3WuMSzf1PCOdNnxuDu+Pv3lblE\niEcQTkIOhfGVuvAeacZ7tJlgo6fXdVUxOhw2L+5Emfybp51TpWxDbhzGkfF4DnVc0Lq8iOTvjUdS\ni3C8IAhCX4m77z6a//I6stuNr7CQ1rVrsV533RmPo1Wr+P2icdhNOl7bUgrApsJG7n55O689MJFY\nc/f9alejB297gKSs02vTK8th1JrO3zNxQ4efVvuvE7u3s/HN12ipq2HENbO4/tHvdo4ZCuHf8Cye\n1nS2bXMwyfEaxKTBuLth/GKIyz6tuQmCcHpEiEe4bMTGxkbuO53OizgToTc+n4/PP/+cmTNnnlEV\nHYvFwuLFi9mwYUOkNZXf72ffvn0kJSUxderUk27f1NTEZ599xpEjRwD44osvuO4sdq7OhrrLjlFZ\nWRmyLF/wkuC6dAvu3XUABKraLuhrC4IgCIIgfJ1WpeVHE39EIBxArTr9HvLCRTRwGtz3Efx1IXid\n4HNh/ecD5F/1LXZt2oXBEkOlu5p9R95kUsokhsYOjdpcrVWRnhtLem4sk28ZjLctQMXRZtQaFVmj\n4qFj99g4ejT222/H+c47ANT98leYp05l5rAk/vGtKcz7U2cbsU2Fjb1ON8GiZ3ymnaFJFp7vaMd1\nOnQaFXq1Cp2m86ZVq9B1eU6v6XysVauob/WyrbgZgLLmdtz+oGipJdDS0oLT6cRutxMTE4PqDK/Q\nvZC+HuAJ+0K41pZHHsfMGBA50Wwan4QuM4amt44SqFS+W/qOO6j74x7iFuViyInlTIk2Wv2PLsuK\ne18DAP4yF0xLv8gzEoT+JdQewHusuaNNlkMJNvZCm2HBOCwOw7A4tGkWjm9Ujmuej1b3tvmD8R53\nIAfCBOvctG2pJubqjHMeVxAEQeiZJjaW2LvupPmVVwFoWrqMmNmzz2rfVaWS+I/5I4gz6/j9GiXQ\nvr/CyTde2MobD00i1dZ5EbrfG2TF0gO01Hu49v7hDJ1w8na9jZ5G7Ho7sx9+nKTsQdQUHkeXq7TX\nbiwv5Yu3/4qztprY1DRu/uHTUdtKKhXNVRUAOGuqo5bJKontDcp+oSx3vOfWatj0O+WWfQ3k3QfD\n5oHWcMY/E0EQookjS8Jlo2uIR1Ti6X+CwSBvv/02xcXFlJeXc/fdd2M2m097e5VKxcyZMxkwYADv\nvfceHo9yZcvJdpDcbjcbNmxg586dhMOd9Wt37drF9OnTux2s7As5OTmsX78eWZYpKSlh3759jB8/\nvs9ftyttuiVy3y9CPIIgCIIg9BNaVfd+7I2eRuIMcaLFVj90wmJny4xvU7X3z4xtczKn3c2UpBrC\nc2+m4NZFvHLidV7c8SImjYn1i9Zj0pp6Hctg0fZ64NH62HdxrVpF2OUiUF5O85//TMKSJYxKt3FN\nTiIbjjdEra9TqxiZbmX8gFjGZ9oZN8BORqwx8j3hsRmDOV7XilrVGb7RfxXS6RLG0aqlszr4Kssy\n1z+7kcL6NryBMGsO13HzOHHC+0px6NChyP0RI0ZE/g0dOXKElStXAjBhwgTmzZt3UeZ3Ntq+qCLc\nFgBAbdNhmRLdcloTbyRpyVhca8po3VAJQLgtQOOrX2KZno7t+oFImtP7DP96G61Y0UarX9B1ucLb\nV+a6KBcjCUJ/IssywTo3no42Wf5yV1RFwa4krQr90FiMw+Mw5Mb16Weaxq4nZlYmrpWlALjWlGMa\nk4ja1vfHOwVBEK5U8Q8+iOOvbyL7fHgPH6Z940Ys11xzVmNJksT3Zg0l1qzjmQ+/RJahqL6N25du\n5fWHJjE4UTmvs/Gt4zRVKZ0WVr98CEdNOxNvyu7W0rY90M5rh17jL4f+wr9O+lcWDl3ImFk3MmbW\njXz++eeA8uvrxK5tAIQCgW5zik3p3Pf3utuj59tx9U32iOHMHClBSSG0d/l+XrJBuRljYcydSqAn\n+cy6aQiC0EmEeITLhmin1X/5fD4+/PDDSDusqqoqiouLGT169BmPNWTIEJYsWcIrr7yCTqdj8uTJ\n3dYJBALs2LGDjRs34vP5opaNGjWKWbNmXZAAD0BKSgqTJ09m69atAKxdu5bRo0ej0Vy4j19tqlm5\nulmGYIObsD+ESieuehcEQRAEof/45fZf8uGJD2kPKAeJ9izeg1bdPeRzqahtr2V50XJ8IR+JxkTu\nHh7de/5gw0F+t+t3+EI+RiWM4unJT/cy0oVT01bDF9VfUNlaSbolnUW5i6KW76nfw2+OvQEmDa2q\nOOZkzEB32/8xs+Pv6cOiDwFwB91UtVV1q8ZzOvzeIB8sKyJuzk8Z8O7TaEI+Gpe9gG3BArRpafxk\n7jC0agmjTkNeR2BnRJoVvab3fdsYg5b8rLgznsvpkiSJm8el8bvVytWTH+2rFiGeK8g7HVWjAJ55\n5plI0KFrdeCuxyr6O6/TzZGN+0lHmbN1dhaStnsgR9KosM3JRj/ETvPbxyKhn7aNVfiKW4i/cxia\nBGO37boK+4I43o1uo2UUbbT6BW2yGUmnRvaHCLv8hFp8aOziamrhyiMHw7Rtr6Ftc3WkxWBP1Ha9\n8hk2LA79IHuPn5t9JWZaOu49dQTrPcj+EM5Piom/e/gFe31BEIQrjSYhAfuiRTjeeAOAxueXYp4+\n/ZwCz/dOziLWpOX7b+8jEJKpcnr4xrKtvPbgRMZk2JkwdyB1pS6cdUor6Z2flNJc086sB0ag7XKe\n5+9H/86y/csAeG7vc8zJnoNRE71Pbk9OidxvaagjFAxGtd2yJaWw+Jd/wJ6Sit6kXIQvyzL+4mLc\nO3YwKz4D24ESpLGL4Qe/gOMrYc/rUPQZyB0X0nscsH0pBD0w/49n/XMRhCudCPEIl424uDiuueYa\nYmNjiY+Pv9jTEToUFxfz4Ycf0tLSEnluxowZZxXg+YrNZmPcuHGEw+GonaNwOMyePXvYtGlT1OsB\nZGZmcv3115ORceHLys6cOZMjR45gtVpZsGDBBQ3wAKh0ajSJRoL1HpAhUNOO/jR7pwqCIAiCIFwI\ndoM9EuDJS8rrFuBxep2UukoZnTD6rFpw+UN+JEnqsfrP2ahpq+GvR/5KeWs5cYY4fjb1Z1HL6931\nPLfvOQBGxY/qFuJxB93sqd8DgFkbXZ3ycNNhSlpKsOqsDLIPIt1yfgIhLb4WNlVtorK1EqPGyP0j\n749aXugs5Odbfw7ApJRJ3UI86ebOeVSmj4Eb/gxd/p7cAeWA4h9m/IGBtoFnNccv/lFIS72HFkzU\nTXmGEftfxNpaRt1vfkvGH55lWIqVl++feFZj96X5YztDPBsLG3C6/dhNoprIlexSC/HIssyqVavY\nu3MPPsnPHdJUYhPjMOWdvFS/YWgsyf+SR/M/juM7rlxMFahso+5/92K/dQjm8Um9btuyooSQU7TR\n6o8ktYQuMwZfkfLv2F/qQjNOhHiEK4cclvEcbKBlVVnP4R0JdJnWSHBHk2y6aJ9fkkaF/eYhNL50\nEADPgUa8kxwYhpx5e0NBEATh9MQ//BDOv/8dORDAs38/7m3bME+Zck5jzhuThtWg5Vtv7MYTCNHc\n7ueuF7fx0n0TmDokgdt+nM/ql7+k4oiyz31iTwOuxj3MfWw0llhlP+2uYXfx1yN/pdHTiM1go95d\nT5Y1K+p1tHoDC37wb8QkJBKbmhYV4AFQqdUkZQ/GX1KKY8cO3Du2075jJ6FGpZ21HvAC9b/8FfZb\nboHh85VbSyXs+xvseQNaOlrz5t3X/Y02nYC4QSD2+wXhlESIR7hsGAwGZs6cebGnIXTw+Xx89tln\n7Ny5M+r5SZMmcc1ZlhfsSqVSoVJFX9ni9/tZtWoVgS5lAOPj45k9ezbDhg27aF+odTodDz74IDEx\nMd3mfMHmkGZRQjxAoLpNhHgEQRAEQehXFg9fTJOniTVla5ieMb3b8rXla/nPrf+JTW/jgZEP8PDo\nh09r3PcL32dF8Qr2N+zn2ZnPMi19WmTZ6tLVuINuvEEvt+fcjkbV+fU4FA7x9Oan8YV8GDVGfjHt\nF1HjekIeXj/8OgCp5tRur6tXd1Z99Ia6n/w52fJVpat49ctXAfje+O/xyJhHopY/t+85VpeuZlTC\nKJ6c8CRxBqXKjDfoZVvNNipbK3EH3Tw65tGo7ercdfxk008AyLJmdQvxZFg6w+5VbVXd5jzIPohv\n5HyDdEu6UmXnaz3uX7r+JT7Yu5QJplGEvQEwdQZ8wnL4lC3SwqEwwUBnC1y3xs7uvCfJLvmErJWr\naN+69ZwPjPaVrHgzYwfY2V/hJBCS+fTLWu6alHmxpyVcRJdaiEeSJBpq6vGF/AAcV1dz/fV5SOpT\nf4dWW3QkPDCSts3VtKwsgZCM7A/hePsYvuMO7LcMRqWPPvzoLXLQvr028li00ep/dFnWSIjHV+bC\nNK73QJYgXE68RU5aPi0h8LV29JJejSE3FsOwjjZZ5v5TMdIw2I5xbCKe/UpLE+eHJ0h+Iu+0WxsK\ngiAIZ0abnIzttoU4//42AI1Ll52X76rTcxJ585ECvvnaTpzuAO3+EI+8vostP5mFzdyWDk4AACAA\nSURBVKxl3nfGsvndIg6sV1raNpS38s4vdzHnsdGkZNswaU08NfEp/GE/N2XfFLkASpZlJI8H2aB8\nhx9aMDXqdWVZJlBWRvv2Hbh3KLdgQ3Qb668LuVwEm5vRxMUp49sy4Jofw9U/hJLPoWgtpOVFb+Rx\nwPNTIC5bCfiMuRPMoiCDIPRGhHgEQTjvysrKWL58eVRbM6PRyE033cTIkSP7LEyzdu3aSIDHZDIx\nY8YM8vPzUasvfusom812UV9fm26BfcqOl/9rByIEQRAEQRAuthhdDE9Pfpp/K/g3AuHufdk3V28G\nlGoyPVXT8QQ9eIKeSKDlK8cdx9leux2AXbW7okI8z2x5JlL9Z+6guVh1nSFnlaRiRckKwnIYjaTh\nZ1N/FhXyybBkICEhI1PbXos/5Een7jwBnWhK5JHRj6BX60kydT/xOcQ+hFdveBWD2oBVHx2udvld\nUT+XrzvhPEFJSwltgTbePf5uJKzjD/v57rrvAkpI6JHRj0Ttd389pBMKh6KqGqVZ0lgweAEZlgwG\nWAd0e90UcwrPTHmm2/NfaXzhWcaUfMm6z56iriXMvO/9mIwRoyh3lfP42sf5fv73uXbAtb1+F1Cp\nVVz/0EiyRsWz4a1jBLwhZElN8aAFNMWNIPyr/2XkuxOQtP3npFlXN49NY3+FcsL7w31VIsRzhbvU\nQjwAueE0TqC0wD6uq2Xe8NOv4iCpJGKuTkc/yEbzW0cJNioXkLj31uMvdxF31zB0GcrnmdJGqzCy\nrWFEvGij1Q/ps6y0dtz3l7eedF1BuBz4a9pxrSzBe8wR9bzKpCFm5gAsk9MuaJusM2W/aRDeo83I\nvhDBBg+tm6qwzuy+PycIgiCcH/EPP4Lz3fcgGFSCL7t3Y8rPP+dx8zJjeedbU1i4dAut3iDt/hCr\nD9UyMs2GzaRl/C2DiE01s+nvxwmHZdwuP8v/315m3juM3IIUbsy+EQB/ZSWt27fTvm077m3bSGpo\nwDt+PMycqYR2Kipo374d946dSminru6k81LZbJjy8mhbv155QpYpnDWb5tnXUKoKc8d//RaNTgcq\nFQy+Vrl93YF3IOSDhqOw6t9gzX/A8Hkw+2cQm9V9fUG4wokQjyAI59WaNWvYvHlz1HO5ubnMmzeP\nmJjuJyHOl3A4jEqlIj4+nuHDhzNt2jQMhv5d7rm9vR2z2XzqFc8DbZolcv/rVxMJgiAIgiD0FypJ\nFVWl5ivJpmQSjYk0eBqigjhbq7fy/L7n+bLpS24behtPT346arsJyRN488ibAJS3lkctM6gNkRCP\nL+iDLkUgJElCr9bjCXoIykFq22vJiOkMwejUOn488cckGBMYEDMAtRQdGo8zxPG9vO/1+j4tOgsT\nU3puCzUqfhRtA9tw+V1kxnQPgqwpWwPA87Oe52DjwcjzVp0Vq86Ky+/CF/LR6Gkk0dR5YtykNXHL\nkFuI1ceSbkknJIdQ0zlvg8bQreLQadv3Nww1W9nVmg2tSpntVkcTsizzP9v/hzJXGf+y/l94cNSD\n/CD/BycdKrcghdTBNta8epjaYqVFbot9CJstafj/+AF5P1x00u0vlnljUvnvTw4TlmF7STO1LV5S\nbP37+4jQNzweD16vUmFLo9FcsO985yJQ105ykRaDTotXCtAe9nLixAlycnLOaBxduoWk747H+WER\n7j31AASbvNQv3Y/thoFYpqVHtdFSmTTE3jpEtNHqh3QDYkCioyV3G2FfCJX+4l8gJQjnW9DpxbW6\nDPfeepC7LNCoiLkqjZgZA1AZ+/8pFLVVh/W6LFr+qYQxW9eVYxqXiCZW7IsIgiD0BV1GOrYFC2h5\n/30AGp9fSuYrL5+XsYcmx5BqM9DqVc7j/OjdA1HLNSqJ3Dgts5rV6MMQCob57M+H2fDBagbW7CCx\n6EsMTd1DOYa9e6l4/Nt4Dx8mWFvbbXlXqpgYTBMnYpo0EXNBAfqcHCS1mqof/gjXP/8JwJ4kK7Xl\nSjh/zQ++w+ynf442JaX3QX0u0Jqh4zgM4QAc+gBc1fDQ6tP98QjCFaP/74EKwln6KtQhXFjaLlfG\n6vV65s6dy5gxY/r8oJxKpWLOnDl9+hrnSygUYsuWLWzYsIF7772XrKy+TxnruoZ46tzIwbAoqysI\ngiAIwiXjqUlP8eOJP6bQWcgg26DI85Iksa9hH6BU2vm6iSkT+dXVvyI/OZ8Uc/TBpNlZs/EEPejV\n+h6r+/xs6s9QSSqMGiOxhu4VKRaPWHyub6tHt+Xcxm05t/W6/NkZz/L9z79PIBzg9pzbo5bNyZ5D\nSA6RYcno8T3911X/dd7nC8DwBRQkPIZN52VtzRCyLE6Gh3dT25jIkeYjAEhI3JB1w2kNZ00wcuuT\n49n1aRm7/lmMjERQY2JrkYmmZXu45v4x6PrZCbUkq4Epg+PZXNSELMM/D1Tz8NWDTr2hcNlpaWmJ\n3Lfb7ZdEQKVlZSlqWcXQUCoHNUrgcc+ePWcc4gFQ6dXELcrFMDQWx/IiZF8IQjItK0rwHGzEX9FZ\n1cW+YDDqGNFGqz9SGTVokkwE69wQBn9lK4bBl0ZVKUE4HWF3ANfnlbRtqYJgl/SOBKa8ZKzXZaGx\ndw+W92eWKWm4d9cRqGlHDoRxflxMwn0jLva0BEEQLlsJjz5Cy/LlEA7TvnkzngMHMI4Zc17GHhhv\n5nhdzxdjB8MylZ4mDrdVMlYzCJXOTqzjKGM3PIdKDve4zVfa1q3r8XmVxYJpwgRMkyZhKpiEYdgw\npB46XKT95tfEzJ5N49KlxDfWUGtXzjuVVZRy/Prribt1IfGPPIIuI737i0z/IRR8Swnu7H4NqnYr\nzzedgHAIVCIwLghd9a+jXoJwjoqKili3bh0Oh4Nhw4Zx8803X+wpXXGuvvpqjh49isViYcGCBVit\n1lNvdIX57LPP2Lp1KwAfffQRS5YsiQo/9QWVUYM63kCoyQthmUBte6ScuSAIgiAIwqVAkiRyYqNP\nKI9NHItGpSEYDiJJEt6gF4Om84pjm97GTYNu6nG8r1ft+bo52f0zID47azav3fhaj8GiU72nPqO3\nwMhbGXboAzKMLtSqMKz9GSmf/5KPRszjD2mj0emTGR437LSHVKlVTJqXTcaQGFb+diMerXLy+Pg+\nJw11u1n0kwlodL0f5JNlGXdxMYWrPyXg9TD20cfR9XFFlAVj09hc1ATAR/tFiOdK1bWV1sVuq3w6\nfGUuvEeaAcgNpUVCPMeOHaO1tfWsK+qaxiehy4yh6a2jBCqVExBdAzyGEfEYx4o2Wv2ZPsuqhHgA\nf5lLhHiEfk8Oy/grWvEcaMBX3II2zULsbUORVJ1hSjkQpm1rNa71FcieYNT2htxYbHOy0ab0/wpq\nPZHUEvZbhtCwdD8A3sNNeI42YxwWd4otBUEQhLOhGzgQ69y5kco0jUuXMWDp8+dl7P9YMJKMWBPl\nzW5cngB+p5PU0iMMqjzKyPpCsl1KJZ2g2sCJQTczqOSjqACPR63jUEIGh7ID3L+totv4KrMZ44R8\nzJMmYZpUgGH4MCTNqSMDkkqF9cYbiLn+OhLWraPhhf/F3NhMTm0zKlnG+fbbON97D9vNC0h49FF0\nX7+AXR8DeffBkOvg9x3HB9yN8Kc8KHgMxt+jrCMIggjxCJcXWZaprq4GwOFwnGJt4VxVVVVhNpux\n2zsP5KjVau677z6MRuMlccXhxTB58mR2796N3++nqamJjRs3MmvWrD5/XV2aBU+TUtbdX90mQjyC\nIAiCIFzyjBojy2YvY4h9CPHG+Is9nQsmPzn/Yk+huwV/AnsWlj2vg0cJBBDyYzv4Ps/I8H79ZN7+\n6FHm/OgX2JOVqkh76/fyfuH7/GTSTzBpTT0OmzYsgVvuSWL9/24iqDFgaynBPuku/N4QGp2ao9tq\nOPxFNSq8aAMBVK0OaK6D+mqCbfUcj60EoPLwl9z60l/69Edw48hUfrr8EP5QmAOVLZQ0tpOdcGme\nCBTOXtcQT9fvyv2RLMu0fFoSeZw6ZiBZ3hrKysqQZZl9+/Zx9dVXn/X4mngjSUvG4lpTRuuGysjz\noo3WpUGXZaV9h3KCyF/mOu/ju91uTpw4weDBgzGZev4dIFxZZFkGmajQzSm36RLc8XzZSKjFH1kW\nqGnHXJCCPtOKHJZx76vHtbos0tLvK9oMC7Y52ZdFUE2fZcWUn4x7t9JGxfnRCQyDbUhaUd1AEASh\nLyQs+VYkxNO2fj3eI0cwDB9+TmPK4TBJ7c18P6Ye95GduLdvx3v4MMhyt3U1IS+5hW8T1mppGTaW\n+iGjKM8aTkl8Jsecb1JmXosjWcXCTRrqNNmkzpjGpFtnYx096rRCO72RVCqss2dz94wZeLZsofH5\npXj2KVWSCQZpee99Wj5YjnXeTSQsWYJ+0NcucLEkQ/wQaCpSHjtKYeVTUL0HFr541vMShMuJCPEI\nl5XY2M6rUUWIp++EQiE2bNjApk2bGDhwIPfee29U6zJx8OXkbDYb1113HZ988gkAmzdvZuTIkaSc\nrF/oeaBNt+A52AhAoKrnUoyCIAiCIAiXmoLUgos9BQGUq+Wu+xnM+AkcXg47XoIqpcXZAWcKpc1a\naK7jjae+y0N/fAltjJmfb/05Rc4iLFoLT016qnOscAhaa8BRBs5y4lRlFMTup3Z/LWZ3HfoPSpEm\n/DdNu7awdcM+HP525LATvf3bSJINsEFSDuG4Gmh9C4A6BzS98ir2O+5AbVGCNYc3V+OscxMMhAn6\nQwT9YUKBMKFgmLQcO+OvyzyjkIHNpOWa3ETWHFZOnH20r5onZg89Pz9f4ZJxKYV4vMcc+Es7whkq\nCdv1WeRV+igrKwOUllrTpk07p7CNpFFhm5ONfogdx7uFhNoDxN6eI9poXQJ0WZ2VlX1lrchh+YzC\nFSdTU1PDG2+8gdvtJiMjg4cffvi8jCtcmsL+EK0bKmnbUo3GpidxyRhUht5PW8jyV8GdRjwHG6KC\nO93W9YbwHnfQ8mkJgZr2qGXqeAO2GwZiHJ1wWYUKbXMG4jnchOwJEmr24vq8Ett1WafeUBAEQThj\n+iFDiLn+elpXrwagcdkLZPzxD6e1baitHX9pKf6SEvwlxfhKSvCXlOIvLUX2ek++sUaDccwYzJML\nME0qwDh+HCp9ZxvI7R8Xs3vzAtZlt7FlxHY2DsjBU3U3+HUkrWjkgZZS7inIwmY8tw4Rao0Gy/Tp\nmK++Gve2bTQ+vxT3zp3KwnAY10cf4/r4n8TceAMJSx7DkNtRXVmlgm+ugm3Pw85XwNvxHWqi2CcU\nhK+IEI9wWelaqtrlchEKhVD30LdROHuyLLN8+XIOHjwIQElJCbt372bixIkXeWaXlvz8fA4ePEh5\neTnhcJiPPvqIhx9+OCoMdb7p0iyR+/7q9pOsKQiCIAiCIAhnSWuAsXcqt+q9sPNlfOu+QEJGRmLU\nzOsx2ez8dudvKXIqV90dLl4NNRXgLAdnGbRUQlhpcVHrsVDvNeNIn4RpfwsAvsJCShfdAUDbqJHI\nauUApxysQ9IO6JyLZIzcDcbfS/1vv0vjiy8Sd8/d2Bcv5sjmEmqLo6/G/0rZl02kD7WTnH1m7ZBu\nHpcWCfF8uL+K780S1UauNCaTiaSkJJxOZ78O8chhGdfK0shjc0EKmngjw2OGs2LFCnw+Hw6Hg9LS\nUrKzs8/59QxDY0l5aiKEZSRN333vFc4fTbwBlVlLuD2A7A0SbHCjTT736mIVFRW8+eabeDtOTlVW\nViLLsvisvALJsoz3UBPOfxZHquMEPEG8xx2YxiR2W7czuNNIqKXn398qk3K6I+xW9iMcHxYpreW7\nrmPWYL02E3NB6mX5eaS26LDdMBDncmU/q3VDBea8JDTxxlNsKQiCIJyNhMeWREI8ratX4ysqQj9k\nCKBU1QlU13QP6pSUEKyrO/0XUakwjBwZCe2Y8saj6qVddNHuenZ9UgrAzKK7ma67g6W1fugo5FPf\n6uM3K4/x3Loi7pyUyTenZZNuP7ffEZIkYZ4yBfOUKVSs+ITQO+/i2bpNWSjLtH66ktZPVxJz3WwS\nHnsMw4gRYE6AWc/A1U/C/regfDsMmBQ9sL8d/nG/0oJr2E2gEud7hSuHCPEIlxWtVktMTAytra1K\nWeiWFuLiRN/f8+mLL76IBHgAsrKyGDx48EWc0aVJpVIxf/58li1bRigUorq6mu3btzNlypQ+e01t\nWudOXaCmDTkURlJffgcrBEEQBEEQhH4ibTzc/ByTrmsmc9snbN9TxrS77gNg3qB5vH74dfKbZJ6o\nqGCLv56BZgdpptaoIXY1Z3DMlQi1TvKHZGM5cCRqeXxrCzV2PZIMGQ0fk2w0QowJEtNo1I6kNHgj\nAAPL1wAQbmmh8fmlHH/rr5RmpqDS5aDRj0WlSe82/Q2v72fhv12F5gxaUMwaloxZp6bdH6K4oZ1D\n1S5GpZ9ZEEi4dGRmZirtX7qYPn0606dPR5blbsv6E/f+BgK1ysUdklaF9dpMAHQ6HWPGjGFnxxW0\n+/btOy8hHuhokXOeKrkIfU+SJHRZVryHmwDwl7Wec4hHlmVWrFgRCfAIV65AvRvnxyfwFTq7LZOD\nYeXPr4I7BzuCO87egzuGEfGYxiSiH2yj8bVDkXG7BngkrQrL1enETM84aaWfy4F5Ugrtu2oJVLZB\nUMbx4QkSHhwpwnKCIAh9wDB8OJYZM2j7/HOQZar//d/RpqYpwZ3SUmRfz7+/TkYdG4suOxvj6FGY\nCiZjmjgBdUzMaW2blBVDXJqZ5o4LudWH1fwoxcjR9CDrGz00uMIga2n3h3jlixJe21LK/DGpPDp9\nMCPSrKcYvXehYIDtH/yD7R/8g4Jb72Dc975H47JltG/YGFmndc1ntK75DMs115Dw+GMYx44FnVmp\nwNNTFZ59f4OiNcrNngWTH4Pxi5VKwIJwmbu891aFK1JsbCytrcqBX4fDIUI859GxY8dYu3Zt5HFe\nXh7z5s07reox4XCQQNCJXpfQl1O8pCQmJnLNNdewbt06ANatW8ewYcOi2sKdSlvbMcrKXyQj/R5s\ntryoZR5PFS0tuzGbh2AyDUJtMaC26ZWrlYIywQYP2pRzv4pOEARBEARBEE7KFEfKtfdy87WdTw2P\nH87T5mHE7ChiXeNAAFSS3BniMSeCPRNrOB5cHgBCQ4dAR4hHm5GB0epikr4MVUyAjAQnOl046mVl\nGfYnzKfcl0dqVjraUCaB8nIAKixGIEzYfxSbr4yxKRIGo5c97bfSHFRaTjTUBPnoj/uYs2Q0Rsvp\ntf4x6tRcPzKFD/ZWAfDx/moR4rmMffOb3+x1mSRJ/fZkqRwM41pdGnlsuTo9qr1VXl4e1dXV5OXl\nMWrUqIswQ6G/0GfFREI8vjIX5knn1gZckiTuvPNOXn31VVpaWs7HFIVLTNgXxLW2nLYvqiHcc9Ax\nUOfGuaIYz4HegzuSUYNxZGdw56QXqUlgnpiCdXYWauuV0cpPUknE3jKE+uf2gQy+4w68h5owjhLH\nZQVBEPpCwuOPKSEewLv/AN79B069kVaLLjMTXfZA9NnZ6AZmoxuUjT47G/U5VPS0Jhi57cf5rHn1\nMKUHGgHw1MKwgIYD45fiba8CWaLtxA+RA/GEwjLL91WzfF81A3NXkJtiYXB8PN8Z/x1MWlPU2Psb\n9hOnj2OAdUC31z3yxQa2vqu0s97+wdsM+Z9nyXzhBTxfHqJx2VLaPus8t9i2YQNtGzZgvuoqEh5/\nDFN+fvc3IstKq62vOMtg5b/C+v9RKvMUfAvsmWf9cxKE/k6EeITLjt1up7zjwGzXXvTCuamvr+e9\n996LPM7KymLu3Lmn3f6psvJ1Cot+weBBTzJw4ON9Nc1LztSpU/nyyy+pr68nEAjw8ccfc++9957W\nwd7y8lcpLPoFAKFgO2PGLIta7nBs5sjRnwCQnDSPUaP+iDbdEik57K6sxpo8GEkS1XgEQRAEQRCE\nC++O5CnszVBzpLENAFfmXHjgm+wLOBidOgm1Sk3aru2M2PYF1qRkskaPI+mxJ1AZDWji45VBgn6o\nPQiVO6BiB1TuhJYKACQJxpk/Zpz5Yxg0E/mnK2hdtYqG5/4XN4HIPHIKj6M74MM8WM3Ng3/MTuMD\nfOmZo8ypwUMoEB0OOpUFY9MiIZ6P9lfz1I3DUInqI0I/0r69hpBD+V6oMmmImZ4RtTw1NZVHHnnk\nYkxN6Gd0WZ1XY/vLXedlTJvNxn333cef/vSn8zKecGmQZRnPvgacK0oIt/o7F0hgnpxKyOHDe7QZ\ngLYNlT2OEQnujE5AP8Tea3BHNyAmUonHMCIe240D0SaZelz3cqbLiFEq8myvBcD5cTH6nFhUOtGK\nRBAE4XwzjhmDefrVtG/c1G2ZOj6+x6CONiMDSdM3p+l1Bg1zl4xm24fF7FlVBoCnCQKeju+2kswf\nFxXw5pZmtpc0R7ZrZCtN9QG21EOWeiELxw1C2/H7NiyHWbxiMQB35N7B05OfjnrNEdNncnDtKqqP\nHyFlSC5avR4A46iRDPi//8N77BgNzy+lbfVqJaADtG/eTPvmzZgmTVLCPAUFnefGJAnu/QB2vgS7\nXgWPQ3ne54Kt/wfblsKIBTDlO5AxoU9+joJwMYkQj3DZ6VrFxOFwXMSZXD7cbjdvvfUWfr/yJdtu\nt7No0SI0p7mD4fPVI0lqMjMfprbuIxHi6UKj0bBgwQJeeeUVZFmmuLiY/fv3M27cuFNuGxd/NSjt\nrWlo/AyPpxKjsfPga3t7UeS+yaz0YNWlmSNX0VU1vEnJgXLGjX31PL4jQRAEQRAEQThNV/+ApKQj\nDDP/E2tiEum5I9geauFbax9jatpUfj391wyZUMCQCQW9j6HRQUa+cpv8mPKcq0YJ9Rz7FFxVMOGb\nYIpHUquxzp1LzPWzSf7ReIqOWKhwq7B5/IBE64kwrScSyMhaTfPARqrDY7npOw9hiTVEXq6hvJTP\n//ISAZ+XuPQB3PjYv3Sb0rShCcSatDjcAWpavOwqczApW1SIFfqHsC+Ia11F5HHMzAGXfVsZ4ezp\n0i2gliCkVPMNtQdOvdHXtLS0YLNFVySL/yqIKVwR/NVtOD86gb80OgimG2jFvmAwujQLzW8f63Fb\nyaAEd4xjEjAMtiNpTn0hmnV2FrqMGNR2Pbo0y3l5D5cq2w0D8XzZRLg9QKjFR+vacmxzzk+LxP4u\n1ObHV+LCX9KCr6QFVBJxi3LOuS2gIAhCb9J/8xuaXv0zyDK6QYPQZw9El52N2nZxKrNKKokptw7m\n0BdV+NqDAKS0ZdMS04wv5OPGEdksGJ3L/gonL24s5tMvK5FUyr6eLEs89c5R/ri6jG9Oy+bOSZmE\nJXdk7A8KP4iEeELhEM/ufhZ30E1gUphbJj/C+DnzUKmU0KjL7+Km92/CHXCjnqjj3rF/IP7DvzHm\n2A7UKGEe944dlO/YgXH8eBIefxzztKuUMI81FWY9A1f/EPa/Bdueh6aO815yCA59oNwGFMCtL0Dc\nlfE7TrgyiG/pwmVHhHjOr1AoxDvvvBP5WWq1Wu68807M5tP/whMMtnG88OdIkg6LZWhfTfWSlZGR\nQUFBAdu2bSM+Pr5bO61QyEt9/SekpNwaVTXHYh5KQsJsJElDVuYjUQEeAIsll4SE2bS3F2Ex5wCg\nTVcOXnisxbh9xbQ0bSYQcKLVnn15RkEQBEEQBEE4W+m5w0nPHQ5AXXsd9318GyE5xKaqTfz3tv/m\n19N/feaDWlNhxM3KrQeSRofl2UOMA3J276bxxRdp37ARgAMZiTgMBtqdDcBnJA6IDukE/T7Kv9wP\nQDjUc4UerVrF3NGpvLldqRD74b4qEeK5QtTW1lJUVITdbic5OZnExMTT3jbUHsBf5kI/yNanoZq2\nTVWEO4IYapsey+S0Pnst4dInadXo0iz4K5RWh/6yM6vGs23bNtasWcPdd9/N4MGD+2KKwkUkyzL+\n8lYkrarHsEzYHaBldRnt22ugS+csVYwO+03ZGMcmRq6212ZYYG89cHbBna4klYRxhAiKAahMWmxz\nsnG8exyA1k1VmPKT+31lIjkQxlfuQg6GMQyNRTqNioahNj++YiWw4ytuIVjn7rZO29YaYm8Z0hdT\nFgRBQG23k/SD71/saXRjtOgiIZ6p++/gsdk/JH9eJjq10mJy7AA7z92TR0nDEP7r8++ytbSKYDgA\nSFS3ePnvT47wx7WF3DZROYeUZEoiwdjZnlElqXjzyJsEZeU1nln8K1QqNbUtXnaUNrOtuA6nT6mQ\nJ8tB/t9xPwz/BmkDZnDH8XXMqtiNWla+W3v27qXikUcwjB5NwmOPYZk5Q9lX0Jlg4kOQ/yAUrVEq\n8ZRs7HyTjYUQc25tXwWhvxEhHuGyY+/SK1K00zp369ato6SkJPJ44cKFpKSc3S9DWfYTCnX/AiXA\ntddei8VioaCgAK1WG3m+vPxVSsuWEgg0o9HEkJh4fdR2o0c9h0rV80d5auptpKbeFvWcriPEUzP6\nBcJaD6DsOAmCIAiCIAjCxZZgTOAbOd/g5YMvk2BM4Af5P+jz1zTl55P5wgt4jxyh6aWXUO3fSbtB\nOZhpMcd0W7+x0hu5H/T7eh13wdi0SIhnxcEa/nPByEgZcuHysW3btsj9goICysrK+OyzzwDIz89n\n/vz5pzWOHArTsHQ/wUYPKquOuG/kYBgae+oNz1CozU/rxqrIY+t1WUjak/+7lGWZ8vJynE4nY8eO\nPe9zEvo/XZa1M8RT7gLDKTZA+XezceNG1q9fD8Bbb73FAw88QEZGRq/rn05bcaH/CNS7cXxQhL+k\nBYDEx8ai72i/Jodl2nfV4lpZStjd5ZiTSsIyLR3rrAGo9NHHsixT09DEG5FUEvpBtjMO7gi9M+Ul\n0b6zVgnhhWWcy4tIeGR0v/o/J4dk/FWt+E448Z1owVfqgqByQjdmVia267K6bRNq7RracRKs95z6\ndXyh8z53QRCE/m7GPbl8/NxeQh1fXw9trGLU9HSMX9uny0608uo3HsXR7ueNvhrjcgAAIABJREFU\nbWX8ZUspTe1Kd45Wb5DXNjWiVf+avHHpPHl1bmQ7SZIwao20+pX9xSff3cm+Mh/lzZ3nAi3D1EhS\nCJBBCoEsURsX5o+TZ/DJNUb+o95N3Np9EFT2G7wHD1L5+OPohw8nYckSYq6bjaRSgUoFOTcot5oD\nSkutg+8oAR+tse9+iIJwEYgQj3DZ6VrFRIR4zl1+fj6FhYXU19czc+ZMhg8fflrblZa9gARkZj6K\nXp/E6FHPAaBW9+8rPS4WnU7HtGnTuj3v9zcSCCg9SUvLXiQh4bqoL9m9BXh6o4rRobJoCWvdhHSt\n5zZpQRAEQRAEQTiP1Co1T+Q9QU5sDqnmVJLNyRfstQ3Dh5P++98z/r770JcVEVSpiBkcfRV/U1Ub\nW96vR2u5jcyRSUxdODKyLOj3U1t0nMSB2ehNZiYOjCPVZqCmxYvDHeCLwkZmDku6YO9HuDBWrlwZ\nuT9p0qSoYxBdLzA6lUBNO8FG5eRj2OWn8ZUvsUxNwzZnIJJWfd7m27q+AtmvnMDUJJkw5Z3832Rd\nXR3/+Mc/aGpqIjs7W4R4rlC6LCt8oYS/fGUuyD35+rIss2bNGrZs2RJ5LjU1lYSEhKj1YmJiSE1N\nZdSoUciy/PVhhH4q7A/Rur6C1o2VEOr8e/OXutBnWfGVu3B+eIJAVVvUdvqhduzzB/daAUaSJIzD\nRNW6viCpJOy3DKH+T3sgDL7iFjz7GzCNu3j7JXJYJlDb3hnaKWnpNWDjL1cqgIVcPiW00xHcCTac\nIrSjktBlWJB0anxFyu9nf3Ub7bvr0GVZ0cQb+lWQSRAEoa+k58QyZI5E1XaZthq4elEO9pNUZIs1\n6/jerKE8On0Q7+2p5OVNJZQ0tgMQCMm8s7uSg1Ut/H7ROHaUNLGz1IGn4Qa83iByWMdHrfUgd16o\nnukux7rrdo7aRjMyLZ7JV8eTFqvht0fvQFIFqAGWZMCy+/+bwZ8cxPnOO8h+JTzkO3KEqieeQD90\nCPFLlmC98UYkdcf3o9QxcOtSmP0f0FFVSBAuJyLEI1x2YmJiWLx4MbGxsd16bgtnLi4ujoceeojd\nu3czZcqU09qmpuYDTpz4DQBeXy05Q58mKenGvpzmZWvAgPspr/gzen0iKcnzgDBw9gdxJUlCl25h\n4Jb/AknGfvNgtNrzf4WnIAiCIAiCIJytOdlzenz+WPMxsqxZGDTdy0DIsozT56TeXU9uXPczzL/Z\n+Rs0koYUcwo3D7kZs7bn9sDpP36KwO23Kw9qmvBuXYlhwjWgNbJvbQVBvxq1Nouq47D5vWbmLEln\n89uvcHDdKkKBAPN/8BNyCq5CpZKYPzaNFzcWA/DR/moR4rkCnG2Ix1/e/QKLti3VeAsdxN2Riy6j\ne1WoMxV0eGnbVhN5bLth4Cnbk7S1tdHU1HTOry1c2vRZnf/+/BVtMBTopUhKOBxmxYoV7Nq1K/Lc\noEGDuPPOO9Hpok+uPPHEE2g04tD0pcR7rBnHhycINXu7LQu1+Wl+5zju3XVRz6vteuzzBmEYGS8C\nExeRLtWMZUoabZurAXB+UsL/Z+/Mw6OqDv7/uXfWZCaTyb5vJCFAEtkRARVQUFFB3FptrbW2tdq+\nrf60r7XLa9v37fZ2X962dlOr1g0VxOIKCqiAIFuAsATIvmcyk8wks917f39MMskwCYQY9vN5nnky\n955zzz03hJl7z/me79c8IfGUxjcORtM0gu29+KqcIeHOEVekS9NxCDS6af7FtrDYdVh0EsacOEwF\n8ZjGxWPMsyEbdfTsbA2LeIItPXS+GIoWky16jLk2jHk2TLk2DNlWZOPYCWcFAoHgbEJvlsi9DAqS\nyskrj46cVIIqumNc8MwGHZ+5OI9Pz8zl7X0t/GXDYbbXhj5P9zd3s+R3GwfVnhHVplWncJ1nCykt\nu5B0eh578DNkFRQA0NLl5YfvfA5zxkvIBiez0mcxZ+pSpGnLSLrnyzj+/g86n38ezRu65/AdqqLx\nwYdo/8P/kXTPl4m/7jqk/vvIY2O0upuhdjOU3jDK35ZAcHYgnpQE5x2yLFNUJLJtxxKTycScOXNG\nVFfTNJqbV4a33e4DaFoQSRIPQcdD0zQ6Ot4jKWl+xKCGyZTG9GnPEhdXdtKuO8NhyLSiP9A3oNwc\nI/5tBAKBQCAQCARnPXXdddz91t0kmZN4bNFjpFsGBuoCaoDLnrsMd8CNLMls++w2DPLAyj9N01hx\ncAW9wdDkz3WF10W0rWka9797P0kxSWRYMrhq4QI860IRMO3f+wrZ//tDmPY55n+mBFmCfR+EhBCN\nh5y89L8fk5ajRwkEAKiv3MP4i+cCoUitfhHPm3ub6fUrxIjJofOaUYt46gZEPLp4I4ortPI02NZL\n6x93Ybsyl7jLc5B0o58A73q7JuyaYcyNwzxJOF4IRobOZkKXYELp9NGotnN4XwsJmclR9RRFYdWq\nVezevTu8r6SkhJtvvjkiNrwfIeA5d1BcPpyvHaG3oj2yQC9BMPS54t7YEFUWd3kOcZdnC2HEWYJt\nUR49u9tRu/2o3X663q7Bfn3hKTtfsNMbdtrxHnaidvmPW18Xb8JUZMdUGA+KRudLhwBQPUFUzxCC\nH52EMbdftGPHmBs35N+aqciOzm5CcUbGoKqeIN5KB97KkAM6soQh04IpLyTsMeba0NtNo7v4EaK4\n/UgGHbJJ/B8RCASnHkmSyL8o+h6uo8HN6t/v4rJPj2fclJSocp0scXVZOosmpVH47TXDth9n1jMz\nP5FZBYnMzE+kNN3Kiu+/SwugKUE+euGfLH/40XB9xVOM5/CDJGR8wMNLvxSeFzOkppL2yLeQPncT\nwX+9TPezL6D2hKK5/EeP0vStR2j/vz+S9OUvYV+2DGmwUDzog+fvgPqPoOkBWPg9kI//GaspCr6q\nw/Tu2EHvjh307NwBgSAZP/0JllmzjnusQHAqEU9LAoEgAr/fT1tbG1lZWaM6XpIkJk/+C3v3PYTH\nU8VF5X9GliMfePz+Dnp6jmK3R6tzL0QUpYfKykdoaX2N4uLvsuLFThQlZCH7wAMPEB8/ZUzPZ8yy\nAqCiRgwWCwQCgUAgEAgEZyM+xcfX130dl8+Fy+fCr0ROAhlkA7H6WNwBN6qm0uJpITsuO1zu9DnD\nAh6LwUKcIdLVpMvfxbq6dQDE6mP57NceD4t4uutj8K7+Peapd6DTycz/7ATiU2PZ9MrhUNstPXS3\nhyanEzKyiLUNCDdKM22MS7FwpM1Dj19h7f4Wrrsoc4x/O4KzidE78XSF3yd+ZiLB5h6crx1G86ug\nanS9VYN3v4PET5WgT4o56X4Fmj307GgNb8dfXSAcMQQnhTHPxtvdG9mvb4B2aOxs4frrrw+Lc4LB\nICtWrGD//v3hY8rLy7nhhhvQ6cTk9LmKpmi4NzfS9VZNRNSRFKPHfk0BgdYe3O83RB1nnpSE/dqC\nUX1eCU4dslmP/doCHM8dAMC9qZHYGekYM4Z2JzxZFLc/JNqpCol2hnJsiuiPxYCpMB5TkR1zoR1d\n4kC8lf+YODYA9BKmXBvGPqcdU27ciCIndVYj6Q9Ox1fTjb+mC39tF77abrTeY4RBqkag3k2g3g19\njkW6eGNY0GPKs2HItCDphrEiOwH9EWL+mi581V34a7pQnD4ks57Ur07GkDJ8tI1AIBCcKoIBhbf+\nvheP08frf65g0twM5t5SjHEIpzadLDEjL4FtNZ0ApMSZmDVItFOSHofuGKfPq+/9Bk99636KZl3C\nFV/4SnQHNAOG7qsYnzA+qugH+39DVUEV//nk9yhfV0vn00+jdofmswJ1dTR/779o/9OfSP7Sl4i/\n6SZkoxE2/Dwk4AF4/9fQshdu+huYB1JbFLcH7+5d9OzYQe+OnfTu3Inqjv7ecTzxpBDxCM4oQsQj\nEFzguN1u9u3bB0BsbCx79+7lwIEDXHfddUybNm1UbcqyibLS3xIMujAYbBFlgYCLHTvvpKfnCOXl\nfyQ5af4nvYRzntrav9PS+hoAVVU/QZKuxuMJrYrcvXs3iYmJ2O124uLixmTwy5BpZZP+AHv19RQ1\nZfCZQDmSYXQPoAKBQCAQCAQCwanGKBu5teRWfvbRz1A0hdaeVnJtuRF1Mq2ZuANusuKy8AQ8EWUm\nnYkfz/sxje5GAmogSrzQ6G4Mv8+wZBAzaRJxC+fTve49ANo2tJFz5D0oXIAkSUy7Kg9bcgzvPL4P\nJagSDGYQk/gVFt49m/zygZWNkiSxbHIWv34nFNuwamejEPGcx/h8Pnp7Q2IxnU6HxTKySVHFEyDY\n0TfRqZMwZlox5dowFcbjeP5AOGrLX9tNy2+3E3/dOCwz009KhON6sxpCZhmYSxIwjRPR44KTw5Rn\nI65iIMpQURS8Xi8GgwG/38/zzz/P4cOHw+XTp0/n2muvRZZHNtagKAodHR2kporYwbMFf103nSur\nCBwjpoidlkr8kgJ0ViOuN6ojyvTJMdivH4e5RDh9na3ETE7B9FEzviMuUMG5soqUey46YbziUGgB\nFV+1C2+VE9+hTgKNnuPWl8w6TONCTjvmQjv6tNhhv8sMmRZsV+Xhr3NjzLSEnHZy4kY9fikZdJiL\n7JiLQgJbTQ3Fe/lruvD1CXuCrdFxXYrLT+/udnp397lQ6WWM2VZiJiVhnZOJpB++P6pfwV/bPXCO\nmq4IMVw/mjeI90CnEPEIBIIzQneHF9+geMN9HzTRcNDJoi+UklZgi6r/+F0z2V7rJDcxlvyk4T/H\n+0nOzefOX/wfiZknZxqwsX4jG+o3APDA9v9i5Z0rKbrr8ziefprOJ/+J4nIBEGhspvqnv8f35BvE\nXn0tRZ/+ErFNu+HQmwBoB98i8MsF9BbcS29VEz07duI7cABU9YR9cK9bR8tPfkr88hswT5hwUv0X\nCMYCIeIRnJf4/X58vpBFpsFgwGw2n+CIC4/du3fT0dFBUVERa9ZEW+C9+uqrpKSkkJOTc8K2NE2L\n+rKWJBmDISGqbuX+b+F2VwJQUXEfcy55D5Ppwh6kycv7Mu0d79HVtZPMzE/x4QcDQp1XX301/F6S\nJGw2G3a7nbS0NJYsWTKq8+kSTCgGQINqfTUHXvkrBUtvwmSOtlIUCAQCgUAgEAjONJIkcduE2yiy\nF/GX3X8hoAai6vxl8V8w68xDDiLGGmK5vvD6YdvPtGbymwW/odnTjFEXsuJO/sb9YRGPuyGGF176\nLxZ/fTV2c2jyp2h6KtYEE6/+bicBL2ians0rj0SIeACWTskMi3jWH2jD1RsgPiY6VkZw7uPqG0iG\nkAvPSMULg91RjZnW8ISgPimGlHsm072+jq53akHV0Pwqzper8O5zkHBTMbo443DNhvFVuwaiQiSw\nXZU/8osSCPow5tkoV3LZajgcVXbo0KEIAc8ll1zC4sWLRyQ08/v9vPPOO+zdu5dgMMhDDz00ZPSW\nYGwJ9jmk6BOjx0vV3iCuN6vxbGkKi/8A9Ckx2G8owlw44DIWU56Me0sTqBpxC3KIm5d1XFGD4Mwj\nSRL2G4po+e12UDT8NV30bG/FMiPthMf2O8n4qpx4D3XiO9oFweEnQSWDjLEgHnNhPKZCO4ZM64jF\nQpIkYVuQe+KKo0SSJQypsRhSY7HMDEW0qj0BfHV9bj01XfjrukOOeIMJqviru/BXdyGZdFgvzggX\nKV1+fDUu/NUh0U6g0Q0nniMOoWonriMQCASngIR0C5/+3izW/+sAVR+HnDtdbb289POPmXVdPtOu\nzkce9NkdZzZw+fjoyK3jcbICHoDeYC92kx2nz8ny4uWMs49DCaq0lC3Def982nYextXiodeYgNof\npb0fNn5/DympXyW9awYZlc9Ci4egtxf41XHPp0tOJnbqVOTYGFyrBubkHE8+iePJJzFNmIB9+Q3Y\nrrsOfVLSSV+PQDAahIhHcF5SUVHB6tWrAZg6dSrLli07wz0Koaoq1dXVJCcnY7NFq1hPFy0tLaxe\nvZpAIMBHH300ZJ2LL754RAIeRfFRsedesrM/NyJXneKiR+ju3ofXW8+Ekv++IAQ8Hs8RQMNiGTpn\nWpZNlJf/H52OD8jIuIns7Ceorq6OqqdpGi6XC5fLhd9//BzpflwuF7t27WLevHnhQWRJkqjWtVGY\n9xEZmQdpkDT0azUKl9wjLNUFAoFAIBAIBGctM9NnMjN95pBlMfrRR3bEm+K5IveKiH3mkhLiFs6j\ne937APg3dPCNCV/myaUvhOukj4vnqi+W8dofdgHQ0eCmfr+D7AkDDgQFyRbKs+KpaHDhV1Te3NPM\nrTNP/JwlOPcYiygtY25k1Jukk7AtzMU8PgHH8wcItoVcArz7HbT8ZjsJNxUTM2n4QWRN03C9Xh3e\njp2cgjHTOuK+jTUOh4Pe3t5Rx3cLRkcwGKS+vp60tDRiYk78WakoCh9++CETJkwgJSU0SWNIs6Az\nGtBpMooUOStdWlqKw+Fg7dq1zJ8/n8svv3zEYwsGg4FDhw7h8YQcPKqqqpg4ceJJXqFgJGgBhZ7d\n7Xg+asZf0wUyJH+hfMCZRNPo3d2G87UjqN2DxLJ6GdsVOcRdmh0l0DFmWcl4ZBaSXh6Vk4vgzGBI\njSVuXhbd6+sBcL1+lJhJicix0QI6xeXDe8iJt6oTX5UT1R0tpA4jgzHHForHKupzzjmHRF1yrIGY\nkkRi+pykNEUj0OIJi3p8td0REWG+IyHxbr9o50TxYQBynAFTfjzGPBv+ahe9ezqAkHhOIBAIzhRm\ni4HFXywlrzyJDc8dJOBV0FSNLa8epXavgyvvmoQteWwjMpVA5PyWqmq4HV5crb242nqIbS3g2Utf\n4rnGf/L5ss8DIMsS7794CCWgAhYwD+V8KtHWqtDGDIyOd4n3VkdXkWWM44vxTyzBlZxAztzLyLz4\nEiRJQtM0zKVldPz97wRbWsKH+Pbvp+UnP6Xl57/AetllxN+wjLj585GMJ15UIRCMFiHiEQhOE8Fg\nkGeffZbDhw8TGxvL/fffj/EMfMB7vV6ef/55AoHQQ1e/3fdgxo0bx+LFi0/Ylqap7Nv3IB0d63E4\n3mdCyY/IzLzluMfExOQyfdqzdDo/IiP9htFdxDmCqgapqvoJdfVPABLTpz2H1VpCZ+cmUlIif79m\nUzoZGTcBcPvtt1NRUYHD4cDpdOJ0OnG5XLgH5XIOHhT2+XxhUU+/81RDQwObNm1i3759qKpKamoq\nEwZZ/slGHT5/DJIUWunR2fkB3euvxTZfTCgIBAKBQCAQCAQAKQ/8J6517yMD06s0Uo5ET87kliaS\nnGOlvc6NMUY/5CTmsimZVDSEJnpW7WoQIp7zlMEinvj4kcdVRTjxHCPiCe/PjiPt61NxvV6N+8NQ\n/JvqCdDxz33EzkjDfv04ZFP0EJ93vyM0WQ+gk7Atyhtxv8YSt9vNO++8w86dOwFYunTpqOO7BSdH\nc3MzL7/8Mq2trVitVu6//370+uGHg+vq6li9ejWtra1UVVVx5513Issykk7CmBuHsU5PL9GLii69\n9FJyc3PJyzu5vzFJkigrK2Pjxo1AaFGeEPGMLYHWHjxbmvBsb0UbLBRQwXuwE3ORnUB7L85VVfgO\nOSOONY1PIGFZIfqk4SfuZOMnj30XnH7irsilZ2cbisuH6gngequGhBuKUH0KvqMufAc78VZ1Dhkx\nNRh9cgymYjvmogRMhfHI5vNnuknqi7g0ZlrhklAcate6WrreqgGgd1cbvbvajtuGPi0WU54NY74N\nU54NXeKAa6RbL4VFPN0b64kpTz6jQluBQHBhI0kSE2ZnkFlk5+1/7KO5T6jYdNjFc//zEZd/ejzj\nLz65SN+h0DSNHW++zgcvPMOC2KXYSSTFLfHYf7yHqkS6kmUUxvPQzIcG+ihLxKfE4DgmvtFkljC1\nhFwhu2z5IMkY/N3YukOf17IBYpK8SClmtiV9mYJxXups8VS8uwaOwKzMDLJmzwGgtmIXr214HYoy\nSJ8zjdkBHd1vv43Wl/xCMIh73Trc69ahs9uxXXst8cuXYy6dJBbIC8ac8+euSiA4i1EUhRUrVoTt\nhXt6emhvbyczM/O09kPTNFatWoXDEbLSNhgMLFmyhFWrVoXrJCQkcPPNN6PTnfgh3O9vo6t7d1/b\nCoGg6wRHhDCbM4cU8AwVy3Vuo/UJeELv6xueprt7Hz09R5ky5XGSEucNeZTRaGT69OlR+wOBQNiJ\nZ7AA7OOPP+att94CIC8vD03TqK2tjTh28+bNESIeAGdnBlr+ToxdeZi6c+h6oxpdnBHL9BNb6AoE\nAoFAIBAIBOc7puJi4i6bhmfDdgBKXt0HX3ZA7IDTzg82/YDES9NI+WAKl99SQI/zIO89tYc5N9+G\nMSYWgOsuyuRHayrRNNh0uIPWLi+pNhH5fL4xGiceTdXw1w4S8eQM79grGXTYlxZinpiI48WDqF0h\nIUXPthZ8R1wk3joeU/6AeEhTNVxvVIe3LbPSjzsRfypQFIVt27axbt26cOQ5wNGjR4WI5xSjqiqb\nN29m7dq1KIoChMRU7e3tpKenR9X3er2sXbuWrVu3hvfV1NRQWVlJaWkp0Ccyqxv+nCcr4OmnvLw8\nLOI5ePAgPp8Pk8k0qrbOVzQt9Fmh+RVMRfYTjp1pAZXePe24tzThr+46Tj2Frndq6HqvDoIDE2ey\nzYj9+nHElCWfZ+N0gn5kow779ePoeLoSAM+WJgJNHvz13aAMH+0kx+pDTjvFCZiK7ejtF9b9jGQ4\njrOQXsaYY8WUFx8S7eTGDelu1E/stDQ8m5sINPdAUMPxTCWp/zH1vBJCCQSCcw9bcgzLH5zKx2/U\nsPXf1aEoRa/C2icrSc23kZA+lPvNyHnimz/BUfchAOW+dRittyJJEirR3z3O1p6ofZPmZbK9bier\n2l/EZW7D5vPyeW0hTXWbCEgaEyu6MafNQM3OwX3XZ3DIYM9Ko8S7gsr9Zhq7JtN4BBT/wXCbR3dW\nMOcWFZ1eRtbr8HaH7p3q/X7sv/8b6Y/+F11vvIFr5Sp6P/44fJzidNL5zDN0PvMMpuIi4m9Yju36\n6zCknv/pI4LTg7gjEAhOMaqqsmrVKvbv33+mu8KHH35IZWVleHvp0qVkZAxk9xqNRm677TZiY2NH\n1J7JlMaM6SvYuetuEuyzyM25e9R90zSFvfsexGopIT//3lG3czYhywYmTfw5+yq/CUBLy+pw2Z49\n32DOJeswGEa+QtNgMJCcnExycvKwdWpqaqL25eXlMXv27AiRVGpqKtXVbjZvupVpMVMY1xYSlHW+\ndAid1YC5JDGqnZOlPytbC6rIRh2SUYdklEM/DbIYCBIIBAKBQCAQnPWkPfxDjmy8DjTobTTQ8+L/\nEnvnTwFocjfxStUrqJqKLlNH+x8m428KrajOL59C/pSQMD893szFBYlsPuJA1eC13U18YV7BGbsm\nwakhNzeXQCCA0+kkLW1kCyOCbT1ovpDAQrYa0CWcWLhgLk4g/f5pdK6sond3OwCKw0vbY7uJm5+D\n7YpcJL1Mz85Wgi2hgW/JKGNbmDvKKxsdNTU1rFmzhpZBNvT9lJSUnNa+XIh0dHTwzjvvoKqR0Vea\nFj1BUllZyZo1a+juHhCUGQwGFixYELEYyJRno/fDAReeYHBs4l9SU1NJS0ujpaWFYDDI/v37mTx5\n8pi0fa6j+hV6trfi/rCRYN9Eln1ZIdZLhl4UGGjrwbOlmZ7tLag90f8+ukQzOpsxLOzxbGqKrCCB\n9ZJMbIvzhJDgAsBcmoS5JAHvgU7QGHBuG4xewpQfHxbuGDIsF3R0mrk4gS5jDZpfRbYYMObZMOWH\nnHaMmdaTig+TjToSPzOR1t/vRPMrBDu8dL50iMTbJ4gxU4FAcEaRdTIzry0gZ1Ii7/xjH662XqYv\nyR+RgEfTNJwtPTQddhFrM5JfHjmXlZI/E0fdJkAD1QOaG6SQG6lPB2lZVtKzrMSnxJI9aI7K19OD\nx9nJ5IU57K3cSOP2/fQGe7k5YTlHVm1BZzYRExNDz7RZLP72D6jbu5sXfvhtAJJb8pj901ep+Z/n\noe+rTtZngmRB1mfS2ZLJ3x/aSO6kRLInxBOXlIrb0c7kRddgNMegM5tJuOUWEm65BX9NDa5Vq3Cu\nXEmwceA+yneoitaf/5zWX/4Sy7y52Jcvx7pwIbIQpgs+AeJuXCA4hWiaxpo1a9i9e/eZ7grV1dW8\n88474e1Zs2ZRXl6OpmnMnTuXuro6rrjiClJPUiVqMqUyfdpz6HQxo37A0DSVyv3foaVlNS2sRlF6\nGDfu/50XDywZGTeSmHgpRmMSfn8HW7cuIxB0UTL+0ZMS8JwssixTVlbG7Nmzh3R8mj59OtXV1QSD\nJiqpZ2paIUpLL6gaHc9UkvLlizBmD23lPhICzR4cKw4SqHcPXUEKrV6R+sQ98mCBj1GHPOi9ZJSR\nTX3vDTokU6hMNuiQTH3lg0VCunMnb1sgEAgEAoFAcHZjKizENqeMrg/2AND+1CpyP/vfoDPw6uFX\nUTWVdEs6RtmII1nB2jeOV1e5h6TcUmLiDOgNOpZOzmLzkZAj6qu7GoWI5zxh0qRJ4fcTJkyI2B4J\nEVFaOXEjfgaWYw0k3T6RnkmtdK6sQvMqoEH3u3V4DzhIuGl8OO4DwHppNrq40cV59/dppH3r7u7m\nrbfeoqKiImJ/YmIi11xzDcXFxaPqh+DkSElJYcGCBaxdu3bYOi6XizVr1nDgwIGI/UVFRVx77bUk\nJCRE7Dfm2jBrBrxSKJ595SsruesLd41Jf8vKysKCr4qKigtexBN0eHFvasSztQXNGynG8dd2wyUD\n21ow5Lrj+agZ35EhHLJliJmYhOXiDExFdtzvNwzpzmPItpKwvBhjlojzuVCQJAn70kKaf70dggOC\nP0OGJRyRZcy3ici0QRjSLaQ/PAvNp6BLMH3isWtDSiwJNxXjeDa0+Le3oh33h43Ezc0ai+4KBALB\nJyK9IJ5bvzOT3e/WM3Xx0AsCFEWlrbabpioXTVVOmg678LpD94r5FyUSiSD7AAAgAElEQVRHiXgK\np5VRtfViYiyQPeNa3mrzsKmti06dRkACU4+PR4pSWHBJHrIs0VFfy79/93Paa2tILRjHZ3/yG26f\neDtX5F7BE3uf4Nac2/jnqvuIiY/nhoe+S9q4olDfC8cjyTKaqtJeX4vX52fu128he82/qenIpr5K\nhvgvhz/HA16Fw9vbOLy9DTW4gPQJNiYvvhKDOdJxzpiXR8rXv07y175Gz0dbcb3yCl1vvYXW2xc/\nqap4NmzEs2Ejss2Gbck12G++hZiy0rH8pxFcIAgRj0BwitA0jXfeeYdt27aF95WWlrJkyRIAzOZT\nZzfqcrmwWCzhnPOuri5efPHF8Iqr7OxsFi9eDIQe2BYtWjSidgMBF13dFVExUHr9J7PQU1U/Xm/9\nwHmCw1v9nq1omkZt3d+JjckjJSXy92kypYR/ll/0J2TJQFzcyQ3uHo/BVthms5kZM2Ywa9YsbLbh\nrdgnTpyIxWLB4/HQ3d1Nx/VGkt5WUZw+NL9K+xN7Sb138knbrWtBle736uh6t+649rtooPlVNL8K\nBFBO6iwnQCcNIQQaQhg0qEwy9W0PFgkJ9yCBQCAQCAQCAZD8rf+ha+ky0CQ89dDz2j+IXXYPd5ff\nTaG9kFhDLHMy51CVs5ktPc+TPamcxMxSXvzpNrKK7Sy+u5RrytJ59NU9BBSNnXVOajo85CV9suco\nwZnn1ltv/UTHR0Rp5Q7//DYcsVNSMebH0/niAXyHQ5P3gUYPrb/fEa4jW/TEXTq6ycDCwkIeffTR\nEdfftGkT7777Ln7/gFuLwWDgsssu45JLLgmPUQjGHlVVkeXIBS1z584lJiaGLVu20NbWFlF369at\nrF27NuLfymKxcM0111BaWjrks68coydNTqBGa0Wv6bh01pwx639ZWVlYcHTkyBE8Hg8Wy4X1Galp\nGr7DTtwfNOLd72CIVIkIAu29eD5qoufjFlTPEK47dhOWWelYZqSjsw0S8R3zTyuZdMRfnY/l4owL\n2mHlQkWfFEPKl8vxVjowpMViKrSPWvR5oaCzGMAyfEzWyRI7OQVftSvsjOVacxRjThymUdwXCAQC\nwVhjNOuZcU1+xL6mwy5q93bQdNhJy5EuggF1yGObDjvRVC3i/qJwWgr3/ulhTH1xg9eoGn/fUMUT\nr32AvaeNvbZJfH/1Ptbub+UXt0wmPiGRttpq0DRaq4/g9/ZiNMeQZknj4VkPo2kaV37xPtLGFbMl\nuIcPNvyVdEs6C3IWMOWqa4m12ckcPxGDyYTZYqDsszdRBgT9Cg0HndRUtFNd0UG3wwuA3iCTVlIG\nQHVFBwnpFryeAAGfgk4vo9NLfT9lLLMvxjL7YtK+9z2633oL18qV9Hz0Ufha1a4unM89j/P5F8j6\n9a+xXX1VuExTFFSPB9XtRnG7+957UD3uY/b3oLrdoZfHgyErk5T/9yA664V1n3yhIp6eBYJTxMaN\nG/nggw/C2+Xl5SxfvjxqUGUsURSF1157jR07dmC32/na176GJEm8+OKLeDweAGJjY7nllltOevDM\n5drJnr1fx+9vZ+aMV7Bax87+WqczM/miv1Gx56sYDUmUjH/0nBJLKIqPAwe+S1Pzy+h0FmZMf3HY\n30+8bexXk40bN4477riD3t5exo8fj9F44odtvV7P9OnT2bBhAwAf79nB7V+4hdY/7ULrDaK6A7T9\nYw+p905GZx3Zw7u/rhvHioNhy3YAdBKGDEufYEdB8yuofjVihc+Yo2hovUGU3jFuN8o96PgiIcmo\nCzkIGfq2TZHuQREORMI9SCAQCAQCgeCsxVRcQvzsYlybqgBoe2UzecvuQS/ruTLvynC9opmzKZo5\nm672Xp77748I+BSqPm7FYjcx75ZiLitOYe3+VgBW72rkawuFI8mFTqSIZ3ROqHq7ieS7y3F/2Ijr\njaMQjJz5j1uQe9picdrb2yNEIaWlpSxevJj4+FPnQiuAo0ePsmbNGm6//fYI9xxZlpkxYwZbt26N\nqN/c3Mzrr78esW/atGksWrSImJjjL+RZIJdztLeJDDWBgryxcxRLSEggOzub+vp6VFVl3759zJw5\nc8zaP5sZKjJrMPrkGPSpsXj3heIaAy0e2v66Oyzci0AG84QkLBenYy5OGFKUYyq0g04CRSNmcgr2\na8dFinwEFxymXJsQjJxh7NeOw1/bTaDBDYqG41/7Sfv6VOTYsRMLCQQCwSdF0zQaDjpxNnvYtqZ6\n2HqmWD0ZRXYyCuNRFBW9PODoZox6LlHxP/0oN3aHFvZXx+bh0VvYeKidq36zgR8vLyc5O5eO+jqS\nc/PxdDowZgwsUJAkicmLQsYJOzc9y5qjawBIjU3lM5+/J+JMf9jxB7Y2byXdks5tE25jStkU8sqS\nuDTvjzj+/UdqLDdTY7iGyQuzKZicEj5u97o6tv47+nplWUI29At7UtBl30PhogcY3/UBrpWrCNTV\n9f/iaLj/ftry81E8blS3Z8C55zhogCobUHRmgnozQZ0Z06adGLJzSBojN0zB2Y0Q8QgEpwBN0+gd\n9CFcUlLCDTfccEoFPF6vlxdeeIEjR44A4HQ6qa+v59ChQ9T1fVlIksTNN9980gNomqZy4MB/4fU2\nAFCx5+tcPOs1ZHnsHiR0OjMXlf8JSdIhSeeWoEFVe+h0hgbFFMVDdc2fKSv99WntQ2Fh4UkfM336\ndDZu3Ihe34Pbs5aK+m3kfvp2vE/JEFRROry0P7GXlC9dhGwa3jpXCyi43q7BvbEhYqWYMTeOhJuK\nMaRFq4I1RUMLKGh+FbVP3BN6hcQ+qk8ZKB/0XvP1C4GUKGFQ//sTrVYbNafdPegYt6Chto8VCQn3\nIIFAIBAIBIJTQvL3/4BrybWgKPRs3ozno4+wzJo1ZN24JDMTLsmg4r2Q2+iutXVYE0wsnZIZFvGs\n2tnIVxcUiXu1CxjVpxBoCS22QQJj9ugjbCRZIm5eFuZiO47nDhBoCrWrs5uwzs4Yi+6OiIULF7J3\n716sVitLlixh3Lhxp+3cFyLBYJC1a9eyadMmAF5++WXuuuuuE449ZWZmMmPGDLZt20ZycjLXX389\neXl5IzqnUTJQrJ6av6ny8nLq60Ofm3v27DnvRTzHi8wCMI1PwDo3E3NxAj07WwdEPI2eqLq6eBOW\nmWlYZqajizcd97zGTCvp35wJqoY+8dS5hAsEgpEj6WWSPjORlt9tR/MqKE4fjhcOkvS5ScIhSyAQ\nnFW88VgFvp7I+5a4JDMZRfFkFNrJKIonMd0y4s8uWdaRnJ1LfWUovvqOcSqP1YGmgbMnwH3PbOfW\nCTfw8HdmkZRw/HnNZk9z+H16bHpU+b6OfWxv3Q7A4vxQUglNu5He/g5JBpX/tj/FfvNLpB+dxDez\n/ovS5FAEVsAXIND7IbI+C51h4J5ZVTVUn0LQN3COoD6JlK9+leT77qPpu9/F9dLLdFuz8RusKJ4Y\ngroMlKSQICeoN4cFOjolwMQDT0f0ty1lKntKvxixT1IVpjz2O2ZetRhDlohePN8RIh6B4BQgSRKL\nFy/GZDJRW1vLzTffjE4XEkEoisLq1atJSkoiOTmZlJQUEhISwuWjIRgM8vjjj4fzw/tRVZXJkyez\nf/9+Ojo6WLhw4agG0SRJprT0V3y09QZk2UDhuP83pgKefmT57Fz5Ewy6aW55lazM24YcZDcYEph8\n0WNs+/gWUlOvYULJD89AL0+e+Ph4SkpKCCqPk5FRRacT7PYiMm77LB1P7wMNAvVuOp6pJPnOSUO6\nxfiOuOh86SDBDm94n2SQsV2Vj3VO5rA3a5JOQtLpwQxjmaytaRoEtShh0PDbIWGQ6lfQAoNEQoPe\nn4/uQZkeGVUHjub9I3MP6nsv3IMEAoFAIBBcqBjz8oi/YRmul14GoP33f8Dy1D+j6qmaysqqlVy2\n9HI8Th9HdoYibD5YUcX8z08kxqCjN6BwqNXN/uZuJmaIle/nAzU1NXz44YfY7Xby8vKYNOnE8cn+\n+u7wAgRDWiyy6ZMP0RnSLKR+dQrdG+vx13ZjuyIXST/29+3BYJAtW7YwZcqUiMgji8XC5z//eVJS\nUqLGOKqrq9myZQsAubm5XHLJJWPerwuJlpYWXn755YhxoPb2djo6OkhJSTnOkSGuvPJK7HY7s2fP\nPmtizkpLS3njjTfQNI2amhpcLtd55+IUjsz6sAlvZUfUIiTJqCN2eirWOZkYUmIHFQwxtiKBuSQx\n5LpTknhSE/16+/GFPgKB4PSjTzSTeEsJHU/tA8C734F7Yz1xl+ec4Z4JBAJBCEmSWHjHRPZ90Igt\nOaZPuBOPNeGTiYIzSybS1d5K5viJTF5YznxjOg++sIsGZ2iy5IUqPx/+5WN+desUZhUkDtvOPZPv\nYVHeIlp6WihJjE7KaOkZuG8Oi3zSy2Hhd2Htf1Nr0NOggwbXPjjyHiSX0lFfy+63f4HibULTxWO2\nfB5VNaAMM1ekq3sfnv42kuMoDncBGy/9NaruxPOeRrUXS9IRZKsV2WJBtloJkAZ1kfU0WceOqQ8Q\n+OwjZF45k/x778CQaD9h+4Jzk7PjKU0gOA+RJIn58+ejKErE4JXT6WTnzp0RdWVZjhD1JCcnh18j\njUYqKyuLEvEApKam8qUvfYnt27d/okEyi6WI8rLfY7EUExOTPep2RorX20QwGLLQM5nSMBhOzReR\npqlomjKsKKmh4VkOH/kVgYADkzGZlJTFQ9azWkuYNXM1MTG559Rq2rlz51JX30pv728BcHS+z7jp\n38B+QxHOV0JxAb6DnXS+dIiEW8aHr031BnG9UY1nc1NEe6bCeBJuLEafdHwL7lOFJElgkNAZ5DHN\npwbQVC3SLehY96Aht/scgnx9wqC+91qgz2HIH3IZ4lTpg4ZxD4ol9O/Y09o2+raP5x5kkEOTBfrQ\nT0kvh/dJeilyf0T5MGV6Cckgg04WK5AEAoFAIBCcMZLvvRfXqlchGKRn61Y8m7dgmX1xuLyqs4of\nbPoBO9t2srRwKT/4wg959bc7aeqLPNnw9H6WlibyfE3oHuzVXY1CxHOO8/bbbwOwdevWcIxUIBAY\nmYinbnCU1tj9HUh6GduC3DFpy+v10t7eDoDJZCIlJYVDhw7x+uuv43A46OjoYOnSpRHHpKdHr3oF\n6OrqorKyEuCsEY2ci6iqyubNm1m7di2KMuAPW1RUxLJly4iLi45lW7x4MV5vaOGN3R4aWzGbzcyb\nN+/0dHqEWK1WCgoK8Hq9lJWVYTCcPzEyql+hZ0dfZFbLEJFZSWYsczKxTE8bMv7OlBsH+pBrss5m\nJHZmOpaZ6UKMIxCcZ8SUJmG9NCvkdg643qzGmGvDVHB+CRoFAsG5y7ipKYybemLB+Mkw99bPcult\nd4a3s4HX77+UR1ft5ZUdoc/D+s5ePvWXTXzl8kIeuHI8xiEWKkxOmczklMnDnudX839Fo7uRlp4W\n8mx9jjqSBJc+CKmltHz4YLhu2hvfBVMS5ryrUAOh5zZVcTFtsZsZ1y1He/N7qBWvoHS1oWBA0UIv\no7sXqkLzmrExSai+kRkXBI2x5P7l75E7j7jQ/WoHxhgdvd2BiKI9JZ9nTx3I39rCjEIX0+9fhmwS\n94XnG+KpWXBe0i80yMrKYsqUKaflnE1NTaSmpkatNjt2u60tetJcVVXa2tpoa2sLD2pBaFDl4Ycf\nHpEoZN68eXR3d1NRURER5dXfzpw5c0Z0HZqmUlPzGPaEWdjjp0eUJScvGFEbY8GRI7+mqfklACZO\n+BmZmTePafuK0kN1zZ+pq3sSgyGe6dOex2yOtoT2eKoIBBwAVB3+BUlJ86mueYzUlMVYrZFq3tjY\nkdlPn03k5OSQlvZZKvZsJjFxLomJoUE868UZKC4f3etCUt+e7a3obCbir86n94AD58tVKK4Bn0DJ\npMN+7ThiZ6adUyKmk0GSJSRzyD1oLIlwDwr0iXyOdQsaIkIsok6USKivbuAcdA86ETopSuBDhEho\nkPBnKCGRrk8QNIyQiL5yISQSCAQCgUBwLMbsbOzLl+N88UUA2n70CLGvrg3f/zZ6GtnZupNxjRba\nK97nbyu+xB2P/oGVv9mNs6UHNaiRv7+HJKNEh07j1Z2N/OdVJeft/fOFwAcffBC1b6TOIf7aQSKe\nnGjhxdlAQ0MDTz31FABpaWnY7XYOHDgQLt++fTszZswgMzPzTHXxgsLlcrFy5UqOHj0a3qfX61m8\neDEzZ84c9rNkNPHbI0H1BNDFja2j8m233XZeiXeCDi/uzY14PjpOZNacTMzjE477nKlPiiH9gWko\n7gDG7DgknfjeEAjOV+Kvzsdf242/pgtU6Hh2P2lfn4rOenY62AsEAsEnRR4ipcRmNvDrT01h4YRU\nvvNKBV3eIJoGf3rvMBsOtvGbT02hOO3knqHybHkD4p1jKbmat20ZtDx1Pc2ql0RVhVfuwWK2M3vy\nFbz/cYBLb/s8U65aAoAU7EHnriMUVuAdssk803bKUnfQFjMPQ4wRY4weoz6IoWULxqR0jGl5GBNS\nQvvNejRNi7ifTyuw8ZU/zAegra6bl/73Y5Rj5ntU2YBv1fMcefMxUh64H9u11yLJMit+tg1ZlkjM\nspKUaSEpy0JiphXzGC98F5xahIhHcF6SlZXF1VdfzaxZs06YBT4WHD16lGeeeYbi4mJuuumm464q\nS09P59prr6WtrY329nba2tro7u4esm5SUtKwgzDHOvxIksSSJUtobW2lurp6VNfh97ezd99DOBwb\nMZsymTVr9SlzwDmTeDxH2LHzDhSll9ycL6A32FCU6ExxgPz8r9LYtAKD3kZu7t1s2DgTRXFz9Ohv\nuHTeVozG4e37zhWMxkSmT/tX1H7bojyULj8920IOT93v1eGrduGv7oqoZ56YSMINRSfMXRcMTYR7\nEKfAPSigoPki3YJ2btuBrMCk4okRwiA1QiR07HZkLNkpcw86EYqGpoTESmeMCCHRILGQIRQzdkLX\nIf1xhETDipKOaU8IiQSCs5ZAIIAkSVH3gy6XC7PZjEmsjBEcg6ZpKIoinCnOEZJvuRLnSy+AKtF7\nqAnP+nVY518BwGXZl7EofxFx6/dh69HjoZXOlqNc/x+Teel/P6any4/qU7k1YOIpq5cGZy8765xM\nzU04w1clGEv6nU6Oh6Zp+GsHnquMuWeniGcwLS0tEe6/JpOJhQsXkpaWdgZ7deGwZ88eXnvttbCj\nDkBGRgY33njjiOKzxoxBY1Qtv92OeUIiloszTihCGSnni4DH3+Cme0M9vbvbho/MuiQTQ2rs0A0M\ngT4p5oy5HgsEgtOHpJNJvH0Crb/djtoTRO3y43juAMlfKBNjQQKB4ILj+smZzMhP4KEXd/FBVQcA\nexu7uO737/OtayZw5yX5yGP02RibMZmCa35FwUt3D+z0Onkr4xDvLdSTVegj7POTkB/6KckQnwOJ\nBZBQEPqZOA4SCtAl5HO5yRp5kv3/hucehiZCL1s25M8LvTrnhdrtu98ePDeckhPHZ384m4YDnbQ3\nuGndVUNHowefPg6Lp5GAw0njN/+TjscfJ+mBh2it9qJphF2B+7HYTSRlWkjMslJwURKZxWIs4mxG\njBIKzkvS0tJO20BSfX09zz77LMFgkMrKStasWRNlJz0Yu93OzJkzI/b1W1T3i3r63w91DZqmsX79\neo4ePcodd9wRNdjf0dEx6mtRFB9dXbtDffI1Ulv7dwoLHzzBUacGkykNi2U8AAbDgLV4dfWf6Ok5\niqp6kKRLo47TNAVJilbuDiYmJgedzorP10x9w1OUlf4WTVOorHyEkpLvI8sDk2tGYyJTp/4Tq2UC\nkiRz8OAPw2V1df+gsPChT3qpZx39il9JkkhYXozqDuDdH3IjGizgkS167EsLibkoRawePkuRZAnJ\npIdj5ot7q0M/LdNG9zmpaRooWigSrN/1xzcoUiyoogU1CKh97yNfBLXQ+yHLNeh/HxjYFzruTCmH\njuGsEhINCIqGjC/TSXAiZyHDMfuHFSUJIZFAMBQ+n4+6ujpqamqoqamhoaGBm266KSpK5a233uLg\nwYOUlZUxbdo0srOzxffnBUwwGOSll17C4XDgcDgIBoPk5+ezZMmS0zsZKzhpDGXzsE/Q4dwXui9p\n/8WPsFy+MPz/+ZFZj7B+92PUfLAZgIbKvWQvL+W6r03mlV9uJ+BTsKoSN7tN/CvOx8GWbiHiOc8Y\niYhHcfpQ3SFLdMmkQ58y8on8s4EpU6Zw5ZVXYrVaT1xZ8Ilpbm5mxYoV4W1Jkpg7dy7z588/7QJQ\nc0lCeKEPGngrHXgrHejijcTOuLAjnjRNw1flpHt9Pb4qZ1S5LsmM9ZJMLDOGjswSCASCfvTxJhI/\nVUL7E3tBI/TZsq4W25Xnngu8QCAQfFIy4mN46gsX8/iH1fzsjf34gyq+oMoPVu9j3f5WfnHLZNJs\nYxSfkDsbdCZQQikU1Xo9L2hOghL8YNMPyLBkMDdrLlz0aShZAvZc0J2ECP3oxsjtrnrY/VzoBSFB\nUL+op+CyUPt9WBPMlMzOoATgpmI0v5/mp1+ka5eE2hea4dtXyYEHHkWb8ciQp/c4fXicPmr3Odj5\ndi3LH5pGZtH5Z+RwviCeGASCT0BLSwtPP/00fr8fCOV3jyZT3Gw2k52dTXZ2dsR+TYtcrhMMBnnt\ntdfYuXMnACtXruTGG2+McBvKzMwM21u3trYybty4EfcjJiaLSRN/xu6Ke8nL+woFBV8/6WsZKwoL\nHxxSQNTRsR6naysAEuVR5Tt23klq6hKys24ftm1ZNjC++Dvsq/wmhYXfpKNjPbV1jwMqFut4cnPu\niqgfbxvI0Rw37gEa6p8hLf16CvLP3O9nrNE0jbq6Oj766CNkWebGG28EQNJJJN4+gba/VhCoG3CM\nipmcgv36ccLK9QJFkiTQS+j0Y+8edDz6xUMRop+AGto3nCAooKIpxwqGjhEKHVMeFhlFlJ+tQqIz\n2Aed1CfyOY6QqE9sNJyQiGNFRycSJR0bkyaERIIzgMfjoba2NizaaW5ujrpnq6mpiRDxeDweKisr\nUVWVHTt2sGPHDlJSUpg2bRoXXXQRFovldF+G4BSgqioulysszBn8WrZsWcS9vl6vp7q6OiIG9+jR\no/z5z39m3rx5XHrppcKZ52xFlkn+4l24HvobmirRW9WEZ8MGrJdfDkBKbAoz519HdnYx2RNLSS8M\nLUxIyY3j6nvK+PcfdqOqGo16lQDw9r4WPjUz9zgnFJxrjETEc2yU1tl6T2M2Rw6GZ2RksGTJEnJy\ncs5Qjy5M0tPTmTlzJlu3bsVut7N8+XLy8s7MRG7CjcUcCTRhq5OIdQz83SouP91ra+leV4u5JBHL\nzHTMExI/cexTW1sbycnJxxU+a0EVz7Zm/HVurHMyMWadXnGZpmj0VrTRvb6eQFO0y7OpyI51XtaY\nuRUJBIILA3NJInELcuheVwdA19pajHk2zMI1QSAQXIDIssTd8wqYV5TM/c/vpLIptNh846F2rvrN\nBn68vJwl5Rmf/ETx2XDPBmjeDbYsWhQXidt/SWtPKzPSZjAnc06onjWFgNGG4WQEPADT7gBbBlS/\nDzWbwH9MSourDnY9G3pd9Gm48bFhm5KMRjK+8BlSb11Gx9/+huOJJ9G8XqzueuZs+g4eaxbBWYvw\nF8+gs1PB0eRBDUaOX7Yc6RIinrMYMSoouCBQVZUtW7aQlpZ2UqKW49HZ2ck///nPsJVxTEwMn/vc\n50hMHLt4pcGDFF6vlxdeeIEjR46E9/X09BAMBjEaB4QUc+fOxeVykZaWxowZM076nCkpi5h98ZtY\nLKcmM/2T4g8MdhoaGJgJBj2oai/e3gZqa/5KdtbtKIqX2tq/EQx2UVz87Yh2kpIuY84l76HTxYQF\nPADV1X8kK/N2dLqhV47l5X6RvNwvjvVlnXHa29v5xz/+AYRuiK64Yj7x8aG/ZdmoI/nOSThfqUJx\nB4i7PJuYSUlnsrsnTf/kqnA8OLfpFw9J+lMfkzgcQwqJ+kVBI3YWOmZ/hGAoJEiKKguGhEQofUIj\n7cR9PeX0C4n8Z7APcp/oxyBFC3+OFQWdyFkoXH58UZLOC5oMql+54IREitJLZ+dmOjrW4/YcJDPj\nFjIylp/pbp02du3axfvvv09bW9sJ67pcrqjtpKSkiGPb2tp48803eeedd5gwYQLTpk2joKDglEXB\nKopCc3Mz1dXV1NTU0Nvby5VXXnnGJgHPdjRNw+l0UldXh8vlorS0NOo+f8+ePTQ0NNDR0YHD4aCz\nsxNFGdqlrb29PUqwn5iYSENDQ8Q+RVFYv349e/fu5brrriM/P39Mr0swNhiu+Ar24j/TeSA0YNf2\nyx9jueyy8L1m3kVTyLtoStRxuZOSWPC5CdTWdvHzj6tAgrX7W6lz9JCTeG45sQiGRpZl4uJOHI0V\nEaWVc/ZGaWVmZjJ16lSam5uZNm0a06dPPy2R5YJoFi1ahMlkYt68eVHiqtOJJEu4MzTcGRpzyy7G\ns7WZnm0tqJ6QsxQaePc78O53INuMWGakYZmRjj7x5Pq8efNmtm/fTmtrK/fccw8ZGdGTMpqq0bur\nDddb1SidodUNgWYPaf8x9RNf50hQ/Qo9W5vpfr8hfP4wEsRclELcZdmnXVQkEAjOH2xX5uGv7sJ3\nxAUaOJ47QNo3pqKzXZiOZwKBQFCSHsfKr87hV28f5C8bjqBp4OwJcN8z27lxWhY/XFaG1fQJpQ+p\nE0Iv4GLgtbwF/HPvP5mXPQ9JkvC63bz31N9or61m/rcexGQwkxI7QkfltNLQa+43QAlC0y6o3hgS\n9dRuAr97oG5BdBLJUOisVlLvv5+E226j7Xe/w/XKSsw+J2afE17fi7TOxJTPfY6E//kibq+Of/9x\nN67WXkovzWTi3NELn5TubgL19QSamtDFx2MuLUU+g88p5yNCxCM473E4HLz00ks0NDRgt9u57777\nIkQvo8Hr9fKvf/0Ljye0wsZkMnHHHXeQmpo6Fl0Oc/ToUVasWEtvI1MAACAASURBVBE+z2CmTJnC\n9ddfj04XGR2Vm5vLV77ylRG139NzFLM5G1mOVIuerQIegPHF38Xra+bAgW3AwESKovSwa/fd9Hrr\nMRoT8fvb2brtRrzeBkAmPX05cXETI9rS6UJZ4tlZt1NX9ySW2AIKix4eVsBzPpOSksL48X5keTP2\nhGa2bzewYMGA8ElnNZJ0x6TjtHB2oKoqTqeTtra2iFd7ezv33XffiFbFCgTH4+wUEg24BGlRgqEh\nxELh8qHKBqLOhjxu0DFnhZBI1UIRbqdRSFRA6Hu3cd2HoR2DhUS6oVyHhhAFDecsFC4/QVvHRqGd\nJiGRw7GR3RX3hre7u/eQlnY9snz+PFJomobD4cDpdFJYGHk/pKrqsAKe9PR08vLyyM3NJS8vLype\nJDMzk/vuu4/6+nq2b9/Onj17CARCk12KorB371727t2L3W5n+vTpzJs37xMLTxVFobGxMSzaqa2t\nDbtH9vP4449z6623RkV/9UdrXkgEAgGampqoq6ujrq6O+vp63O6BwZO1a9fy/e9/P+KYXbt2cejQ\noRG173A4ovZdddVVyLJMYmIiXV1drF69OizqaW9v54knnmDatGksWrSImJiY0V+cYOwxWUm6fSnO\nH6xBUyW8B2txr19P3Pz5UVV7g738ZfdfKEko4eqCq5kwO4MJszO4zO1iw8E2NA2e3lzDI0smRp9H\ncM4RHx8/IpGLf5DLqTH37BXxSJLEsmXLznQ3Lih6enp49913ueKKKyLEOkajkSuvvPIM9iwaQ3IM\n9msKiF+UR+++Djxbm/EdGoiRUrv8dK+ro/vdOkzFCVhnpWOemBi6zz0BjY2NtLa2AlBRUREh4tE0\nDe/BTrreqI5yvlGcp96qVHH7cW9qwrOpEbUnGFEmGWRiZ6QRd2n2SQuXBAKB4FgkWSLxtgm0/HY7\nqjuA6gnQ8a/9pHzpok/sdCYQCATnKia9jkeumciCklQefGEXDc6Qw/HL2xuQJYlf3DL5BC2cHDH6\nGO6ZfA8ASjDAU9/6Bl1toXjZP/3t27ydfoC7yu7izkl3Ems4icU5Oj1kTw+95t0/SNSzISTqyR+U\n+tK4Exq2waG3wWyHCUvAktL3SgazHUNaGpk/+hGJd95J2y9/hXv9egA0n4+Ov/4V54svknzfvSz5\n8jLWPLaP6dfkY7ZEzg23VHeRnGNFp5NR/X4CDQ0E6hsINNTjr6sLva+vJ1Bfj3LMAkb0eswTJhAz\nZUr4ZcjKvODGF8eS82fEXSAYBoPBQEdHyL3F6XTy7rvvctVVV426PUVRWLFiRXgSR6fTcdttt5GZ\nmTkm/T32XD6fg5gYL7298eH9CxYs4LJBKz1Hg9fbyLaPP4XFUkR52e8xGs8NZ5WkpJBN/aGDaVFl\n3d17w+8NhiRiY8f1iXhU6hueYuKEHw/ZpiybmDXzFQyGC9uOdFyhEY+nBoD2jo0oihIlEjvbcLlc\n7N69m5aWFtra2ujo6CAYDA5Zt62tTYh4BOcFZ5WQSBkQBA0pJDqus1ConCgHo0FCoiGi0Aaf50IV\nEkUhSydwHRpKLCRFCIr6yzRdgG5pFx7tADlxX4gQElnkyUiSHoM+idJxvyTePgOCEppeo9tdQUfH\nemzxU4m3TUavP3snJAfTL8zpj8aqqanB7XYTExPDN7/5zYiJ2H7HGlmWyczMJC8vj7y8PHJyckYk\nsJAkiZycHHJycrj66qvZs2cP27dvj3Bi6Xd+6b/HU1WV5uZment76enpobe3N/wavO31evn/7J13\neFzVgb7fe6f3qt5lybIs917ANsZADJiyBAglgUCW3ZANIckmu8nWbHZ/6WWTLGEhhSSQJRACAYLp\nGGOqu+Qm2VbvZWak6e3e3x8jjzQeyQXLDd/3ee7jmXtuOXesmXvuOd/5vvLyctavX5++d7/yyiu8\n9957x61XX19flojniSeeoK2tDYvFgtVqxWKxYLFYqKmpOS1t3tOFLMuEQiGGhobSi9frxW63s2bN\nGjQaDQcOHGDLli309PRM6qIzGRM5cJpMJpxOZ9bicmW3tUtLUxFKUjSJVmvnrk/fxbbt23jttdfS\ngqsdO3YgiiJXX331h/gEFE4nmsu/gP2xP+JtSsXhDf7oe5hXr854RjvoPcjnX/88XYEunHonywuX\nY9OlnuvuWF7G5qbUM+XjWzu4f910DNpzu+2tcHxO5HlDTkjEusdEgueyE8/pIho9m5mw5y69vb08\n/vjj+Hw+AoEAN91003nR6S2oRYxzcjDOySExFCa4tY/gtl6kwJg7T7TJS7TJi2jRYFqYj2lxHmrX\n5O2nWbNmUV9fD6Sc79atW4coikTbRxje2EqsZXjSfU8XiaEw/re6CG7ry4pZFo1qzCsKMS0vRGU6\nc5HTCgoKH31UFi3OW2Yw+IsGkCHWOsLIK63YPlZxtqumoKCgcFZZVuli4/0X86lffsCujpSQ/I/b\nO9GqRabnmpmeZ6Eqz0yOWTdlbWqVWsOcdR9jy//9BgBPVwdhV5if7/o5a4rXUOsam5wzGIjS0DmM\nRiWyssp1/DpkiHq+mFl2+HV47Rtj7+sfzywXNWlBj754ESX/+yDB996n/3vfI7I3NW6a9Pno+3/f\nQvPb37Lhi1/CbNMQ7+0l3tlJrKMTf2sPf2msQiuFqOx7g5ymVxHlk+gnSySI7NlDZM8evI8+mrqk\nHDfGcaIexa3n5FBEPAofeSwWC1dccQV//vOfgZQl76xZsygqKvpQx3v55Zc5dOhQ+v0111xz2mzu\n4/FuFi56Fq02wuFDi+ntnck111zDvHnZ1uwnQzIZpb7hs8TjQ/h8Q+ze/RkWLfrTedE5NBkajZ3F\ni54GQBDUCIJAdfU/sXPnJ6mouI/CgpuOs/+FLeABqJl+LTt2/g4ArXaAxsbGrEG9c4lwOMzPfvaz\ntJPB8fB4PITDYfr6UippvV5Pfn7+6ayigsJHlgwh0VkyL5NlOSWgOaaz0Kjw5xjOQnJCmlRIlBWF\nlpSJBsMIEqhRnWNCIhk5Jh1/22MgCwkOrfkCkiY1o1nz4nQ00UzhgXXmSsSEgcF39hLyjokmB6ue\nZqgy1dZy9lxBftenM12HVELKQehEnIWOG4V2lLvRkfITmIl4JFJqvGjnSDTqeMLhMAMDA+TljYmG\nHQ4Hd955J4WFhafs6qjT6Vi4cCELFy6kr6+PHTt2UF9fTzgcZsGCBRnbPvzww+lYyMkQRZHh4WHm\nzp1LSUkJkBIdHS3isVqtlJaWsmfPnox1RzMyMkIoFCIUCqXvmwBvvvkmn/3sZzM+lzNFPB7H4/Gk\nxTjz5s1LR9Ykk0n6+voyxDpHIq7G//+qVCoMBgNtbW0UFRUxc+ZMkskknZ2dE55Tp9OlB5orKrI7\nyWtqarJEO5NFnEixJLHuAImhMInByOi/YRJDYSR/qi2jKTaz5N4lzJgxg40bN3LgwAEMBgNrJnB3\nUTgHcJThunYFvh/uQk4KRBqbCbzxBpa1a9ObFJoLiSfjGCMqPHh46uBT3DXrLgDW1ORS6jTSPxhC\n50/w3O5ublpccrauRmGKOBERT7wnCInU77rKpUdlPrV7yvnCeDFjU1MTPT09E0YkXajs3r2b5557\nLj0pZf/+/bS1tZ13sYpqlwHbx8qxXlZKZL+HwAe9RA96021myR/Hv6kD/6YOdNV2TEvyMcx0Z7Xj\npk2bhsFgIBwOMzIyQkv9QWwNSSJ7hzK2EzQixoV5BN/rOW3XFOv049/cSbhhMKvtr3LqsVxchHFh\nHqIixFRQUDhN6KfZsV5exshLqcmX/k2daMttGGZkTypQUFBQuJCw6jV87+NzuOxHm9Prfv9+e8Y2\ndqOG6lwz1XkWpo/+W30K4p7FG/6K7sZ9mBZU8Xb4KfAOcWXF1QT8efxiXzM7O3zs7vDR6Q2n9/nP\n62Zx+7JTiLMvWnDscikO/u7Uok9NHDItW0r5k08wsnEjA9/+D+IDqUjneGcX3V/+Mt1f+TKM60o+\nOO16kiU1hEULewuuwWBbRnnbRvL6tyHK2X3OcVFFr9HJgMGBO+yjNNCftU1yYBD/K6/if+XV1Aq1\nGn1t7aioZy7GefNQFypuPZOhiHgULgjmzZtHfX09LS0tyLLMs88+yz333HPSLiPbt2/n/fffT7+/\n6KKLmDt3aq3ZxiOITWi1qYEHp7OTSy/9r6xohw+DKGrJzbkCv38vgqCiqvrr5/2PpChqsFrnZKwz\nm6pZuWIzonhhdIqeKnb7HJBvZvuOIKGgHZ936zkt4jEYDNTV1bFr166M9WazGbfbTU5OTsZiMplo\na2vjkUceAVKdyJ///OfPQs0VFBSmAkEQQDUaO3UGhUSbNm0CYM2aVdlCogmdhcYJiSZxFkoLiTLK\nJxASJceO9WEdiaKmLsL2Q0QtbVi7L8IwUpkuE2Q1+uEKQu6UwCPobsDetSZj//x9n57wuGHr4fRr\n3UA5SU+mMKZ/+uPE9QPk7f8U6pjt6N2nBpHs6LK0yEdAVsGv+l4gKh3bNkmn1lLkyCe4Z4BQT6aL\nUYHGCQMx4ur4xOf6EJbmeXl5rF+/nnXr1tHY2Eh1dfXYJYkier2ecDh8jCOkHHs+85nPZLRty8rK\nsNvtlJeXU1ZWRnl5OXa7HUEQuO6662htbcXv96fdYMYzPkbqaH7+859TXl5ORUUFs2fPntCN5kQ5\nOrYrmUzg8XQxONjG8HAUjyfO0NAQg4ODDA8Pk5PTgt3Rg1odw2b7G+bMuQWARCLBQw89dNzzCYLA\n+vXrqaurS687InqCVNugpKSE4uJiSkpKyMnJwe/309jYOOHAfGVlJZWVY98hKZYk1hNMi3PG/o0g\n+Y9v1xXvDND19S2ocw2sc8yiqiIPTGpUbVHiLgGVQ4+oUxGLxVCpVOe8Y+KFgOay+3E8eyOexlSE\nXue9n8N27bWoHA4ki4V3Du/lmkEr0YSO2k9v4Ir8DciJBIJaTTyU4BaNhciIhF+UeeTtFm5cVHze\nP5dd6JyIiCfaPpJ+fSG58BQVFVFdXc3BgwfR6XR4PB5FxENKiPrSSy/xwQcfpNdptVquu+66807A\nMx5BJWKY5cYwy03CEyG4rZfg1r6M+2H0oI/oQR+GWS5ct2f2PahUKmbOnMn27dsB2PbUZlbGZ4xt\nIIJpSQHWtaUgkhbxyAmJyGEfolaVagNqRIT0a9UJt9VkWSZ60If/zQ6ih7NdfzRFZiyrijHMyhYg\nKSgoKJwOLKtLiLaMEG3yAuD5QyN5981H7VAcDRQUFC5sqnLNrJ2Ry+sHskUkAL5QnK2tXra2ejPW\njxf3VI8695yIuEcWRGbe8SV2d/iYPjKLwdBG/vhqKY/H3s3YTtR3gqRBiuXxz8/s4cntnbhMWlwm\nLU6zFrdJh9OkxWXW4jLpcJm1OE1a9JoJ+noqVsOn/pyK2QoOQGAg9e+RJTauH8+Uk34piCK2q67C\nLLzH8O9+yeBeC8nYqOv4UbocfcSLOh4goUn1b4SNueyvvYOmyg3EfQ30yD56jS76TE56jU48eguy\nMOZgbo6F+OZ0meWRHmL1uwnvrkcKZkbfkkgQaWgg0tCA93cpQwF1Ts5YBNf8eRhmz0bQKM6WoIh4\nFC4QBEFgw4YNPPDAAyQSCfr6+nj77bdZtWrVSR2nuLgYu92Oz+ejtraWteNmWZ4Octw1HElYcOdE\npkTAA6nPo7z8XszmGcRigzjsi6fkuOciioDnxBEEFQsXfpUtW/4bkGlpaWFgYICcnJzj7nu6GRwc\npL+/P0tUdPHFF+PxeJg9ezZ5eXm43W6MxslzRwsLC1Gr1SQSCYaGhujv7yc3N/d0V19BQeEjytkS\nEo0nQ0g0zlkoFvEgJeJocKTLSEgcGn6a/mjKMcdSXoNVXpshCHKKF5FM+LBGF2J1z0VnckzgYjRO\nYDQqKLJ3rUYbyiVsP4x+ONVekZEZEcLIYoyQcz9RaxvqmI28/Z86PR+GBNFYjL7EML2ij9Kkizw5\nczDVrjXQJ2aKKfSyhgLJQb5kJ1+y44iYEQMCdHjxkPmAf1wmExKNcw/Kdh4aKytRWwgOdo86D6XW\nF9nyiZvj6PV6DHoDBoMBo96AwWTAaDSy/3AjDQf2EgtFKasoT1fFaDRy//33T1hNtVpNVVXVpJdx\n3333EQwG8fv9+P1+nn766Yzok9bWVlpbWykqKsoS8RwtzDkaWW5mz96XGBnZQX7+VVRW3Jcu+/Wv\nf4nR9CR5eS20tMyjs2N2xr4W6yD5+SnB2PDwgfR6nU5HXl4ImR5CQRuhkA1JSj3wa7VaXC5XOtIq\nmUxmRIZarVZuv/12CgoKMJlMWfW12WwsWbIk/V6KJUkMRUgOhYkPHhHqpJx1pJGpydVL9IdJ9IfJ\nH31cH9q2L10mmjS8o2mkT/axbvpKikuLUTn1qJ16VDYdgqgMJJ5RSpZiXViGp3HMGWJ41AFWBnpm\nlpHQqFEhkvuVBzkc+QkAotWK5MxFrPg8WtS4JIFYR5Ad7V4Wlikzqs9XVq9ePaFr19HE2v3p17oL\nSMQDcMUVV2Cz2bjkkksm/M290PD7/Tz55JO0t4/NFna73dx8883nxHP4VKF26rFdXo710jIiBzwE\nP+gh0jTmzhPeO5TVfpBCcSqCbraPvm8R+1nOdEREDHPcWC8vR+NOxXElA2P3XzmaZPDhhskroxJS\nYh6tiHhE2KMdL/RJrYt3BYj3BrN211XbsawuRjfNroguFRQUziiCKOC8uYb+n+wgORxDDicY+v0B\ncv9mzlmNW1dQUFA42wiCwC/vWET3cISDfX4O9gVo6vNzsD/AwT4/wdjEkVCTiXtsBg0Lyxz869Uz\nKXeb6BkOs7vDx66OYXZ1eGnoHD7qmJl9Vykk9AV/RNT1E/ctIdp3FbtHI7+Oh1mnTgt6XCZdSvhj\n1uI0lbKo+u+YVzLBxJFYiPBwH/09nXQFBfZvaaHDE6J9dFnn9XBttQtH+QjigSSeJhNyUkSlS6Ix\npZZpptdoCCbpMq+mWJ2HjtS9JalzIuatRidKdOkTDDnUzCm2MrvIxs4OH28dHAQgoDXyxVYoc83h\n779wI1fOzCXe3Ex41670Emtpyap6YmAA/yuv4H/lFQB0NTWUP/kE4im6oH8UUEQ8ChcMTqeTtWvX\n8vLLLwOpOICZM2fidrsBkKQoHu+7WC2z0WpdEx4jLy+Pz3zmM7zxxhtcccUViOLpbSBbLHXMm/sr\n4PTEPbndp1eEpHD+Ybfbqamp4cCB1MDY1q1bufLKK89affr7+3nrrbfYs2cPGo2G8vLyDJGOy+Xi\nrrvuOuHjabVapk+fzr59qcGwffv2KSIeBQWFcw5JitHfv5GBwdfwet9Fq3Uxb94j6HX5SFKUSKSH\nWGwQUdSmXOjGCYkGB9/gQOM/E432UlpyN9XVX884tqNzIf1NqQHmeE431rrM6Bab/CVqhK+cdJ0j\nocX0dvfQ19tLw6w++gf20z84QDwRZ9HcIQzWlO23o3Y+zrk1Y4Kg+Dg3ogmEQke7Dh1dHolH6El4\n6JE99Io+hgQ/8uh4ioREXiLzwTZfshMUomnBTr5kxyYbEZiiQRgJ5Jh0ytFm41lD5SQlcWCYpeRT\nK1hJ/qKFLjpTQqJRkRATiYjGC4wmiygbXWwaAbvazt+u+yTvHdrBoZ4WhkZSnRsqUUWh3k1iKJze\nJ5aM88DDP6e0tJSKilJycgyEw1oGBwcZGhqiubkZg6EBSX4TAJ9va/pqmlt+Qln5b4jHUwNxanWm\nIEYQBDTqseivo8d+y8sH0OreAUCvu4miojtxuVyYzWYEQSAaG0StMqFSGbI+yaMFTVIsSdITyXDS\niQ+GSQ6FSX5YoY4ooHbqUbv0qF0G1O7RxaUnMRhm5PUOEgMhpFDimIfpDQ2yR9sCAjxe/xc+tn0e\nRZIzfQ6VQ5c6zxFhj1OP2pF6LRqVmUxTjiCgv/pedC/8G1FfZveKADgDYXocFjSJJGGtGmsk9fcj\njYzAyAiF4hu0l14GwJKImkfeblVEPOcZS5cuTb9evXr1CfURxDrGRDza0uxIw48ybrebq6+++mxX\n45ygvb2dJ554IsP9bsaMGVx33XWTRjOe7wgqAUOdC0Odi4QvQu+3R9sB41wlpViSwDvd+Dd1YIsk\nMOp0hIQoESFOf3GMOdctQ1ucKX4T9WpEo/q491AAkjJyMoEcyZp8PDkiGOfkYF5VjLbQfKJ7KSgo\nKEw5KpMG5621DPxvPUgy8Q4/wxtbsG849Ym/clIm3hck1uEn3h1ANGrQlVvRllkR9cowooKCwrmN\nIAgU2Q0U2Q2sqRkb75Flme7hCE19fg6Ninua+gMcOoa4Zzgc5/UD/bx+oJ88q46+keiE22UgyyzT\nDVBUN595pXZ8qrd5aH8vAFrHe8gJE7HBy07oWgLRBIFograh0ITln10zjUq3KUOk0+4JMxgYX89M\nJ8lDXMmDpMb5/qp2Mz+Y/SBSUkClybR3fzM6i3rZjlaOsjCqZnFUjW60o9UtiVwT0uLUxbhqQQzr\nNAeysZpndnfz/Zea6PKlXMTbhkJ8/v928nCxjX9cP4MVN9+E4+abAEj6fIR37yY0KuqJ7K5HCmVe\nZ7SxkUhDA8aFC0/o8/ooo9x9FS4oli5dyp49e+ju7iaZTPLss89y5513Iooie/Z+iYGBF9Hp8lmx\n/E1EceKvh9lsZsOGDWekvlqtE5dr9ZQcK5EIoFYrnQ0Kx2fx4sVpEc/u3bu59NJL0enOrMVEb28v\nmzdvTottAGKxGO+//z6XXHLJKR27rq4ufdy9e/eyZs2aUzqegoKCwtQj0tj0DRKJYZzOixEEFcFA\nI3pdPl7fVnbtugMAh30ZCxY8lrV3NJp6SPQH9mWV2Wzzyc29Eot5JvZRJ76Ojg6i0ShVVVUIQsqd\nJBwO09fXR29vb3q59dZbsVpTg40DAwPs2bOH3t5e+vr68Pkmn00yNOKg2AZmUw2VS+5ly5YttLS0\nUFBQQH6+nVDoB+TlrcXtXovJdOzOx0AgQEtLC21tbbS1tTEwMACTJAp5ihPkXb8gHXUmxyUui83g\nY5KQKQiKy+kos8mERMeMQhsXeXYy0WZTiVUe50IngSyN1mcKmY2D2TgIEaVb9BIUInh+ljnTvUMc\nJGbpRW/4Hb7hAF1dDnbuvCpjm3BkTCw/PLSbwf/bi6hSo9PVIOhUqFVx4jErbkMepVVLcFrsOC0O\nHHY7EeEQQWkdao0Nk76aWKc/LTjKcyfwjo6LV01bRW5eWcYM+aamb9DfvxGDvgSX+xKmlX4J2SeM\nCXWGRkU7g1Ms1HHpUbsNqOz6SeM21C4D+pqUcEOKJEh4IikR0bgl6YmQ8EYYlkMc0ZzJgswmzV5u\nia5ERARJJjkUITkUYaIuJkGvTtXHqUfl0GeKfew6ZQbvh0SYfwsVW24i3NBA0utNLwmvl3m9Pcz2\n+zGPBJCckBS8JEdGQE79WJR0vkFH6VpkVBQlVfxhZx/9V0fItX40B/A/iqxfv/6ktk8GYmORk2oB\nTYHiRnOhIcsyW7du5cUXX0SSUvdqQRC49NJLWbly5QXj7qK2H/U7J8kEtvUy8lp72tlOQGBaMo8G\ndcqpqL3Qz6LibPcqQS3ivK2W4Ae9yJEEUkxCjidTwup4MtWGG319Mm01QSNiWpKP+aIiJa5GQUHh\nnEFXZsW2vpzhv6TcDAJvd6Mtt2Gc7T6p4yT9MWLtfmIdI6l/O/1Zk1H8AAJo8k1oy63oyqxoy22o\n7WfJilhBQUHhJBkv7rnkBMQ9R7vlTCbgybHomFdiZ16JnRmmGP0bH6V7Xz3rLytn5vJ5NHqivNJd\nweK8xWhVJooWVFFrXc5QIEaLr4tgRIU/pGEoEMMTjDEYiOIJpl4npGM3WH++6fCH+ixsBg2lTiN/\n6roYf8LIMnE/FckeKoQeSoQB1IJEcdUsVpcUMavIxpxiG/aIl/rv/ge7Q1cTH+17TIwMYf7TLSBI\nCDor17umcfWyq3lEuI6fbWpmOBwHoL5zmFsffp/V03P4x/UzqC2worLbMa9ejXl1atxbTiaJHjpE\neOcuev/939N1TQwNZdX/QkQR8ShcUKhUKq655hoeeughJEmivb2d7du3U10tMDDwIpAa+IrHh9Dp\n8kgkEni93jNqY9zZ+Sg220IsltqM9clkGFHUIQgn37meSATZtv3j2O1LmV79T0rElMIxqaiowOWy\nE483EY0ZaGhoYNGiRWfk3N3d3WzevDktIhrPtGnTjhn9caJUV1ej0WiIx+MMDAwokVoKCgpnBUmK\n4/NtZXDodQoLbsRsrkmXiaIat2sNvX1/RpaT1M38IVptaoBfqx3rmIvFMx9oZFkmGj3SmabB6x3m\nueeeIxAIEAwGCQQC5Ofn84lP/DRjv8OHD7Np0yZyc3NxOBz09vYyPJw5YwOgr68vLeLxeDy8+eab\nx71Ok8mERlPEgvn/RzyecnBpbm6mubmZw4cP43K1M7PuA/yBD9i3/9do1P9BQUEBBQUFOByOrIGs\nAwcO8PzzzwMyen0Al8uLKCYZGBiLL8nPz6esrJSyslxkRzT92R3B43mbnp6niOHBnXcJJSV3jPsM\nk8TjPmJxDzptLhpNppNPS+v/EIsOUFz8yQkFR3Ly1JyFJhUSHRVfdkSUdDaERAZBjXnGX9Caejls\nGKRy8w8QRi12e0UfsZgeg8GPIIDJ7EWlipNMjjnAxKImWg8vwjRSwQrPOiJJz2iJkRq+P4ErUhIY\nZJiUPa+a6QAEGSHIrvRWmtJyzPYYMXM3wYcCdIW3ZDgLDc+rB4NMNNhHV/Bxkn8xYe1LxWT5c7Yj\ni0nUMQv6YDki2W49aURSzjZuA7I7QsC2i6C2EaO1hIqav0u5Yp0Col6dmuU/wUx/WZLJH4khbbLx\n1q5U1npYiPGipZ618hz0gWOfW44kUvEgXYHsQgFUNt2Ye8/ooi22oHYf4/NQAEFAUKsxzp+fuf7A\nX8g73AurvgmW/PTqgUAfz/zkC1z0293oYsPk97xPT8EK/LNJrAAAIABJREFUABaG1fz+g3buXzf9\nTF6BwhlkfJSWttCsiOeAnp4eTCZTuo3xUUeWZRobG9MCHoPBwMc//vEpi08/X+n70Q4Sg+GMdWq3\ngfmLl9LwRkrEc+DAAeLxOBpNtrOcfpod/bQJogXGIctyyoknlkSKS8ixUYHPkdfjRD+oBPQ1TlQm\nxcVOQUHh3MN8URHRlhEi+1J9At4/NqEtME3abpcTEvGeINH2UcFOh39MVHw8ZIj3BIn3BAm+2wOA\nyq5LiXrKrejKbahzjUqsr4KCwnnFZOKexl4/V/x4c8a2Rq2K2UW2tGhnbomdAps+3We56bcP072v\nHoA3HnmI8jnzqXHW8Odr/0xMiqFTZQofv7r5h2zs3EiFrYKvrf4aywuXp8tkWWYknGAwGB0V+EQZ\nDMT44StNeILHnnCmFgWKHQZKnEZKR5cjr0scRmyj7sxDgSj//lwRWyLr8RbaiBfb0OUbKJD7ecBd\nnXnQkQaWWv6Puabn2RW8ht2hq1hi/gOiMCr6jI5A90403Tv560+v4KavXMIDbx7i12+3Ekuktnmz\naYDNBwe4fn4RX768hiL72L1KUKnQ19Sgr6kh1tKC5ze/ASD49jtYL7/8mNd7IaCIeBQuOPLz81m5\nciVvvfUWANu3b8fhDI4rvx6dLg9ZlvnLX/7Cnj17uOGGG5gxY8Zpr5tveDuNTd9AEFRUVtxPWdlf\np2fEv/3OKuJxD6KoY+WKt7Iiv3bvTm2rUhmprf12WqgjyxL79n+FYPAgweBBwqFW5s175IKZ3aVw\n8nR1P8rMuoeBCH7/6nTk3Omks7OTzZs309TUlFU2ffp0Vq1aRXFx8ZSc60ik1t69e4GUG48i4lFQ\nUDjTHGj8F3p6ngRArbZmiHgACgpuwGSqwuVemxGpqdO60euL0WpdGA0p4UpnZyfvv/8+bW1t+P1e\n9PpriUTMyLIIbM847tHOavX19akBDVIRhv39/ZPWube3l+rq1MNcXl5eRpkoirjdbvLz88nLy0sv\nFkvmbGlZlunp6Um/dzq7xh0/h7bWLen3ZrOZL3/5yyQSfjSa1MBeWVkZAEajj4WLngcgEbcxffrt\nlJWVUVJSwsjIa+zd90V6ehPI8rXU1f0wow7hcAe9fX8e/Twyr2Pf/q/S2/sMALW136Gw4OMZ5YHA\nAfr7X6C75wmmV/8LRUW3ZJQLKgFBpQLdJPZAZwA5eXxnITkpwSTOQqnyOMHkQQLswR26ChJihpAo\nmN9AQp2anSTlB9CG3MgJicWJaipjeQxENoLBSzxqokQjYowWY5ONqUUyYj68dsIIs1OJNXO0X46j\nPfMBX46nrlNCQk6AGDNRuvXr6IJFGdsNVj1NzNIJQNm730AfLEs51bgMaNwG2q0/we1YR27ROlQO\nXVqo4/G8TfOub0ECzGItlar7Mo4biXSj1xd+6Gs6GkEUUNt1rL76UvrDHhobGwHojg/xjHkrH7/l\nBorMuSlXIW+mm0/SEzm2O5MMSV+UpC8KzZkiPvt1VZiXFUzZdVwQSEl49Rsw2Ag7H4Ol98DK+xlW\nqbjuub9ipHAYc4XAvBaZ0o5X6clfDoJAVULFM1vauXdNFVpF3HFeIMvyST1bX8hRWkcTDAZ5/fXX\n2b59O7Nnz+aGG24421U6I4iiyA033MBDDz2EwWDg5ptvxm4/tvjkQmC8gEe0aLGuK8W0KA9EAedu\nJx6Ph1gsRlNTE3V1dR/qHIIgwGiEqPILq6CgcD4jCALOG6fT99OdqXZ+NMnQY/vJvXcegkYk4YsS\nGyfYiXX5IXH82R4qmxZtqRVNkRlpJEa0bYR4dyBrokjSFyW8a4DwroFUffRqdGUWtOW2VARXsSUV\n73yOkQzEiBzwEN7nITEQwryyEPOyqXteU1BQOP+pybfw45vnsbvTR02ehXmldqpyzKiPMWFrxU23\n0/T+OwSGhph1yWVoRqNxBUHIEvAA1A+kBD8twy1YtZnPhIIg8Grnszj0Dubkz2GJIdUXc9nMPO75\n3Xa6vCGKHUfEOYYMoU6BzYDqBASVLrOOn94yf4ISW/aqkiXwtU70Q4dZNnSIud370Y3kgXc+DB6C\n2NjzLX17sZWt4Gvra7ljeTk/eqWJP+7oRJZTZsR/2tHF8/U93LminHvXTMNuzDSbsKy7NC3iCbz+\nOvK//SvCCcRVf5RRRDwKFySrVq3iwIEDVFVVcckll6DVaslxr6Wl9adUlH8OgHfffZedO3cC8Pjj\nj3P33XdTUlJy2uqUmo31b4CELEt4vFsoK7snXZ5Mpjo0JCmKKOqP2ldicOj19PuZM78/riyOIIx9\n1fPzr1EEPArHJOXykJqNUVw0Qnl5+Wk9X1NTE7///e+z1s+YMYNVq1ZRWDj1D1N1dXUZIp41a9Yo\n3wsFBYUpJxbz4PN9AAjk5l6RUeZyXpQW8QwOvk5lRebgv9O5EqdzZcY6SZIIBERWrsh0wAmFQjQ0\nHIk1UhEOTz4oGAwGM95HIpEJHXVUKhU5OTnk5+enhTn5+WNOEjabjZUrV6a3cbvdqNUn9mjxmc98\nhp6eHrq7u+nry6GleRsWSytDQ5ntLEFo4a23lpOUhlm9qiHlUOR2M2PGDPLy3Ejyi0ACtWaY1auW\noVZbRq/RhCwnAIjFPUefPsOZJx7LLNdoJi8bXy5JUVQqY1b5uUBaSKT98EKi99+/kkAwJRDJv+gy\nbLZ5GeXmHdNH/7bB9EkTbtfSdFkxEAzMRKtyIUp6WDkmFtr23laGJaiYMyclChoVFMlxOcOZiAxB\n0SSuQ4mj9olnrmec/bCASMW7/4kkxpDUo1nbImmhjmQay9/O//RKTHllCCoRWZaR5RgDm55nYOh5\nCudmWhZbrXNIZVvJBAKNJBJB1GoTkhSjpfVntLX9L/Pm/irru3yqqNVqbr75ZrZs2cIbb7yBLMsE\nAgF++9jvuPzyy1m6dGlWu0aWZaRAfNKoruRIdFIXJ98zhwi83YWuwoau0oa2wobapljoH5ODr6QE\nPACJMLz937Dt19hW3MflJZfwx8N/5teXifzolzKmUB/uwd0M5qS+Z1VDEi/t7WXDXGVA4Xzg0KFD\nPP3009jtdqZPn37cqN5MEU92LNCFRH9/P9u3p8TGDQ0NLFmy5LT2uZxLGI1GPvWpT2GxWCZ0lblQ\nEfQqLKtLMK8sRBzXjpk9ezY7d+5k1qxZGe1RBQUFhQsZ0aDGdesM+n++G5Iy8Z4g/Q/sQgrGTywe\nWC2gLbKgLT2yWCds40vRBLF2P9HWEWJtqeXoyQFyJEGk0UukMeW+i0pAW2xBW5Zy69FXO86KqEeW\nZRJ9IcL7PUT2D6XaYeOeeYZfbFVEPAoKCllcN7+I6+YXHX/DUbR6A1f+3ZdRaTQUVNUcc9tIIoJd\nZ6cv2IdKVDHdkenCK8kS39/2fQLxlIPyyze8TIG5gDyrnj9/bmr7lk4YnQUK50HhPAyzx62XZbZ8\n539p6zCC0clK/VLKR4sK7Qa+d+NcPnNxJd998QCvHUhNGo0lJB7a3MzjH7Rz7yVV3LmiHL0m1e43\nzJ+PyuFIxZMPDBBpaMAwd+4ZvdRzDUXEo3BBotFouOeeezI6S2y2+cyb+ysAGhsbefnll9Nlc+fO\nnTIXkMkQBIFZdT9h3/6/Jxg8zMza76ajs47MkD+CSpVpjSlJY/aXoqjPiNwSRR2z6v6bNksdsdgg\nBQUXxuw2hQ+Pw74MENDrCzFbak96dunJUllZic1mS0e31NXVsWrVqiyXh6mkqqoqHak1ODhIf3//\naT2fgoLChYfXt5UdOz4BgNlcmyXicTpXYTCU4XKtwu26dMJjSJJEb28vbW1t6SUajfKP//iPaLVj\nsxVKS0sRBAFZltFqtRQXF+NwODCbzZhMJkwmU/q12ZwZ0TNnzhy6uroIBALk5uamRTtutxuVanIR\niCAIXHbZZSf9uQiCgMvlwuVyMWvWLOByZFnG6/XS3d2dFvdotU8iCCHiCT8QIxxuw2SahiAIfOIT\nqc91x87FgIDZXIMkjXVSHnErVKlMiEL2wJjFMpva2u+g1bjQGzLbd1qNE7XahkbjQFRlW5HnuNfh\n872P0TiNvLxrTvr6TweSFCUYakGvK0CjsY1bHyccbiMYPIxaY8XpyLTnHfK8ic/7ATk5l2eLdMy1\naRGPb3hrVnlF+eeRkTAZK9HpsgfTTObyCesaHa3e8eIupoIjjkQZgqBRkY+gFVE79OkYm/ymq4hG\n+4nHPBjzC8fN9JHYu/fL6WNGIj3o9WOONGq1haKi29DpcrFZ5yGKqb+3w4e/T3vHL4GUu9PSJRvT\nblJThSiKrFq1iqKiIp566ilCoRCSJPHiiy/S0dHB9ddfnyGsEwQBlUWLyqKFsuy6yAkp5d7jjZLw\nhAnt6M+I/UkMhEkMhAl+0AuAyqlPiXoqrOgqbKicekUQPZ7pV8BtT8Fr34DeepKyQJ9PJvTsA9yf\nL9JcVsnf3vjP5EhbGfrFLynreDUt4qmNq/jDmy2KiOc84bHHHgNSgtrjuXvKkqyIeMZRUVFBbW0t\n+/fvB+DFF1/k7rvvRvwIzbaUZZktW7YQi8W49NLM9p7T6ZxkrwsHbaklda9RC5hXFGJZXTJhfNVF\nF13E6tWrP1J/GwoKCgpTgbbYgn1DJb5nUpMN4j3BSbdVOfVoSy3oSlKCHU2B6YRiPUWdGn21A311\nyiFYTo5Gc7WOEGsdJto6ghSIZ+6UlNOCn8BmUOcZyfvCgjMSuSUnJKItw0T2ewjvHyLpjU6+bTR5\n2uujoKBwYVBcO+uEttOr9Tx+9eNEEhHaRtrQqDLbvi3DLWkBj0vvIt90DgvYBYGQcxm+Vg/4ITbB\nb2pNvoVf3rmY95qH+NbGA+zuSLl6j0QSfHvjAX77TitfvGw6f7WgGJVajXnNGoaffhoA/2uvKyKe\ns10BBYWzxWSznXp7e3nqqafS70tKStiwYcMZ6ZQ2mSpZuOAJgsGDGdb7giBwyZo9yLKEJEUyRDqp\ncg3z5v6KZDKCLMePPiyCIFBe9jenvf4KHw20WicrV2xGpyuY0r97WZZpbm7GYDBkuOuo1WpWrVpF\na2srq1atIicnZ8rOORkTRWopIh4FBYWTJZHw4/NtZcS/l8qKz2eUWcwzEQQVspwkENhPPO7NiMXS\naKysWP56xj7JZJLu7u60YKe9vZ1oNLvDqbOzk8rKyvR7vV7PNddckxbhHEt8czR6vZ7rr7/+hLc/\nHQiCgNPpxOl0jgp7YN/+ffT0/BEAUTQQifZgMk3L2G/B/EcnPJ7ZPJM1q/ehmsCyFkCvL8iKyTpC\nWdnfUl7+2Unr6nJdjMPxLJIUzbpHRmODIEvodGcuonF4eAc7dt6OJEXRat0sW/pyWsjT3/8Ce/d9\nCQC3e11axBOPexkcfJ0hzxb6+p5FEFRZIh27fRFe33vYbYswmY7KwwaczhWn+cpOnZNxJKqZ/u8T\nH0NQIZMcfa0mGDqcIeIBmFHzjaz9Skv/mp7ePxGPezEYypCkMHB6YnOmTZvGPffcwxNPPEF3d3d6\n/cn8DgAIahFNjhFNjhFwYFpaQPCD3pSYp9MPycxJBUlPhJAnQmh7X+p8Vi3aStuosMeGOscwoRtQ\nMBjE6/VmLCqVijVr1mTF751PtLe309zczOLFizGZTCAIUL0Opq3F9/aj/OaBx0lIIiZ1lL8xf8Bv\n9g1C52dJXvx1hp/Nxdbfgs13iGF7FSoE1IcD7O0epq5wAjtrhXMWm+3Y/1+J/lB6sEi0aFApjlZc\ndtllNDU1kUwm6erqor6+nnnz5h1/x/OASCTCM888w4EDBwAoKChg5syZZ7lW5xbuu2YROehDV2o5\n5vdBcStSUFBQmBzT0gKiLSOEdw+k1wlaMeWEU2pNO+2ozNpjHOXEEVSjxy62wEVFyLJMcihCtHWE\naOswsbYREgPhjH0SfSHCuwdQ5xpJJygLAunHhfGPDUdWHrVOAFQRSGYGFACQDMaJNHmJ7B8i0uid\nXJwjgLbMSqx1JPVehtCufozzztwzvIKCggKkxDw1zmzXHp1Kxx0z76B+sJ48Y15Wv0ooHqJtpI1a\nV+2ZquqxESeRmYQ80NsAlasBWFbp4pl7V7BxTy/fe6mRlsGU6LR7OMJX/ljPL95q4R/W17Do0rXj\nRDyvkfulL56RyzhXUUQ8CgqjeDzv0NFxmK1bt5JIWAANdrudT3ziEyccDzEViKIai2XiH2BBECeM\nbhBFDS7X6vT70+2covDRZ7yIDCCRSOD1ej+UwEaWZQ4dOsSbb75JZ2cnFRUV3HHHHRnbLFy4kIUL\nF55SnU+W8ZFaTU1NrF279oyeX0FB4cwQiXSj0bgmFXR8WGQ5yZa3LyKZTM2OKMj/KwyGMatVtdqE\nzboAWU7gcCxDlo89w+vJJ5+kqamJeDxbjDseo9GYFYkFMH/+RFnG5y8zav6LoqJb0ahtGAylWQLm\nYyGKaj7sY86JtJ9EUYsoZnaAyrLM/v3/wPDwLmbUfIO8vKs/1PknIpHwMzy8A3/gQJYo22isQpKi\nGI1V2GzzGfE34HJelCobJ3oKhcZioJLJMPv2fzX93je8LeuchYU3UVj4CaU9Ccye9TMikW602hxU\nqgl6jCdAp8thxoz/IhzuoLTkrpP6+/0w2O127rrrLjZu3EhbWxvXXHPq8bmCIGBeWoB5aQFyPEm0\n3U+sZZhoyzCxdj+ReJQRIYx/dAmGoizfNZ3wrtTgQdIocNg5RNAYxy9E8IVH8Hq9E/7G1dbWsmnT\nJjZs2JBe5/F4MJvNGa5jZxNZlhkeHqa3t5dAIMCiRYsyygKBAJs2baKzs5Pbb799bEdRxLryNlS/\nep5EKEQwocMX1+PQRmCkC9XGz5F793/Q/a0HKet4hXp7FQDlcRW/fbuV79x4Yc86O9+w24/tMpbh\nwlNiVX5jSbnRLF++nC1btgDw6quvUltbi053fguc+vv7+cMf/sDQ0FB63c6dO6mtrVX+38ch6tUY\nZ7vPdjUUFBQUzmsEQcB503RCVXZkSU657OQZz4jrzZHzq90G1G4DpkWpCZLJQIxYmx/v0wfTLj2e\nPzSe8rkqUDFSKMEaiA+E0m47sdaRSaOBBZ0KfY0Dfa0L/XQHKpMGzx+bCG1LTUbw/ukQmiLz6GQG\nBQUFhakhEY/z/tNPUFxbR9nsE5+kUGwp5u8X/z2QmdDy9MGneWTvIwA0DzfzyZmf5KuLvzrRIc4+\nyQQ8eSe0vgWXfROWf25UuClw5ewCLpuZx+MftPPfrx1kMJByVm/s83PXI9u4qNjE13U6hGiU2OHD\nRFta0FVUnN3rOYsoIh6FCxafbxuHm39IZcV9qFQz2brtPtRqLxWVMDh4HZJk4tZbb8VoNDIy0pDe\nz2qdfYyjnjzJZDgrHutUkOUk9Q334nKtprjo1ik7rsKFSTQa5e2332bHjh2IosgXvvCFE57ZLUkS\nBw8e5M0338yYGd7S0kJ7ezulpaWnq9onRHV1NbNmzaK2tpbq6myXAQUFhXMfWZYZGdnNyMgu/P59\n1NZ+C0HI/I1q2PN3+P37MJtrmDnz+5gncBWZjGQyjG94Oz7vexQU3IDROPbQkHIvmY/H8xYAXt+7\nGAyZ7i4LFjyWUZ9IJEJXV1eWI1nqXMkJB7ctFgtlZWWUlZVRXl6O2+2+IAZ/RFGNzXr+DF539zzB\n0NAmAPbs/QImUzVm87FzsE8ESYqz5e0VJJMhAAryr0OnG3OOOxLRFAodYumSvyBJY85NJmMlel0h\nRtM0zKbpaZG3Xl9I1bSv4vG8g8k8PSNm6whHf48uZARBhcFQctL75eZccfyNphC1Ws2GDRuIRCJZ\ng9+JRCIVp3WS7jzJZJLW1tZM5xzJi9fkJRKJZG2/IFGJnpRbghSKs1naeULnWbp0KXp9pkDq4Ycf\nJhwOYzKZcDgcWUtxcfGUT7QYGhri3Xffpaenh66uLgAWL17MwMAAvb296WtWqVTMnz8//XkODAyk\nnTYOHTpEa2sr5eXl6eOKooqiGXUMdrRRPGMm8rRL4P3/SBXmzMC6bhX9L76Da2cDuf3bCcQG+O3M\nVWh2d/O1q2qxG88NIZPC8TmuiKddidKaiIsvvphdu3YRCAQIBAJs2bIlK3rqfGLfvn0888wzxGJj\nUZ/Lli3jsssuuyDacGeCQCCAWq3OunconB2CwSCiKGIwTF3fpoKCwskhqERMi8+dyBWVWYuhzkXg\nvW6iB31Temxrt0j3N99DCk4+AUrl0GGodaGvdaKrsGXFhtk3VBJrHSExGEaOJfH8/gC5985F0CjP\nwQoKCqfOYEcbz//4Owx1tmPLzeOO7/0Pmg/Rbh3/7DDdOZ1OfycxKfWMUes8R5x4JuLN70DLm6nX\nL/8T9O2Fq38EmtRnoFGJfHJ5OdcvKOYXbzXz0OZmQrHU5NctnUE+cFWztHsPAIHXX0d3991n5TLO\nBRQRj8IFS0vLT/H53mfHztuIRtYjyXHUahgaLEYQBG688UZyc3ORZYmt264b3Uvg0rWHPtT5wuFO\nDIbijHV9/S9w8OB/MbP2uzidK0/xilJs3XY9fv9eBgdfpbPztyxdslHpKFL40KhUKrZv3552fWhs\nbDyuBXg4HGbXrl1s27YtY+bhkePNnz//uFbzU4EkJQiFWwgFm8nNzR5I02g0fPzjE8epKCgonHvI\nsgTIWeKC+obPEov1A1BaeneGcEKSYvj9+5HlOH7/HrQaV9ZxW1p+itFYidU6B72+OOOeuW//V+nv\nfwEArTYnQ8QD4HQsJx734LAvw2LOfHiKRCL09PTQ09NDd3c3PT096d/EuXPnZkVYlZWVceDAAex2\ne4Zox+FwKPfx8wCjoQy9rpBItJvi4jtOSsDT2/ccXs87BEOHqJr2D9jtYw4foqjBYpmNz/c+AD7f\n1iyXnyWLn6Ol9ackk/6MyDaVysjKlW9NeM6ysr+hTIla/Ugy0YDmxo0bGRwc5MYbb8RsNqfXR6PR\ntDjH4/Ewa9asrDbaY489hiRJJ3Ru6SI7eo+eaMswmjDoZQ0RIbNzXSOrsMoGLIIRs8XCnsBhRE+C\nvDljFvaRSIRwOGXBHwwGCQaDdHZ2Zp3vyiuvpK6uLhVfNY5t27LdpaxWK1VVVUQiEXp7e+nr62Pp\n0qWI4liHfiKRyNp369atWcdKJpMMDQ2Rm5uqs9vtzqjfY489xm233ZYh5Ln6/n9Aoxv3f5Prgp2P\nwq1PsH2kmR8v7+Jru2Rm7fsVAMsdDt4umsMT2zq4Z1VmlKDCucvxRDzR9pH0a50i4kmj0+lYt24d\nzzzzDADvvPMOCxYswOFwHGfPc49t27bx/PPPp9+r1WquvfZaZs+e2slgFyoHDx7k3XffpaWlhfXr\n17NkyZKzXaULmkQiwaOPPkprays6nY677747fW9UUFBQALBdUc6I2EZyZEzYmnLMkUkbTMjjCrLW\nAbKMDCSHxiYRZAl4BNCWWNDXujDUOlHnGY/ZjyLq1DhvnUH/A7sgIRPvCeJ7vhnH9cokTwUFhVPH\nYLES8Kb6gIf7+6h/7SUWXnXtKR2zzlXHExue4H92/Q/NvmaurLgya5tgPIhJY5pg7zPM4ruheRN0\nfpB6v/v3MNgENz8K1rGIerNOzf3rpnPb0jJ+8tpBfvdeGwBb8urSIh7/q6/hUkQ8CgoXFuFwO17f\ne6PvRJYs+Sxb3t4BBGhsXMm6dR+bMmeOUKiVw80/YGDgJZYsfh6zeToA0Wg/jY3/SjzuZeeuT1E3\n80fk519zyucz6Evx+1MRQXbbImXgT+FDk0yGGR7exoIFzezdG8fjKWbr1q2Tini6u7vZunUrDQ0N\nJBKJjDK1Ws3ChQtZsWLFGRHwyHKSt7YsIpFIzXZddfEONJrTf94ziRKbpzAZ8fgIvb1PE4l0gSBS\nXfWPZ7tKp0Rn1+8ZGHiZkZHdzJ79QIZriCAI2KxzGRh8BYCRkfoM8UQ02o9eX0g43IpBX4pW60yX\nybJMJDJIc8uPARBFHatX7eaJJ/5Ea2srADm5w5SVpbZ///3f8thjPSQSCWRZ5t133+XKK69kyeKU\nEMLr9fLOO+9kCXYmoq2tLWvdnDlzqK2tPe4AoMK5icOxjKVLX6C17X+pKP9cRlki4cfn20YweBCb\nfSF2W2Z8pGdoMz29fwIgEDiQIeI5cuxkIoDdvjhLSAZgscxkzuyfT/EVKZwOBgZeJZEMUJB/3fE3\nniJ27tzJ9u3bAXjwwQeprKzE4/Hg9XqzovlcLldGO02lUmG32/F4PFnH1Wg0We44+bVVWK1WZEkm\n0R9i8asjJLxRjF4Bc1iLRTagQ43AaPslCksoRXiim64/9aErtaCtsBHOAYfDwfDw8DEFRC+88AJF\nRUVZIp7xA+jHoqamBqdz7L7gdrtRqVQkkxPHH+r1evLz88nPz89wARJFkdtuu41f//rXBAIB4vE4\njz32GLfffjtlozeRDAEPwII7YO4tSCoN33712zTahnlpgcD67akRi3v2PMu2vBn87r027r6oEtUZ\nikNQODWsVuukZVIkQaI/5aqGAJoiRcQznjlz5vDBBx/Q3d1NMpnklVde4aabbjrb1TopOjs7eeGF\nF9LvHQ4HN998M/n5544zwvmO1+ulubkZgIaGBkXEc5ZRq9Xp56ZoNMqhQ4cUEY+CgkIG2mIL7k/P\nmpJj9f5gG4mBcPq9oBHRVTswzHSin+FEZT4590ptoRn71dPwPZOasB18vxddpR3j3Jwpqa+CgsKF\ni8nuYM2n/prXf/UgF91yB/OvuGpKjjvNPo0frvkhoXgIlZg5ybUr0MUNz97A9VXXc/fsu3EbzmJk\nrSUf7nwenv8S7Hp0tILb4OFL4ObHoDizXzTHouOb181ie5uXfT0jfJA/E1kQEWSJ8K5dJAYHUbsv\nzAheRcSjcEFiMJSyfNmrtLY+AIDbXUftjH/h0OEfsW7dx1i27OKM7S2WutFXY52nAwOvsG9/amA0\nx30pM2d+d8JzNR38T4aG3gDg8OHvMXfuwwCEwmPOHnLsAAAgAElEQVQDeDpdAW73JVNybRUV9yFJ\nUcyWWiorvjAlx1S4MOno/C2HD38XBMjJrcDjKaalpYWBgQFycrIfaHbs2MHOnZmxCTqdjgULFrBi\nxQoslqntqA6FWujueYr+/heYO+chTKaqdJkgqNDrSwgE9gGpQVGHYyle31b27r0fAK3WxZLFz05p\nnU438biX/v4X6R94CZOpmunV/3S2q6RwFpCkKB0dvyES6Sae8DGr7sdHlUdoOpiK6VCr7eeFiEeS\nEgSDB1GpjBiNZRll/pGGdGTVyEh9VvSPy30JKpURq3UudntmR77BUMyK5a8Rjw8zNHSI/fv3093d\nTVdXF93d3axdO/ZbZjbPRBQ1RKPRtAPE4IATt9vGsC8fj6coIz4mmUxmDC4PDQ3x8ssvH/M6BUEg\nNzeX0tJSEolExiDw0YPQCucfarWFqml/n7VeFPUcPvw9AsFGyso+myXiGX//CgazHR8ryj9PZcV9\nU19hhTNGIhGk6eA36el5EpXKiM06P+u37nQRCoXSrwOBAPX19ZNu6/V6s9bV1NQQCoWyBDtms3lS\nMbEgCmjyTVx6e6qjSpZlEoNhoi3DxJqHibYMkxxOzcYVGXXCSUhEm4eJNg8DcINqIeoiE/EiDSFH\nkoA+hs8/wltvTewu9WHo7e3NEPGoVCquvvpqotEoDQ0NmM3mtGinoKAAm8026TW7XC7uvPNOHnnk\nkSwhz4QRsoIAah0i8N3V3+WW52/h5cu0XHEogjgcIDfs46am1/md+mO8caCPdTMVEcC5yi233ML2\n7dtZsGDBMSPrYp2B9KxyTb4JUafENYxHFEXWr1/PL3/5SyAVSXV0NN25TDAY5Mknn0y3DfPz87nj\njjuUeKEppq6ujo0bNyLLMh0dHfh8PkUAfwbw+/3U19ej1WpZvHhxRpnZbCYQCACp+72CgoLC6cJ+\nzTTan2kgbpSpXDcbfaUdQSMef8djYFqaT7TZR7h+EADvnw6iKTKjcSv3bwUFhVOjbvWllM+Zj9mZ\n7Qp/qhg1xqx1D+5+kGA8yKP7H+Ww7zAPXf7QlJ/3pFDr4NqfQf4seOmfQE6Cvwd+vR6u+QnM/UTW\nLjctKubfn9vHiM5Ee1E1ZZ2NIMv433gDx403noWLOPsoIh6FCxaDoYTa2m+lHzJratZTU7M+aztB\nECcc6JfkOIlEKtM1mQxllR9hWuWXGRraBMiIKj2SFEUUdTjsi1m6ZCMHGv+ZkuI7UKunRuBgNk9P\nC4UUFE4Fp2MFh0dfu10DNCIDArt372b58uVZA86LFi1KRxDk5+ezePFiZs+ejVZ7cjMhTgRZltld\n/9eEQi0A+AP7MwZBASzmWuJxD2ZzLaKoGd1RIhrtBSAa7SUQPIjZVE0ymaSlpYVYLHbcuLCziT9w\ngAON/wxAMNBEddXXEIRTe2BVOHdJJsP4/XuzXDkEQc3h5h8gyynHq9oZ/w+VaqzxrtW6EQQtshwj\nkfCRSARRq1Pf10QiiChqEMWp/15+WLq6Hufgof8imQxRWnI31dVfzyi32ebT3fMEkPq7P5qiwpsp\nKrw5Y10ikaC9vZ3Ozk66urro6upKdy6PZ3AQamo+y8hIA1brnKzyUMjOju0n5pJXUFCQ8f6IYKew\nsJCCggIKCwvJy8tDo9Gc0PEUPjq0tj1IINgIQDB48P+zd+bhbVVn/v9c7ZItyZL3fd9jx4mTOBsk\nIUwgUCgMhAy0hbaUpZ22A91+bafTmWmn006n007bme7DAEMphbJDgZQlQAjZFxLHWxzb8b7Jkixr\nl+7vDxE5ipzdsZ3kfJ5HT6T7nnPuuYptXZ3zfb9vXNxqvZJShYaEhFISEyvi4sJ17eJHkpQ4HBGh\ncyjk5nD7D6mt+e8ZOfeKFStIT0/n6aefjgoUj6FQKEhKSsJqtUacdKZwi7jmmviSpGeLJEmoUw2o\nUw2wJBNZlgmN+fB1OKKP4+3xAQjJBI+6kI5CApAgQU62lYq6DRzyd+HWBJAUEgZD/OJVff2kUM7t\ndtPU1BR9rVQqSUtLIyMjY0qB+YIFCwBYunTpWV9nSkoKd911Fw8//DATExP4/X4ee+wxPvGJT5Cb\nm3vSfkXmIn6y5icU9R1CV/Vd+t83IANrRwfAIfHSn48IEc8cpry8nPLy05dQ9HdPltLSiFJaU5Kb\nm0tNTQ0HDhwgLy9vyvKAcxFZlnnmmWdwOCIiRJ1Ox2233SYEPBeAhIQEiouLOXw4Ino+ePAgK1eu\nnOVZXZqEQiHa2trYu3cvra2tyLKMyWSivr4+phRlVVUVO3bsmMWZCgSCywVdqYW+xRGxbHW59TSt\nzwxJkrD8dSn+XhehUS+yL4Tt902kfa7uvAVCAoHg8kaSpDgBj9vpwOeewJKRNa3nCoQDdDo6o6/v\nqb1nWsc/ZyQJln4WUivgqU+C1w4hHzx7HwwehKv/GY5zFFpfk8k/v3QIWYZNlnLu6Ymspbpef0OI\neASCy5Xp2hiR5RCjo2+TnLwmZkyjsZKS4q+RlLQEpSoBlyvyhychoQStNpX5tb+elvMLBNON0ViN\n2VyP0TiPMVsG0ANIbNmyhW3btvHggw/GCHkyMjJYs2YNRUVF5OTkTOPvlkwo5I6KECDye5uZcQvt\nR34EgGu8CdJviOlXUfG9SfHOh5hMtSQmVuJyNVFc9GUSE0oZGBjgkUcewePxYLFYqKysnPUN04mJ\nI4za3iY355Mxc0kyL0atthII2PD5B3G5WjAaK2dxpoILgSzL7N13J3b7TmQ5wMoVW9Fq06NxSVKi\n1Wbi9XYD4PX2neBEpSA/724USj06XXaM0Kun9zG6un5JSvJacnI+jtm84IJfTzgcwOVqwuHYi6RQ\nk5N9R0xco0mJimEdzr1x/a3JV1Jd9RPM5jp0upNvgh5j27ZtvPXWW/h8vtO2HR5Wcd11sc4pt912\nW7SUyol/CyQp8jcQYOXKlTGCnISEBJYtW4bFYhGCHUGUUMiNw7GbpKQGEhJKSDIvimtjNFaKv+WX\nOEqljuqqH7Fr962kpV5Lefk/z+j5S0pK+OxnP8uBAwfQ6XRYLBasVismkylmI26mkCQJlVWHyqoj\noT7y+RZy+PB1Rpx4fB3OybJDx5Ah0OOCHqjEiCpFT/oDC5FU8fO/4YbYe8LR0VEGBgZITk4mJSUl\nxgVtuklNTY068pwo5ElPSaG3uZGe5kY0egNLPnprtN/yoS546cvIeTDWqqFNdzVtpRvIkIEON+1D\n4xdszoKZwX908v9QkytEPCfj6quvpry8nOrq6ln/TnamSJJEXV0dR48eJRAIcPPNN8e4fAmml3nz\n5kVFPAcOHBAinmlmaGiIffv2sX///riym06nkyNHjlBSMvnd8/jP1F27dlFSUkJ6ejoCgUBwsaDQ\nqUi+o5KhX+yDkEygfwL7y0ew3FRy+s4CgUBwFux47kn2vPIiVVdcxbJb/wZz2vQk66gVah5d/yhv\n97zN+33vszhjcVybTZ2buCLnCvSqWUg0KF4D97wJT9wBw82RY1t/DrokuHJyXT7dpGNxgZUdHTa2\nZlRzz4GIucbE++8TnphAcRm62AsRj0BwjqSmrOXKKyKuIzbbVrbvuJ6JiTbq5v8vyclXxrTNz78X\ngB07b2R8vBGAxYuew2SqmdlJCwRngSQpWFQfcb/Ys2cP0BeNBYNB9u3bx4oVK2L6rFq1atrO7/eP\n0Nf3FH39T5GUtISqyh/ExDMyb8bp3E9m5i1xv3NAnIAHQKnUU7/wCfr6niQ391NApPzBsQ37sbEx\nBgYG4hw1ZgpZltm95zYcjj0AWJKWHFfODxQKFfn59yFJStJSr0Gni6i2QyE3h5q+TkH+/RiNc9dJ\nSBBLIODEbt+O0VSDTjt50y5JErIcQpYDAIzZd5BxgkgtL/dTyHIQnS47RuBzjOIpSvoADA+9SjA4\nzsDgc1itK2ZExDM+foBduyNqeYOhME7EYzLXAaDVZqDX5SHLcsymjU6bQUbG1G44gUAgTiij0+mm\nFPCo1WqysrLIysoiOzub7OzsKe33T5f1fex8U2VXT4djheDSQqk0sKDu4dmehmAOYDLVsGTJSyQm\nlM7S+U1x921zCaVZi2F+Gob5aQCEXH78nc6IU88RB4GBiWgpIoDgiIdA/8QZiSGSk5NJTp5+C+uT\nkZqaGnXkcbvd+Hw+HnvsMTZcdw3Pff8fAUjKyIwR8VC0Ckw5SM4eMhaO4dy8k/aijxJWasgIKfjj\ny/Gl9gQXD7Isx4p48kyzOJu5jdlsxmw2z/Y0zpqamhrS09Pp6Og4I2cmwblTUVGBSqUiGAwyODh4\n0nLfgjPH6/XS2NjI3r176enpmbJNXl4eCxYsiHOWKywsZOvWrUBkPeV3v/sdN910E9XV1VMNIxAI\nBHMSTXYiSR8pwv58xJN+Yls/2iIzhlrx+SIQCKYH15iN/ZteQQ6HaXz7dUoblk2biAci+wmrc1ez\nOnd1XGz/8H6+/PaXSdWncl/tfWys2Bg/wDkSDvkJB4eQFImnbphcDHf/BZ65F1pfgbQqaLg/rtn1\nNZns6LAxkJDMYEoO6SM9yH4/ri3vYbpm3bTN+2JBiHgElxXNzd/CbK4nPf0GFIrz+/FXKLQoFFoA\nxsbej5ZHONz+b1itK5Ck+Br3Xm9f3DGB4GLgxJJYkiRht9sv6Dk9nu6o047fP0JZ6T/EuPHotBnU\n1v7qrMdVqRLJy/t09LVaraaiooIDB/ZhNA7T2Ng4IyIeWZaR5UBMWSNJktDrcqMinqHh12JEPAD5\neZ+JG6ur67cMDb3M0NCfyc+/n5KTCDgEc4e2tn+lu+f/kGU/5eXfjRO2WJIasNu3YzCUgCzH9c/N\nveuszxkMTuAPjAEgSWpSUtbGtWk/8mMSDCWkpl4dU6LrdHR3P4zdvgu3p4Mli1+KEeEkJlYjSWpk\nOYDb3UEgMIZabYnGtZqUOLehY7jdbnp7e+np6cHn87Fs2TJCoRDNzc00Nzdjs9n40pe+FOMkUVZW\nhiRJmEwmSktLyc7OJisri9TU1FlxnBAIBIJjzJaA52JEmahBPy8F/bwUAMKeIL4uJ/bnDhOyR4Sa\ncjj+83GukJaWxl133RV1e1y/fj35lVWo1BqCAT/2gX5cttFJe21TFnziGXjoGvTJYyTkD5M5sI3e\n7IhQfXzPCHP3agWnIzTmIzwREWdLOiWqFFFm6VIkLS2NtLS02Z7GJY9Op6O0tDRaKvHAgQNcddVV\nszyri5uHH36YgYGBuONGo5H58+dTV1dHSkrKlH1LS0vZsGEDzz33HIFAgEAgwFNPPUV/fz9XXXWV\n+P4lEAguGhKWZuI74sBzYASAsafb0GQnokoW920CgeD88Xs8ZJVXcvTgftKLSihauGTGzv3zvT8H\nYNgzzJ6hPecs4jkx8RZgsO0R/OPtqHUGklIXnnoAnQn+5nF49z+g5lbQxgt/1s/L4J9ebESW4c3k\nCm4fiQjMx994XYh4BIJLGbt9F719f6C37w90dv2KhiUvREU450th4d8xMPg8IJGWei2yHJxSxJNg\nKME5fpD0tPVodbPj9CEQnAslJSUUFhbicDiorq6mvr5+SgeL6cRkqsNgKMHtPgxIuCaaSTLXX5Bz\nVVdXM+H+LZmZrQwOjhMOX7jFpomJdvr6n2Jo6FWys26joOBzMfHU1GsYGn6N5ORVmE2nd0kJBl0c\n7X7ow1cyBn3+BZi1YLpRq5OQZT8A9rHtcSKenJyPkZPzMTSaqRdLzwWVKoHly95ifPwgLlczanVs\nlrPPN0xn5y8AGYOhiIYlL0dFZn39f8Llasbr7aW05Jvo9bEZmN09j+DxHAXA4+nEYCiMxpRKLSkp\na1Eo1JhNC5BlBXa7HYPBEBUITiXgeeedd3jzzTdjjm3bti2uXU9PD3l5edHXBoOBz3/+81it1oum\nDINAILh8CQScqNXCleN0KPQq9BVWxk2aqIhnrpOens6dd97JyMgI8+bNA6DqyqtQqtXkVM1DazjB\nCjq1HO54kvFHP8rfXWvg6//3Br1ZK0FSkBNQMuEVMp6LFf9RZ/S5JteIpBD3J2dKKBRi586dlJSU\nnFREMBsEg0GCweBpHRwFF4aampqoiOfgwYOsWbNG3PefB/PmzYuKeBQKBeXl5SxYsIDi4mKUyvi1\nzROprq4mJSWFJ554grGxSNLIli1byMrKoqpKOAULBIKLA0mSsNxSir/XRcjmRfaFGH28mbTPzp+y\nhK9AIBCcDdasbDb8w/foaTqIpFDG3buOHO1kzysv0HDzRsxp01eaVJZl1uWvo8Pewah3lM/Vfe70\nnY6j+b23ad76DkMdR1h5+51UXbEmJj5hHwYg4HUz0t1CWkHWqQdUKGDVV6eOHdlMWuEqlhRY2d5h\nY2vmPG5veR0A19vvIAcCSOr46huXMkLEI7hsONr9P9HnJlPNtAl4ALTaVOZV/wyTqeaUG655+ffQ\n0vKPhOUgatWFFUAIBNOJTqfjrrvuQpZDUwrUzgeHYy+HD/8blZU/wGAoiB6XJImiogeQw35SU9eh\nVF64zIeExANkZbUCkJHxPq1tT1JR/jcX5FzO8QMcPfpbAAaHXokT8aSkrOHKK3aesQuKSpXI4kVP\n03b4+/h8Q2Rm/vW0z1lwbni9fQwMPEc47Keo6IGYWEbGTbQf+THGxCoSpyiBNp3ineOJONTUTFnO\ncXjkLxyrVeJ2H8Hlaom26+9/Brt9OwDZWbfHiXh02qyoiMfh2Bsj4gGYV/1zent7OXToEE8//b/Y\n7XYkSeLGG29kaGiIYDDI9ddfH9PnTEuf9Pf3x4h4zqavQCAQzBayLNPb9wcOH/435tf+Fotl5rKw\nLhXsz7aR/MlqVElzdxM9IyODjIxJi+y/uvfzQETUPeE9iEFREPuZn7sE463/y0dfuZfnGxQ09Oxl\nKC0iYpeFiOeiJaaU1hmUgBNE6O7u5vnnn2dkZITS0lI+9rGPzfaUorz22mu0t7dz2223xfyOC2aG\n0tJStFotPp8Pm81GX18f2dnZsz2tOU04HKaxsZH+/n7WrYvNYp4/fz4HDx5k/vz51NbWkpCQcJJR\nTk56ejr33nsvzzzzDG1tbcyfP5/Kysrpmr5AIBDMCAqdiuQ7Khj65X4IyQR6XTj+3EHSjcWzPTWB\nQHCJkFM5b8rj7z/9BK3bttD49hus+eR91K27blrOJ0kSt5Xfxo3FN7JncA/5ptgE8HA4xFhfL0Od\nR0i0WMmtro2Jj/Z2074rsicw1NEeJ+LxjEcSVq6445OULF567hPd8yi88AWo3ciN1V9ie4eNw+Zs\nHIkWzK4xwg4H7t27SVh6Hue4CBEiHsFlQ2XFv5GYWElPz6MUFvzttI+fkrLmtG1SU9aSOkX5EoFg\nLjM+3khf31PYxt4jLe06iosenLaxOzt/RfuRfweg7fD3mV/765h4etr6aTvXqUhLXUNjYxEq1RGG\nh/IJh6xUlJ/7eLIs43Tuw+ncT27uJ2NiqSlrkSQNsuzH6+3G77eh0Vij8YjzSWz5shPx+Xzs27eP\n4eFhli5dSkpKCXXz/4dgcDxOZOX1DdB06P9RXPxlTKbak4w4icPhoLW1lYqKCozG2E2GYDCISiVu\nHY4nGJxgePhV+vufweHcS0bGTVRW/CsTE4fZtv0aAJTKBPLz74sRoul0WaxY/g463WnU6TNIsnUl\nKclXkZq6DoVCi16fE40dP8+pSkNmZN5MWvr1mE0LSDihXMzmzZvZvXs34+PjMcdlWeb5558HQKVS\nce2118Zkeubk5KBQKDAajTgcjuhxpVJJcXExFRUVlJWVkZh4mpq7AoFAMAfp6Pw5HR0/BeBQ01dp\nWPISKpXY3D8dSuPkPVJgwM3Av+8isSET45rcmNiFJhwOcODg5/F6e/H5hrhi5TYkaTJD98iR/8Tp\n3E8g6KSi/Dsx5VHdbjfvbvkEavUgAMuXvYNef9zmc/m1fMb1L3xX8Y/kHnw1KuJRyyID+GLF132c\niCdPOG+dKUqlkpGRSEmLtrY22traKC2d/bKEH3zwATt37gTgd7/7Hffddx+pqamzPKvLi2Mlsffv\n3w9ESmoJEc/UhMNhmpqa2Lx5M8PDkUzp2traGPGZ0Wjk/vvvP+9z6fV6br/9dnbt2sWCBQuEO5JA\nILgo0eQYMV9XiOPFIwC4tvahKTRjqJk7joACgeDSYmygj9ZtWwAIh0JklpRN6/iyLCN7A1SpiuJi\n77z8R3Y/9jgAFStWxYl40gom+4x0d8X1v+vf/wud0USixRoXO2P69sFLX4o8/+CPbMg6wnekz+ND\nzTtpldzg2grA+BtvChGPQHCpolabKCr8Ivl596FUTp8Lj0BwqeP2dNHT+38AjNneg2kU8Vity2mP\nfCfCZnsHj+coen3eqTtdADSaZPLz/pMt732bvt5KTKZDXH31X53TolMo5GPb9mvwersBibS09TGl\nglQqIyUlX8Ogz8dqXXFOrmB79uzhtddeA2B0dJS77rorOvaJtLf/CNvYFmy7tlBY+ABFhV+IiYfD\nYfr7+2lpaaG1tTVqoy1JEosWLYpp+8wzz+BwOKirq2PevHno9aIu9MREC4eavgaAMbGa8fGDBIMT\nGAzFGAxFuN1HCIUmGB7+CxkZNxIMBvF4PBiNxjkl4AHQ6/OYP/+3U8bS064jIaEUnS4Ls2myvq3b\n7aanp4dgsIry8vIp7dbHx8fjBDwnEgwGGRwcJCtr8j0xmUx84xvfQK1W09zcTGdnJ7m5uZSUlKDV\nis9xgUBwcZOVdRvd3Q8TDDpQKvX4/aNCxHMGmG8oIuwN4mv/UNwZknFt7WNi5wCJy7MwrspBYZge\ne+VDh76Ga6IZj6eHpUs3oT3OMUehUGO37yIYtAPg9w/H3O85nPuw2d4FwOcbiop43G43jz76KKVl\nEQGPwbAAr7c7RsTj9fYRqljBt12fxdPy7xwZaWbMUjEt1ySYeeRgmECfK/paOPGcOVlZWSxYsIC9\ne/cCEfeboqKiMyrvc6EYHBzkxRdfjL4uKyubU2W+LieOldSqqKigvPw8MnAuUWRZprm5mc2bNzM4\nOBgT27JlC7feeusFOa9CoWDJknh3wUAgwK5du1iyZMms/g7PNoFAAI/HI77PCgRznMTlWfiOOPA2\njgIw9nQrmqwEVMliHVQgEEw/lowsbvv2v7L1qcfRJiSSXlQSE5dlmQn72CmFMqFggAm7HVNKbHLB\nUOcRnvznb+BzT5BeVMrHv/8TALqcXfzHrv+gqWMb15IWadvRHjdudkU1137uQdIKirBm58bFU/IK\nzvZy40mrhLrbI248gKZvJxuzRni0N5OtGfO44cgxEc/rpH/zG5eVUFyIeASXHD7fEFpt2knjQsAj\nEJwdlqSlgATIuCZaCYW8KJVnX7ZAluW4D1iTqZbMjFsIhlyUlnx9VgQ8xygpKefZZxcRDvuw2+0x\nltx2+y6SkhZN2U+WwzGZ10plxMEkIuKRGRp6ldzcu2L65OV+6rzmWlBQEH3e0dHBs88+i8lkwmw2\nx/wrSQ6Ghl6Otj12DaFQiLGxMV544QVaW1txuVwnnoLW1tYYEY/b7aalpYVQKERvby+vvvoqFRUV\n1NXVUVxcjEJx6WeHu91d6PW5Mf/fJtMCDIZC3O4OkixLKC35ZjSemXkrNtv7aDRX0tKiZ9OmR+nu\n7qagoCCmHMBUvxtzjZSUq7BaVzM6OkpTUzfd3bvo7u6OZkcfo66ujptuuinmWGVlJbt370av11NR\nUYEkSezZswe1Wk12djY5OTnk5ORgtcZ+EZEkCfWHdW4rKiqoqBAbmAKB4NJBp82govw7OJz7KS76\niviOcoaoknSk3lOL97Ad56bOaJkiORBm/O0eXNv6MV6RTeLKbBS6yeWOqT5r29r+lTH7drzeXurm\n/29cqclx1yFcriYAvJ6eGBEPgF6fw/h4RMTj8XTHiHjUKnP0eSA46SbndDoZGxuLvm5pTmDhggUx\n4/b2Pk5n1y9RqUwU33Allb98ka2Iz8CLFX+fC0KRUmiqFD3KhOkRmV0urF27lsbGRvx+PyMjI+zc\nuZOls5R96fV6efLJJwkEAkCkfOtHP/rROX8ff6lSWFjIV77yFTSamXNhuxiQZZnW1lY2b95Mf39/\nTEyj0bB06VKWLVs243N66aWX2L9/P62trdx6663nVLJrNpBlmaNHj5Kfn3/6xscRDAaRJClGsOTz\n+fjBD36ALMskJSVx1VVXTfd0BQLBNCFJEtZbShnscxEa8yF7Q4z+oZm0++cjqS799U+BQDDz5FbX\ncltVDUGfLy7WtX8Pz/7wu9SsvYblG+7AYJpcb3A77Dz2zQdxjY6iN5n47G8ei+lrMCfhc08A4Bga\niB7/zvvfYcfADpSJEsEEJaVlC0gvKo1bOzGYzFSvOnl1mTcebaJ9zxAAV32ikpL6k+/NnxSVFm74\nGbRuAldkjn+VHeDRXjiQUoxXq0fn8xDs68fX1ISuqursz3GRIkQ8gkuK0dF3+ODAfWg06Xi93UiS\nhqzMW6io+JfZnppAcNGi0VgpLf17EhPKMJsXnXKTaWLiMMMjb+Bw7CE15WqysjYAMD7eRGvbdykq\nfACLJTYrq6LieygUs7+YrVKpYiy5Gxsbyc7Opqf3cVpa/oHcnE9SWvotJEnC7e5iYPAFhoZeJi/v\nM2Rlxmaxpaddz/j4IVJT151RCauTMTAwwJYtW1i6dCk5OZOljU50wDk25xO5++67aVjyZw4f/jdk\nZIyJi/jDH/5AW1sb4XB4yj4KhYKCgoK4bMaenh5kWY6+DoVCNDY20tjYiNFopLa2lrq6uhmxkrfb\n7TidTkKhEMFgkFAoRCgUoqysLCr6gMgi2bZt2wiFQkiSRHV1NWlp8TeSU23sPfLII6hUKm644Qbc\n7s309D6Gw7GbosJf4PcXYLPZMJlMVFdXk593P4HAKBkZNxEKhent7aazs5POTi3d3SUEg0eBo9Gx\njx49SjgcjgqfXn31Vfr6+igrK6O8vJzU1AoXf4MAACAASURBVNQZ3wwIh8P09vbS2NhIV1cXBQUF\nrFu3LmYejz/+OIcPHz7lOAcPHmT9+vUxmYWFhYXceeed5OfnRxcxP/KRjwBcFuIvgUAgOBnp6R8h\nPf0jMccGBl5gYqIVpTKRlNS1JJ5QotDr7UOWw6hUCahUprgymqGQD4/3KHpdNkqlISa2bfu1mM31\nVFZ878Jc0AyiK0lCWzwfb8sYztc6CfRHFqVkXwjn60dxbe3Dc+VeXEl7GZ9oorzs26SmrosZw+3u\nYHz8IAAeb0+ciEevy5kU8Xh7MJvrYuJlpf+ApFCj12WjVidHj8shmezUT5CivxZlMAGtLQd3/xBh\ndwCDJ8h1aQ08+46X1LQOxp3JtO5rojyrmLAnSNgTxDa2A4Bg0InTfRXj9WB2t4HKM71vomBGOCY0\nA+HCcy4kJiayatUq/vKXvwCRMq01NTUzLgCQZZkXXniB0dFIRr5arWbjxo3CTWMWUSqVc9LRJRz2\nI0mqmMSPmUCWZdrb23nrrbfo7e2NianVapYsWcLy5ctnRTzT0tISXbPo6OjgN7/5DRs3boxxYZ1r\nHFvv2LJlC0NDQ9x9993k5sZnn4dCIWw2G8PDwwwNDUUfo6Oj3HnnnRQWFkbbarXa6JqK3W5nYmLi\nohEzCQSXIwqDmuQ7Khn61X4IyQR6XDhe6SDphuLZnppAILhEkSQJtS42eV6WZbY+9TjhUJD9f/kz\nqz9xd0xcZzQyMWZDlsO4HXYCXm/MGAlJFlRqDSgkEpIsBPw+1BotD9Y/yO0v305IKeP89DxuWP73\nqM9hjy7kDxHwhoDI/oLX5WL7c0+y5KYN6BPP4vuvJMGCj8G7/wHAYs8WFNIdhBRK3k+tYE1PxJ11\n/I03hYhHILgYCQYnaG75FuGw/0MHDJBlP719f6Ck5OuoVImzPEOB4OJlKueYUMiDUhkrJrGNvU97\n+w8BUCg0ZGVtoK/vTzQ1fwMI09r2HZYsfj5mw2kuCHiOUV1dHV1cOnToEEuWpNDS8m0AunseJiPj\nJkymGoaHX6Oj4z8BGBp8OU7Ek5Hx12Rm3oJCcfZZgbIs09nZyXvvvRcVTIRCITZu3BhtYzabKS4u\npr093uLweEwmEwaDmdraXxEO+/D5grS0tBw7ExGHpYgoqKysjLKyMoqLi9Hp4p2WysrK+MpXvsKB\nAwfYt29fTFbf+Pg47733Hu+99x7Z2dksXbqUmpqauDHOFZ/PR0dHB+3t7bS3t2Oz2aZs98ADD5CU\nlBR9HQwGeeutt6Kv3377bW655RZsNhs2m43R0VFsNhvXX3891dXV0XZut5vx8XFGRkb48Y9/zIIF\nh0g07gZg6/v/QVvrcgBKS0uprq4mKyvy/9/c3Myf/vRbgsHgKa9Hr9fjdDpJSkqK2pw7HA66u7t5\n4403sFgsUUHP8cKX6UaWZXp6ejh06BCNjY04nc5orL+/n/r6+pjyAOnp6acV8QSDQY4cOUJlZWX0\nmFKppKgotuauEO8IBALB1AwPb2Jo+BUA9PrcOBFPc8u3GB19GwCdLpf5tb8hMTFSL33/B/cyMvIG\nAAsX/B6LZdKtwu3uQq220Nf3BMhhKiu/PxOXM23IchhZDsXcN4bDPgJZPQRvaUUzmEl4cwLB4YjQ\nJewOMnZ0B45wpKSVZ6IbTtAZ62JKWPWccD6Z/JzPkW39FNpwOspxE57hkYjQxh0k7Akge8yE3EEc\nnn7Cnm7C7gBhdxDZF/pwlESCgI/YzdRk1OSoU+gZityHjT7fRps8iFNykxtOQa5Ro0w2EtKM4zxo\n4M1wF+ggKIUQXHz4j07eX2nyhIjnXGhoaGD37t3YbDa8Xi9vvfVWVBA+U2zbto1Dhw5FX99www1T\nJgcILk7O1W34eHp6fs/w8Cbsjt0sqn8Ko7Hy9J2mkb6+Ph57LDbzWqVSsXjxYlasWEFi4uytiZaV\nlbF69Wo2b94MgMPh4KGHHuKGG25g/vz5szavqQgEAuzdu5etW7dit9ujx7ds2cLtt99OR0cHPT09\nUbHOyMgIodDUn89DQ0MxIp6p4nl5eXNSjCYQCCJoco2Yry3E8fIRAFzv9aEtMqOvFqU0BQLBzOCb\nmEA6to4uyzhHhrBmTSZ7KxRKTKlp2AcHSLQm43baMesyonFJkrj3lw+jSzTGJOvOS5nHAwsfoCGz\ngXkp86Zlru8//Sp/GX4Nr2ucoN/P2k/ff3YD1G6Minh0RzaxJv9TvNHpY2vmvONEPG+Q+oXPT8t8\nLwaEiEdwyRAI2NGok/F6e+Ni721dRXXVv5OSIqxKBYLzwe3uoP3IT3A69qI3FLBwwf/FxJPMC6PP\nHY49AFity1EoNITDXiYmWnE495Fkrp/ReZ8pRUVFlJSUUFpaSmVlJQkJKiJilwjBYGQRPi3teg63\n/xsADufeOEHTuZTECIfDNDc3895778VlzjU1NWG326MCFUmS+PjHP87IyEjUlcbhcOB0OqPPXS5X\nzEKdQqHF6Rz88JVMTe27mEwLKCv9W3JzC85IVGEwGGhoaKChoYHBwUH27dvHBx98wMTERLRNb28v\nTz/9NDqdjtLS0lOMFiEQcOJ2t2M0zosTdPl8Ph5//HG6u7tP6hx0PCcunk21GPb000/HHRsdHWJs\nbIKxsa1IkpKBgUUxZaIOH06lbgHIsoRCMXmO48VEzzzzDB6PZ0oBj8VioaCggPz8fAoKCmKERjab\nLUY8AzA2Nsb27dvZvn07Wq2WkpISysvLKSkpwWAwnDj8WdPT00NjYyOHDh3C4XCctN2J72dubi4G\ng4Hc3NzoIzMzk9dff52+vj7y8/Opqqqa0xmVAoFAMNcJhiZLXCpV8dnZweAEkqQiPe0jIEm43Uei\nIh6lcrK929MVI+I51PRVPJ5IooNKbWYuIsuhOGehzq5f09//FF5vL+Vl340KZyOxX9DZ+d8A5OXd\nQ8mD/w/33iGcbxwlZPOiHZ8s0zry1k6sletRWXRRIU6SZy0J3oWoPSko3jIy5N5P2BOIxo+VQPLQ\nPe3XqmHyOjdrGqPP7/SuIuvA/cjIBPQjBD0m0HVN+/kFM4e/WzjxnC8qlYp169bxxBNPALB7924W\nL15Menr6aXpOD11dXVEnIIDFixdTW3vubquCC0MgEMDr9WI0ntnvWTgcoLPzF4za3sXtbueKlTtQ\nKNSEQr7ouqJCoUGvz4npJ8shwmF/XELTmH0btrEt0edGYyUuVwudXb8CIDGhjIKCz57vZZ6U7Oxs\nCgsL6ejoQKlUsmjRIlauXHnG78eFRKFQsHr1ajIzM3nmmWfw+XwEg0GeffZZ+vr6WLdu3awLWTwe\nDzt37mTbtm243e6YmFqtxmq1Eg6H2blzZ4yg71SMj4/HHTMYDNHxH3nkETQaDdnZ2dHv1zk5OXHO\nywKBYHZJXJmF74gdb1NkDdD2VBvpmYmorOcn/hQIBIIzQZeYyN9854d0HdjHnj8/j8fphBOW3m/7\n9vfRG02oTlJmVm80TXn87pq7pzx+NphSJ+9bHEM+AhOR+5/9m/7MwvU3YMnMPlnXeFLLIbMO+vdB\nyM9nkvfzRmcFu9PKCSpVqEJBfM3N+Ht60eScxbgXMULEI7hk0OuzWbToT3R3P4xak4xOm8mevXcA\nkY13g+Hk2Q8CgeDMUCi0DA29DEAg6CAcDqJQTH6UJCSUk5X1N5hNdZjNC5FlGZ0ui/z8+3E4dn9Y\nluv0wo7ZQqVS8fGPfzzm2KorPwAiAhKFInJTotdnk59/P8bEKlJS1sQt4J0NHo+H/fv3s3Pnzqg9\n+/FUVVWxYsWKGOEHRIQ8qampJy1fNVWJKJVKxfr167HbX0Ol7gK6GBhsITf3GeDsXIPS09O55ppr\nuPrqqzl8+DD79u2jqamJFStWoFAootbyNpuNDz74gMTExOgjISEBtXqCo90/Z3DwJcJhL0lJq6ms\n+HmMSEWr1TI+Ph4n4FGr1aSlpaFSqVAqlTH/ntjuiiuu4N133z3ltTidh9iz98cAaDQpWC2xgs/x\n8RRaW5cyZsvFYMigqMiK1WqNcamRJIm2tjZgUrRzTLhz4v/d8SQnJ/OVr3yFw4cP09LSwuHDh/H7\n/dG4z+eLli2TJIkvf/nLcVmU4XAYl8vF2NjYlA+lUsktt9xCXl5kM/PFF19kcHCQE9HpdHi93uj1\nWK3WmHhZWRlf/epX436urrvuupNen0AgEAjOjqzMDSSZ6wmGJjDo8+PiGk0yGk0qen0ehYVfjK1V\nrs8HFOh08YsZxUVfprnl7/H7ITPj5rh4e/uPCATHyUi/AbN54QUpAzLVvUn/wHN0dz+Ex9NDbu6n\nKCr8Qkw8FBzH7e4AwOONFdMkJk66HLjGm5AUEgn16RjmpzKxa5Dge2MoP0hA68pDM5GBvWUqB0ML\nAUKAfYrYOSKBpFOhMKhQ6D98GNTHPVcRenc/+OO7uktUWKwZSHoVCn0hCr2KmkOjmM1mHpYemr45\nCmaE0Lif0Jgv8kKlQJ0pyqacK+Xl5RQVFXHkyBFkWebVV1/lzjvvvOAlaF0uF0899VT0+0h2djbX\nXHPNBT2n4OwYHh7m3Xc309W1nYKCAv5q3TVTrjmc+BkkSSr6B56JOrE5HHuxWJbg9nSwY8f1ACQm\nlNPQ8GcAbLb36O55FLt9B3m5n6bwhM8ri2UZQ0ORthOuVgB8/mEGB18AwJ+0dNpEPEePHsXn88Ul\nzaxZs4aUlBRWrlyJ2Tz3BLvl5eXcc889PPHEE9Gkme3btzMwMMCGDRtmxS3I6XSybds2du3aFfM9\nHCIOug0NDSxZsiS6TjHV+ovRaCQtLS36OLZOM1W5vZycHFpbW6Ov/X4/HR0ddHRE7nWqq6vZsGHD\ndF6iQCA4TyRJwrqhjMGf7SVk9yF7g9j+0EzqfbVIKuEyLRAILjySJFFQu4CC2gVTxo3Js+cOVr++\nAFvfBB37R1CoS1Co8pAkB2s+eQ9JGeeQ6Fu7MSLiAertm1BIFXjUOvamlLB4sBkA15tvYL3zzum8\njDmLEPEILikkSUleXkQ9GA4HqKz4AR2d/01S0iIh4hEIpgGdLgutNgOfbwBZDuP19mAwFETjCoWK\nyorvxfUrLPgcoLjgi6wXAtUUWfAAJcVfPa9xZVnmpZdeYv/+/XHuLUqlkrq6OpYvX05ycvI5jT/V\ne52cnExycjJvvDn5f2SxLD2nsl/Hz7W8vJzy8vKoI8/xdd0HBgaittnHo1L5aFj6DApFGI8nHbu9\nCZ93H8uXL49pV1xcjM1mIz09nZKSEoqLi8nLy4sT7JxsbmvXrkWv17N798tYrUMkJY2gUt1DcnIa\nVquV5ORkEhMT2PLeQwSDdvz+EfLyImKnsbExLBYLFosFq9VKUlLSSc974403smjRIkwm01kvmCYk\nJDB//nzmz59PMBikq6uLlpYWWlpaYpxy0tLSYhY2//jHPzI8PIzdbj9tCa+dO3dGRTzV1dVREY9O\np6OyspKqqiqKioqQZZmWlhY0Gk2cO5MogSUQCAQXnvT0608Zr635xUljeXn3UFDwuSk/1y2WBpY2\n/IWJibaoc88xwuEAvX1PEAiM0dv7GPUL/0hS0qKznvtUTjo223t0dP4XHs9RUpLXUFHxLzHxUMjN\n+HjEicbriXe80esn3XT8/pGYmDGxEoOhkMTESpKSlkSPSyoFiUszSai/nrFnynHvHTrrawFAJZ0g\nvokV4kz+q445JulUSIpT3/NWaRbT9cor0dcJCQmkp6djXlOAJTc3pu0tDZGSqpqvi2zfiw3/0eNc\neLITkZTiXupckSSJa6+9ll/+8pfIskxHRwetra2Ul5df0PPu2LEDlyvikKbX69mwYcMZfQ8RXHg8\nnl7CYQ/BYAJNTbtYuuxZAPbseYQrr9gJwNjYDoaGX8Fme5eysn8i2boy2j+StLAyUmYSCddEMxbL\nkqlOBUQ+g0ZGXgciZcRPFPGkJK9BWflDLJZl6HSxGxY6XS7pGTee9zX39PTw1ltv0d7ejtls5gtf\n+ELMz2NeXl70O99cJSUlhc985jM899xzNDdHNmK6urr4zW9+w8aNG8nOnrmsapfLxU9/+tM4B1qT\nycTy5ctZuHAhmhMy2gsLC/F4PDGCnbNxzrn11lt58skncTgceL3eOLeeqf7/Xn75ZZxOZ9StJysr\nC7V67pSlFwguBxQGNdY7Khj+1QcQlvF3j+N4tZOkjxSdvrNAIBBcJITCIZptzVSnVJ9xH7VGyfr7\natj2fDt7XjuKOuFakLTsfk1JepGTjKKzFJbX3AqbvgVyCE3vNj6S91le6FLzfua8qIhn/HUh4hEI\nLnoUCjVZWRvIyLiJUMh9+g4CgeCMqKj4HhpNCokJFTEuPKfixA0dQWTR0O12x4gvtFotixcvpqGh\n4YLaXiukv0PmdfT63RQVPjBt4x4v3jmGy+XCkDCG32cgGJzMRAsGtQwNFZKR0c6YLYn29sW4J9pZ\nvnw5ExPtBIMOTKY6Vq5cyZVXXnle78eSJfPx+e8lHPYAsKg+C7O5LqZNZsZNhMJerJZl6PVZNDSc\n3YaAUqkk94RNt3NBpVJRXFxMcXEx69evZ2hoKCroKS4ujmk7NDQ0pXvTidTV1cUsBlZXV2Oz2aiu\nrqawsDBuI6K6+sxv1AUCgUAwdziZ8PgYkiTFCXgAxsbeJxAYA0CrzcB8XHnUUMiN3b47EpckMtJv\niOk7Pt7IBwc+SyAwRmJiBYvqn4qJh8N+7PYdQKTE14nodZOfnV5ff1w8JWUtS5a8jF6Xg0oVm6Fv\nMBSwbOnrJ79etRLLhjIkrRLfYTuSTnlqQY5eHSPOkdQX7v51yZIlpKenEwqFSE9PnxX3AcGFx989\nWTJVkzf7JW0udtLS0li8eDF79uxh5cqVFBZe+ESt1atXo1Qqefvtt7nllltO6bApmDlGRt6i8dCX\n0WisLKp/Fqt1MvElGJwUZAwNv0pPz6MA2EbfiRHxAGRnbcRqWYbFshyNJuJCqpA00STA453tji9R\n6fX2xglXdbpMMjNviRlfq4m4tlRWfA+LZdk5X29fXx+bN2+OcXBxOBzs3buXxYsXn/O4s4VOp+O2\n225jy5YtvPnmm0DEEef1118/b4ctWZZxOp309/czMjJCVlYWRUVTb7InJiZSXFwcfV9TU1NZsWIF\nNTU1Jy3vdcxx91zRaDTk5OSQk5PDqlWrcDgcdHd3Rx9TrSm0tLTgdDppaWkBIsk1mZmZUVFPRUXF\nrJcjEwguB7R5JszXFuD4c8Q5y7WlF22RGX3VuSVfCgQCwVxi58BOfrjzhxyxH+GFm18gO/HMhdWS\nQmLZzSUkpSew+ffNhEMynvEAz/14L1fdVUHZ4owzn0hiGhSvgcORtZ7bUzt4oauMbRlVfPHDJu7d\nuwmOjaGyWM7iCi9OhIhHcFHjmmjD7x/BeoovwwqFGoVi7tnICgQXKynJq2d7CjOCLMsMDg7idDop\nK4vf8DobBgYGsNlsVFVVxRxftGgRTU1NZGRksGjRImpqaqa0XJ5uJEmJxDU0LPlunBArHPbR0vJP\n5Offe1YOZl7fAKMjm0lMLMdsjlg7joxuJhD8MfX1jXi9N2Ifm4fL5cLlcjExMUFP9zwG+ksZH09B\noVCiUCiQZZnu7v+lt+8PaDRplJV9m/S09Wc8D1kOEQ4HUCons9VVqgTS066jf+BpAMbGtsaJeMrK\n/uGMzzFTSJJEeno66enpXHnllciyHBO3WCxREY9er4+6Bp34MJlMMYt6ycnJ3HTTTTN6LQKBQCCY\nu1itK1i44PcMDr6EVpcZU0rL5xtm3/5PApHNzBNFPJJCg9fbCxAVAh2PXn+cSOfDkiXHYzbXUV//\nJHpdLhpNfImKSPmwc18YlxQSlptKzrn/hUKSpPPaBBRcHMQ48QgRz7SwevVqli9fft5imkAgwJYt\nWygoKDilGEihULBq1Spqa2uxXAaLxBcDgcAYBxv/jlBogmDQQWvrP1FZeRXO8cjPhFo9+bORbL2C\nnp5HABj7UFB6PCZTLSZTbcyxhISiKQWiWm06VZU/wmSqxWAoOiOhSWJiOQsX/GFKhx+fbxCtNv2U\n/Y+52h5zrDmGJEnU1NScVJxyMaBQKLjyyivJyMjg6aefRqPR8Nd//dfnJeDx+Xz89Kc/xe2OTeT8\n4he/iN1ux+12M2/evJjYypUrcbvdrFy5krKyshl1n5UkiaSkJJKSkqipqZmyjcPhwOl0xhwLh8P0\n9vbS29vLtm3bKC0t5WMf+9hMTFkguOxJvCIb3xEH3mYbALanWkn/uwWokoRj5kwjyzLhcX+kjLFG\nCBkFgvNBlmV+svsnNNsi95w/2f0TfrTqR2c9TuXyTMypOl751UG8EwFCwTBtO4coXZR+dvd4S+6F\nnMVQexulmmwUu19nTGeiyZJP5VgXhEK43n6bpMtgf0OIeAQXLbIcoqnp6zid+8jKvI2Skm+gVptm\ne1oCgeASwGaz8fvf/57R0VFMJhMPPPDAWS/mBAIBGhsb2bVrFz09Pej1ekpLS2NsjwsLC7nnnnvI\nysqalVJjUzkpdXX9lr7+J+kfeI7iogfJz7/3tOMc7f5f2toi5TGyMm+Linj8viG83kiJDIvlA65b\n/+PodYbDYbxeLy6XC5/PR1paGlqtFlkOMTzyl0h//xAaTXxNV1kOx2wwAng83fT2/ZGB/mfIzb2L\n/Pz7YuJZ2RsJBB1YLctITl5z2muai5z4M7J27VrWrl2LxWJBpxMLBgKBQCA4NyRJicWyNMZl4BjH\nnAlgapGOWm05Lu6Mi+v1udTNfxi9PifG0eAYKpWRJHP9uU5dIJizyGEZf8/xIh6xVjEdGAwGDAbD\nOfeXZZnm5mZee+017HY7hw4d4v777z+ti8VsCHhcE2309DxGYmI5Odl3zPj55ypqtYXy8u9w6NCX\n0WozyM65g7S0PP77vyMi08TERNZfG2lrsTSQl3s31uQrSTKffZnIE8nMvPms+0wl4HFNtLFz541k\nZW6kuPgrcU5zQ0NDbN68mUOHDsX1nTdvHqtWrSI1NV74ejFSVlbGvffei9frPaX7bjgcZmRkhP7+\n/uhj3bp1MeW3tFrtlOXufvaznwGRvx/l5eUxazJ5eXncfffdc7b0u9Fo5G//9m9j3HpGRmLLi7a1\ntc3S7ASCyw9JkrBsKGPoZ3sJOXzIniC2x5tJva9WlE29QMiyTNjpJzDo/vAxQXAo8lz2hZD0KtI+\nNx916rnfHwoElzuSJPHVxV/lzlfuRKfUUWwuRpblc7o/yiq1cOvX63n5vz9AoZRYfL2FF3/8fVZ9\n4tOY087QkafsmsgDSAGWFSfz3uFR3s+sjoh4ANcbbwoRj0AwGwQCdmy2LYyOvk1y8mrS06+fsl1P\nz2M4nfsA6B94jty8TwsRj0AgmBbMZnM0e8vpdNLb23vGpZKGh4fZvXs3+/btw+v1Ro97PB4OHTrE\n/Pnzo8cUCsWM1nw/HYGAk66jvwZAlv1ICvUJ8THc7s6oSOcYJuNk1tjo6NvRm7z09I/Q2vY9wmEf\nJuM8QiEXKlVkYU6hUEy5CB8KuUlJvorhkdcBiaTjSnpE5iWzbft6kswLKS39++iCp92+g66uXwLQ\n1/8n8vLujbnRTDLXk1T76/N4d+YemZmZsz0FgUAgEFziKJWJWC0rUKnNqNWWOCGtRm1l2dI3Uast\n0c/441EotCQnXzGTUxYI5gSBQTeyPwyAwqRBZb7wbpuCUzMyMsKrr77K4cOHo8eGh4d57rnnsFoj\ngsW8vDwGBwdpaGiY1fI0AwMv0NT8TUCmqurss2AvdTIzbiIUdJGWdh0ajRWXyxWNhcPh6HOl0kBp\n6TdPOdax5BK32x19aDSaC+ZycywhMRz209P7f/j9I9TU/Fc0fuDAAZ5++um4flVVVaxevZq0tLQL\nMq/ZJDk51nEvGAwyPDwcI9gZHBwkEAjEtOvt7Y1bT8nMzMTn8xEOh+Pau91u9u3bF1eCbK4KeCCy\nbpKamkpqaioLF0bWRtxuNz09PTz++OPRdj6fb0ZcnQUCASgT1FjvqGD41/shHHFedLzWRdJ1F77M\n56WMLMuEXQECgxMEBtxRoU5gcALZGzp5P0+Q0f87ROpnalCaxN9BgeBcWZC2gG82fJM1uWvISDiL\n8ldTYE41cMv/W8T+v7zC49/8PqFgEIAbv3zq+/KTcX1N1ocinnl8+tCfAXBt2ULY60VxiSc2CxGP\nYM7R1/8Uhw//AIBQyHNSEU9a2rWM2bcxPLyJgoLPkZhQOpPTFAgElzBKpZLKykr27NkDQGNj4ylF\nPMFgkKamJnbt2kVXV1dcXKFQUFVVNeez5dRqE/UL/0hzy7eQ5RC5OXcCkVIaBw58FodzPxqNlZUr\n3o/ZwDObF6DRpJKQUEpK8pqIAEjSolQaqJn3XyQaK9FO4agzFSqVkcrK71Me/i5ebzeSFLt47nDu\nwe0+jNt9GKOxmpycjwOQlraeltbvEAq5CAQc+Hz96HRZ0/TOCAQCgUBweSJJEgsWPHqKuAKDIX8G\nZyQQXBz4j046U2lzRSmt6SYUCkXFGgqF4pSCG7/fzzvvvMPWrVtjBB56vZ6rr76akZER3n77bSDi\n5OHz+WhpaeHWW289pTPIhWJ8vJHGQw8iSUoqK39IsvXyFULKcoij3Q+RlXlrjPMbEP0eGN9Hxm63\nx5Vc6+3tZdeuXVGhjsfjif57Ytni/Pz8CybiCYXcaNQR0ZgkqSks/GJMvLi4GI1Gg9/vB6CiooLV\nq1eTkXF+mykXC+Pj4zz88MPRstGnor+/P+7YzTffjEaj4fHHH48R7CmVShYsWEBxcfG0znc2MBgM\n0dJf4XB4VgWHAsHlijbfhPmaAhyvdALgeqcHbZEZfYX11B0FAIRcEWed4IcincBgRLQTdgfPabzg\nkIf+f92BJteIrjoZfXXyRe3MI4fCBPon8B8dJzDsRldqQV917iWmBYIz5faK26dtLK1eRU5FaVTA\n07bzfUZ7uuk8GCKvKpnUsyg3fU11B1BiggAAIABJREFUOv/w/EF6jGl0J6aS6xpG9niY2Po+xqsu\nzooLZ4oQ8QhmhUBgjJGRzQQCNvLy7o6JJVtXcZiIiMc2toVwOIjDsQdZjmRQJCUtRqHQoNWmU1vz\nS0ZG3sJqXTHj1yAQCC5tqqurY0Q869atm7Kk1s6dO3nrrbfi6q5DxHa9vr6euro6EhMT4+JzEaOx\nikX1T+H326ICGo3GitvTBYTx+0cYH2/EZJp035EkJSuWv4viBOce4Jyz7xUKFQZDfBbLwYORRc7M\nzA0xZT2USgMlxV9Dq00jOXn1lHMRCAQCgUAgEAhmAn+3KKV1Idm+fTubNm0CYNmyZVxzzTVxbWRZ\nprGxkU2bNuF0xpb7W7RoEVdddRUGgyE6DkTcLAC6urpobW2lvn7my/0ZjdXk5n6a7u6H6Oz8L4yJ\nVSQmls34PGYbn3+ExsYHGRvbytjYNubX/jaupPJUeDweHnroIb70pS/FHHe5XOzdu/eMzj3Vd/vp\nQqUyUlv7GwYHX8Tu6CYcjhXnGAwGli1bRn9/P6tXryYr6/JJTNm5cyednZ0YjcYpRTxGo5HMzMzo\nY6r35liZ6Xnz5tHe3o5Go2Hx4sU0NDTMiijvQlJfX8/OnTvZuHGjcOERCGaBxCty8LY78LVG1ibH\nnmpB82A9Cq0SVIo57fI1U4S9wckSWANuAgMRwU54InD6zsch6ZSo0xNQpxtQpRlQpxsIe0OMPdmC\nHJgUaPu7x/F3j+N8tRNVqh59dTK6qmQ0OUYkxdz9/wg5/fiPOvEdHcd/1Emg1xVzXRPb+sn81lKU\nCWKtW3BxkVVWQfWqtdj6erjqU/cz2KVk23Nt7PpzJ3/16WqK6s4g4X2sk+QPnuKT2Rb+pzuTbZnV\n5LZtBmD8zTeEiEcgmG7GXc3s3r2BUMiNUplATs4nUCg00XhCQikpKVdjNFaTbL0SSVJw4ODnopu1\nV6zciUYzqWpOSbm0f0kFAsHsUFBQgF6vx+PxMD4+Tk9PD3l5eXHtJEmKWeSTJIny8nIWLVpEUVHR\nlMKfuY4kKdFqU2NeJ1uvZGDwBczmOkJhb1yfmRLNFBZ+kebmb6LX55Kf95mYWE7Ox2ZkDgKBQCAQ\nCAQCwanwHz1exHNpbRxfDNhsNl588UU6Ojpijufk5HDdddedVhhRW1sbLV0zG5QUfw2VMoG8vLtj\nShWGw0FCIRdqddIpel8ajDsPMDa2FYDR0c0MDL5AZsZNU7ZVqWKXt6cS4ZxYxvl4tFpttNSzwWDA\nYrGctO104HA42LED9u0bpbb2TW66afK6bLb3SE75E8uX/1PMd/LLAbPZTFNTE+FwmKSkpBjBTkZG\nxlmJcOrq6igtLUWr1cb9fFwqXHfddcybN4/8/HhHxLa2NoqLiy/K9ajLCafTSWdnJwaDgeLiYiH6\nuMiQFBJJ1xUy+KGIJzwRpP9ftn8YBEmjRNIqUWiUSBoFkkaJQquMHP/w2PGvFRolklaB0qJDk2u8\nqH4e5ECYwPCH5a8GJgh+KNYJ2X1nNY6kUUaEOukRoY46PQFVugGlSTPl+6HJM+I9OILn0Ci+DgdM\n6l4IDnsY39zD+OYeFEYN+ior+uoUtEVmJNXs/W2Ug2H8fS78Hwp2/EfHT/8+yREhj2lt/L6EQHAh\ncQfcHBg5QENmwzmPsfbTn0Wl0RDwh/nzr94HIOgP88qvD7DspmIWrMs7+d+77b+GV74GwCeyruN/\n+DhbM+ex4UMRj+vNt5BDIaRL2JXw0ryLFcxp7GPbCIcjH0yh0AR2x26slmXRuCRJzK/99WxNTyAQ\nCICI3XJVVRW7d+8GYNeuXfT19dHQ0BBzY1FTU8OmTZvQ6XQsXLiQhQsXYvr/7N13fFz1me/xz+9M\nH41GvVvFsuQidzBuGLAxHUwgtBAIAbKbQjZsCtnkht29ye7dJDebAJvcsNkUikNJQoiT0BJwJYAx\n2Lh3uUhW79JoNJp2zv1j7LHHkmxZHmkk+Xm/XnppNOd3znnGniKd8z3Pzz3+rrYtLf0qkyf/c582\n5iMtN+dj9PbWomk2NE2uNhNCCCGEEKOL7gsRajoeItDAUjA2OnKOJ0opqquroz8nJSVx9dVXM2vW\nrLOe1M7KyuKmm24akZNnhmHQ1PwG2VnXxkwjrGkWSku/HDM2GOxi1+6HCYW6uGjuC5hM9mGvL5Ey\nM5dRVPT3VFf/kpKSL5Kbs2LAsXa7nYsvvpitW7disVhwOp0Eg0EslpMXmmRkZHDTTTfFhHWcTicO\nh6Pf6YjC4TB/+ctfcLvdJCcnR7/cbjc2m21Iz4/Ozk7eeecdtmzZEp3abfv27Vx22WVkZGQQDvew\nd9+j9PYeo719IzNn/jTmeOl4N3nyZL7+9a9jGMYZQ1eDlZSUFIeqRi+lVL8Bnv379/Piiy8yYcIE\nbr75ZrKzsxNQnehPKBTi2LFjHDx4kMrKSpqamqLLrrjiCpYtkwuVxxpTmh3MGoT02AUGGP4whj+M\n3v+qZ5R8ZSEp15TEo8S4MsIGoTYfwYYeQo3eaGedUIsPjLOvf4KyaJGgTrYTS25SNLRjSjm3z1dz\nig3XpQW4Li1A7wni29eGb3cr/gPtMZ1sdE8A76YGvJsaUDYT9qnpkS49k9PQ7Od/itwIhgk2+wg1\n9RBs6iHc7sda4iZpfm60y06g6nhop64bQmf/xzKl2Qi3nwz3dL1VBZoieemEMRXwEmOTbuj8qfJP\n/Hjrj+kOdPPKra+QmzS0qV0tx7skWu0at3z1Il57cgddzZH3jI2rDtHe4GXpJ6disvTzN1rx4pM3\nm9bh1m5nf1oRbbZk0v0ewm1t+LZtw5mA7qkjRUI8YsQVFt5PVtY1HDr8I0ymJJyOvn9wnC41ZR6h\ncDft7RtpbHyFCRPukw8rIcSwOzXEs2PHDnbs2EFeXl7MgRKbzcaDDz5IVlbWuJ6L3OEoSHQJAJhM\ndiaVfvXsA4UQQgghhEiAQM3JLjyW3CQ06/j9G2G0SktLY8mSJbz99tvMnz+fpUuX4nA4+h176rEl\nq9XKXXfdhdVq7XdsPIVC3ezd979oanqdkpJ/YFLpVwYcq+sBtnx0J17vQQD27vsm0yseH/fHxSaV\nfo2szKtITZ131rErVqw4Y/jK6XQyb97Zt3OCx+Phww8/7HeZxWLpE+y56qqrBgyIeTwe3nnnHTZv\n3kw4HI5ZVlRURCgUAqC5ZQ29vceOLzFIcpYNut7xYqDXqRgcv9/Pa6+9BkBNTQ0/+9nPWLJkCZdd\ndllMqE2MrEAgwMsvv8yRI0cIBAL9jtmwYQM2m43Fixf3u1yMTprNRNrHJtH9Xh26L4QRCKMHwoMK\naZyJZ+0xlKaw5Lmw5CVhShtaePR8hTp68R/uxH+4k2BtN8HmnnN7bCaFJcuBOScJS26ks44lNwlT\nqi3u01tpTgtJF+WQdFEOeiCMv7ID3+5Weve2oveEouMMfxjf9mZ825vBpLCXpWKvyMBRkYEp+cy/\n/+k9QYJNPYSafJHvzT0Em32E23v7hJh6tjbRsapyULUri4ZlggtrkRtbUTLWIjemZCuhtl5ant5F\nqNkHQNdfjxJq9ZF2S1lCuwmJ8c8wDF7Y9wItvhYA/uuj/+J7l33vvLebnpfEHd+Yx+s/20F9ZScA\n+zY20Nns4/rPz8ThOu01mDMDsiugaQ8q5OOh3L18v24um3IruL4q0vnMs2athHiEiDe7PZ/pFT8a\n9PhZs35Gc/ObtLdv5MDBf6OldR2zZ/08ZhouIYSIt5KSEpxOZ0w77s2bN/e52ik3d2hJZCGEEEII\nIcT4EjuV1vjr0DnatLa2snXrVubOnRtz/5IlS6ioqCAnJ+eM65eUlPDuu++iaRq33HILmZmZw1lu\nVF3db2lqeh2Ao0f/H2lpCwfsuqJpVgoKPsmBA98BwOkoIXK2aHyEeDo7t1JT82umTfsBmnbyULWm\nWQYV4Dkhnic4PR7PgMuCwSBtbW20tbUBkQt7rrnmmpgxVVVV/OY3vyE5OZm2trZoUOeEwsJCrrzy\nSiZOnBi9LzdnBVZLOnv3fYuJE790wU2nJc6fpmnMmTOHd955B13X0XWdt99+m127drFixYqY55sY\nHsFgEF3XsdlOdo62WCw0NTX1CfCYTCZcLhednZETmW+++SZWq/WcAoci8ZIuySXpktjjwkZYxwjo\n0VCP4Q8fvx25z/Afvz8QjozzhwnUeGJ+h+xafbKjoLKbsOQlYT0e6rHkJWHJcaIs8QuKG4ZBuN1/\nPLTTgf9IZ0wnmDNSYE63nxbWcWLOdKBMIx820awmHMeDOUbYIFDVhW9PK77dLbGPKWzQu7+d3v3t\ndPyxEkdFBml3TUHvCUW76oSaewg2+Qg196B3B+NSnynDjq0wGWuxG2uRG0uus99/J3O6newvzKb1\nub34D0feJ3o2NxJu7yXjnmloTglniuFh0kz80yX/xIN/fZBsRzaL8uPXGbK5ai+exmcoqlhB9Z7I\n7/31lZ38/vubufGh2aTnn9JJUSmYdSes/jYAt6i/8X3msjFvxikhntVkf/2RcXtxg4R4xJhgGAZV\n1b+M/myz5UiARwgx7EwmE/PmzePtt98GYOLEiVRUVCS4KiGEEEIIIcRoFTh2SoinMDmBlVwYDhw4\nwKFDhygqKiIjIyN6v8ViOWuAB6C8vJyHHnoIk8kUs/5wKyy8n9bWDbS1v8uEgk+RmnLmK0gnFHwK\nn+8YKe7Z5OTcNEJVDr9jx57hYOX3MIwQNns+ZZMeSXRJALjdbq699lo8Hg9dXV14PJ7o7dMDOcnJ\nfV/nHo8Hn8+Hz+eLub+goIBly5YxadKkfk82pKdfysIFf0HT+k6X1tK6HqejGKdTghiifxaLhSuv\nvJIZM2bwyiuvcOxYpLNTW1sbzz77LHPnzuXqq6+Oy3Rl4qTW1lYqKyuprKzkyJEjXHXVVSxcuDC6\nXClFWVkZH374IampqZSXl1NWVkZJSQlKKZ5//nmqqqoS+AhEvCmThnJo4DAz2JiNoRs0/3wHgaNd\nfZf1hgkc6SJw5JRlGpgzndFQjzUvCUu+66zdZKLbNAzCrb34j3RGu+2EO88e2jG5rZhzIyGiaFgn\n2zlqO08qk8JWmoKtNIWUGycSrPfSu6cV3+5WgvXekwMN8O1uxfev7w1hJ2DOcGDOctC7ty12kVXD\nOiHSXcdalIy1KBnT6d1GzkBzWsh8cAbtfzhIz0eRKfj8hzpp+u/tZN4/HXOGdLATw+OS3Ev4/mXf\nZ1nhMpyW+PzesPmVP7DhuacAsNj+ysJb/4H3/3gEDOhq6eXlH2zm2r+fQdH0U/4mm3kHrP4OYJDT\nuok8rZ1tWWX0mG04QgE8DV1Ub9iNys6jqGLk/pYbKRLiEWOCUoo5s5/m8JHHaWp8nfKybyW6JCHE\nBWLp0qWUlZXhcrlIT09PdDlCCCGEEEKIUcowDALVJ0+wWIskxDMSwuEwb775JnffffeQ1s/Ozo5z\nRWenlInp05+gvf29QYVylFJMLn90BCobWaFQN4YRCcXU1r5IcdFnsFjSElwVpKSksGhR36uODcOg\nt7c3GurxeDz9TqN1eiefvLw8li1bRnl5+VmvFDaZ+p6Q8/ub2L37K+i6nzmznyItbWE/awoRkZ2d\nzQMPPMCWLVtYvXo1fn/kxPzWrVs5cOAA1113HTNmzBi3V60Pt0AgwNGjRzl48CCVlZW0t7fHLK+s\nrIwJ8QAsWrSIBQsWkJGR0eff/e677+a5555j/vz5zJo1a9jrF6OT0hRZn51FsN57/KubYL2XQL0X\nwxfqu4IOoaYeQk09kamhjtNclmiwx1aSgn1aOkopDMMg1OKLBHaOdBI43Em4q//p3aI1WTSsJW5s\nE1Owlbgj08SO4e4vSims+S6s+S7cVxUTauvFt6eVzlcPD259i4Y504E524kl24k5yxH5numITm+l\n+8N4P2xAmVWky05OEsp0fu+1yqyRdsdkzJkOut6MBP5CzT6antxOxn0V2Iql86cYHjeW3hjX7U26\nZCHv/GYl4VCI5uqjXDNNkZ47kzef2kPIHybQG2b1M3u4998XYbWb0XWD7mAGnvRP4KltoCucxYNa\nmIO+JN6f/22UOQlDM8FvmkjO6OK+/zg5JeW+jfX0eiPds6YuzMPuGpvvXRLiESMiHO5l2/YHycv9\nOLm5K9A029lXOo3ZnMTk8n+mdOKXMZtdw1ClEEL0pWkaRUVFiS5DCCGEEEIIMcqFW3vReyInWpTD\nLFfHDpNTpykBKC0t5aqrrkpQNWfn9zfT0rKagoLYkJHVmh6XrjrhcC8mU9/OLWNBSclDdHRuJhTs\nZMaMn4yKAM+ZKKVwOBw4HI4zhr8WLFjAjBkzoiGfnJyc8wpM7Nr9ZUKhSECwvuGPEuIRZ6VpGpdc\ncglTpkzhjTfeYO/evQB4vV5efvll2tvbufzyyxNc5djR1dXFrl27qKyspKqqinA4POBYj8eDrusx\nAb8zXRRot9t58MEH+w0EiguL0hTWAhfWAhcQ6SZoGAbhzkA01HPiK9Tqi8yseRq9O4j/YAf+gx10\nv12LKcWKtdiN/0gnuufM00EpqykS2ilNwTYxBesEV0Kmwxop5nQ7yUsKUFaNjj9URu9XDnNsSOd4\naMeUakNpZ/4s12wmkpcUxL1WpRTuK4swZ9hpe+kAhAx0b5DmX+wg/Y4pOGfLFJxi9EvLzefim26l\nq7mJy+95gOSMTDKL4OOPXMTrT+6gpzPANX83A6s9El1prenmd9/9ELgzZjvFAFZ3zFugt92PHtbR\njr9nbV97jJZj3QCk5yeN2S49EuIRI6KhYRUdHZvo6NhEbd2LXDLv5SFvSwI8QgghhBBCCCGEGG1O\nn0rrbAf6xdBMmzaNXbt24ff7ufTSS6moqBi1HSU6Ojazc9eXCASaMFtSyMm+IW7b1vUQlYe+T2fn\nVi6a+wIm07lfMDdSdD1Ibd2LZGVehd2eH71fKY0Z03+MyWRH0wY/vcRop2kaycnJ/U61NRQp7tl0\ndGxC0xwoRudzXYxObrebu+66i3379vHaa6/h8XiwWq3MmTMn0aWNKS0tLbz55pv9LrNYLEycOJHy\n8nImTZo0pC7e/QV4/H4/ra2t5Ofn97OGuFAopTCn2jCn2nBMO3kSWveHCTYeD/XUHQ/4NHgxAnrM\n+uHOAL4dLf1v22aKdNmZGJluypLvOu+uMWORa34eltwkCOmRqcGSLKP290rn7GxMqXZaV+5G94Yg\nZND24j5CbT6SlxaO2rrF+NDgbWBf2z6WFi4d8jaWfOK+Ps/TrMJkbv/mPBoPdzFhyslAf3LG2S9S\nsAS6cPS2kbloFsGAjs0R+TzNK02JhniqdrZKiEeIM6mt+230dk52fFtwCSGEEEIIIYQQQiSa/9Sp\ntAplKq3h4nQ6+fSnP53oMgal+thTBAJNAOzb9y3S05ZgsZz/tAeGYbBz5xdoaV17fNv/i4qKH43K\nkzcdHZvZu+9Renoq6ezcyozpj8csj8e/x3hXVvYNysq+kegyxBg2depUSkpKWLt2LVlZWbjd8ro7\nlWEYNDY2UllZyaFDh7jrrruw20+ePCwqKsJisRAMRjqZZGdnU1ZWRllZGUVFRZjN8T3N1tPTw/PP\nP09LSwuf/vSnJcgj+tBsJmxFbmxFJ1/Lhm4Qbuule2Md3e/W9VlH2c3YJp7stGPJd0ng/LhT/x1H\nO1uxm+yH5tDyzG5CzT4Auv5aRaill7Rby6JTewkRL/6wn1/s+AXP7n4WTWm89vHXyHRkDmlbA/2t\nkpRio3RubEcpm9NMao4Tm9OMu2c7yd0fkWxqZq9rKt/zLORrm37JRU2RToO5K/4Vm2NedN2Jc7LY\nuaEWgMPbm1ly59mntB2NJMQjRsTcOSupq3uR+oZV5OffefYVhBBCCCGEEEIIIcaQUzvx2IokxCNg\n2tTv0929l1DIw/SKx+MWWFFKkZa+OBriCes+DCOAUqOvG49h6PT0RKapaGz8M4UTPk1KinQBEWKk\n2e12brih/25gq1evJiUlhUsuuWRI2zYMg0AgQG9vb7QT1Wjn8/k4fPgwlZWVVFZW4vGc/Aw/fPgw\nFRUV0Z/NZjNXXHEFDoeDsrIyUlJShrW2l19+mdrayMnHX//61zzwwANnnMJPCIhMx2XOdJBy/URC\nHX6Ctd1YClwnO+3kJkloZ5wwZzjI/sJsWp/bi/9wJwA9WxoJt/eSce80NKclwRWK8cSkTKypXkNv\nuBeAn2z9Cd9Z/J24bT/Y24vZZusTslFKcc93jk8hu78FXvwqADkpTXy9ZwHv506Jhng8a9aSdvfJ\nqYvzJ6dic5rx94TobvPTcqybrDH497mEeMSIsFjcFBd/jqKiz47JtJsQQgghhBBCCCHEQIxgmGCd\nN/qzdOIREDkeNmvm/2AyJeFwFMR124UT7sfrrcRqSae09CsoNTqvvE5Lm0921vW0tv2NkpKHcLmm\nJbokIcRxgUCApqYm3n33XRwOB5MnT6a3t7fPl67rLFq0KGbdqqoq/vjHP0bHGIYRXXb11Vdz6aWX\nDqqGcDjc7z57e3uxWq1UVFRgMpnO+7Hquk5DQwOVlZUcPHiQmpqamJpPVVlZGRPiAViyZMl51zBY\n11xzDc888ww+nw+fz8fKlSt54IEHyMgYm9OBiJGlzBqZn6o4+0AxpmlOC5kPzqB9VSU9WxoB8B/u\npOnJ7WQ+MB1zhiPBFYrxwqyZeWTeI3x+9eeZlj6Nm0pvist2DV1nz9/W8fbzT3PN577EpIsXDDy4\nbDks+DxUfAxL5kWY/2Mt7+dO56EdfwTAu2kTYY8H0/EQscmkUTwzgwObIq+Nw9uaJcQjxNlIgEcI\nIYQQQgghhBDjTaDOC3rkZKA5yyFXwF6A2ts/wO9vIDf35pj7Xa7Jw7I/pRRTp/yfUXOsTddD1Na9\nSIp7Nm73rJhlkyf/C6Bhs2X1v7I4J4YRBrRR838vxi6/388vf/lLIDKF0+OPP97vOIvF0ifEA9De\n3t7v+LfeegubzYZhGH26+xw5coTXX389GtQ5MUXVQBoaGrj66qtj7tN1Pdr5x+/3R7d14rbZbOai\niy6KWefVV1/lo48+GnA/drudSZMmRafJSqScnBzuvfdenn32WQKBAN3d3axcuZIHH3xw2LsACSHG\nDmXWSLu9HHOmg66/HgUg1OKj6afbyLivAluJvF+I+Li04FL++6r/ZnH+YrQ4XTjwwZ9f5p0XnwVg\n3bO/oHjmXMxWa/+DTRa4/v8CkApcWpbJhgMGB1MKKO+shWCQ7rffJuXGG6OrlM7OignxLLi5NC51\njyQJ8QghhBBCCCGEEEIIcR4C1V3R29KF58Lj9R5ix87Poet+kpLKSU4emW4zA4U4DEMf0c48XV07\n2bP363i9B0lxz+Xii1+Kqc1myxmxWsYzXQ/S0PAnjlY9ybSp3yUtbWGiSxJjnNk8uNNDwWCQUCgU\nM97hOHOXh1dffRW73d4nxGMYBs3NzWfdp8PhoLi4GIslEoqtqanhpZdeigZ1ziQtLa1PiKe4uLhP\niCc/P5/y8nLKysooKChA00ZPR7OCggLuuecefv3rXxMKhejs7Ix25HG5XIkuTwgxSiilcC8rxJxh\np+13+yFkoPeEaP7FTtLvmIxzjkzFJ+JjSUF8O9LNvPIaPvzz7/F7vYSDQToa6sgsKhnUujfOymPD\ngWY25s2IhHiA7jVrY0I8RdMzMFk0wkGdtjovHU09pGY74/oYhpuEeMSw8fmqaWp6g/z8u+M257cQ\nQgghhBBCCCHEaBOo9kRvW8dgq24xdIahs2v3w4RCkSDX/gPfZt7Fv01YPXX1v6e+/g/Mmf00JpNt\nRPZpNrvp6TkKQGfXVpqa/0JO9vUjsu8LyeHDj1FV/XMAjhz9fxLiEefN4XAwd+5ctm3bhslkwm63\nD/h1+tRT6enpfOlLX4ou93q9PPbYYzFj/H4/hmHEhPrsdnvMGKUUdrsdm80Ws7/k5GSuuuoqbLbI\n+5imaXR2dg7qcfUX8pk0aRJJSUnRbjsnfh7NiouL+cQnPsELL7yAruu0traycuVK7r//fpzOsXUi\nUggxvJyzsjCl2mh9dg+6Nwhhg7bf7CfU2kvylYWJLk+IPpzuFC67+348rc3Mv+UOrPbBTwF3TUUO\n39IUG/Omc9++vwLQ/fbbGIEA6ng3H4vNROG0dI7uaAHgyLYW5l5TFP8HMowkxCOGTfWxp6ip+TVH\njv6U8vJHKci/K9ElCSGEEEIIIYQQQsRdTIinUC5kupAopVEx7Qds3/73BENdTC7/54TVUnnoP6mq\n+hkA+/Z/i4ppPxyRKZeczmIKC++ntvYFSoofIjPjymHf54WooOBuqo/9CsMI4/Hswe9vwmaTK+zF\n+fnYxz7GihUrzrkLjdlsJiMjI/qz2+3mpptuYv/+/VgslmgYR9d1TCZTdFxWVhZf+MIXosutVuug\n3qdOhHlOsFqtMcGfU2/31yXI5XLxyCOPjLlp6MrKyrj99tt56aWXMAyDpqYmnn/+ee67774+/yZC\niAubrchN9hfn0PLMLkJNPgC63qoi1OqDTGD0NBsT48DO5p3Ueeu4tuTaIW9j9tVDCP33dpK67088\nlrmRh8M3Uu9MJ6+nDb27G+8HH+Jacml06MTZmSdDPNubJcQjBEAw2E5d3e8BCIe92O0FCa5ICCGE\nEEIIIYQQIv7CXX7CnX4AlEXDkju6r+wX8ZecPJ15816mp+cwbvfMhNVhtZw8od7t2Uso5Ilrd2xd\nD6Eb61CkAUtjlk0s+SJFhQ9KqGQYORxFFE64H4slnQkT7sFslq5fIj7iNY3UvHnzmDdv3hnHWCwW\ncnLOfYq91NRUHn744Whg59Rg0GCNtQDPCRUVFdxyyy2sWrUKgNraWt566y1uuummBFcmhBhtzOl2\nsr8wh9bn9+Kv7ACg56MmCtI06ufqCa5OjAddgS6+t+l7vHr4VZItyczPnU+aPW1kdu5thccrINTL\nTcrEt9XlbMybwccPvQ2AZ817fe8+AAAgAElEQVTq2BDPrEzWKzAMaG/oIegPY7Gd++8PiSK5OzEs\nTCYnU6Z8m6SkclyuqaSnXXr2lYQQQgghhBBCCCHGmFO78FgKXCjT2DxJKM6P3Z5Henpij38VFj5A\nft6dZGZexcUX/y6uAR6v9zDvvncZhvEcuvEC4XDsdDVmc7IEeEZAefm3KCn5vAR4xAXHZDKRnp6O\n0+kcUoBnrJs9ezY33ngjAAUFBVx5pXQ8E0L0T3OYyXxgOs55JwOTjnZF/matz9SIQpwrh8nBzpad\nAHiCHv57+3/HdftdLU3oerj/hUkZkDcHAM0Ic4tlI+/nTY8u7l6zFkM/GVZzJFtZfFsZN395Dvf/\n4NIxFeABCfGIYaJpNvLzbmfB/DeYM/uZMZtyF0IIIYQQQgghhDgT/7FTptIqkqm0LgQtresJBjsS\nXUYfSimmTPk3Zs18ErPZFddtOxxFKE4c32ultvaFuG5fCCHEmV1yySXcdttt3HfffTidzkSXI4QY\nxZRJI+22ctzXlUTvs3cpOlZVEmrrHXhFIc7CYrLwyLxHAFhetJx7p90bl+36e3p493fP8/SXP0/j\n4cqBB866M3rzHscmdqeX0GmNfCaGmpro3b07Zvicq4oonJqOyTT2IjFjr2IxpiilsNmyEl2GEEII\nIYQQQgghxLAIVHdFb9uKpDvGeNfWvpEdOz7P5i2309NTlehy+tA0C0oN/SpTn6+GQ4d+hNcbe/Bc\n08zk5d8BuFHq4xQUfPI8KxVCCHGuZs6cic1mS3QZQogxQCmFe2khmssSvc/7QQMN//khLc/upvdA\nO4YunXnEubtiwhX89qbf8sSyJyhyF8Vlm6//5D95/+UXCQUDHHj/3YEHTr8VtMhzelJgH8WmJj7I\nqYgu9qxeE5d6RgMJ8QghhBBCCCGEEEIIMQRG2CBY0x392SohnnEtGOxi585/wDCC9PQcYd/+RxNd\n0qB0dn7Ezl0Pn3Xc0aNP8t7GpRytepLaut/0WV5c9Fk09Z9o6kZMJvtwlCrOQTDYxZEjP2Hf/n9J\ndClCiATavn07b7zxhkyTI4ToV/qdUwjaT3l/MKB3bxstT+2i8bEteN6pRfeFElegGHOUUlRkVJx9\n4Dkom78oetvX1TnwZ5ozHSZfG/3xNvO7bMybEf25e62EeIToV3f3fnp76xJdhhBCCCGEEEIIIcSw\nCzZ6MYI6AKYUKya3XB0/nlksbqZO/Xc0zYrVmk3FtB8kuqSzqql9gS0f3UNT02v09Bw949jk5JlA\n5IB5ff0fCIdjp1swm5NQyjxMlYpzEQi08t7Gyzl85Alqa1/s0zlJCHFh+PDDD1m1ahWbNm1izZrx\nc+JSCBE/9slpVF2hUz83jK08NWZZqMVH56uHqf/uJtpXHSTY4E1QlWKs0w39vNafccVVTLtsGbf/\n8//huoe+glJq4MGz7orevMv2Hh9ll9NrinTn8R+sJHD0aJ9VAr4QBzc3smNdzXnVOZIkxCPiav+B\n7/DexqXs2v0VfL6x80IQQgghhBBCCCGEOFeBak/0trXIncBKxEjJyb6Bi+a+wOxZP8duz090OWdV\nVfVzDCMAQDjcg64HaWr6K/sPfLvP2PT0S3E4ishIv5xp074ngZ1RzGrNICVl3vGfjH47JwkhxjfD\nMKiqOjmt4zvvvENjY2MCKxKjRW9vL16vhDHEKRR4cyDrMzPJ+drFuBbno2wnp181gjreTQ00PvER\nTT/bTs+OZozw+YUyxIWjJ9jDw2sf5nf7fzfkbShN44Z/+BrFM+ecfXD5NWBPASAr1MAMy1G2Zk2O\nLvasWRszvLPZx68e+Rtv/nI3m/58mHBobDy35S8xETddXTvo6NgEQFPT65RN+nqCKxJCCCGEEEII\nIYQYPoHqruhta6FMpXWhSEmZm+gSBs3lmoxSkes4lTKx8f2r6e09BkBe7m243TOjY5XSWDD/dUwm\nR0JqFedmYskX8fmqKCl+iJycFYkuRwgxwpRS3HrrrRw9epTu7sjUnnv27CEnJyfBlYlEqKurY9u2\nbVRXV9PY2IhhGNx6663Mnj070aWJUcaS5ST15km4ry2hZ1sT3e/VEWrsiS4PHO2i7WgXWrKVpPm5\nuBbkSrdRMaBWXysPrXmIPa17+Fvt38hNyuXyCZcP704tdqi4BT56FohMqbUubwaLGnYD4Fm7lozP\nPBgd7s60k5Riw9PWS8AXovZAO0UVGcNbYxyM2048SqkJSqmnlFJ1Sim/UuqoUuoJpVTaINdPUkrd\no5R6QSm1TynlVUp5lFKblVJfU0pZh/sxjEWpqQsAyMm+cUxcjSSEEEIIIYQQQoj4uBCPxQSOndqJ\nR0I841Fzyxp0PZToMoZs9qyfs3jRWhYvWovLNYXU1Iujy/rr3iIBnrEjJWUuCxf8lby8W9E0uVZX\niAuRyWSivLw8+vM777xDTY3MkDCeGYaBx+Ppc39LSwsffPABDQ0NGEZkasxVq1bxwQcf0NHRMdJl\nijFAs5lwLcgj58sXkfXZWThmZYJ2cgoj3RPAs6aa+u9/SOsLe/Ef7ow+t4Q4wWE++beDbujsbtkd\nt20buk7j4QGmjJ39iejNj1k28VHuZMJEnr++jz4i1NoaXa6UonROVvTnI9ta4lbjcBqXv90rpSYB\n7wHZwJ+AfcB84B+B65RSlxqG0XqGTQBcBjwHtAHrgD8C6cAK4IfAx5VSyw3D6B14ExcWt3sWF1/0\nAl1dOzCb5cCVEEIIIYQQQghxobgQj8XoPUFCzb7ID5rCku9KbEEi7urqf8/evd8gI/1yZsz48bg4\n3lWQfzdtbe+Rn3c7+fl3JroccZ5OdFkSQly45s+fz549e/D7/YTDYZ599lk++clPMnHixESXJuJA\n13UaGxuprq6mqqqK6upqgsEg3/jGN9C0k58BRUVF/a7/+uuv8/rrr5OVlUV5eTnTpk2jsLBwpMoX\nY4BSCltpCrbSFMJdfro3NeD9oB7dE4wM0A18O1rw7WjBkuskaVE+SRfloCzyO4gAp8XJT5f/lPve\nuI/7p9/PnVPi8/dF09HDrPnVf9Nw6CD3/edPyCg47X2rcCGkFEFnNVbNINfewZ6MEma2HgHDoHvd\nOlJvvz06fOKcTLavjXQjPbK9mcs/MRl1SmhtNBqXIR7gSSIHjR42DOMnJ+5USj0GfAX4D+DzZ9lG\nA3Av8JJxYuLoyDaSgfXAYuCLwI/iWvk44HbPSnQJQgghhBBCCCGEGFkX3LGYQE139LYlLwnNakpg\nNSLeurv3s2/fowC0tr3NocOPM2Xyvya4qvOXknIxly5+G02zJLoUIYQQcZCXl8enP/1pnnvuOXp6\neggGgzz33HPceeedTJkyJdHljTs9PT3U1tZSU1NDWloac+bMiVm+bds21q9fj1KRk8Mnvp96+8T3\nSZMmcf3118esHwwGqauriwZ2jh07ht/v71NHY2MjeXl50Z9TU1NZvnw52dnZvPvuu1RXV8eMb25u\nprm5Ga/XKyEeMSCT20bK1cW4lxXi291K98Y6AkdPTh8cbOihY1UlnW8cJfdrF6O5LDHPcXFhynRk\nsupjq7CZ4jft2rpnfk7dgb0ArH36f7j90X+Pfa5pGiz/F9DM+Iqv4uD332Vj3oxIiAfwrFkbE+LJ\nm5SCPclCrzeItzNAY1UXuRNT4lbvcBh3IR6lVClwDXAU+Olpi/838FngU0qprxmG4R1oO4ZhbAO2\n9XO/Ryn1I+B5YCmj5MCREEIIIYQQQgghRCJcqMdiAtUnD2jLVFrjT1JSOcXFn+Po0Z/ick1lUulX\nE11SXCilUEoCPOORz1dDVfXPmVjyRWy2nESXI4QYQfn5+TzwwAOsXLkSj8dDOBzmt7/9Lbfeeisz\nZ85MdHljVjgcpqmpiZqamuhX6ylTtEycOLFPiMfv9w96+qrMzMzobcMweO655zh69CjhcPiM69ls\nNjo7O2NCPACXXXYZAFOmTKG9vZ0DBw5w8OBBjhw5Et3m5MmT+2xv7dq10anZ8vLyJJQhUGYN5+ws\nnLOzCNR78b5fh3dLE4R0AIzeEPX/sQllM2HOsGPOcGDOdERuZzowZzgk4HOBGSjAoxs62hA6Ry67\n/7M8980vozSN3NIy9HAYk/m0WMusSNcfN3D55Eze75rOZ3e9AoD3vffQe3rQnE4ANJNGyexM9r1X\nD0Sm1JIQz8i78vj3Nw3D0E9dcPygz7tEDiwtBNYMcR/He4gxdifEjqNgsBOLZXQ/0YUQQgghhBBC\nCDFsLshjMYFjnuhta6GEeMYbpTQmlX6VJGcZqanzMJtlujQxelVV/Q+HDj+GYYTQNBuTyx9NdElC\niBGWlZXFgw8+yMqVK2lvb0fXdfbu3cuMGTPkRPo5aG9vZ8uWLdTU1FBbW0swGBxwbG1tLbqux0xr\nZRjGoPd1epeeUCjUb4DH5XJRXFxMUVERxcXFZGdnx+yzP2lpaSxYsIAFCxYQCAQ4cuQIBw4cYNKk\nSTHjQqEQ77//PoFAgHXr1uFyuSgvL2fy5MmUlpZis8Wvs4YYm6x5SVhvLSfluonUfWdjzDLDHyZY\n5yVY1/c6DWU1xYR6zJknwz4S8Bn/dEPnJ1t/QoO3ge8u+e45/39nl5Sy/DOfZ0LFzL5TafXjxll5\nrN7bxBF3LhO7GjD8frrffRf31VdHx5SeGuLZ3syiWycNtLlRYTyGeE70BzwwwPKDRA4cTWboB44e\nPP79L4MZrJTaMsCiqbqus379+kHt1DBCwIkPcBNKJf6/zzB0dOOfgHw0dS1QIW+8YkR4PJGDpYN9\n/QghTpLXjxBDJ68fIYZOXj9CDJ2u62cflFij7lgMxO94TL8MmHhYw0TkGMi2+r0E1+8d+vbEKOYm\n8tQe6Ol9YZHP89HJMHqPHzuGY8eeo7ZmNkpJ8Gy0kdePGAlTp05l+/bt2Gw2MjMz2bBhQ6JLiot4\nv350Xae7u5vk5OSYc1oej4ctWwb6FTIStnG5XLjdbtxuN+vXr48J1IRCIRYsWNBvmOf0+0wmU7+P\nx+FwkJKSQmpqKikpKdjtdpRS+Hw+9u3bx759+4bwiCE5OZn3338/5r729nYCgegstnR3d7N161a2\nbt2KUorU1FSysrKkQ88YF6/Xj20RpB5VWLwKqxe08MDPCSMQJljvJVjfN+CjmwyCTvAnG7SXGgTl\nV5ZxJWyE+XXLr9nSE3kvDbYGuSn1pnPfkMVJ+8FDcPDQWYfaQwZmDTbmzmBiVwMAlc8/T5flZAdS\nPWSgTGCEob2hh7/+eR0299nf1xJ1PCbxKZD4O9ESpnOA5SfuTx3KxpVS/wBcR6S981ND2cZQGcbv\nMI4f61LqbhRXjeTuB1AFtAPt6EYVmvohIC15hRBCCCGEEEKIC8i4PRYzEEsPmIKRA35hS+QgtBi9\nDKMbgy0YxmY09QWUivyH6fqfMFgLgFIrUOSh1PRElirEEM0CigAHmloBJCW4HiFEothsNubOnYum\naWft1nIh6e3tpaurK/rl8XgwDIOFCxdit9uj45KSktA0LXrS1mazRQM7brcbl8uFyWQacD9msxnz\n6VO+DFJBQQEFBQVYrdYhrT8UycnJTJs2jdbWVtra2giFTja9NAyD9vZ22tvbCYfDFBaevRuGGN/8\nKdA42wAMMMAUiPxdZOlRke/ek7dNoYHDEVpYYfOAzaNw10HjTJ3eFINgEiBZsTFPQ8OunXxfrQnU\nEDbCmNTA753nQ+lhCjq38SvnGn6evyR67YVt5y4Ih+H4e7ZmVrjyDDw1keVdNZBVMSwlxcV4DPGc\nzYmX/+B72p1YUamPA08ADcBthmEM3EfvFIZhXDzA9rZomnbR0qVLB7X//Qc2UHP8iVVeVkZh4ZnX\nM4wwrW1/i+wLjYyMywe1n3NRXX2Ig5WR27m5VzO94uozryBEnJxIDA/29SOEOEleP0IMnbx+hBg6\nef0IMXTj4ATMiB+Lgfgdj+mPHggTKO8iUN2FYcDSZcVD3pYYfh9uvp2urq0ATJnSQ37+DQAcrHyf\n6uru46NeRjcCFE34DGVl30SpMf+6GxbyeT56hULzMJtlar/RwjAMOju3YLfnY7fnA/L6EYllGAb7\n9+9nypQpY7Kjyrm8foLBIHV1ddTU1ES/TnQiOV1hYSHTp8cGeF0uFy6Xi4KCAlJSUvpdbzzSdZ2a\nmhoOHjzIgQMHaGxsjC6rqqrirrvuGtGAkYifkf78MQwD3Rsk1NpLqMVHqNUXud3qI9Tiw+iNnTYu\nZ2fk925lN2MtSsZamIy1KBlbYTKaUxpHjEWX6Zfx8NqHyXfl883538SsnX8kJRjws++dDcxYdnXs\n59jvH4RdLwPwQXo+7TYXaf5uNK+XhXl52CtOJnX22+tZ/Uykg67WnczSpfPOut9EHY8ZjyGeE1d3\nDfTJ6j5t3KAopW4BfgM0AcsMwzg8tPKGTlMWtOPJtbNNpeX3N9Pc8hb79/9LZF3NzrKlu+NeU1HR\nZ8jMvJKWlnUkJ8uVSkIIIYQQQgghxAVo3B6LGYhmNWGfnIZ9clqiSxGnCId7CYW6sNmyY+7Pzr4u\nGuJpbHqV/Pzb+6xrGJGpJKqP/Qqns5SCgk8Mf8FCxJEEeMAwdDo7P6K9YxPJydPJzFiakDqam1dT\neegH9PQcoqjo7ykv++YpNX5IODwfk0lauImRtWHDBtavX8/cuXNZsWLFeAiJD+ipp56ivr7+rOPS\n0tJiOs+cMH/+/OEoa9TTNI2ioiKKiopYvnw527Zt449//CMAmZmZ/U4RJkR/lFKYXFZMLiu2YnfM\nMsMw0HtCNHz/A4xg7DRFRm8I/4F2/Afao/eZMx3RUI+1yI0l14kyjd/3r/HCrJl5YtkTWDRLXIKj\nhz/6kLVP/4zOpkbMVivTliw9uXDy9dEQz22Wd/nQVUqaP3KhRudrr8WEeIpnZjLpoiwmzs6ieEbG\nedc1nMZjiGf/8e+TB1hefvz7oCeyVkrdAbxA5KqvKw3DODj08oauvPxblJd/a1BjGxpWUXno/w5z\nRRFO50SKiiaOyL6EEEIIIYQQQggx6ozbYzFibPB6D3G06kmam1eTkXE5M2f8JGZ5TvaNNDX9hZyc\nG8nJviF6f+nEhyku+izhsI99+x+lre1vZGRcQV5e35CPEGJ06+jYzM5dXyIQaIret3jROhyOohGv\nRSkTPT2HAKiv/wOTSr+GplkwjO3oxs/4cPMaZkz/MS7XQB+bQsTX/v37o504tm7dit/v5+Mf//iQ\np31KJL/fT21tbbTDzsSJE1m0aFHMmPz8/D4hHqvVSkFBARMmTGDChAkUFBTgcrlGsvQxZ/bs2bS2\ntrJjxw7uuecebDZboksS44BSClOShfxvL8Z/pINAtSfydawL3ds3VBdqiXTv6dka+XxXFg1LgeuU\njj1uzCny3ByNrKb+O3fpho52jl1Pq3dtp7Mp0h1sw69/RelF87E5jweip94IVhcEuilVdfyq9Bpm\ntUau/2l/7nnS77sPS04OAPYkC9d9duYQH9HIGnuf0Ge37vj3a5RSmmEY0RifUioZuBTwAe8PZmNK\nqU8CK4FaRtlVXwMxDIP6hj/E3JeeviRB1QghhBBCCCGEEGKcu+CPxYjEMowQDQ2RK8VbWtYSCnkx\nm5Oiy+32PC6Z9/s+65lMzmg3jDmzf0X1sacoyP8EWhzavQuRaJ1d2+ntrSMn+/pElxJ3hhFGKVPM\nfU5nCYFACzZrDhUVP8TtnommOTAMg6am17BY0rBY0nG5psZtKqHe3jpaWtczoeCTMfenp1+GzZZL\nKOQhK+sqwmEv4bCBbjwFgNd7kMNH/otZM38alzqEOJvy8nLmzp3L1q2RrnR79uwhEAhw5513jtrp\nkfx+P+3t7dGv/fv309XVFQ0jnaDrep8QT2FhIVVVVdHAzoQJE8jOzh7X3YeGg1KK5cuXs3jxYhwO\nR6LLEeOMMinsZWnYyyKdTQ3DINzWS+BYJNTjP+YhWNcN4dgOUEZQJ3C0i8DRruh9JrcVa2kKKdeU\nYE63j+jjEOfmL0f+wjO7n+EX1/yCZOvgu0guvuOT7H/vbULBIIvvuAer/ZT/Z6sTpq2A7S8CUFZU\nx4GDE5jcUYPh99Py0yfJ+7fvxPuhDLtx9xepYRiHlFJvAtcAXwROvfTmO0AS8D+GYXhP3KmUmnp8\n3X2nbksp9WngKaCKyEGjqmEuPy4MI0Ruzi3UN/yB3t46LlvyPmazJIqFEEIIIYQQQggRf3IsRiSa\nyzWFpKTJeL0HsNly6O2tweWack7bUMpEcdHfD1OFQowcv7+ZPXu/Tlvb37BY0shIvzwm1DaWtbSs\npbHpdVpbN7Bo4VtYLKnRZVZrJqmpl+D1HqS55U1SUi5G08yEQl527f5HADTNxtIrdsdsMxjsYs/e\nr2OxpGG3F1A68UtnrcMwDHbs/DwtLWsAg9SUi2PeczTNzKxZ/4PTMTH6b28YBkrdjmG8gM2WztQp\n/x6HfxEhBkfTNFasWIHVamXTpk0AVFZW8vzzz3P33Xdjt4/8SW9d1/F4PHR3d1NQUBCzbN++ffzm\nN78Z1HZqamrQdT0moDN79mzmzJkT13ovZP0FeD766COcTidTp05NQEViPFJKYc5wYM5w4JwTmRrX\nCOoE6rqjnXoC1R7CHf4+64a7Avi2NePb1kzWZ2diLUlBafEJ7Ir4eXb3s/xw8w8B+Or6r/Lk8iex\nmCyDWtfqcHLz1x4lJScXp7ufWbxn3RUN8dxsfp/PVfwj//7erwDoePll0h+4H9vEsTWr0LgL8Rz3\nEPAe8GOl1HJgL7AAWEakdfOjp43fe/x79BWtlFpG5KCRRuSKsgf6Seh3GIbxRNyrP0+aZqGk5PMU\nF3+O3t6aYQnw6HqAtvb3SEtdiMkkqUYhhBBCCCGEEOICd0EfixEjwx9oYe/ebzBl8ndwOCbELJtc\n/s+YzW6Sk2fErcuGEGORxZJKT88RAILBdmrrXhg3AbUjR39KV9c2AJpbVpN/2tR3M6Y/gdWaEdOl\nJxhsi962WNL7vD8EAi20tKwGwOEoGlSIRymFptmASHeAurrfMXnyv8SMcSfP6LuOugyDUmbOqMBq\nTT/rfoSIJ03TuO6667Db7WzYsAGAqqoqVq5cyb333ovzxLQkcRQIBGK66Zz4amtro6Ojg3A4jNls\n5lvf+lZMCCclpZ8TtMcppcjOzo7psnP661p+DxheBw4c4JVXXgHghhtu4JJLLklwRWK8UhYNW7Eb\nW7EbiIT9wl2BSKDnRMeew50x6zT/fCdakhn7tAwc0zOwl6WhLNKFazRIt5/83aepp4kOfwdZzqxB\nr59XfoaLNCZeDsl54KknQ3XhyullW2YZc1oqIRym+cc/ZsLjj8esousG9ZUdWGwmsovd5/x4htu4\nDPEcvwJsHvBvwHXADUA98GPgO4ZhtJ1p/eOKiRw0AnhwgDFVwIgdOAqFPIT1SMLQbErCZDpz+zql\nFA5H4bDU0tHxIdu3fwZNs5OXdxtTp/zbsOxHCCGEEEIIIYQQo994PRYjRo9QyMv27Z/B49nF5i23\nM2f2r0hOnh5dnp5+aQKrE2L00DQLJcWfZ9/+fyU3ZwWZGcsSXdKAgsEuvD0HSU25OHpfKOShpWUd\ndns+qanzYsZnZ10bDfF0tH/QJ8Rjs2X3sxeNrKzrCAbbsVr6BmdOD/mcqvrY09TWvgjoXDT3hZjt\nF+TfRVPTa6SnLSEtffFgHzJKFZCSMrfP/Q2NrxAKeSjIv1sCCGLYKKVYtmwZNpuNN998E4C6ujqe\nfvppPvWpT+F2x+ckZmdnJytXrqS1tfWsY0OhEN3d3TH7TktLw2QykZqaSlpaGmlpabS1teFyubjh\nhhuw2WxxqVOcO13XWbNmDYYRCTG+9tprdHZ2snz5cnnvEiPC5LbimJ6JY3omAEZIp/67m9B7QtEx\nujdEz+ZGejY3oqwm7FPSIoGeqelo9nEZjRgTVkxaQW13LZvqN/HEsidIsQ0c2Dxnmglm3g7vRZoC\n32p+l59Ov5n/2vBjADxv/AXfZ/4Ox4zI349Hd7SwZuVeeruDTLoom+s+O2PATSfKuH2mGoZxDHhg\nkGP7fLIYhvEM8Ex8qzo/hw4/Rk3NSgAml/8LhYX3J6yWltb1AOh6L0pJglEIIYQQQgghhLjQjcdj\nMWL08Hh20t19AIBAoBW/vzEmxCOEOCkv7+OkpS3E6Ryd0waEQh4OHX6M+vqX0TQbly5+B5PJRkPD\nn9m77xvoeoDs7Bv6hniyrycY7CA7+zqSk2cOal8ORwGzZv50wOVOZykzZz5JMNCG2Zwcs6y+7iV6\neg4BkfedU0M8aWmLWLxoQ5+uYEPR03OEffseJRz20t6+kWlTv9unFiHiafHixVitVl599VUAmpub\nefrpp7nvvvtIS0s76/p+v5/6+nrq6+upq6tj+fLlpKaenN7O5XLR2dl5hi1EOJ1O0tLSCAQCMffb\n7XYeffTRmO4869evB5AAT4JpmsanPvUpXnjhBerq6gB455136Orq4uabb8ZsHrenncUopcwaeY8u\nxH+4A9/uVny7W9E9J99TjEAY384WfDtbwKSwl6Vin56BY1oGpmRrAiu/MH1u1uf4zIzPDHoarTPx\ndrSz8eXfsOSuT2F3uSJTah0P8Vxr2sy30j7DO3kzWVK/E4Dmxx+n6Fe/BCA5005vdxCA6t2thIJh\nzBZT/ztKEHk3HWd0PYimWY7fDtHc/FcgMq93dvZ1cduPzZaD01lKT8/hUX01hxBCCCGEEEIIIYQY\n+9LSFjJ3zrPs2Pk5Jk36OpmZVya6JCFGLU2zjdoAD4CmOWhpXk047CUc9tLY+Cfy8+/E5ZqKrkdO\nvLW2ricc9sV0o3c4Cikr+6e41mK1ppOddW2/y2z2PLq9+wEI6z0xy5TS4hLgAThy5CeEw14APJ49\nnDLTpBDDZt68edhsNlatWoWu63R3d+P1evuEeE4P7NTX19PS0hIzZurUqTEhHpPJRE5ODnV1ddFO\nOqd+paenk5qait1uHzA2/jYAACAASURBVLC+UwM8YnRxuVzcf//9vPTSSxw8eBCAHTt20N3dzZ13\n3nnG/1chhoMyKezladjL00i9eRKBGg++3a307m4l1OI7OTBs0Lu/nd797XSoSqzFbhzTM3BMz8Sc\nfv7PWyOsE+7wE2rvJdTWS7jdj7KZSL60QKb0Ok4p1W+AJ6yHMWmDD9HseXsta576GQFfD0rB8ge/\nALkzIXs6NO3GToDrtA95tuJ6FtXvwoSB99138b7/PkkLF5Kel0RKtoPOJh9Bf5iafe2UzMyM50M9\nbxLiGUPMpiQslgwANK3vm0kg0MbG968iK3M5eXm34XbPZtfuh6Pj4xniKS76O4qL/o6enirs9ty4\nbVcIIYQQQgghhBBCiP6kpc1n0cLVWK0ZiS5FCDFIuh4gHO7FYjk5VY6mmZlQeB+Vld8nKakciyVy\n8j8pqRyncxKaZiU76zoMIzTQZkfElMn/m+pjhdjtBTgdwxeKmjr1u5hMTuobXmbmjJ9gNruGbV9C\nnGrmzJlYrVZWrVrFXXfdxYQJJ4Np69atY/fu3X0CO/2pq6tj+vTY7nh33HEHSUlJWCzn321BjD5W\nq5VPfOITvPbaa3z00UcAHD58mKeffpp77rknblOzCXGulKawFbmxFbkxrish1NSDb1crvt0tBOu8\nJwcaEDjaReBoF52vHcGSlxSZcmt6JpZcZ7/TwxmGge4JEmrvJdwWCepEwjrHv3f6wehbU9dfjuK6\nfALmDPvxLwemFBtKk9AuwJ7WPXzj7W/wo6U/YnLa5EGtY7bZCPgiAevtb77BxTfeSmpOLsy6E1b/\nb1Amrsrx8LKezVvFl3Bd1QcANP3oMUp+91uUUpTOzmLrW9UAHNnWLCEeMXSTJj3CpEmPDLi8sfEV\nQqFO6hv+gLfnCBfN/fWw1+R0Fg/7PoQQQgghhBBCCCGEACTAI8QQGIZOa+t60tMvi3ZxH27BYAe1\ntS9yrGYl2VnXMmXKt2OW5+fdhStpKunpS6InypRSXDLv5VEzlZTDUcSUyd8e9v2YTHamTv0/FBd/\nFoejqM9ywwij1Oia4kGMH1OmTOEf//EfcTgcMfd3d3cPGOBRSpGVlUV+fj55eXlMnNg35HZqZx4x\nPplMJlasWEFKSgrr1q0DoLGxkV/+8pfce++9ZGdnn2ULQgwvpRSWnCQsOUm4lxcRauvFtycS6Akc\n7YoJ3ATrvQTrvXStjoQ6kq8sRLObYwM77X4I6UOqpfvtmtg7TApzuj3yleHAdDzcY86wY06zo8wX\nRuee92rf48vrv4wv5OOh1Q/x/A3Pk5OUc9b1yucvpnjWXLqam7jygc9FAjwQCfGYbTDjNuaEk3H+\naAPPT7mGK499hFUP0btzJ5633sJ9zTVMnHNKiGdHC1foBtooClZJiGcc6ejcEr2dl/dxlNLIzr4B\nAE1J2lkIIYQQQgghhBBCjA2trX+jtvZ5pk9/DJPJmehyhBizmpvf4tDhx/B6D1Ax7Qfk5d02Ivv1\neHZz6PAPAair/z2lpV+OdtwBsFjcZGRc1me90RLgSYT+Ajxdnl3s3v0VKqb9JykpcxJQlbgQnB7g\nAcjPz2fLli19Ajv5+fnk5ORgtVoTUKkYbZRSXHHFFbjdbv785z9jGAZdXV08++yzPPzww9hstkSX\nKESUOd1O8pICkpcUEO4O0Lu3LTLt1sF2CMe20PGsPTakfWhuaySEYzPhP9A+8MCwQajZR6jZB5w2\nToEpxYY50xEN+Zgz7FiLkjG5x9drKsORgaYigaWeUA/13vpBhXiUUtzwD1/D6kz6/+zdeXwcd33/\n8dfM3qtdrW7JumzLsmT5PmMnzulcTUhJIJy5SOEHlFJaKKVQCi0UaEs5mtJwQ6BQCFAIgSZcIZA7\nsZ3ETuL7kCXZsiTrXGnvY+b3h5y11ysnvmXZ7+fjoYdm5zPHd+SVtPK89/PFeXjHt+JaWPUeAKYB\nf33lbP7111n+r2k1N+96FID+u/6T4Jo11MwsxlfsJj6aIj6Wpq89zLTmsyeAqhDPOWT+vP9krPH/\n0dNzH9VVr8E0PSyY/1+TPSwREREREREREZFjNja2mZc2vZdsNspzz9/CokXfwuM+u9qbi0wVkegO\notEdAHR0fpWamptOeVcX27YLpp0oLb2IQGAOkcg2nM4A0dhuSkLLTul5z3WZzBibNr2PeLyL555/\nM21tn2VazU2TPSw5T7S2tlJVVaXAjhyTJUuWEAwG+clPfkIqleKaa66ZEgEe27axLAuHQ93OzjeO\ngJuiFTUUrajBSmRIbB8m/Ks941NivQLD68RZ5sFZ5sVRNt415+XPzlIPhuvQc8lOW6R6ImQHE2QG\n42QGD3b0GYxjRdJHP4kN2ZEk2ZEkR46m9A0t+JdVTTjd11TUWtbKFy/7Iv+y7l/40hVfoqmkKVcb\nTgwznBhmZmjmhNfrD7164ObtF8/kp8/t48cta/iTjrUUZRKk2tsJ/+IXlNx8MzMXVbDl8f0AtG/s\nV4hHTg/DMCguXkhx8cLTdo7BoSfo7/8dFeVXUFq6CoejMKEtIiIiIiIiIiJyooaGniCbjQKQSg1g\n25lJHpHI1NVQfwddXd/CtrNUVlyNZaVO6P90k6kBDvQ9gI1NY8OfAZDNJunr+yV7936HOXP+Ja9T\njGEYzGr6IOn0CNXV4284leMTje4inR4BwDQ9hIoXTfKI5HwSCAQIBAKTPQyZQpqbm7nzzjvZu3cv\nixad2p9X2WyWkZERBgYG6O/vZ3BwkHg8jmVZZLNZLMuipKSEG2+8MW+/TZs28fvf/z5vu8M/2/Z4\n95Xa2lpuv/32CbtSybnP9DrxL6rEN7+CkV/uItU5hiPkPhTOKfPiOPjZ9B17tMJwmXgai6GxuKBm\nJTPjoZ6DAZ/sUILMQJzMUGI8SGRPcEBg+Kc7GPtjF962crxzyvDMLMZwTO2pty6qu4if3/hzXEdM\n+fpQ50N86plPUeGr4M55d/K2eW877mO7TIOvz9nA6w/U8NPZl/O2rb8BoP+/7qb4hhtoWlR5KMTz\nwgAX3dx81gSkFOKZQlKpQTKZMQBcrjJcrsJv+tOtr+8Benr+l+7uHzBj+l8wa9YHz/gYRERERERE\nRETk3DV9+rtxOIO0t3+RxYvuweupmewhiUxZTmeQBfO/TDDYhstVekLHGBvbwrr1NwIWLlcZ9XW3\nYZouotHtdHZ9nVhsD11772FB6Et5+1VUrDkFV3D+CoWWcMGK/2PT5r+moeFO/P6Zkz0kEZFXVFtb\nS21tbcH6aDSKz+fDNI8vbLB7925+85vfMDQ0RDabfcVtq6qqCtal02lGRkZe9Tz79+/n8ccf55pr\nrjmu8cm5xXAYlL5u9hk5l+lx4q4N4K4tDEvaaYvM8KHuPZGn95MdTOTqmcEEkSe6iTzRjeF14G0p\nxddWjre1FNPvKjjeVHBkgAdgbc9aAAbiAzgm6CK5c3gnRa4iagPjP3P6uzr4w3e+xqW3/hnTmlsh\nPgz3/wVN23/FD8pX8YZZ7+RP25+kLDlGpreX4R/8kPrb34bL6yCdyDLaH2dof5TyurMjwKoQzxSy\np+Nu9u37HgAtsz9OQ8OdZ/T8tm0xOPhI7nFFxRVn9PwiIiIiIiIiInJ+qK+7heqqGyblTWwi55qy\nsouOeVvLSmEYrrx3IQcCc/B4qkgme0mnhxgafhLbztJ/4DcEAm3EYh0MDT1GJhPB6Tw7bnycK3y+\nepYv+8kpnwJNZDJkszHCoy9gWylM00Np6aq8eiLZS2/P/Vh2Go+7grq6t07SSOVUisfjfPe736Wq\nqoqbbroJp9NJJBLJddUZGBhgYGCARCLBu971rrx9HQ4H/f39x3SeiUI+xxoaCgQCrF69+pi2FTnd\nDJeJq8qPq8oPQPDiOuJbBok910di5zB2ysptayeyxF8cIP7iAJjgnl48HuhpK8NV6Z+sSzglgu4g\nxe5iRlOjrKhZUVD/wnNf4MnuJ6kL1PE+5xvY/qNfYlsWD3/7a9zymc9j7nsWtv8KgHnRZ3hn0Szu\nbb2K9774cwAGv/51St74BqbPL2fXsweA8Sm1FOKRU2Zf9w/x+2dSWrISwzj0C8myMvT23geMz5/b\n0PBnefUTMX/eXQwM/pFweAPFat8pIiIiIiIiIiInybbtCduWK8AjcuaEw8/T03MffQd+zZLF36G4\neGGuZhgmNdWvJTy6kZrq1xIqXkI6PcSu0ReBLM2z/o7a2jcrwHOaHBngsawMlpVkdPQFiosX4HQG\nJ2lkMlmy2TgjI88yNPwEXm8dDfV3TPaQAEgk9rOv+weMjW3G5Sph/ry78urx+D42bLgNAL9/Fheu\n+l1ePZnsY3f75wAIBhcUhHhsex+2bZ30fS45czKZDD/60Y/o7++nv7+fvXv3kkwmSSaTE26fSCTw\ner25xxUVFbnlYDBIRUVF7iMYDGKaJg6HA9M08XgKp21sbW3lr/7qr/K2e/mzaZqMjo5y7733cvHF\nF1NUVJS379Fen4pMBt/ccnxzy7EzFsn2MPGtgyS2DpEdOex7yYLUnlFSe0YJ/2oPzgof3jlleNvK\n8Mw4NdNu2baNFUmTHUmSGUmQDadw1xbhaSo56WMf6RMXfYKPr/o4O4Z3MLs0v0NS2krzfN/zAHRH\nupl1yTJ2/u+DZC2L/s52enftpLblarjoffDUfwHwfvNHvHXmR+jZVca02BDZcJjBe+6hafVbiI4k\nmbmokllLKk/5dZwohXimEJerDJ+vESD3wjyTGWPnzk9jWUm8nlpWrPgFbnfZwT1stu/4ZywrDoyn\nnGfOfN8Jn98wTEpLVxWko0VERERERERERE7Url3/imG6mNX0t7pZInIGZLMJ0ukhvN5DU550d99L\nz8E3hPb2/TIvxAMwa9aH8m6cu1whLlz12zMzYMnzx0dac8szZryXWU1/k1dPp0dwOIowJ5iaQs4N\nQ0NP8uJL7wYgGJyXF+KJxTrZ3/MTfL5GgoG2gu/lk2XbFrHYHuLxzoIp8ywrRWfn14Dx+1lHhiBM\n05237ZFM41DdttNHnDeMZX+Gdet/RFPTB6goX6PXDFOAaZpUV1fT2dkJwOjo6CtuPzAwQH19fe5x\nUVER73znOykvL88L9xwrr9f7ivuVlZXx53/+5xN27Ln//vspKSlh9erVuN3uCfYWOfMMp4m3pRRv\nSyn2a23SvTESBwM9qX1jYB/aNjMQP2zaLSfe1lJ8bWV4W44+7ZadtciGU2SGE2RHkuNhncOXR5KQ\nsQr2K1pZQ3BNI85QYZjuZDhMB23lbQXrRxIjLKlawoYDGyj1lDKnaQlDN76RfVte4sp3vIfy+kai\n6SjuKz6Kq2st7FuHaWf5sv9rfKLtLbz3ufFuPEPf/W+ab72V2X+77JSO+1RQiGcKaZr5PpqOCOH0\n9T2IZY2n7JyuksMCPGCaLurrb6Wr61sAJFMHlBwVEREREREREZGzRtfe79C199sAJBO9tLX9a95N\nPhE5dVKpAbq67qGz6+tMb3wXzc0fztWqq1+bC/GEwxsK9lXni7OHz9dIPN4FQKCotaC+Y8en6Dvw\nIEVFzcxu/nvKys79KWL6+h5kaOgJkqkDNNTfQXn5ZZM9pJNi2zbxeCdDw08Rje6kteWf8uqlpSsx\nDAe2nWVsbAup1FDu3tBYZHMuSFNRvoZFi76Zt28ksp3h4afx+aYTCLTmhfleTTab4PEnVpLNRjAM\nB5dd+hIOx6Ebtj5fIw5HgGw2Qjo9RDLZk3d8hzNASckFmIYbj6eq4PhuTyXTG9+FYbrxeKqP+Jr8\nGkgRiWylvf0uKsqvAHSv62xnmibXXXcdoVCIhx56KLfe4/HkddWprKykoqKC0tLSvP0Nw6Curu60\njtHhKJyusL29nRdeeAGAjRs3cu2119LW1qb7q3JWMQwD97Qi3NOKKF7TSHYsRWLbEPGtQyR3DmOn\nD592K0P8hX7iL4xPT2e4TIqvasSKZcgcDOhkhxNkx1J5QaBjFV3bS3RtL67aIrxt5fjaynDVBU7b\n90ylv5KvX/110tk0PdEeAFa9/s0Yb3grH3z0g3Q+34llW1T4Kvjy67+O+5trID5MhT3IG2c+RvvO\naTSN9mDH4wx89WvUfPxjp2WcJ0MhnikuFFpCfd3t9Pb9H9Omvb6gPqvpQ0QjO6iouIr6+lsnYYQi\nIiIiIiIiIiKFbNtiePiZ3OOsFSuYNkZETp2envvo7Po6ADb576IuLb2Qhoa3U1l5DSWhs+/dyHLI\nwgVfo6vr24xFthIIFL47PRLdhm2niUS2YpqF74jfufNfsOwMgUArVZXX4nKd+ikwTrX9+39K9/4f\nkkz20djwdhob35FXHwk/x/6enwBQWroqF+IZG9vCgf7fkkoN0Nt7P0sW/zclJcvP+PiPl2UlWbvu\nuly3mumN78LrnZarO51Bqqv/FKczRHnZxTgch6YBise6cssvz+xwuKGhJ9m56zMA1NXdypzWf86r\nh8Mb6On9OWNjm1iw4Ct4PTW5msPhxeOpJBaLYNtZotHtBVPvNTd/GJczRDA4D89h+wJ43BUsW3rv\nUa/b467ICxfm8wJuIEVT0/sVLJxCDMNg9erVtLS0EIlEqKioIBA4fTf3T4WNGzfmlsPhMD/5yU+Y\nOXMm1113HVVVhQE0kbOBI+imaEUNRStqsNMWifYREluHSGwdJBvO735mpy3Cv+44ofMYXifOUg/p\n3mhB4Ce9P0p6f5Sxh7swi9345pThnVuOd1YIw3Xq/85zOVw0Fo//rjMPBvJaS1t5qHM8NLhrZBdr\nY91c8rpvwA/fCMBlzpf47vyraXpqPPwz/OMfU3bn23A3NJzy8Z0MhXimuECgldbWTzB79t9j24Xt\nq0zTyaJF95z0L8NMZgyH4+z+pSoiIiIiIiIiIlOHYZgsmP9lduz4BJHINubN/Q+FeEROI9dhXdwr\nyvOnwTFNJy2z/+FMD0lOQCDQyty5/z5hzbYtstlE3rb5dZue3vtIp4cBKCu96KwI8UQiO+jv/y0j\nI89SWXUt9XW35NXTmWFGR8e7YiQS+wv29x7WtSWZPJBbjif20tFxd+5x1kpwtshmE4TDzzE09CR1\ndW/F5zt089Dh8BIKLWd4+CkAhoafpHbaG/L2nzf3CxMet7T0AmbOeB/xeBehCQJLsXhnbnmikE/f\ngQfp7v4BAGNjm/NCPADBwDwymTGCwfkTnv/If7tTxTRvwravoGnWgYKfXwCdnV+npGQlodDi03J+\nOXmVlZVUVlZO9jCOyU033cT06dN5+OGHicViAOzZs4evfe1rrFy5kssuu+yEpvcSOVMMl4mvtQxf\naxn2jbNI90RJbB1i9KHOV9kRzKAbZ4kHR4kHR6l3fPnlzyUeTO+heElmJEFi8yDxbUMk28OQPZTq\nsUZTRNf1El3Xi+Ey8TSX4JtbjndOGY7g6eu8+q6F7yKaifKdTd/hr7mZNrsRWqbD6vfDk3cBcFvD\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wWtr33EUivo/S0guZO/ffc7VYrINt2z9GOjWEx1vD4kX35O0bi3WwddvfAxAKLS0I8WQy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\np4fxHDb1XDo9dNi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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 1719, "width": 1144 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,24))\n", "filters = [(g,f) for f in ['no_min','min_5','lasso_fts'] for g in ['Boys','Girls']]\n", "style = {'Lasso':'-', 'Randomforest':'--', 'Gradientboost':':'}\n", "for i, f in enumerate(filters):\n", " ax = plt.subplot(321+i)\n", " for ix, t in enumerate(title_list):\n", " if all(ff in t for ff in f) and all(ff not in t for ff in ('bmi_','wfl')) and 'Regression' in t:\n", " ls = t.split(' - ')[1].split(' ')[0]\n", " rec = results_list[ix][:,6]\n", " ppv = results_list[ix][:,5]\n", " index = 1 + np.max(list(set([ix for ix,x in enumerate(rec) if x == 0]) & set([ix for ix,x in enumerate(ppv) if x == 0])))\n", " plt.plot(rec[index:], ppv[index:], linestyle=style[ls], label=t[:-9]+' AUC val: {0:4.3f}, AUC test: {1:4.3f}'.format(auc_list[ix][0], auc_list[ix][2]))\n", " \n", " plt.legend(fontsize=10)\n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " plt.title(f[0]+' '+f[1]+' Precision Recall Curve', fontsize=18)\n", " if i == 0:\n", " plt.ylabel('Precision (PPV)', fontsize=14)\n", " plt.xlabel('Recall (Sensitivity)', fontsize=14)\n", " plt.grid(True)\n", " plt.tight_layout()\n", " \n", "fig.savefig(temp_dir+'/all_final_multi_feature_regression_prec_rec_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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51VpvI8r9J/OAz9ZJHn1PRPyKFDAF6dj/QnUZSWtQmbR6ekSc0+RtlOpvRxJV\nftr1rSRVTzHWFyyISVQnRsQjBcpdSznJDSoDdOYjaXMq+5UbJVGVnB4RFzeqNyKeA47LLZrvnGpm\nVs1BPGZmrbm6zuNW0ly7kIY5PRZ4XNL3sxFC5iNpFco3nqFypIxG/lz1++Z1yp2Re75Fg3lX8wE+\nkyPixjrl7s49P13SHs3mJe4hL0fEvc0KRcTblC/4oHIO4HqaZTxBZcBC0XXyFw1LFSjfk75VYzSp\nmaSsxh9QOa/1w1TOmV7PW6SRb4rYOvf8zqIXyNlFT+lm/0Bg/Qb1zmb+46Sn5I+Lb0k6OBttqEdk\nc7HnR5Uqet64hRTwUlLvvJF3W8G689kmLc9v38THqh47ko7p4bkyF5KyuX44/+rzye8v19UtNb98\ntt1oSdUdIvl6n4iI+2kjSatI+rykn0g6X9IV1QFOVAbuvK+d22+TIVW/Nwt27eteL9KBnvMHyh19\ni9M4OzjfyfSHiHinRpmtKHegzqL4cQuV+/NGdUuZmZmZdUY++PvNIitI2qlGAkD1o9BN3i54oGBi\nRVEzq37vZBLVXCr7luo5jRSAAmmarV0LrHNtgVGKqpOofttkpNjqdfpiEtViktaTdDLpf/f8Ne25\nEfHPJlXMpXIEkEY+Szkg7BnSVE1FNEte2ZnKa/9vFay3uzqdRNW25Msafl0gEe1WyqMkUbDerlqu\nxjnzGkn3kPqUzqKcuDSLNHJNs2TI8bnnk4r06Waa7Yd7kaZOg3SNfXLBetsiIt6gcoQ4J1H1vHeo\nDDKsKwvgyyf4NQzioXKk5AciYr5+7iwgrXR/JYBTirSFNJVgqe9rVUmrFVzPzBZSAzvdADOz/igi\nGg7DmgXmfIU0ncoA0nCay1B7mNM1qn4vFAQREW9IepY0n3CtekrlHpR0G7BltugQqqK9JQ2h8p/U\nRqMJ/Ig017pIFwEXAa9kN41vIXWUPBRRe1qpNurKzdJ/Ap/Mnq9VoHx1gM58IuLtqiSapuuQRpwp\n6Q9TlrxFujD/ZkRUdyDW8q8ufO/r5p6vne0/ReVv/i9T9dr7c88f6KVReABOJZuHmdQ5dhbwY0lX\nAzeTjov72pgVOZrKrMyi542Q9E/Ko27VPG9UKbJvQxrKu6ST+/cWpCGoi8jvh9t2YT+szqBbhvKw\nuFC5H95Nm0haF/gJaWqlIll8JT0VVNUd1VO/jehIK9rn6eZFyiJiqqS/UO4M/hxpjvcKkj5MZads\nvZtN+X05gL8WS/Scb93qc6qZmZlZp+Wv/4oGfq9MCvpvpOFN+BY0u4HdJVmfz5OUr9n+T9LBEdGV\n5IN2+UdEvNysUEQ8I+lhyjcqjh2AAAAgAElEQVQ3NwV+3WS1hSGJ6neSflew7CQqpxCq55FI040V\nkU8yub4L/Tb5YP8VJK0YES/UqfdfjUZqarO7KQdznC7pHeCynhqFqs3Jl836MpsmY2T9kVMp93v0\nxPX+EJqfQ4PU9/WDAoF40J4kqlpJJ/l6bypyruoKSe8n9aGtQ/rMhzP/fdVVcs/7ehJVUE4o6q8e\niojqPqVGzqE8UtRqkj6SjR5XIUuYzI/qVG8UnurEvWfrlKsQEbMkPUH5b+RGdLEvycwWLg7iMTPr\nAVlGxuGSXiENoQpwgKQ/RUT1RVx1Z8IrXdjUK5SDeBp1SpxBOYhnP0nHZyPUlOxBOSp/FjCxXkUR\ncY2kw4GfkTKrIN30249yNPtrkv4KTIyIGwq+l64q2llRXbZI500rFzP97QLoKaB6bujZpMzGZ0id\nItdHxIzqFRvoyrDh+ZF+Vswerai+8Z/PLmnrhXsjEfGQpL1IF3iLZ4uXAPbMHgBvSbouK/Pnbga6\ndfe8Ua+eWloZIaUrASaFRURFvZKWIp0D9yJ1dI4gdZj8RdInImJSkyrz++EaFAtqqqXH90NJu5KC\nJhdtVraGHhsVqhuqp2irzgzrb1qZNuFcykE829XoFIfKANuHG2Qr5vfloTTvcK2nvwdTmZmZ2YLn\ndcpTgfTl/1V64kbcD0k3yQHGANdKeg54L4kqIp7oge1WazYqTHXZ0g3KtiRRUZkQ1co6/SGJ6mXS\nyC0/KhiM0pX9LR+0v3UXk6jylgHy1ys9krxSQG8nF/Zo8mWVriRRlYJ4OrV/ixTM0HSUrmwE9/yI\nWJ+VtHW98lXy72+opGFVfZU9lUS1FWma6o27uGpfT6ISqb+y0Mh2fVRXk6geknQf5ZG7Pkca0ara\nLpT7pt6lcgSfvPw5dVQXz6n5IC8nUZlZQw7iMTPrWd8HjqR8o/wo5s/EqL652pVgkPzN9eqpSfIu\nJnUGLEvq9PoMkM8Cyk+ldXFEVN9crRARZ0i6FjiGFKFeffN1abKgHkk3AvtFxL8b1dmCVj+nvngz\nuxN+HxET2lznvOZF3jOsTdusnqaulSzNtoiIyyStBRwN7MP8gUlLkKbM+TRwv6R9Cs7fXEtvnDf6\nvCzz5nXggSyz8VbSRfAQUqbqehHRKMCpXZ1dPbofShpNmn6pFMAzgxQAcjXwOCnLdGZ+5ClJvyft\nh33VU1W/rwvUm8axP+jK+a/kL8CrpM7XAcC+pBs1AEgaSApQK6mXBQY9d041MzMz67TXKAfxFBpR\nJSLOBM6sXi5pIrB/21pWqZWg7oYi4teSVgW+SjlRYjRwcPZA0gukfqaze3AklP6eRNUjSSZd8BCQ\n7xMLUgLdm6TroruAG+pMm1tPq0lUq2ePVvSVJKreTi7sjeTLkr6SRPVMRIyp2Ii0DLAq6Rx6AKnf\nY21gUjaySaP+raWovNb8UPZoxQgqR4LuiSSqQ4HTae2z7Yv9zrWSqPpzEE+rSVSlIJ49JR0REbOq\nyuSTqK6OiP/UqSt/Th2Jk6jMrIe4k9bMrAdFxGwgPyf6lpIGVRWrnod2OMUtkXtedz7b7Mbu2blF\n7wXtSPoA8JHca/N1dNWp84mI+CLpQvnDwBGkYKHqzp1tSBd0S9BerX5O/fkiZUGS319PjQi1+JhY\nVW8+u6TXL4Yi4sWIOC4iViJNgXMIaYqc6tE11gdukrRydR0F9fh5o7+JiMnA3rlFK5ACKRvJnw++\n1I39sDqDp9374ZcpBxy9Dnw4Ig6NiD9FxGMR8WaNqeO6sk90wk1Vv2/WkVbUtkhvbCTrpL8gt6h6\nbvaPU75hNY8a023l5I/le7uxLx/U/XdmZmZm1lb5aVpWzEbj7ItaCepuKiK+Tppy43xgeo0iKwL/\nA9wt6UJJPTEKhJOouueUiPh47vGJiPhURIyPiG9HxNVdDOABJ1GdQepzOZP5AxSgnFx4vaQbJK3U\njc05iQqIiFci4q6IOIw0EtLM7KWlgD9KavT+2rUPwvz7Yf77aUcS1cZUBvC8Rhr96RPAmqQ+tUXz\n19EUmAatw2olUfVnrfy9/T/S6DqQRkvaNf+ipFGk77jESVRm1nE+SZiZ9bz8xeSiVEZrw/xZAoUy\nYiQNIGVA1Kun2pmU/8ndVNJ62fP8KDwPRUSXLjwiYl5E/CMiTouIPYHlgB2B23PF1gAO70q9Baza\nvMh7Vss9rxdFb70rP0RwkSG2i8rPez+2jfV2WUQ8EhFnRcR+pOFStyCNvFEyCjihxepbOm/UKNtr\n2XK9ISKuI41YUzJeUqPsrv6yH3489/ynEfF4gXVGt2G7PSYiXgQeyy36ZA8Ee0JlB2t1EG09vXlj\n6Jzc83UkbZD7PZ8Fdl2Nqbby8vvyGtn/CGZmZmYLgptzzwVs0qmGdErW57IvKeN/S+A44ApgWlXR\nPYG/ZlPXtJOTqPq3fMD/0d0I+J9UVW+nk6h6K7nQSVRVIuJ20uddsg7wlQarVL/3XbqxHz7foO52\n7IffoBzA8xTwoSxZ728R8WRETKsRdOckqtb1VhLVy6SpKEuqk6j2otxn9Abzz6SQl9/nLunGvnxy\n99+ZmS3I3LlrZtbzqqeamln1+z+pvMm4RcF616Uy8rvhsMkR8SyVAQSHZFkS+X9af1Vw2422Mzci\nrgV2ACbnXmp1aMl61u7CBfimuef3trkd1pp8kNdWTTJ2uuKO3PPRklarW7IXRXIHKdMj3wnd0nER\naYqo53KLCp03JC1NZVBJTw233knfAEodKgOARhfF+f1wxza2Ib8fbiKpu9N25UdsuqtZ4ezc2OrQ\n1L0pP/Lb4sCBPbCN/DDL1X+P6+m1zy7SlAf5Ycc/B5BlUO+SW54P9qklvy+PYCG8uWVmZmYLrOqp\ncPaqWWohEBHvRMTtEfGjiNiVlBiyO/BortjmpCnU28lJVP1bf0leaUkvJBf2VvJlvxIRv6HyMz5O\n0nJ1yr5JZX94n9wPswDIHXKLTswSkJp5X3e22wvuoTLoc68eSvzpT0lUH5e0bO73fBLVhTH/VFt5\nPXVONTOr4CAeM7MeJGkwlQEkr2cXLu/J/inM35TdV1KROXfz87jPAe4ssM4Zuef7kOYwLv2z/DZw\nXoE6ComIt6mMcF++XXVnBgF7NCuUjcKxTm5RdfaBdcZVuefDgM+3qd4bKAdwAHyxTfW2RUTMAy7P\nLerOcZHfl/coGAi1L5X//91cr2B/FRH/AibmFu0q6cN1iuf3w7GSdqhTrqvy575hzJ/h01VFOz9K\n9gcGdnObveHXVGZJflvSGq1WJqlW58kzuedrFTxOdmu1DS3K/+3dW9JA4L8pD7f+FnBZkzrupDIT\n9kvta56ZmZlZ50TE3cD9uUWfqXejeGETEXMi4lLSSCP5/6vbnUS1cZEbvtn/sRvmFjmJqm/ojeSV\njSQt3sa6W9YDyYW9knzZTx2fe7448PUGZfP7S0/th1sX7FOvZxTlqcyhWBLVByieMNQR2chBZ+cW\njQH+qwc21aeTqEgj2JX6TQYCnwWQtDawca5cV5Ko1pG0YttaaGaW4yAeM7Oe9TUqI8r/Uqfcr3PP\nPwSMb1SppDWpDE64MCKKDMt6NeV5cJcAfpx77Q/VAUY1ttvVC6H8BXytOaq765uSms1D+8Pc8+nA\nhT3QDuuiiLgfuC636GRJXZkSql69rwDn5xYd2SCAo226eGy067jInzeWIZ1v6spG4flGbtGtEfFI\nvfL93MlUdrKdVKfcZcCTud9/IanbWUARcS9wa27RdyV1JzMrn/m1VaOCklYAJnRjW70mC/bMB5sM\nA66UNKYr9UhaQtLFwBdqvJy/cbAoTQJ0JI0HPtCV7bfBeZSnu1yW1LmczwK7OCKqR/GrkHXKnZpb\n9FlJu9Qrb2ZmZtbPfC/3fCjwm041pC+KiP8A+anR251EtTwwrkC5najsA3MSVd+QT15ZXdIn2lRv\nPnllKJXJhh3XruTCXk6+7Fci4lbg2tyiL0haqU7x/H64fRY40Q7573g1uhcg1NUEKuiZEYV7wilU\nJj2eLqml4CNJA+uMfJ5Polq3QD1DqZw+vkdFxGwq7wt8ruonwJPZdHGNXAu8mz0XcFh7WmhmVslB\nPGZmPUDSypJOA76VW/wOlR1PeX8EHsv9foakmv/EZjc3/woMzhbNblBvhYgIKqcvGZp7XmQqrVUk\n3S5pd0mLNiooaWMqh7m+sUgbu2gV4GJJ8809LGmApFOovBj4WURM74F2WGu+ApSGJx0J3Chpy2Yr\nZcfXydn3W8tJQCkgbRBwjaTtm9Q5WlKrQysDPChpfLOgsuwi99DcopaPi4i4uWr9EyQdUGe7o4Ar\nScE+AAGc2Oq2+7ps+sDf5hbtJGm+Ob8jYi5wDOnzAFgTmFSkM0nS+yWdLunoOkWOp3xRPxK4WdJ6\nTer8gKRaHZ/5KQSOkLRBnfXHkILj+nQWWF5E/AE4LbdoLHCnpM9nQ1nXJWmwpCNJ2ZW716n/WSo7\nXL+fBTrVqm8X4BddaX87RMS/qfyOTwDy58JmWWAlPwWezp4L+GP2OTbsYJY0QtIXJV3VqJyZmZlZ\nB11MSkoq+aSkn/fQdCB9Qh9Movpuo//PJQ2icirjf9Ez/UDWdX8GHs/9flqrN+/zIuIBYFJu0cmS\nVq5TvC06eFz0VvJlf/TN3PMh1B+N59dA6TNYBDi7Wd9yQZcDU3K/n16rn7igVyj340DzJKoP0fo0\nbb0qIp6n8rtakZRE1aVzgaTlgetJQZvV8qNNrVyrH67K8fR+/1W+f2XD7DvcJ7fs3GYVRMRLwO9z\ni46RtFGb2mdm9p4F9kLHzKwnSfpbncfNkp4mRZ7n/4kP4H/qjXqRRYLvSwrIgXTR81dJF0vaW9JW\nknaV9FPSMK756UaO7+JoGr+lHDhR8o9siOoiNid1oL0s6QJJx0jaRdJHJY2TtJ+kc0ijUJSGIH2d\nypu07XAd8CopSOdhSd+Q9DFJ20o6FLibdHO+5CEqO5Ssw7LReA6kPALFaOBWSddn+9VOkj6Sfa/7\nSfqxpLtIx9c3gKXr1Psv0vRcc7NFI4FrJV0n6UtZfR/NjqmvS7qedMF/UDfezjrA70jHxeWSviZp\nt+zY3UrSXpLOAB6gnP01h4IBeA2Mp9wRNYDUCXJNduN+XPYZngw8AuQvnk+NiOtYsH2H8jkV6ozG\nExFXUNmRsS7wUPY9HprtL1tK+oSkA7KbBQ+TPtPDqBweO1/v7VQOLb0q8A9Jl0o6WNL22b7xaUkn\nZvv2w0Ct0VN+Rvk4WRy4TdKpuXPv7tn+9QhpFJlnqMxG6+uOAn6S+3050t+qpyX9KguQ2yl7r5+S\ndLjSyDsvkz6bZtMp5I+zVYD7s78Z22fHyQGSriR1bi9G8aCZdspvM3+sTgFuKVJBRLwF7Eo5iHEo\n6XN8KNvH/iv7DLeTtKekCZL+RvoczyAFsZmZmZn1Odm0xHuTAkNKvgRcJ2mTInUoBdRv2LRg37GV\npKsk7VgguH0XKkfK6YngmU2BX9e66a40Ze15VE6L8p0skcw6LDt+jqacvLI6cJPSNEANSVo7uwb+\nSp0iX6U8useSpOSVmkknuTrfL6nVKdU7lVzYK8mX/VFE3Ell/8NBtYK5stHfT8gt2gL4m+qP3PMe\nSRtLOk/SZ2rUO5fKvpc1SEmCY5rUuZmkT1fVNZvKUc0mSFqlzvrrkd53OwKRessPgD/lft8cuEtS\n0ynFlUZA/hYpILBecNPtwAu5309XnWn2JH2Byv2hV0TEHcATuUW/Akr7a1A53Xkj36LcHzsEuFrS\nJ5utJGlZScdLahosZGY2sNMNMDPrp7oyj/LTwKERcXWjQhFxb3YBeDkwgpRFvzt1Rhcg/WP5tYg4\ntc7r9bYzVdIfqRzW9cx65RsYAXwmezTyOrBLRLzYpFxX/Zt08XE5KfijUYDOE8CO2cWY9SER8X+S\n3iBNgbVktnjb7NGdei+TtCtwAVDKwNkue/SkxUjzSjebW3oWsE9E/LM7G4uIZyVtTeo4KHV87JA9\n6jkd+HJ3ttsfRMTzkn5NOaByB0kfyYZ7ri57sqSXSJ/NYFJWWJHvsVkbfiJpOml0l4GkQKtPZY+u\n1HN/1mlaGn1qKHBE9qj2MmnKqGNbbXdvyzqVvyzpPtIUiKWRclYmTZFVa5qsan+hzrQKEXG5pDOB\n/8kWLUvtvxkB/C/wd3p/KPhLgV9SmSkKcG5Xbn5ExMPZjazLgfdniz9AZaCamZmZWb+T9WVsQ5oS\ntxQksA3wd0n3kkY2fICU7DOddG22LOl/oh2BjUj9LCUNpxPvA0RKWvo48J8s+PoeUiDTm6RRZ1cD\ndiZdt5SSdZ+icoSAdrgM+AQpWWaz7Drrn1kb1wUOoTIg/JqIOLvNbbBuiIirJH2dcjDJOsA/s2SG\na0jTTM8g9Z+sAKxPOr7WycrXHMk3Iv4u6VjKU/uuAtwj6QrSNdoUUhDLKGA9Un/qpqRAgt+1+HZK\nyYVvZsfFXaR+vzdI1/Kjge1JATylAItuJRdGxGxJ+5ICPAZTTr68lHQt9zypT2sbUoJY/rquq8mX\n/dE3KY+EvigpOGO+6/iI+EUW5FWagmob4ClJl5DO4c8CM0l9zqNJ5/odgTFZ+Zp96xFxodLI3qU+\nkg8Dj0u6kDT10fOkRL/lszp3IV0nn0L6/vJOAbbOnq8I3Cfpl6Rk1RnZsp2Az5L6eUqjz/T5kVgi\nIiTtRUr2+Wy2eHXgMkmPk/oW7yGNSDST9Dd0ZdLxtA1pv29U/1xJPyKNEgzpe3hAabaCB0h/p8Zm\n2/4IKQDwAipHwukN5wLfzp5vnlt+c0RMKVJB1h+7J2mauEVJCaRXZAl6l5P+Rr5B6r8bRQpy3ZL0\nvgeQRjMyM2vIQTxmZu01G3iLNArCP0hZ/VdHxLsN18pExCRJHyRdHO9D7X+OgzRc7dci4u8ttvM+\nyjcopwF/KLjef0hTIO1E+ie30T/vb2X1TsiGmWy7iChl3Z0JfLRGkdnA2aTP6q2eaIN1X0T8VWmo\n4WNIF/LLNiheyoq5hHSh16zesaRRez5HOZin2lxStkh3Ros6jNR5+tEG24EUvHM58L8R8WQ3tvee\niHhIafjXbwAHA0vUKXpvtt2Facqc75I60ErnqpOoEyAWEb+RdC0pg2sf6n+OkG4KTCLNpV3d4VNd\n71mSJgETSME79c6bc0gX8WfUqecnkp4nBbnUygSbTdq3joyI/6jLo4x3XkT8Phth5xDSd7AhqRO2\nnpeBi4CJEXFPg3KQprF7gtS5OKLG648Dx2TnjYbT7/WEiHg7e+/jq17qcnZWREzOOkYPAI4kdZLV\nLQ7cT+pEL5pxZmZmZtYREfFMdqP2FNL/+YOylz6cPYp4m3SD8fvtb2GPWY7Uh9Ms0PxZ4JMR8Xab\nt/8gKZDnt6SgqJ80KHsHsEebt29tEBHfl/Qf0jXnENKN5F2zR3fq/bmkGaSkhEFZvd1OiimgV5ML\neyv5sj+KiLuzgLDSSCTjJX0vGym72sGkc9W3SPvKYNJIa3t3sw1HZkmC/0v6bhYljXq/bxfruULS\nzykHBC1F/SnCniJ9///XUqM7ICJmAXtLuof0WZUSKsfSuO+gZB4pEfOyOq+fRgr62Tn7fTXKQT15\n75ACvQbS+0E855H6B6s7zro0KnNE3JAlVl5CCu4C2CR7mJl1mzyqpZlZ3yRpKGl4ylVJ0dzTSUNS\n3hwRL3ez7n9Qzlz7ZUQc2kIdg0hR5GuSsnQWJ92Enkqa0uUf2YVBr5C0OimbZ0VSUMYzwHUO3ulf\nlCIPPkTK5htF2q9mkLJAHgceioiZLdQ7iDRFzZrAMqSOgjdI2Wb3RMTrbWr/IqRsnrWA92Xtn0vq\nNHo829b0dmyrzvYHkTI71iR9fjNJwXe3RcSzPbXdBU32PX6Y1EE9itTBOR14ifJ+WCg4s6reoaSs\nmzFZvfNI58zJpH1jRoE6BpL25fVInS1TSSOT3RwRbzRat7+RtCTpvL486fMaTDpu/wPcFxFPt1Dn\nEFJW3Vqk4/Ml0vdZdErJficbynxTUoDkkqSAr9dJ579/RsTUBqubmZmZ9UnZ/zjHkG4ar96k+Czg\nTtKNx4uyaV0a1T2J8kgMJ0bEhDrlplAOsP98REws0PRC60pamhSIvhPp2mQQ9b1CGtXkO+3qA6n1\nGUj6COkG7fo1VplOulH7nWajIHf1c8umxckHA6zabLQESeMpj/TyTESMqVNuEgW+666o0d4u7RsN\n6p1IOZDrnIgY32I9KwPHkYIbaiU4lEwHbiIlr1zS7HpV0hqk5JXdaZy8ciPw41pTfDf7PrJr6sNo\nY3KhpPwNsm0iYlKDOsmmf2pL8mUr+3a23hRaPPc0qHMi5f2r7jHTYP0NScljJb+LiAMalF+HFByz\nG2m0knqmkhKe/gD8JSLmNGnHh0kBGjtSfxCDGaQpz74fEf+oU89hpECjZWq8PJ004tlxETFN0q2k\nvjhIyXM1R4vPErNKo2jvFxE1R00rWq67JI0gBSvtSRp1q1E22DOkZMqJEfFYg3KlvskTSdP41TpG\n7gEOz0byOgj4dbb8qYhYo06dv6cc7HN2RBzUqA3NSLqRymko3waWj4hpLdQ1nHReOpQ0glQ975JG\nDrsMOL8HZi0wswWMg3jMzBYykjYldV6VrBcRD3aqPWZmZmZmZmZmrcqCEtYnBX4vTRrN8U1S4PJj\ntBiE31dkgQvrAWuQArMXIwUmvQo8BNzfm+8vGwl2fVIS1UzSaBQ3tJJwY52TJa9sSEpEWpoUSDGD\nlOjwGPBwRLzTQr1DSMkrq9Ji8krB7XQ0ubAnky8XJpIWJSUqrUHaDweRPsvnSfvhY9kU3F2tdwnS\naNmjs3rfIQU8Pgbc2ywYKKujtC9/gLR/vQo8B9zUAyOedZSk5YCNSUFLo0h/R98AXiR9Xs+3UOdw\n0jRcq5GSskp1Pdyudvc1ktYiBd4uQxrheyZpv3mClETV5SAhM1t4OYjHzGwhI+nPpLl/IV10jOtg\nc8zMzMzMzMzMzMzMzMzMjDSVhJmZLSQkHUo5gAfgO51qi5mZmZmZmZmZmZmZmZmZldWbE9LMzBYA\nkvYC9iINRTqWynni/xoR13akYWZmZmZmZmZmZmZmZmZmVsFBPGZmC7a1gf+qsfxfwEG93BYzMzMz\nMzMzMzMzMzMzM6tjgZxOS9Iekk6TdIuktySFpN+3WNf7JP1W0guSZkuaIulnkpZqd7vNzHrYHGAy\n8GNgo4h4scPtMTMzMzOzBYT7YszMzMzMzMzMuk8R0ek2tJ2k+4H1gOnA86SRKM6PiH27WM/qwO3A\nssCfgMeATYBtgMeBLSPitTY23czMzMzMzMys33FfjJmZmZmZmZlZ9y2QI/EARwNrAUsAX+xGPWeQ\nOo2OiIjdIuKrEbEt8FNgLPCdbrfUzMzMzMzMzKz/c1+MmZmZmZmZmVk3LZAj8eRJGgfcSBezvySt\nBjwFTAFWj4h5udeGAy8CApaNiBntbLOZmZmZmZmZWX/lvhgzMzMzMzMzs9YsqCPxtMO22c9r8p1G\nABExDbgNWAzYrLcbZmZmZmZmZma2AHJfjJmZmZmZmZkt1AZ2ugF92Njs5+Q6rz8B7EgaKvr6RhVJ\nurfOS+uQ5oqf0kL7zMzMzMzMzGzhMAZ4KyJW7XRDeljb+mLA/TFmZmZmZmZm1i1j6EB/jIN46huR\n/Xyzzuul5Ut2YxuLLLrooiNXWWWVkUUKvz4reGtOmv5sqSFiiUXVdJ1Bzz6bPRPvrDy65Yaa9TXz\n5qWkzAEDPKCYWVf5+DFrnY8fs9b5+DFr3TPPPMOcOXM63Yze0Bt9MdDF/ph6yn0uMGf0aKTm/TRm\n/Z3/npu1zsePWet8/Ji1zsePWes61R/jIJ7WlXpmolnBiPhwzQqke1dZZZUNJ0+ul2BW6UdXP8Yv\nbnwKgGN2WIsjtluz6TqPrbseke1YY++/jwFDhhTalllfN2nSJADGjRvX0XaY9Uc+fsxa5+PHrHU+\nfsxat9Zaa/HEE09M6XQ7+oDCfTHQvv6Yeh5de+33mjTyjrtZbqnFu1WfWX/gv+dmrfPxY9Y6Hz9m\nrfPxY9a6TvXHOOSuvlJ214g6ry9RVa7HDRm4yHvPZ70zt9A6AxZb7L3n82bMaHubzMzMzMzMzMza\npM/1xRQ1bfa7nW6CmZmZmZmZmS0AHMRT3+PZz7XqvF4aBqd7aVtdMHTRfBDPvELrDBg27L3n895+\nu+1tMjMzMzMzMzNrkz7XF1PUjFkO4jEzMzMzMzOz7nMQT303Zj93lFTxOUkaDmwJzATu7K0GDR5U\nDuKZ2cpIPA7iMTMzMzMzM7O+q8/1xRQ13SPxmJmZmZmZmVkbLPRBPJIGSVpb0ur55RHxFHANMAY4\nrGq1E4FhwLkR0WtzVA0ZWP66Zns6LTMzMzMzMzPrh/pTX0xR0zwSj5mZmZmZmZm1wcBON6AnSNoN\n2C37dfns5+aSJmbPX42IY7PnKwGPAs+QOonyDgVuB34uabus3KbANqShm7/RE+2vZ0huJJ5Z7xYM\n4slPpzXDI/GYmZmZmZmZWfstqH0xRXkkHjMzMzMzMzNrhwUyiAdYH9i/atlq2QNSJ9GxNBERT0na\nCDgJ+DiwE/Ai8HPgxIiY2rYWFzA0H8TzzrxC6wwY5pF4zMzMzMzMzKzHLZB9MUVNn/VOp5tgZmZm\nZmZmZguABTKIJyImABMKlp0CqMHrzwGfb0e7uis/Es/MOUWn08qNxPO2R+IxMzMzMzMzs/ZbUPti\nivJIPGZmZmZmZmbWDgtkEM+CasigAe89Lz6dVm4kHgfxdMm8efOYOnUq06ZNY/bs2UREp5tkOYst\nlvbtRx99tMMtMet/fPyYtc7Hj1nrfPyYJZIYPHgww4cPZ+TIkQwYMKD5StbnTXMQT9u5X6Zv8t9z\ns9b5+DFrnY8fs9b5+DFL+lN/jIN4+pEhrUyntZin02rFvHnzeO6553jbgU991mK5fdvMusbHj1nr\nfPyYtc7Hj1kSEcyaNTmfASwAACAASURBVItZs2YxY8YMRo8e3ac7jqyYGbMcxNNO7pfpu/z33Kx1\nPn7MWufjx6x1Pn7Mkv7UH+Mgnn6kMoin6Eg8nk6rFVOnTuXtt99m4MCBLL/88gwbNqzPHsQLq2nT\npgEwfPjwDrfErP/x8WPWOh8/Zq3z8WOWzJs3jxkzZvDSSy/x9ttvM3XqVEaNGtXpZlkLQgNQNjrM\ntILTnlsx7pfpu/z33Kx1Pn7MWufjx6x1Pn7Mkv7UH+Or336kYjqtokE8i3k6rVaU/qAtv/zyDB8+\n3B1FZmZmZmZm1hYDBgxg+PDhLL/88kD5+tP6t+mzHcTTTu6XMTMzMzMzs3bqT/0xvgLuR1oZiUee\nTqsls2fPBmBYbiQjMzMzMzMzs3YpXW+Wrj+tf5s+29NptZP7ZczMzMzMzKwn9If+GAfx9CNDK4J4\n5hVaZxFPp9WSyIbDdqaXmZmZmZmZ9QRJQPn60/q36bMcxNNO7pcxMzMzMzOzntAf+mN8JdyP5Efi\nmfnO3EI7lkfiMTMzMzMzM+t7Sp1G1n/lv8Hps97pWDvMzMzMzMzMrJj+0B/jIJ5+ZJEBYtAi5Z1q\n9rvNR+PxSDxmZmZmZmZmZj0gyv0yM2Y7iMfMzMzMzMzMus9BPP1MfjSe2QWm1KoYicdBPGZmZmZm\nZmZmbTd9tqfTMjMzMzMzM7PucxBPP1M9pVYzAzydlplZnzBhwgQkMWnSpE43ZaEwZswYxowZ02P1\nT5o0CUlMmDChx7bRTE+/R7Mixo8fjySmTJnS6aaYmZl11Jy585j9bvN+GrPe1Or/auPGjesXQ8yb\nNeO+mN7lvhiz3uG+GDOzBZ+DePqZIYPKX9msIkE8nk7LuknSfI/BgwczZswY9t9/fx599NFON7FX\nlTqyFsaL/zFjxlTsBwMGDGDEiBFsttlm/OxnP+Oddzx8vFl/cvbZZ3PIIYew6aabsthiiyGJE044\noeE6L7/8MkceeSSrr746gwcPZtSoUeyyyy7ceeed3WrLbbfdxnHHHcfGG2/MMsssw+DBg1l11VU5\n6KCDePLJJwvVMXnyZIYNG4Yk9t133261p5611lqLJZZYgu23375hudJ5spHSObVeh8tdd93FgQce\nyNixYxk+fDiDBw9mlVVWYY899uDCCy9k7twF8ybh1KlTOeqooxgzZgyDBw9mxRVX5IADDuD5558v\nXMeUKVNq/v9S/bjlllsq1jv++OPZbrvtGD16NEOHDmXkyJFssMEGnHjiibz22mt1txcRnHPOOYwb\nN46RI0cydOhQVl11Vf77v/+byZMnt/xZ1HLbbbe91/6zzjqrbrmJEyciifHjx9ctU+oAHzduXM3X\n58yZw9lnn83OO+/MCiuswODBgxk+fDjrr78+Rx11FA8++GChNneyo70nOzbPOeccNtlkExZffHFG\njBjBuHHjuPLKK7tUR+n/ykaPAw88sOa6r776Kl/5yldYe+21GTp0KEsuuSQbbLABxx9/fEW5GTNm\ncP7557P33nuz9tprM2zYMIYPH85GG23EKaecwpw5c1r+DMxsftNneTQe6zmTJ0/mmGOOYcMNN2Tk\nyJEMGjSIkSNHsummm3Lsscdy7733drqJPcZ9Me6LMVtQuC+m69Zaay0kuS+mB3WyL6b671z+sfzy\ny9fdnvtiGnNfTH2t9MUU2bfPO++898q7L8baYWCnG2BdM2RgeSSeWQUyvAYs5iAea49vfetb7z1/\n8803ueuuuzj33HO55JJLuPXWW1l//fU72DrrTUceeSRLLrkkc+fO5dlnn+XSSy/l6KOP5vrrr+eK\nK67odPP6rMMPP5y99tqLlVdeudNNWShcf/31nW5Cj+vue/zyl7/Mm2++yVJLLcWKK67IU0891bD8\nM888w5Zbbsm///1vNtlkE3bbbTdeffVVLr30Uq666iouuugiPvWpT7XUlt13351XXnmFLbbYgn32\n2YeBAwdyxx13cPbZZ3PBBRdw7bXXsvnmm9dd/91332W//fZjwICei0+/8cYbeeKJJ5DEXXfdxUMP\nPcQ666zT9u288847HHHEEZx55pksssgibL311uy8884MHjyY559/nhtuuIFLLrmE3XffnYsvvrjt\n2++k1157jS222ILJkyez7bbbstdee/HYY4/xu9/9jr/85S/ccccdrLbaak3rWXLJJSv+b8l77rnn\n+O1vf8vSSy/NJptsUvHaT3/6UzbccEN22GEHll12WWbMmMGdd97JhAkTOOuss7jzzjsZPXp0xTqz\nZs1izz335Morr2Ts2LHsvffeDB8+nBdeeIFbbrmFyZMns9Zaa7X+oVQpdRaVOo6+8IUvtK3uvMmT\nJ7Pbbrvx6KOPMmrUKHbYYQdWXnll5syZwyOPPMKZZ57Jz3/+cy6//HJ23XXXHmlDX3bsscdyyimn\n8L73vY+DDz6YOXPmcMEFF7DLLrtw2mmncfjhhxeqZ/z48XU77k477TSmTp3KJz7xifleu++++/jY\nxz7Ga6+9xo477shuu+3GrFmzePrpp7nwwgv5wQ9+8F7ZW265hX333ZeRI0eyzTbbsNtuuzF16lSu\nuOIKjj32WC699FKuv/56hgwZ0tJnYWaVps9+l6UXH9zpZtgCJiI46aSTOOmkk5g3bx4bbrghn/nM\nZxg5ciTTpk3jwQcf5LTTTuOUU07h9NNP57DDDntv3e9973t89atfZaWVVurgO7B2cF9Ma9wX07vc\nF9Oc+2K6prov5pFHHmHTTTdt+3bcF9O5vhiAESNGcNRRR823fPHFF69Zn/ti3BfT230x9fbt6dOn\nc8oppzBw4EB22GGH95a7L8baIiL86NADuHfNNdeMrtjltFtileOvjFWOvzLue/b1puXnzZ0bj4xd\n+73HvLlzu7S9hdUjjzwSjzzySKeb0ScAkU4V8zv88MMDiP333793GxURb731Vrz11lv/z96Zx9WU\n/nH8c9tuaZF2KUVStkEohLSIrFkjVLbs+zBhRmFsYxjUYGiokaxDM5qJLFmz05ihZixlJ0oiadH3\n90e/e3Xde+u2SXzfr9d5yfM85zzfc85zznmez32e7/eD1+vk5EQAKC4u7oPXXdVYWFgQAEpOTpZI\nv3HjBmlqahIAOnbsWNUYx5SKqnp+PiXi4uIIAAUGBla1KWUmJiaGUlJSiIhoy5YtBIDmzZsnt3yf\nPn0IAE2ZMoUKCgrE6Tdu3CAdHR3S09OjtLS0MtmybNkyevDggVT64sWLCQA1bdq02P0XLFhAampq\ntGbNGgJAQ4cOLZMdxTF48GACQNOnTycANHnyZLlli/t2ipD3Th0zZgwBoGbNmlFSUpLUfvn5+bR1\n61YaMGBAmc6jovH19ZV5HmXB399ffI2LIrqvXbt2LXcdAQEBMusgIsrOzpa5z9y5cwkAjR8/Xipv\nwoQJBIDmzJlDb2X0s3Nzc8tts4jnz5+ThoYGWVtbU79+/QgAXbp0SWZZ0TNdXB9N9B5zcnKSSH/8\n+DGZmZkRAJo2bRq9fv1aat8nT57QhAkTKCwsrES7i74vP/T3pyLbp4jTp08TALKysqL09HRxenJy\nMunp6ZFQKCx3fUlJSQSAjI2NpdpQeno61alTh2rWrElnzpyR2vf98leuXKGIiAjKycmRSM/MzCQ7\nOzsCQN9//3257GXKh6JjT2trawJwiT4CLeNT2Mqix8jiuo2NWG+pNzuK/r6fUe5jMoWwLvOOoKAg\nAkDm5uZ06tQpmWWePHlCc+bMocWLF1dInSLtQxZVMZ5kLYa1mE8F1mPKB2sxn68W89VXXxEAGjt2\nrNyyrMWUjarWYiwsLMjCwqJUx2MtpnRaDNGH/f58ilqMPDZs2EAAqG/fvhLprMVUDz52PabKhZPP\neSuLaDRwfbx4Ek/8zWcK7ZPY0k4sKuW/fFWq+j5XWCx6R3Gd399//50AUPfu3aXy3rx5Q0uXLqVm\nzZqRhoYGaWtrU4cOHWjnzp0S5RITEwkAOTs7y7WhadOmpKKiQo8ePSIiooKCAlq/fj3Z29uTgYEB\nCYVCMjMzI3d3d9qxY0c5zrZkSiMcXbx4kaZMmUJffPEF1apVi4RCITVo0IBmzJgh0dEQkZOTQ2vW\nrKGWLVuSrq4uaWhokIWFBfXu3ZsOHTokUfbEiRPUs2dPqlOnDqmpqZGxsTE5ODhQUFCQ1HEfPnxI\nEyZMIAsLC1JVVSUDAwPq27cvXbx4sVTnLm+QQ0TUvXt3AkArVqyQue/Zs2epf//+ZGxsTKqqqmRm\nZkb+/v4yB4pEROfPn6cuXbqQlpYWaWtrk6urK8XHx1NgYKDM6y/q+D569IhGjRpFpqampKSkRFu2\nbBGXycrKoiVLllDz5s2pRo0apKmpSW3btqXIyEip+gsKCigsLIzatWtXYhv766+/aPDgwWRhYUFq\nampkYGBALVu2pKlTp0p09uTZTkR0+PBh6tq1q7idWFtb01dffUUZGdI/AojaYF5eHi1evJgaNGhA\nampqZGZmRrNnz5bqGMpC1Gkv2qHesGEDNW3alIRCIRkZGdGYMWNk1k9U2Lb79etHhoaGpKamRnXr\n1qXx48fTw4cPS6xbHkWvT2RkJNnZ2ZGGhgbVrl2bpk+fTm/evCEioiNHjpCTkxNpa2uTrq4uDRs2\njJ49k/4eyhoAigZSW7ZsoaNHj5KTk5O4jXXv3r1U7/2iA6H4+HhydXUlHR0d0tLSInd3d7pw4UKV\nnGNZKUk4ys7OJlVVVVJSUpI54Js5cyYBoLVr11aIPSLy8/NJQ0ODAMi8BkREFy5cIBUVFVq0aJH4\nvlS0cPTs2TPxs5menk5GRkZUq1YtuZM+yiociQakenp6JT5PovYij+zsbKpZsyYZGhpSXl6ezDJj\nx44lABQdHS1O27dvHw0dOpSsra3F70o7Oztas2aNTGGkogbmr169Ig0NDdLU1JRqY2/fviVLS0sC\nQLdu3SpzHXl5eWRiYkIAKDExUeH9EhISCAC5ublJpN+8eZOUlJSoTZs2EmJqZREcHEwAaPHixeI+\n2Lhx42SWLY9wNHr0aAJAQ4YMKdGmktqhqH3I2t7/HkZGRlLnzp1JV1eXhEIh2dra0qJFi2TWoUg/\nSF695X1vDh8+nADQ5s2bpfK++eYbAkDz588vVx0zZswgABQQECC3jpCQkHLVQUS0bds2AkA9e/Ys\n97GYsvOxi0af6lZZk3jO3FJMp2FKhnWZQm7dukUqKiqkpqZG//zzT4nl3+/3yeqrJScni/sJ//77\nLw0aNIgMDQ1JIBCIv8+yJvGIxsn29vakr6/PWgxrMazFlFKLISrUY7y9vVmLYS2GiFiLKYmiWkxe\nXh4ZGRmRrq4uazH0aWkxpX2mWIthLeZ9PoQWIw/RhJwDBw4ovA9rMR8PH7seU3l+7phKQaj67pYp\nEk4LAJRq1BD/XZCVVeE2MZ8vhw8fBgC0bt1aIj03Nxddu3bFnDlzkJeXh4kTJ2L48OH477//4OXl\nhblz54rL2trawtnZGXFxcTJjlcbHx+Off/5Bnz59xDFQ582bh/HjxyM1NRWDBg3CjBkz4ObmhgcP\nHmD37t2VeMalY9OmTdixYwdsbGwwYsQIjBs3DrVr18aqVavg6OiIly9fSpT38/PD1KlTkZeXBx8f\nH0yZMgWdOnXC33//jQMHDojLHThwAJ07d8apU6fg6uqKmTNnwtPTE0KhEOvWrZM4ZnJyMlq3bo11\n69bBysoKM2fORNeuXfHHH3+gffv2pY4XKg8qFMKhqqoqlbdlyxY4OjoiJiYGzs7OmDZtGlq3bo3Q\n0FC0bt0ad+/elSh/8uRJdOrUCUePHkX37t0xadIkaGhowNnZGefPn5drQ3p6Otq2bYuzZ8+iX79+\nmDRpEoyNjQEAGRkZ6NChA+bOnQtlZWWMHDkSvr6+ePr0Kby9vaViT8+bNw9+fn54/PhxsW3s6tWr\ncHBwwG+//Ya2bdtixowZGDRoEAwNDbFu3Trk5OSUeO1++ukndOnSBadPn4anpyemTZsGPT09LF++\nHO3bt0dGRobM/by9vREcHIyOHTti/Pjx0NDQwHfffYexY8eWWOf7zJ49G7Nnz0bz5s0xceJE1KlT\nB5s2bZLpjjc6Ohrt27fH/v374ebmhhkzZsDGxgbr169H69atyx3rNjg4WBx7evz48dDX18cPP/yA\nsWPHYt++ffDw8ICenh78/f3RqFEjRERElDrmdnR0NNzd3aGjo4Nx48ahY8eO+PPPP+Hk5IRnz56V\n6ljnzp1D586dIRQKMXHiRHh4eODIkSPo2LGjVIznD3mOFU16ejry8vJgYGAAbW1tqXyRW92Kdp0t\nEAigolIY/VVZWVkqPzs7Gz4+PmjRogUCAgIqtO6ihIeHIycnB35+flBRUcGgQYPw/PnzCv/m/PTT\nTwAAf39/1K5du9iyQmHxoTrU1dXh5eWFp0+fIiYmRio/JycHu3btgrGxMbp27SpODwgIwOXLl+Hg\n4IDJkydj+PDhePXqFaZOnQpfX1+Fz0UU/zosLEyh8mfOnEF2djYcHR2l2piSkhLc3d0BFLrSLiu/\n/fYbHj9+jE6dOsHW1lbh/UThCb744guJ9O3bt6OgoAC+vr7IzMxEREQEli5dio0bN+LmzZtltlMe\nmzZtgpKSEnx8fODh4QFjY2NERkYiqwL799nZ2eIY3vJcBRelpHbo6ekpbjdOTk4ICAhAQEAAAgMD\nYWlpKS43atQoeHt74+bNm+jXrx8mTpwIPT09fPPNN+jWrRvy8/PFZRXtBwUGBqJ58+YACsNPBAYG\nIjAwUMJFd0mx6GVx9OhRAEC3bt2k8kTulkVlykJubi5++eUXCAQCjBkzRio/MjISysrKGD58OK5f\nv47g4GAsX74ce/bswatXr0pVl6jfJnrPMgxTfl69yS+5EMOUgi1btiA/Px8DBgxAkyZNSixfmnf6\nrVu34ODggJSUFAwdOhT+/v7Q0dGRW140Tk5NTUXfvn1Zi2EtBgBrMazFKA5rMaWHtRhpLSYjI4O1\nmGKorlpMTk4OIiIisGTJEqxZswZxcXF4+1b275+sxZReiwkMDBTrMazFyKYkLUYWly9fxuXLl2Fp\naSkRSqskWIthFOZDzxrirXwrv8aEXxB74on5W7FZ9jfc3cUrw97cvl2q+j5XeMXXO/D/mbKBgYHi\nbfr06dShQwcSCATUs2dPqVnaS5YsIQDk4eEhMeP8yZMn4tnup0+fFqfv3r2bANDMmTOl6hfNGo6N\njRWn6enpkampKT1+/Fiq/NOnTyvitOVSmtVfKSkplJ+fL5UeGhpKAGjZsmXitIyMDBIIBNSqVSuZ\n+xRd9SBy25iQkCBV7v3zd3d3JwD07bffSqSfPn2alJWVSU9Pj16+fFniuRDJX/2VlJRENWrUIABS\nK8r+/fdfUlVVJSsrK7p//75E3pEjR0hJSYk8PT3FaW/fvqUGDRoQAPrzzz8lyq9fv17ujHFR+vDh\nw2WuchC1o+XLl0ukZ2dnU9euXUkgENCVK1fE6Xp6elSnTh3KysqSOlbRayyanR0VFSVVLj09XWKl\nhKzVXykpKaSmpkba2tpSKxHGjx9PAGjMmDES6aI2aGdnJ+Eu99WrV2RlZUVKSkpir1XyeN8Tj7m5\nOd25c0ecn5eXRx07diQAdO7cOXH6y5cvSV9fn5SUlOjEiRMSx1y2bBkBoC5duhRbtzxE10dHR0fi\n/fvmzRtq3LgxKSkpkZ6enoSb8Ldv35KbmxsBkLh/RMWv/lJWVqbDhw9L5Incur7fRuQhWjUBgIKD\ngyXyoqKiCAA1aNBAZhuozHMsKyWt/nr9+jUpKyuTkpKSzHeGaPWXjY1NhdgjYseOHQSA2rZtKzN/\nypQpJBQK6dq1a0RElbb6q1GjRqSkpET37t2jzMxMOnv2LAGgDh06yCwvahvFIeudWr9+fQIgteK3\nrMTHxxMA6t+/v1Terl27CADNmDFDIv3mzZtSZd++fUs+Pj4EgM6ePSuRJ2/1lyi96Crc4ggJCSEA\nNGnSJJn5K1asIAA0e/ZshY4nC9E3cdu2bcWWW7FiBQUGBtK0adOoQ4cOBIC++OILSk1NlSjXu3dv\n8WosfX19iRVGAoGAJkyYIPObXhbOnDlDAMjd3V2cJvoGhYaGSpUv6+qvEydOEACqU6dOhdhdtB55\n4bREtvbt21fKXbTovbl69WpxWmn6QSWtTpS3Ak4er169IgCkpaUlM//p06cEgIyMjBQ6niwiIyPl\nfk/T09MJADVs2JCmT59OAoFAot3p6+vTH3/8oXBd3bp1IwC0YcOGMtvLlJ+PfeXXp7qVRY+Rxfue\nePZdvl/yToxCsC5TiLOzs9zvvSIU54kHKAxDIQtZnnhE4+THjx9Lfc9Zi2EthrWYkrUYIklPPKzF\nsBbDWkzxFNViiIi1mCJ8SlqM6J68v9WrV09muEjWYhSjpHBarMVIUpwWIw9RKLrShrNlLebj4WPX\nY3iaVzVDXfXdzOfsPEU98WiK/y54/brCbfocsQz4o6pNUJiUZT0q5DgLFiyQSmvcuDGGDBkiNUt7\n8+bNEAgEWLVqlcRsUiMjI3zzzTcYPXo0QkND0b59ewCFM4NNTU0RFhaGxYsXi2cSZ2RkYNeuXbCy\nsoKbm5tEHaqqqjJXAhgYGJT7XCsKCwsLmekjR47EjBkzcPDgQXz11VcAClc4EBGEQiGUlKSdpOnr\n60ulaWhoSKUVPf/79+8jNjYWdevWxezZsyXKtW/fHkOGDEFERAT27t0LHx8fhc9r9erV0NXVxdu3\nb3H37l38+uuveP36Nb788ku0atVKouz69euRl5eHNWvWoE6dOhJ5Li4u6N27N/bv34+XL19CW1sb\n8fHxuHnzJpydncUzqEX4+/vjhx9+kOmxCQDU1NTw/fffS81gTktLQ0REBFq3bi11HdTV1bF8+XIc\nPHgQkZGRaNGihTivNG1M1r2oVauWTDuLEhERgdzcXMycOVNqJcLixYsRERGBrVu3Ijg4WGqG/fLl\ny6Gnpyf+v6amJoYOHYqFCxfi4sWL6NmzZ4n1i5g/fz7q1q0r/r+KigpGjBiBkydP4vz587C3twdQ\nuHIiLS0NQ4YMQceOHSWOMXPmTGzYsAGHDh3C3bt3JY5XGqZMmYJGjRqJ/y8UCuHl5YXAwED06NED\nTk5O4jwlJSUMGzYMhw8fxl9//SVx/4pj8ODBcHV1lUjz9/fHsmXLil1hKIsGDRpgwoQJEml9+vSB\nk5MTjh8/jpMnT0rY/KHOsaLR0NCAi4sLDh06hPnz52PVqlXivNu3byM0NBQA8Pz58wqrMzk5GZMn\nT4aKigpWrlwplX/kyBEEBwdj2bJlaNy4cYXV+z4nTpxAYmIi3N3dYWZmhpcvX6Jx48aws7PDqVOn\nkJiYKHE/y8OjR48AAGZmZhVyvHbt2qFhw4bYv38/0tPTJd4Z4eHhACC1osvKykrqOEpKSpg6dSp+\n+eUXHDx4EA4ODiXWvXTpUgQEBJS4ik3EixcvAAA1a9aUmS9Kl7citiRSUlJw+PBh6Ovro3///sWW\n/f777/HkyRPx/7t164awsDAYGhpKlEtNTQVQ+A51c3PD999/D0tLS5w/fx5jx47FunXrYGhoiKCg\noDLZXJSNGzcCKFxVJ2LEiBFYtWoVNm3ahFGjRpW7DqDi26AirFmzBioqKti8ebPU9/Sbb75BSEgI\ntm3bhqlTp0rkldQPUgR7e3skJiaiRhHPpcVR2e0UeHev/f39pfJEbe7WrVtiDzw+Pj4gIkRERGDO\nnDno378/Ll++XOJ7KSQkBAcOHECLFi0wcuTIMtvLMIwkL3PYE8+H4nPRZR4/fgwAUuNpoLB/8/5K\ne11dXYmVzsVhbGys0GrvorAWw1rM+7AWw1oMazGVB2sx77QYoPC3iBYtWrAWUwzVUYsZMWIEOnbs\niCZNmkBbWxu3b99GSEgINm7cCA8PD5w5c0bs2QVgLaaiYC1GkuK0GFm8evUK27dvh4qKSqk0FdZi\nmNLAk3iqGepFw2nlFSi0D4fTYioCKlytCADIysrCtWvXEBAQgKFDh+LatWtYvHgxAODly5e4efMm\n6tSpI9M9oouLCwDgypUr4jQVFRWMHj0aCxcuxK+//gpvb28AwNatW5GdnQ1/f38IBAJx+aFDhyI4\nOBj29vbw8vKCk5MT2rVrJ/cj/j4JCQmIioqSSCuN0KUoeXl5+Omnn7Bjxw5cv34dL168QEHBu+f2\nwYMH4r91dHTQq1cv7N+/Hy1atED//v3RsWNHODg4SHVmhg4dir1798LBwQFeXl5wdnaGo6OjVCdP\ndI07duwo07Wyi4sLIiIicOXKlVIJR2vWrJFKCwoKkin+nTlzBgBw/PhxXLhwQSo/NTUVb9++xX//\n/YdWrVqJbe7QoYNUWSUlJbRv316ucGRpaQkjIyOp9AsXLuDt27cQCAQyO+95eXkAgMTERHGaqI01\nadIEAwcOlNvGvLy8sGbNGnh6emLAgAFwc3ODo6OjzIGXLC5fvgzg3XNRlFq1aqFly5Y4ceIEkpKS\nJAYrgHQYOwAwNzcHUPrBu6LHKs5eFRUVdOrUCSkpKbhy5UqZhSNZtpiamgKAlDAJvBOz79+/X646\nynrtOnbsKFPs7dy5M44fP44rV65ICUcf4hwrg9WrV6NDhw744YcfcObMGbRv3x5paWnYu3cv6tWr\nh6tXr8oUW8tCamoqPDw88PTpU/z444/iSZ8iMjIyMGLECDg4OGDmzJkVUqc8Nm3aBKBwkF4UPz8/\nXL58GZs2bZIQ0iqCot+88uLr64t58+Zhx44dYpHzyZMnOHjwIFq2bCkVIiotLQ0rVqzAn3/+idu3\nb0u5By767SqO2rVrKywaKYKoH1LWa7Np0yaxu+WS3A6Lfix78uQJ4uPjERAQgJYtWyI6Ohp2dnbi\nciLXzrVr18a+ffvEQoaLiwv27NkDOzs7rFq1CnPnzoWamlqZ7AaAzMxM7Nq1CzVr1pRwrd+0aVPY\n2dnh3LlzuHr1Ttq87gAAIABJREFUqtS9LAvlvc6l5fXr1/jrr79gYGCA1atXyywjFAqlvtGK9IMU\noUaNGqUKraYoZb1+N27cwPHjx2FsbIw+ffpI5Yva3Nu3bzFz5kzMmjVLnPfll1/i0aNHWLVqFVav\nXi12CS+LvXv3Ytq0aTAxMcGvv/4qs5/IMEzZ4HBaTEVT3Lc5JSVFasGVhYWFwtpG8+bNS+wXFaWo\nFtO3b1906dKFtRjWYliLAWsx5amDtZiSYS1GUovx9vZGQkICazFyqI5azPvfsaZNm2LDhg3Q0tLC\nypUrERQUhH379onzWYspP6zFSFKSFiOL7du34+XLl+jXrx9MTEwU2oe1GKa08CSeakZRTzxvFPXE\no1lkEg974mEqAE1NTdjb22Pv3r0wMzPDd999h3HjxsHc3Fw8K1ZeZ1GU/v6sWH9/fyxZsgQ//fST\neBLPxo0boaamJtVZ/+GHH1CnTh1ERERg2bJlWLZsGVRUVNC9e3esXLkSDRo0KNb+hISEcgldiuLl\n5YV9+/ahfv366NOnD0xMTMSd1dWrV0vF6N65cyeWL1+OyMhIcedVXV0dAwYMwPfffy+OKd6vXz9E\nR0dj5cqV2Lx5s/hHmlatWmHp0qXi+JtlvRclkZycDEtLS7x58wYJCQkYN24cFixYgPr162P48OES\nZdPS0gAAK1asKPaYr169krBZdK7vIy8dgNzOksiGCxcuyBSv3rcBKGxjVlZW2Lx5c7FtzN7eHidP\nnsTixYuxZ88ecexaGxsbBAYGYsiQIXLrA8p3j3R1daXSRCvf5MUMloeix6qsNlUUWQKwyJbi8kQC\noCJU5LWT1yZF7VF0zYryIc6xMmjcuDEuXbqERYsWITY2FsHBwTAyMsLo0aMxZMgQ2NvbyxRvS0tq\naipcXFzw77//Ys2aNVKr6wBgxowZePbsGQ4dOlRhYpUsnj9/jj179kBXVxeenp4Sed7e3vjyyy/x\nyy+/YOnSpRJihGhFb0FBgUxhEYD4h4Si+bVr18bt27dx//592NjYVMg5+Pj44JtvvkF4eLj4Wm7b\ntg35+flSK78yMjLQpk0bJCcnw97eHj4+PtDT04OKigoyMjKwZs0aqW9XRSFq+7KeGaBQPClarjTk\n5+djy5YtABRfUQMUPt99+/aFnZ0dGjZsCB8fH/zzzz/ifNEq327dukmtRGrevDnq1auHW7duITEx\nUUr8Lw3btm1DVlYWxo4dC3V1dYm8ESNG4PLly9i4cSNCQkLE6aJ2VfQHq/eR1QZFIvaHEqqfP38O\nIsLTp09len2UhaL9oMqgpHZa0uqwkti4cSOICCNGjJAp5hRdWV5URCyatmrVqmJXMkdFRWHw4MEw\nMjJCXFwc6tevXyZbGYb5PwIl4P+iO0EJr3Kqtr/GfHrUrl0bSUlJMn+869y5s/hHn/z8/FL/EKDo\nDw4iROPk0NBQrFq1Sux9mbUY1mJkwVpMybAWw1qMIrAWI6nFDBw4EF9//TVrMRXEx6jFiBg3bhxW\nrlyJEydOSKSzFlN+WIuRpCQtRt4+gOJtm7UYpizwJJ5qhobEJB5FPfG8C6dFPImnQqioEFXVHV1d\nXdjY2ODy5cu4fPkyzM3NxR9K0Sr29xG5Bnz/g1qnTh306tUL+/btQ2JiIp4/f45//vkHXl5eUuEr\nlJWVMWHCBEyYMAHZ2dk4deoUduzYgd27d+PatWu4du1asavJ/Pz8JFwgVgYXL17Evn374Obmhj//\n/FPi419QUIDvvvtOah8NDQ0EBQUhKCgI9+7dw4kTJxAWFoaIiAikpKTg5MmT4rI9evRAjx49kJWV\nhXPnziE6Ohrr169Hz549ceXKFTRu3LjM90JR1NXV0bZtW8TExMDW1hbjx4+Hq6uruNNZ9NgvXryA\njo5OiccUlSkaxqQo8tIB+TOtRTZMnz5d4RUaysrKmDp1KqZOnYrU1NRi21i7du0QHR2NnJwcXLp0\nCQcOHEBwcDC8vb1haGgoFQpOlm2PHz9GkyZNpPLLe48qmspuU9UReW1SdI0+tWtRr149bN68WSpd\nNChv06ZNuY7/6NEjuLq6IikpCT/++KNM0QgoXImYnZ0td9XGtm3bsG3bNjRv3hwJCQlltueXX37B\nmzdv8ObNG5nuYoFCcbqoFzmg8L5nZGQgLS1N6hsGFK6wSU9PByApZHbo0AG3b9/GkSNHpNyMlxUz\nMzO4uLjg8OHDSEpKgq2tLcLDw6GqqiphMwCEhoYiOTkZgYGBUqtlz5w5I3P1b0UhEsrkrfC9ceMG\nAKBhw4alPvb+/fvx6NEjODk5lUmQs7CwQOPGjZGQkIBnz56J3QTb2NggNjZWphgNvBOWsrOzS11n\nUUQrEH/66Se53lUiIiKwYsUKcTsVvXtEP57I4tmzZwAk22Dr1q0hFApx//59/PvvvxUmYMpDZGfL\nli3FK4wVQZF+UGWgqamJOnXq4MGDB3j06JHUDynlaae5ubkIDw+HQCDAmDFjZJapXbs2dHR0kJmZ\nKbPdldTmdu/eDW9vb5iYmODo0aOwtrYutZ0MwxQPe+L5cHwuuoyjoyPi4uJw5MiRCne5X9rVyqJx\n8siRI/H06VMkJCSwFsNaDGsxHwDWYqRhLaYQ1mJYiykvH7MWI5qc9r5XItZiyg9rMe9QRIt5n4SE\nBFy8eBH16tWDu7t7ieVZi2HKiuzpqMxHi7DIJJ7sMnjiecvhtJgKRuTuVDSDWFtbG1ZWVnjw4IH4\n41mUuLg4AJAIRyFCNEDYuHGjeCbr2LFji63fyMgI/fr1w65du+Di4oJbt25JrJKvKm7evAkA6N27\nt9Ts3fPnz5fYiTQ3N8fQoUNx8OBBWFtb49SpUzI7f5qamnBxcRG7iMzNzUVMTAyAwk4YAJw6dQr5\n+dJicnH3ojTUrl0bc+fORVZWlpT7y7Zt2wKAhOhVHEVtfp+CggLEx8eX2j57e3soKSkpbMP7KNrG\nhEIh2rdvj4ULF2Lt2rUACuOWF4fofI8dOyaVl5GRgYSEBKirq1dYjOfyUpy9+fn54vtW3jZVnTh1\n6pTM1RWiayS6Zp86ojjsQ4cOLfMx7t+/DycnJyQlJWHDhg1yRSOgcPXHqFGjpLbu3bsDKIwlPmrU\nKPTr16/M9gDvBuxDhgwR1+Hj4wMfHx+MGjUKAwYMkCgnQrTSR+TG/n2uXr2KrKwsWFpaSojqotUb\nGzduLFYoB1CqVViiH0vCw8ORkJCAq1evwsPDQ0rUEn27ZMUpP378uML1lYW2bdtCQ0MDp0+fxsuX\nLyXyCgoKEBsbCwBwdnYu9bFLuzpGFg8fPgQAidWGInFP1jchJydH3A+ytLQsc70XL17ElStXYGpq\nKrPNjxo1Cl988QVevHiBXbt2ifcTtcELFy7I7AMA79pn0ZVpGhoa4pXcixYtKtE+Rdqh6JrJWl2r\npaWFJk2a4Nq1a2IxtTQU1w8qqe6yIgpjcODAAak8Ud2yQh2UxL59+/D06VO4ubkVuyJLdGxZ7U6U\nJqvNRUZGYsiQITA1NcXx48dZNGKYSuJlDk/iYSoWPz8/qKioYM+ePRIhDaoaQ0ND1mJYiykW1mIq\nDtZipGEtppDPSYspqsewFlNxfMxajOg+vj8+Zi2GtZj3+RBaTFFEk7pGjx5d4qR41mKY8sCTeKoZ\n6qrvblmOopN42BMPU0lERUUhOTkZqqqqEjFyR44cCSLCrFmzJD7Uz549E3dCZK0gc3V1RcOGDREe\nHo5du3ahYcOGUh3EnJwcHDlyROwyWkReXp64w/F+3PKqQNRJfH+AnZqaiokTJ0qVf/r0Kc6dOyeV\nnpWVhZcvX0JFRUUcw/XIkSMyhSfRIEN0/mZmZujSpQtSUlKkYpueO3cOkZGRqFWrlsxwDKVl8uTJ\nMDY2RlhYmMTkrUmTJkFVVRXTp0+XOaM/NzdXQtARxTCPi4uT6PgBhR1/easCisPIyAhDhw7FxYsX\nsWjRIpkd6Fu3biE5ORlA6drYyZMnZbpxfP9eyGPYsGFQVVVFcHCweMAm4ptvvkFmZiaGDRtW7GrG\nD4mnpyf09PSwfft2nD17ViJv9erVuH37Ntzc3Mocg706cuPGDaxbt04i7bfffsPx48fRoEEDdOzY\nsYosq3hycnKkBolEhPnz5yM+Ph49evRA586dy3Tsu3fvwsnJCbdu3cLPP/9c4gB//vz5CA0Nldpm\nzZoFoFCECA0Nxfz588tkDwDEx8fj2rVraNSoESIjI8V1hISEICQkBKGhodi5cycsLCxw7NgxifeT\nSKiZP3++lEvznJwczJ49W6KcCEdHR4wZMwZpaWno1q2bzMmwBQUF2L59u5TL/OLo168fdHR0EBER\ngbCwMJl1A/K/XVeuXMHSpUsVrg8oXMmXlJQk19Xt+2hpaWH48OHIysqSWnkWEhKClJQUdO3aVWpA\nfevWLSQlJcl1cX7nzh3ExsZCX19fpiAmIikpSebK1oKCAsybNw+pqalo3769RDgjDw8P1K9fHwcP\nHsShQ4ck9lu0aBFevHgBJycniRADKSkpEAgECotJItFr6tSpMtu8KJxF0bJA4b10cnLC06dP8e23\n30od9++//0ZoaChUVFQwbNgwibxvv/0WZmZm2LZtG2bNmiWzz/Hs2TNMmTIFO3bsKPEc9PX1ARQ+\n57KYMWMGcnNzMXLkSJkhAJ4/fy6xMkzRfpAidb9+/RpJSUly82Uxbtw4AMDixYvFk9mBwnv7448/\nQigUSoWCffbsGZKSksQr7mSh6AR2UT/y22+/lbheGRkZ4n724MGDJfYJDw/H8OHDUbduXZw4cYLd\nNjNMJcKeeJiKxsrKCl9//TVyc3Ph4eEhdzJFecLoKAJrMazFlBbWYioO1mKkYS3m89NiiuoxrMXI\np7ppMfImkdy5cweTJk0CACnNgrUY1mKqQosRkZWVhcjISKioqJToJZO1GKa8cDitaoZkOC1FJ/Gw\nJx6m/BTtxGVlZeH69evigf2SJUskYhF/+eWXiImJwW+//YbmzZuje/fueP36NXbv3o3U1FTMnj0b\nHTp0kKpDIBBg3LhxmDFjBgDZH87s7Gy4ubnBwsICrVq1QoMGDfDmzRscOnQIiYmJ6N279wdZKbNs\n2TJx5/t9pkyZgjZt2sDR0RF79+5F+/bt0aFDBzx58gQxMTGwsbGRcHMMAA8ePEDbtm3RqFEj2NnZ\nwdzcHJmZmYiOjsbjx48xZcoUaGtrAwBmzpyJlJQUdO7cGZaWllBTU8OlS5dw9OhRWFhYSPxws2HD\nBjg6OmLWrFmIjY1F69atce/ePezevRtKSkrYsmWL+LjloUaNGggICMD06dMxf/58bN++HQBga2uL\nzZs3Y+TIkWjSpAm6deuGhg0bIi8vD3fv3sXJkydhaGiIpKQkAIWxYENDQ9GtWzf07t0b/fv3h5WV\nFa5evYpDhw7Bw8MDMTExcuMayyMkJAQ3btzA/PnzsXXrVnTo0AHGxsZ4+PAhEhMTceHCBWzfvh31\n6tUTtzFLS0s4ODjAwsJCbhtbuXIlYmNj0blzZ9SvXx9aWlq4du0aYmJiUKtWrRIHv5aWlli9ejUm\nTpwIOzs7DBo0CIaGhjh+/DjOnDkDW1tbLF++vAx3pHLQ0tLC5s2bMXDgQDg5OWHgwIGoW7cuLl26\nhNjYWJiYmMh1L/qp0q1bN8ycORMxMTFo3rw5bt68ib1790JdXR0///xzqdvqhyQ0NFS8Yk8kXO7f\nv18cf9nW1hYBAQHi8jdu3EDHjh3RpUsXWFpaIjc3F4cOHcL169fRpk0b/PLLL2W2xcnJCSkpKWjV\nqhXu3LkjJRwAhUJHeVbRlBbRIG706NFyyygpKWHEiBEICgrCpk2bsGLFCgCAr68vDh48iB07dqBh\nw4bo3bs3TExMkJaWhj///FMslBW9viJ+/PFHKCsrY8OGDWjUqBE6d+6M5s2bQygU4sGDBzh69Cju\n378vXnmmCBoaGhg4cCB+/vlnrFu3Dvr6+ujRQzoEhY+PD1asWIFp06YhLi4O1tbWuHHjBqKjo9Gv\nXz/s3LlT4TrnzJmD8PBwbNmyReGwCUuWLMGxY8ewatUqJCQkwN7eHomJifjtt99gZGSEH3/8UWof\nV1dX3LlzB8nJyTLbR2hoKAoKCuDr61usCH/gwAHMmjULnTp1gpWVFfT19fHkyRMcP34ct2/fhomJ\nidQqPzU1NYSHh8Pd3R0eHh7o27cvLCwscOHCBZw4cQKGhoYSYg7wznOhikrJw7BXr15h+/btUFFR\nga+vr9xyLi4uqF+/vljsFIUE+Pnnn9GpUycsWLAA0dHRcHJygrq6Ov777z/8/vvvyM/PR3BwMKys\nrCSOZ2xsjCNHjsDT0xPff/89wsPD0aVLF9StWxe5ublITEzEsWPHkJOTg6ioqBLPw8bGBnXq1MGO\nHTsgEAhgZmYGdXV1DB8+HBYWFhg5ciQuXbqEdevWwcrKCl27dkXdunWRnp6O5ORknDhxAiNGjMCG\nDRsAlK4f5OrqihUrVmDMmDEYMGAAtLS0oKurKxYDz58/D2dnZzg5Oclc2SyL9u3bY8aMGVi1ahW+\n+OILDBgwALm5udi5cyfS09MRHBws1RZDQkKwYMECme7RgcJ3cFxcHIyNjdG7d+9i63dzc8PkyZMR\nHByMpk2bolevXgCA6Oho3L9/H56envDx8RGXj4uLw8iRI1FQUABnZ2exy/2i6OrqYtq0aQqdP8Mw\nxUF4xZ54mEpg/vz5ICIsWrQIjo6OaNWqFezt7aGnp4eMjAykpKTg8OHDAIBOnTpVig1Fx8l2dnao\nW7cuCgoKWIthLaZYWIupGFiLkYa1GNZiWIuRTXXTYnbv3o1ly5bB2dkZ9erVg7a2Nm7duoU//vgD\nb968Qffu3fHll19K7MNaTOm1GDU1NRgbG0MgEGD06NGsxfyf0mgxInbs2IHMzEz069dPYqLY+7AW\nw1QIRMRbFW0ALllbW1NpiDx3hyy+iiaLr6Jp1u4EhfZ5+tNGum5jS9dtbOnJihWlqu9z5fr163T9\n+vWqNuOjAIDUpqysTCYmJtS7d2+KjY2VuV92djYtXryYmjRpQurq6qSlpUWOjo4UGRlZbH3p6emk\npKREQqGQnj17JpWfm5tLy5cvJzc3NzIzMyOhUEgGBgbk4OBA69evp5ycnAo5b3k4OTnJvCZFt337\n9hERUVpaGo0fP54sLCxIKBRS/fr1ac6cOZSVlUUWFhZkYWEhPu7z589pwYIF5OzsTKampqSmpkYm\nJibk5OREkZGRVFBQIC67c+dOGjx4MDVo0IA0NTVJW1ubmjRpQnPnzqXU1FQpm+/fv0/jxo2junXr\nkqqqKunr61OfPn3o/PnzpTp3CwsLAkDJycky87Ozs8nU1JQEAgH99ddfEnlXr14lX19fqlu3Lqmp\nqVGtWrWoSZMm5O/vT0eOHJE61tmzZ8nNzY20tLRIS0uLXF1dKT4+niZOnEgA6MqVKxLlAZCTk1Ox\n9ufk5FBwcDC1a9eOdHR0SE1NjczNzcnFxYV++OEHcXsTtbFu3bqRubl5sW3s4MGD5OfnR40aNSId\nHR2qUaMGNWzYkCZPnkwpKSkS9QcGBhIAiouLk7Lt4MGD1KVLF9LV1SU1NTWysrKiWbNm0fPnz6XK\nitqgLLZs2UIAaMuWLcVei8zMTMrMzCRfX1+59zQuLo4AUGBgoFTe+fPnydPTkwwMDEhVVZXMzc1p\n3Lhx9ODBg2LrLY7irk9x5yXPzvefsZKOQ6RYO5JVb3x8PLm6upK2tjZpaWlRly5dZD5fH+IcS4Po\n/svb3r8Wqamp5O3tTZaWlqSurk7a2trUpk0b+uGHH8r97i3pvSrvur2P6FoNHTq0XPZkZGRQjRo1\nSE1NjZ4+fSqRJ3p+RNy9e5eUlJTI0NBQ4joUFBTQ1q1bydXVlfT19UlFRYV0dXXJ0dGRQkJCKDc3\nt1gbzp49SyNHjiRra2vS1NQkNTU1MjMzI09PT9q5cye9ffu2VOd08uRJ8bWcNGmS3HLXrl2jXr16\nkaGhIdWoUYPs7Oxo06ZNlJycTADI19dXory894govaT30fukpaXRlClTxN8sExMTGjFiBN27d09m\n+eK+Tfn5+WRqakoAKCkpqdh6//77b5owYQI1b96c9PX1SVlZmXR0dKh169YUGBhIaWlpcve9du0a\nDRo0iAwNDUlVVZXMzMzI399fps1RUVEEgObNm1f8hSCijRs3EgDq27dviWUXL15MAGjKlCkS6amp\nqRQQEEDNmjUjTU1NUlVVpTp16tCgQYPo9OnTxR4zJyeHQkNDycPDg0xMTEhVVZW0tLSoadOmNHny\nZLp69WqJdok4f/48ubi4kI6ODgkEApnP9P79+6lHjx7i62hsbExt2rShefPmUWJiorhcaftBK1eu\nJFtbW1JTUyMAEu9N0TtD0Xd/UcLCwqh169ZUo0YN0tLSok6dOtH+/ftllhW9/2V9U4mIZs+eTQAo\nICBA4frDw8PJwcGBNDU1SV1dnVq0aEFr166l/Px8iXKi70txW3m+JUz5UXTsaW1tTQAu0UegZXwK\nW1n0GFlct7ER6y31ZkdRr+CT5T4mUwjrMtIkJSXRtGnTqHnz5lSzZk1SUVGhWrVqUevWrWnatGl0\n6dIlqX1k9dXk9euK8v64s+g4mbUY1mJEsBZTiKJaDFHheNLb25u1mCKwFsNajIjitBgiST2GtZhP\nQ4s5duwYDR48mGxsbMR9GwMDA3Jzc6Pw8HCJ7/D7sBZTMqzFVLwWY29vTwDowIEDxZZjLaZ68LHr\nMQIqFC+YKkAgEFyytra2K41L0n1X7mP6zr8AAL2bm2LtkJLju6ZHbMOT/7tuq+U9BCblcGf4uSCK\nM/6xxD7+nDh27BicnZ0xbNgwbN26VW45UYzWili5xFQfHB0dce7cObx48QKampol78DIhJ8fhik7\n/Pww5WHGjBn46aefcOfOHRgYGFS1OR8cfn4YRhpFx54NGzbEjRs3LhNRqw9h16dOWfQYWSTa2gIQ\nAAB69FkGS8OaOPpl5/IbyLAu8xHD3/PPD9ZiKg5+fhim7PDzw5SVz12LAfj5YRhZfOx6zMfrV5CR\nibpK+cJpFXA4LeYj57vvvgMAsWs95vPj9evXMuOwhoWFIT4+Hu7u7iwaMQzDMNWS48ePY8yYMZ+t\naMQwDPOp85LDaTEMU01hLYZhGIb5VGEthmGY6kjJAQCZjwp1tSKTePILFNpHqcgAq+D16wq3iWHK\ny99//43o6GhcunQJMTEx6NmzJxwcHKraLKaKuHv3Llq2bIkuXbqgQYMGyM/Px5UrV3Dq1Cno6upi\n5cqVVW0iwzAMw5SJS5cuVbUJDMMwTCXy6g1P4mEYpnrCWgzDMAzzqcJaDMMw1RGexFPNkPDEk1sW\nTzw8iYf5+Lh06RLmzp0LHR0dDBw4EOvWratqk5gqxNjYGEOHDsXx48cRFxeHnJwcmJiYYMSIEZg3\nbx6srKyq2kRGAaKiopCQkFBiOUtLS/j5+VW+QZ84CQkJiIqKUqhsUFBQ5RqDwtWaKSkpJZZr0aIF\nPD09K90ehmEYhmGYD0F23lvkvy2AijI7vmYYpnrBWsynAWsxHxbWYhiGYRiGqSx4Ek81Q131nRD0\nJl/BSTxFPfFwOC3mI8TPz48HjoyYWrVqITQ0tKrNYMpJVFQUwsPDSyzn5OTEz38FkJCQgAULFihU\n9kMJR8ePHy+xnK+vLwtHDMMwDMN8UmTlvEXNGjyJh2GY6gVrMZ8GrMV8WFiLYRiGYRimsmBVoZqh\nUTScVp6ik3iKeOLhcFoMwzDMByAsLAxEVOJ27Nixqjb1k8DPz0+h601EH8SeY8eOKWRLWFjYB7GH\nYRiGYRjmQ/EyJ6+qTWAYhmE+U1iL+bCwFsMwDMMwTGXBk3iqGUXDaWUrOolHIpwWe+JhGIZhGIZh\nGIZhGIapDF7l5Fe1CQzDMAzDMAzDMAzDVGN4Ek81Q121qCeeAoX2kQinxZ54GIZhGIZhGIZhGIZh\nKoVXb3gSD8MwDMMwDMMwDMMwZYcn8VQz1FXf3TKFw2nV4HBaDMMwDMMwDMMwDMMwlc1L9sTDMAzD\nMAzDMAzDMEw54Ek81YyinnhyFPTEIxAKAaXCW025uaA8js/OMAzDMAzDMAzDMAxTPgRSKeyJh2EY\nhmEYhmEYhmGY8sCTeKoZQhUlCP6vEeW+LcDbAipxH4FAwCG1GIZhGIZhGIZhGIZhKhLBu0k89H+J\n7RV74mEYhmEYhmEYhmEYphzwJJ5qhkAggFClnCG1srIq3C6GYRiGYRiGYRiGYZjPHfbEwzAMwzAM\nwzAMwzBMeeBJPNUQjSIhtRSexMOeeBiGYRiGYRiGYRiGYSqVl+yJh2EYhmEYhmEYhmGYcsCTeKoh\n6kUm8WSXxRMPT+JhGIZhGIZhGIZhGIapcNgTD8MwDMMwDMMwDMMw5YEn8VRD1CU88RQotA+H02IY\nhmEYhmEYhmEYhqlISOrvVzl5VWMKwzAMwzAMwzAMwzCfBDyJpxoiVHl32zicFsMwiuDn5weBQICU\nlJSqNkWCvLw8BAYGwtraGkKhEAKBAFFRUVVtFlONEAgE6Ny5c1Wb8VkQFhYGgUCAsLCwSqujc+fO\nEAgElXb8kvgQ58gwJZGSkgKBQAA/P7+qNoVhGIYpCXo3iUcgnsTDnniYj4eyagFV3S//VGAthvlU\nYS3mw8FaDMN8GFiLYRjmY4Mn8VRDNNTeeeLJyedwWkzlIhAIpDahUAhLS0v4+voiMTGxqk38oIgG\nNUU3LS0ttGjRAgsWLMCrV6+q2sRqxcqVK7Fw4UKYmpriyy+/RGBgIGxtbavarFJT1sGuaJD6/vNl\nYWGBoUOH4q+//qoEaxmGqSwSExMRGBiIPn36oG7duuLnOj+/+B/z9u3bBxcXF+jq6kJdXR2NGjXC\nwoUL8ebNmzLbkpaWhtDQUPTt2xcNGjSAhoYGatasiQ4dOuDnn39GQYFi3hxHjRolPo+bN2+W2R55\nbNu2TXxbwEs/AAAgAElEQVT82NhYueWCgoIgEAgQFBQkt4zonSpPcMnKysLq1avh4uICIyMjqKmp\nQVdXF/b29pg3bx5u375dzrP5eImOjkbnzp1Rs2ZNaGlpwcHBAeHh4aU6huhHqOI2V1dXiX3u37+P\nxYsXY+DAgWjQoAFq1qwJHR0duW1JJJqVtJ08ebLM10IWXbp0gUAggLm5Od6+lT++srS0LPGHOFGf\n4NixYzLzk5KSMHnyZDRt2hQ1a9aEmpoaTE1N0aNHD/z8888KP/dVJbRXprB5//59jBw5EqampuLx\nxrRp0/D8+XOFj3Hs2DGF2tC9e/eKPc6iRYvEZQ8fPiy33KtXr7Bo0SI0b94cWlpa0NbWRpMmTeDv\n74+8PPbG8rnyksNpMZXEf//9hxkzZsDOzg56enpQVVWFnp4eHBwc8OWXX+LSpUtVbWKlwVpMxcJa\nDGsxDPMpwVpM6WEt5sNQVVrMiRMnMHz4cDRt2hT6+vpQV1dHs2bN4OXlhSNHjsisZ/PmzfD09ESD\nBg2go6MDTU1NNGrUCGPGjMG///5b5mtQHKzFKM6nqsUUV7Zt27Zy68vLy8PatWvh4OCAmjVrQlNT\nEw0bNoSPjw+ePn1a5mvxsaFS1QYwpUdd5d0knuxcDqfFfBgCAwPFf7948QLnz5/HL7/8gl9//RWn\nTp1CixYtqtC6D4+vry8sLS1BRHj48CGioqIQFBSE33//HWfOnIGamlpVm1gtiI6OhpaWFg4dOvRZ\nX7PmzZvD09MTAJCZmYnTp08jMjISv/76K44cOQJHR8cqtvDjJTExETWKfOOYyqNv375o27Ytateu\nXdWmVBrlPceDBw9i4cKFUFZWhrW1NdTV1UscBH7zzTf49ttvoaWlhf79+0NfXx+nTp1CYGAgYmNj\ncejQIWhoaJTalt27d2P8+PGoXbs2nJ2dUbduXTx58gR79+7F6NGjERMTg927dxc78Ny/fz82b94M\nLS2tSvthZOPGjRAIBCAibNy4Ee7u7pVSz9mzZzFgwAA8ePAAZmZm6N69O0xNTZGVlYUrV65g+fLl\nWLFiBc6ePQs7O7tKsaGqCAkJweTJk6Gvr49hw4ZBTU0Ne/bsgZ+fH/7++298//33Ch3H09MTlpaW\nMvO2bt2K27dvw8PDQyL94sWL+PrrryEQCFCvXj3UrFkTGRkZcuvQ1dWV6HMW5d69e9i8eTP09fVh\nb2+vkM2KcPv2bRw5cgQCgQD3799HTEwMevbsWWHHL8rChQuxYMECFBQUoG3btvD19YWWlhaePHmC\nY8eOYfTo0Vi/fj0uXrxYKfV/zNy6dQvt27dHamoq+vTpA1tbW5w/fx5r1qzBgQMHcPr0aejr65d4\nHEtLS7lt6O+//8bevXvRpEkTmJubyz3G5cuXsWjRohLffSkpKejSpQtu3ryJjh07Yvz48SAipKSk\nYM+ePVi1ahVUVVVLPnnmk4M98TAVDRFh4cKFWLhwIQoKCmBnZwcvLy/o6enh5cuXuHr1KoKDg7Fy\n5UqEhIRg4sSJ4n2XLl2KgIAA1KlTpwrPoOJgLaZiYC2mENZiyg5rMR8O1mJKhrWY0sNaTOVTlVrM\n0aNHcfToUTg4OMDFxQWampq4desWYmJiEBMTg6+//hqLFi2S2CciIgKPHj2Cg4MDTExMoKSkhGvX\nrmHLli345ZdfEBUVJVVPeWAt5uPgY9BiLCwsZE5OMjMzk3m89PR0eHh44Pz587Czs8PIkSOhpqaG\ne/fu4fDhw3jy5AkMDQ1LtLlaQES8VdEG4JK1tTWVFr/N58jiq2iy+CqaDl17rNA+j5cuo+s2tnTd\nxpaehf5c6jo/N65fv07Xr1+vajM+CgBQ4atCmkmTJhEA8vX1/bBGEVFmZiZlZmZ+8HqdnJwIAMXF\nxUmkP3v2jExNTQkAhYWFfXC7SsLX15cAUHJyclWbIkG9evXIwsKiqs0oN6J2UVq2bNki9xkaO3Ys\nAaDOnTtXgIWSVNXzwzAlUdZn6UNS3POTlJREZ8+epdevXxMRkYWFBQGgvLw8meUvX75MAoGAdHV1\n6datW+L0goIC8Tc2MDCwTHYeOXKEfv/9d3r79q1E+qNHj8jc3JwA0J49e+Tun5qaSsbGxuTl5SW+\nLzdu3CiTLfJISkoiAOTm5kZ2dnakqqpKjx/L7tsGBgaWeD3kvVMTExNJR0eHlJSUaNmyZTLvx+3b\nt2ngwIFS3/eqIDk5ucL6V8nJySQUCklPT0+iD5Cenk5WVlYEgOLj48tVx/Pnz0lDQ4PU1NTo6dOn\nEnn37t2jEydO0IsXL4iIqEOHDmVuSwEBAQSApk+fXi575R1X9G+vXr3klhU908X1p+T1FRcvXkwA\nyNzcnM6ePStz3/379yv83a+q92VFts+iuLu7EwBau3atRPr06dMJAI0dO7bcdQwePJgA0Jo1a+SW\nyc7OpsaNG1O7du1o+PDhBIAOHTokVS43N5datGhBqqqq9Ntvv0nl5+fnU0FBgUJ2KTr2tLa2JgCX\n6CPQMj6Frax6zPtct7ERay31ZkeRxVfR5LbyWLmPy7AuU5SgoCDxN+TUqVMyyzx58oTmzJlDixcv\nrpA6i/vOVMV4krWYioW1mKrRYohYj2E+TqqDFkMk//lhLaZ0sBYjm09Ji8nOzpYqn5mZSUlJSWRk\nZERKSkr08OHDEvchIoqNjSUA1KhRo3LZ+z6sxZSOT1WLAUBOTk6lOl6PHj0IAK1bt04qr6CggPLz\n8xU+1seux3A4rWpI0XBab8oSTos98TAVhGiGtiz3ZDk5OVi2bBm++OIL1KhRAzo6OujYsSN27dol\nUS4pKQkCgQAuLi5y62nWrBlUVVXx+PFjAIWTD7dt2wY3NzcYGhpCXV0d5ubm6Nq1K3bu3FmBZ6g4\n+vr64tU7Fy5ckMqPiorCsGHD0LBhQ2hqakJLSwutWrXC2rVrZbrRLBo3/aeffkKzZs2grq4OY2Nj\n+Pv748WLFzLtOHz4MDp27AhNTU3o6enB09MTSUlJxdq+a9cudOrUCTVr1oSGhgaaNWuGpUuXIicn\nR6qspaUlLC0t8erVK0yfPh3m5ubQ0NBAixYtxPHT8/PzsWTJEvHKBysrK4SEhMg8v+TkZNy5c0fs\nIu/9WeVlsS0zMxMzZsyApaUlVFVVJdx95ufnY926dWjbti10dHRQo0YNtGzZEiEhITLvw++//w5X\nV1fUrl0bQqEQpqamcHJywrp16wC8c2N4/PhxAJLu/8obG3zUqFEAZLcnAHj9+jWWLl2KFi1aiNtU\nu3btsH37dpnlc3JyEBQUhPr168PAwADNmjXD119/jZycHJn2itylHjt2DJGRkXBwcICWlpbUPTp3\n7hwGDBgAExMTqKmpwdzcHGPHjsXDhw+lbLh9+zb8/f3F7mT19PTQrFkzjBs3DmlpaeJyubm5WLt2\nLezs7FCrVi3UqFEDlpaW6NOnj1RIC3nX+sWLF5gzZw5sbGygrq6OWrVqoWvXrjJDYojcPQYFBSEh\nIQE9evSArq4uatSoAScnJ8THx8u8prIo6toyJSUFgwcPhoGBAdTV1dG6dWtER0fL3E/Rd2ZpEV2f\nJ0+eYOTIkTA2Noampibat28vDkeTlZWFWbNmwcLCAkKhEE2aNMHu3buljiUvRrno2Xv9+jVmzZqF\nunXrQigUokGDBli+fLnoh7JSkZOTg6+//hr16tWDUCiElZUVFixYgNzc3Co5R0WxsbGBg4ODwqu1\n9u3bByLC6NGjUb9+fYlzWrJkCQQCAdavX1+sS1l5uLi4oFevXlBSkuzum5iYYNy4cQAg18UsAPj7\n+wMAfvzxx1LXrSibNm0CAIwYMQJ+fn7Iy8sr87UvjsmTJyMzMxNfffUVvvrqK6ioSDsjrVevHnbt\n2oV27doVe6ylS5dCIBBg7dq1MvMfPnwIZWVltGnTRiJt4cKFcHR0FL8rTU1N4e3tXelhSTdv3oyc\nnBxMmjRJ4v1dq1YtzJ07FwCwYcOGctWxdetWZGdno1+/fjAwMJDIMzMzQ8eOHaGjo1OuOvLz88Vt\nQ9Q2KwLRcXV0dDB//nzY2dnhzz//xIMHDyqsDqDw2xAUFARVVVX8+eefcHBwkFmuZ8+eOHDgQInH\nUrTvcf/+fUyaNAn169eHUCiEvr4+evfuLbNv8fLlSyxatAhNmzaFjo4OtLW1YWVlBS8vL3F4lqCg\nINSrVw8AEB4eLlF3eZ7d27dvIzY2FpaWlhLeIwBgwYIF0NTUxNatW5FVjnFsWloa9u3bBw0NDQwf\nPlxuuTlz5iA5ORlhYWFS78+ibN26FQkJCZg6dSp69+4tla+srFwlLraZjwP2xMNUJLdv38a3334L\nNTU1xMTEyPUMYmRkhCVLlmD27NkS6UW1BRFFxyz//fcfvLy8YGRkBCUlpWL7h0SE8PBwuLm5oV69\neqzFFIG1GNZiFNFihEIhmjVrhoULF7IWA9ZiWIsp+RwVhbWY0sFazKevxairq8vcx9TUFO3bt0dB\nQYFUGDN5+3Tp0gW6uroVGtaNtZh3sBZTOo4ePYo//vgDAwYMwPjx46XyBQIBlJWVZexZPeFwWtUQ\nyXBaCk7i0dQU/13w+nWF28R8nogGYK1bt5ZIz83NRdeuXXH8+HHY2tpi4sSJeP36Nfbs2QMvLy8k\nJCRgyZIlAABbW1s4OzsjLi4O//33Hxo2bChxrPj4ePzzzz/o378/TExMAADz5s3D0qVLYWlpiUGD\nBqFmzZp49OgRLly4gN27d8PLy+sDnL00osGRLLf5AQEBUFJSgoODA+rUqYMXL17g6NGjmDp1Ki5c\nuICtW7fKPObs2bNx8OBB9OrVC+7u7oiLi8OmTZtw8+ZNHD16VKKs6PqqqanBy8sLtWvXxqlTp9Cu\nXTt88cUXMo8/d+5cLF26FAYGBvD29oaWlhZiYmIwd+5cHDx4EIcOHZI6n7y8PHTp0gXp6eno06cP\ncnNzsX37dvTv3x+xsbFYt24dzp07Bw8PDwiFQuzevRuTJ0+GoaGh+N6I3ECuXr0aADBt2jQAhWE0\nymNbbm4uXFxckJ6eDnd3d+jo6Ig7OHl5eejVqxcOHjwIGxsbeHt7Q11dHXFxcZg8eTLOnTsncR82\nbtyIsWPHwsTEBL169YKBgQFSU1Nx9epVbNmyBRMmTBCH/QgLC8OdO3ckXAbKc3OpKMW1p4yMDLi4\nuODKlStil4EFBQU4ePAgvL29ce3aNXz77bcSx+rfvz/++OMPWFtbw9/fXzxAu3btWrF2rFy5EocO\nHUKvXr3g7OwsIVpu2bIFY8aMgVAoRO/evWFubo4bN24gNDQU+/fvx9mzZ1G3bl0AwKNHj9CmTRtk\nZmaie/fu6N+/P968eYPk5GRs3boVkyZNErtm9PPzw/bt29G0aVP4+PhAQ0MDDx8+xKlTp3DgwAG4\nubkVa3NGRgYcHR1x/fp1tGnTBtOmTcOzZ8+wa9cuuLu7Y/369Rg7dqzUfhcvXsR3332Hdu3aYfTo\n0bh79y5+/fVXuLq6IiEhATY2NsXWW5Q7d+7A3t4e9evXx/Dhw5Geno6dO3eKxS9nZ2dx2dK8M8uC\n6Hpoa2tjyJAhSE9Px44dO9C1a1ecOXMGY8eORXp6Onr27In/sXfeYVFcXx//LrBL7xZEEQgCKkYJ\noBhQKVbsKJaoAewmMZZobDFBjb1EY0xiIQKxxS6CP7vYUAzRYEVBBWwRBQQU6Zz3D94Zd9lZWBYQ\n1Pt5nn2UW2bOzNy5c+c7955TWFiIHTt2YMiQIbCwsCg39qw0hYWF6NatG548eQIfHx9oaGjgwIED\nmDVrFvLy8hS601TE4MGDERsbCz8/P4jFYoSHh2PevHn4559/cPDgQbkPo2/jGGsCbnKqtGjEoa+v\nz/c7169fr9awlVy/IiSgAKUC2oEDB7B//36lXKaqQkFBAcLCwmBgYABfX1+8fv0a06dPR3BwMGbM\nmFFtH7+TkpJw4sQJaGlpyX3UEkJTU7PcfH9/f8ydOxdhYWGYNGmSXP7WrVtRUlKCgIAAPu3s2bNY\nunQpvLy8MHDgQOjp6SExMRF79uzBwYMHER0djTZt2lRoW3JyMqytrWFpaVluHHBpuLFCjx495PI4\nN8hlxxOVhRMAq3NyTVnCw8Px9OlTdOrUCc2bN6+27R48eBBPnz7F2LFjoa2tjcDAQEyaNAmbN2/G\n999/X237CQkJQWFhIYYOHYpWrVqVW7aiNqjs2OPKlSvo1q0bMjIy0L17dwwYMABpaWk4cOAAOnTo\ngP3796Nnz54ASscJPXr0wIULF/hnoIaGBh4+fIjTp0+jY8eOcHZ2hqenJzIzM/Hzzz/LhJ8AINNH\neXp64syZM4iKilLqQxrXBrt16yYnduvr68Pd3R3Hjh1DTEwMOnfuXOH2hAgNDUV+fj78/f1hbGws\nWCYqKgo///wzVq9eLfdOUpbt27cDAP+h6PDhw8jMzETTpk3Ro0ePGus7Ge8Gr/LYJB5G9RESEoKi\noiIMGzYMDg4OFZZXNL4T4t69e3B1dYWdnR2GDx+O3NzccifeSmsxvr6+qF+/PtNiwLQYgGkxymox\nEydORE5ODrZv317hx1CmxTAtRhmYFqMaTIthWsyHqsU8f/4cly5dgqamptJ96/nz55GZmVmt4c6Y\nFsO0GGkyMzOxefNmPH36FIaGhnB2dlb4jJDWYlJTUxEZGYlnz57BzMwM3bp1e29CCPO8bdc/7Fd1\n982z9l7jw2n9eTFZqToZO3bwLp6ffP9Dpff5ocHcNr8B/x9OKygoiP9NnTqVOnToQCKRiHr37i3n\nxnLx4sUEgHx8fGTcJKampvKu76Kjo/n03bt3EwCaNm2a3P4518PHjh3j00xMTMjc3FzQzWNZ14HV\njSK3fM+ePaNGjRopdIl59+5dubTi4mLy9/cnAHKu/LjjtrCwoJSUFD69sLCQOnbsSADo0qVLfPrL\nly/JxMSENDQ0KDY2VmZbU6ZM4a+jtMvBCxcu8Pv477//ZPbRu3dvAiDnipu7fr1796a8vDw+/ezZ\nswSAjI2NycXFhV68eMHn3bt3j8RiMTk6OsqdA0tLS0EXzlWxrXPnzvTq1Su5bXLuPydOnCjjUq+o\nqIhGjRpFAOjAgQN8upOTE0kkEkpNTZXbVtl2VhMunMeMGcOf67Jw7WPZsmUy6bm5udS9e3cSiUT0\n77//8ul//vknAaCOHTtSfn4+7372xYsXZG9vL+i2kDtfOjo6dOXKFTkb7ty5Q2KxmGxsbOjRo0cy\neSdPniQ1NTXq378/n7Z27VoCQGvWrJHb1qtXr3iXt5mZmSQSicjZ2VnQ9WFaWprM30K2jxs3jgDQ\nuHHjZEJZJCQkkIGBAUkkEpl7ISoqir9HQkJCZLa1fv16AkBffPGFnC1CcK4tAdC8efNk8o4cOcL3\njdJUts+sDJwt48ePl3Hly7UJY2Nj6t27t4zLVO5+lr5+RG/aa9lzxNno4+PDX0fOfkNDQzI0NKSC\nggKl7OXuJVtbW8rIyODTc3NzqX379gSA/vzzz7d+jNJUxv15RS6cZ8+eTQDo22+/FdyPSCQiALRj\nxw6l9qcMhYWF1KpVKwJAR44ckctPTk4mAwMDGjFiBJ9WEy6cd+zYwd+nHAMGDCAAdOLECbnyqrpw\n5tqBu7t7tdnOuZq9fv26XF7Lli1JLBbL9FWpqamCbSYuLo50dXWpR48eMumKXORy6ZUJfVCvXj0C\nINd3cujq6hIAysnJUXqb0nDPazs7O6XKqxpOizvn27ZtU8VMhXTv3l3GjXVaWhpJJBKytLSUc39O\npLoLZ29vbwJAmzZtqjbbyxt7FBYWko2NDWlqatLp06dl8h4/fkzm5uZkZmbGj+WuXbsm2CcSlY5X\npftjZVw4KxovK2L69OkEgFauXCmY/9VXXyl0lawszZs3L/d5mpmZSU2bNqVOnTrxYwduvCUUTsvA\nwIC0tLRoxYoVpKGhwT+LAJCuri798YfyIazruvvm9/Wnqh5TFqFwWlazIqm4WLlwagzFMF2mFC8v\nLwJAwcHBKtUXCuck/c4ye/ZswXpCzxkTExNq3LgxPX36VG5sw7QYpsUwLaZiLYao9D3vwYMHTIsh\npsUwLabiYyyLsnoM02IUw7SYD0uLiY2NpaCgIPruu+9o2LBhZGRkROrq6uW+W+/evZuCgoJoxowZ\n1L9/f5JIJGRiYlLl8F/SMC2GaTEc0lqK9K9NmzZ07do1ufKtW7cmAPTTTz+Rjo6OTB2xWEw//vhj\npeyr63pMrQsnH/JPVdFo3sEb/CSeTWfvVVyBiDLDw3lh6dE38hMlGLIodeOeWkwUZKDcL/xr+frh\nXytf/9Ri+frbBle+jgoo6kQBUMuWLQU/pjRr1oxEIhHFx8fL5QUHBxMAGjlyJJ9WWFhI5ubmZGpq\nKiNGcHE9bWxsZF7+TExMyNLSssZFIiG4B2FAQAAFBQXRDz/8QGPGjCFTU1MCQIMHDxYcaCji8uXL\nBIDmz58vk84JA0IDjM2bNxMA+uWXX/i0rVu3EgDy9/eXK5+ZmUmGhoZyAx1OmNiwYYNcnTt37pCa\nmhpZW1vLpHMDJiEhzNramgDQyZMn5fI8PT1JXV1dTghQJBxVxba4uDi5OsXFxWRqakpmZmaCL3Av\nXrwgkUhEgwYN4tOcnJxIR0dHZrCkiKoKR23atJGZJOfi4kIAyNzcnO7cuSNTJy0tjdTV1cnFxUVw\nm3FxcXIvop07dyYAdObMGSKSfenl2o4i4WjKlCmC++EEycjISMH8/v37k7q6Or8fTjgSuqbSZGVl\nEQByc3OTue8VUdb2goIC0tHRIT09PUpPT5crP3fuXLl7jhOOhF4sCwoKSENDg5ydnSu0hUj2xU5I\n+GratCmZmprKpFW2z6wMnPhX9qW1qKiI/+goHf+bw8rKiqysrGTSKhKOhEQFThwXesEWgruXyopD\nRG+uU9kYxW/jGKWpzkk80dHRvLhV9kV00qRJ/PO2Ki9LZZk2bRoBoJ49e8rlFRcXk4eHB5mbm8v0\nfTUhHHEfpKRFgIMHDxIAGjJkiFx5VYWjZcuWKdymqmzbto0A0PTp02XSY2NjCQD5+voqva0+ffqQ\npqamjLiq6MW8oKCA4uPjBZ/BihCLxeW2QXNzcwIgFwtdWQIDAwkArVixQqnyqkziSUpKIjU1Nblx\nYlVJTk4mNTU1sre3l0nnBMzDhw/L1VFVOGrRooXCbapKeWOPAwcOCLZRjjVr1hAAOnToEBG9EY4+\n++yzCverjHCUkpJC8fHxSguSY8eOLVdYmzNnDgGgxYtVe785ffo0ASAHBweFZT7//HPS1dWVeV4o\nmsSTl5dHAEhdXZ0fc6WkpFB6ejpt3ryZ9PT0SCQSCY6JhajrotH7+lNVjymL9CQeh7kRvFbzMk+4\n32UoD9NlSinvGZKUlCSz4CooKIhWr14tU6a8STwNGzZU+GxVNInHysqKnj9/rvR4uLpgWgzTYoR4\n17QYojfvk0yLYVoM02IqPsayVNckHqbFMC3mQ9Fifv/9d749AyB9fX3B+1yaIUOGyNSxtbWVm6hc\nFZgWw7QYab755huKjo6m58+f08uXLyk2Npb8/PwIANWrV09uwrKZmRmvx3z++eeUmJhImZmZtG/f\nPmrQoIFSzxJp6roew8JpvYNoi9+E08orZOG0GG8HKhU6AZTGs7158yZmzZqF4cOH4+bNm1i0aBGA\n0hiOd+/eRePGjQXDHXh7ewMA/v33Xz5NQ0MDY8aMwYIFC7B3714MGzYMwJu4nuPGjZNx5Th8+HD8\n8ssvaNeuHYYMGQIPDw98+umnMDQ0VOpY4uLi+JjhHEZGRrwbYWUICwuTSwsMDERISIhg+fT0dKxY\nsQL/+9//cP/+fbk4korifZYNVQYAFhYWAIAXL17waVeuXAEAeHh4yJU3NDSEo6MjH6+zbB3umkhj\nZ2eHJk2aICkpCZmZmTKulY2MjGBjYyNXx9zcHElJSXB2dpbLa9y4MYqLi/H06VOlXNqpapuWlpag\nu+qEhASkp6fD1tZWxrWxNNra2jLxcIcPH45p06bBwcGBb2fu7u6oX79+hfZXlqtXr+Lq1asyaU2b\nNsW5c+d4F8gcsbGxKC4u5uOGl6WwsBAAZI7l33//hZqaGtzc3OTKd+jQoVzb2rVrJ5h+8eJFAMCZ\nM2cE47k+e/YMxcXFSEhIgLOzM/r27Ys5c+bgq6++wtGjR9G9e3e4u7ujZcuWMve3gYEB+vTpg4iI\nCDg6OmLgwIHo2LEjXF1doaOjU66tAHD79m28fv0a7u7uMDExkcv39vbGwoULZfogDqH7TSwWo2HD\nhjL3mzI4OjoKxl+1sLDgzx2gWp9ZWezs7KCvry+Tpq6ujoYNGyInJ0fQfXDjxo1x6dIlpfdhaGiI\nZs2ayaUL9VfKINSXdezYERoaGoLn4m0cY03g5uaG8ePHY8OGDWjdujUGDhwIExMTREdHIzY2Fg4O\nDrh582a1xfJdu3YtVq1ahebNmwuGDli9ejXOnDmDQ4cOKXRxWh3cvXsXp0+fhr29vUzccx8fHzRs\n2BD79+9HWlqaXExvVeDGL9XlEhoAfH19YWhoiK1bt2Lp0qX89eHGBoGBgXJ1Dh06hPXr1+Off/5B\nWloaiopkQ62kpaWhUaNG5e5XLBZXaygpoGrnJysrC7t27YJEIhE85upi06ZNvFvsitwbV4bg4GCU\nlJTI2R4YGIh9+/Zh48aNgq6vVaEm2mF5cM+ZlJQUwbFCYmIigNKxQs+ePdGyZUs4Ojpix44dSElJ\nQb9+/dChQwe4uLhAIpFUev9lxy5Vparnb+PGjQAgGL4BAPbt24ctW7bg119/FXxelKW4uJj/d+DA\ngVi+fDmfN3LkSLx69QqTJk3CsmXLBMeyjPcXPYkGXv2/RvMqrwh6mkxyY1Sd8vrA5ORkzJ8/XybN\n0tJSaW2jTZs2lXq2Smsxvr6+6Nq1K9NimBYDgGkxANNimBYjD9NimBbDwbSY6oFpMaVURouZMGEC\nJlqLmPQAACAASURBVEyYgLy8PNy4cQN//PEH/P39ER0djfXr1wvW+euvv/DXX38hOzsbN27cwPz5\n8+Hu7o4NGzZUi/bDtBimxUizatUqmb9dXFywe/du+Pn5Ye/evVi5ciVWr17N53N6zCeffIKwsDDe\nNl9fX2hoaKBv375YsmRJjeqUbxOmKLyDaElN4slVdhKP1GCbTeJhVBVdXV20a9cO+/btQ5MmTbB8\n+XJMmDABFhYWfIxmRYMfLj0zM1Mmfdy4cVi8eDE2bNjAT+LZuHEjJBIJRo4cKVN29erVaNy4MT9g\nW7p0KTQ0NNCzZ0+sWrVK8OVFmri4uCoJXQD4uJKFhYWIj4/H1KlTERoaChsbG8ydO1embGZmJtq2\nbYukpCS0a9cO/v7+MDExgYaGBh/LMj8/X3A/0qIIBxc3l3tgAeDPe8OGDQW3Y2ZmJpemzLV68OAB\nsrKyZOxQJNBxdgnlc3mcqFERqtrWoEEDwUFFeno6gNKBUtlrL82rV6/4/3/zzTeoV68efvvtN6xd\nuxZr1qyBSCSCh4cHVqxYISgyqEpAQABCQ0NBRHj27Bn++OMPzJ07F3369MHFixdlBBPuWGJjYwUF\nG6FjycrK4ttcWRS1GQ6htiNtx4oVK8qtz9lhaWmJv//+G/PmzcORI0ewb98+AKXCwvTp02XiGe/c\nuRPLli3D9u3b+fiyWlpa8PPzw8qVK8u1WdU+CBC+34DS9it9vylDedsqKSmpFnuVpbx7try8si+2\n5VHe8QKo9PkTusbq6uowNTXFs2fP5PLexjHWFOvXr0e7du2wceNG7Nq1CwDg7OyMo0eP4o8//sDN\nmzfRoEGDKu/n119/xeTJk9GyZUucPHlSTlhNTEzEd999h5EjR/KxmWuKTZs2gYjkXqg0NDQwYsQI\nrFq1CqGhoZg+fTqfx8Vmlr5/ysLlScdxNjc3BwA8evSousyHtrY2Bg8ejE2bNuHYsWPw8fFBYWEh\nduzYgfr16/PxzTnWrl2LyZMnw9jYGF27dkXTpk2ho6MDkUiEAwcO4OrVqwrHAVXF0NAQaWlpyMrK\ngqmpqVx+dnY2gFLRvrJs3boVr1+/xtChQ6tF5BOiqKiI/yhXmTjvFVFcXIyQkBCoqanh888/l8nz\n8fGBmZkZIiIi8PTpU5nnYFXa4e3bt6u1HZYH94zevXt3ueW4Z7S6ujpOnTqFBQsWYM+ePZg5cyaA\n0hjoAQEBWLJkCfT09GrMXq6f5p6JZeHaqbIfiaXJyMjA3r17oa2tLXetufzx48fD29sbX3zxhVLb\n1NHRgUQiQUFBAXx9feXyfX19MWnSJPz999+VtpfxbqOnpQHk/P8knvxCAFq1axDjvaBRo0a4ffu2\n4GQTT09PXlwvKiqCWCyu1LYVvespYvXq1bCxsUFwcDB++ukn/PTTT0yLYVoMAKbFKDoWpsW8gWkx\nsrYwLYZpMRxMi1EepsWUoooWo6WlBXt7eyxfvhxEhA0bNqBLly7w8/NTWMfAwABubm6IiIiAi4sL\nvvjiC3Tp0gVNmjSptM0cTIsphWkxFTNhwgTs3bsXZ8+elUk3NjbG8+fP0b9/f7mxZ69evSCRSJCQ\nkICsrCyV7K5rsEk87yBa4jedUF6h4k5LGhlPPGVWnTBUxGt26U9V+q4t/anKsJ2q160mjIyMYG9v\njytXruDKlSuwsLDgO8anT58K1vnvv/8AyHf8jRs3Rp8+fbB//37Ex8fjxYsXuHHjBoYMGSK32kZd\nXR1ffvklvvzyS+Tm5uL8+fP466+/sHv3bty8eRM3b94sdzVZYGBgtc3EFIvFaN26NSIiItCyZUsE\nBQWhV69e+OSTT/gywcHBSEpKQlBQkNwM3IsXL+Lnn3+ush3c+UxNTRXMF7oe0tdKaDWXomv1NlDV\nNkWzgrlyvr6+vGChDP7+/vD390dmZiYuXLiA/fv3Y/PmzejevTvi4+Or5WVOGpFIhIYNG2LOnDl4\n8eIFVq5ciblz5+Knn36SO5apU6fKpJeHgYEBMjIyUFRUJCceKWoz0jYJIT3IU/aFo0WLFti5cyeK\niopw9epVnDhxAr/88gsmT54MXV1djB49GkDpS9m8efMwb948PHz4EGfPnkVoaCi2bt2K5ORknDt3\nTuE+VO2Daot3zd63RWpqqtzqgeLiYqSnp6v0glvXGTVqFEaNGiWXPmbMGABA27Ztq7T9NWvWYOrU\nqWjVqhVOnjwp2HfdvHkT+fn5CAkJUbiS2dbWFgCwf/9+9O/fXyVbCgsLERoaCgCYPXs2Zs8WHktt\n2rRJRjji7gHuhViItLQ0ALJCJrfC9Z9//qnWF7iAgABs2rQJYWFh8PHxQWRkJNLT0zF58mSZD2hF\nRUUICgqCmZkZrly5IicSS68GrQns7e2RlpaGhIQEmZV2QGn/kpOTgyZNmii1urYsmzZtAlD+ipqq\nEhERgf/++w8eHh6wt7evtu1GRkbyH0PLE6A2b96MOXPm8H9Lt0NFHlsUtcNTp07h5MmT/LOuJuHs\nDA8PR9++fZWqY2xsjNWrV2P16tW4e/cuzpw5gw0bNmDdunXIzMwUXDFaXXDXNiEhQTCfW61mZ2dX\n6W2HhYUhPz8fAQEBgh85Hjx4gLS0NJw6dUpG7JOma9euAEo/XnMfmu3t7XH9+nXBbXKrZ3Nzcytt\nL+Nd5M1YWV9TA0Dph4CXebX/ceqD4APQZdzd3REVFYWTJ08KjherQmVX1aqrq2Py5MkYNWoUnj9/\njri4OKbFMC0GANNiFMG0mDfUNW3jXbP3bcG0mFKYFsO0mKpSl7UYHx8fbNiwAadPny53Eg+HRCJB\n586dcf36dcTExChVRxFMi5HnQ9ViKoL7JlzWi6a9vT0SEhIEt6mmpgYDAwOkpaUhNzf3vXiGC6tU\njDqNSuG0mCceRg3BueXkZrrq6+vDxsYGjx8/5jt5aaKiogAATk5OcnlffvklgFIPPMq4WgNKV/sM\nGDAAu3btgre3N+7du4cbN26ofkAqoqOjg2XLlqGkpAQzZsyQybt79y4AYODAgXL1yrpVVhXufApt\nLysrC3FxcXLpnLh1+vRpuby7d+/i0aNHsLa2VukhW1Wq27bmzZvDyMgIMTExSq9Ak8bIyAg9e/bE\npk2bEBgYiIyMDBnxgnPfWdkVLuXxww8/oH79+li3bh2SkpL49Hbt2kFNTa1c8aQsn3zyCUpKSnDh\nwgW5vPPnz6tkX/v27QGgUnZwaGhowNnZGTNnzsSOHTsAQM6tOoeFhQWGDx+Oo0ePwtbWFufPny/3\nxdHe3h46OjqIi4sTdBtcXh9UG1Slz3yfEerLzp07h6KiIhlh/n3m2LFjSElJgYeHh1Ku7xWxbNky\nTJ06FY6OjoiKilIoeFtZWWH06NGCP271y6BBgzB69GhYWVmpbE94eDiePXsGe3t7hfv76KOPkJCQ\nINMO2rRpA6B8oYXL48oCgLW1Nbp06YK8vLwKV6sCUHoVlru7O2xtbREeHo6srCzefXNAQIBMubS0\nNGRmZsLNzU1ONHr16hUfsqCm4NzAHzlyRC7v8OHDMmUqw6VLl3D16lXY2dnB09OzSjaWBzcerE4v\nPMAb0at3796CbZD7wBgcHCwTUraidpieno7ExERoamrKTDoaOXIkxGIx9u7di1u3bpVrm7JtsLyx\nR1We0QDQrFkzjB49GmfOnIGenh7Cw8OV2q+qeHl5ASjt98qurHv58iWio6Ohra3NH1dl4K61ojZk\namqqsC/ixHIfHx+MHj0arVq14ut17twZAATfO7i0qvSVjHcIqY+sOtpvXJ6/ymeTeBjVQ2BgIDQ0\nNLBnzx6ZMD21Tf369ZkWA6bFVATTYpgWw1HXtA2mxQjDtBimxTAtpnqoy1oMN4lGyEtcddYRgmkx\n5fMhaTEVERMTAwByk7bK02JSU1ORlpYGXV3dGvMY/tYhIvarpR+Ay7a2tlRZdsY+IMuZkWQ5M5Km\n7vxXqToFjx/TLfvmdMu+OSV08qj0Pj80bt26Rbdu3aptM+oEAKi0q5Bn//79BIDEYjE9ffqUT1+0\naBEBoH79+lFRURGf/vz5c7KysiIAdO7cObntlZSUkJ2dHRkbG5O2tjbZ2dnJlcnLy6MTJ05QVlYW\nZWdn8+kFBQXk6OhIAGr02nl4eBAAioqKErS/devWBIBOnTrFpy9ZsoQA0Nq1a2XKX7lyhQwMDAgA\nBQQEyOQFBAQQAEpKSpLbT1RUFAGgoKAgPu3ly5dkbGxMGhoaFBsbK1N+ypQp/HWU3l50dDQBICsr\nK3r27BmfXlRURP369SMAtHDhQpltWVpakqWlZbnnRghFx6Noe9VtGxHR999/TwBowoQJ9Pr1a7n8\nJ0+e0M2bN/m/Dx8+TIWFhXLlevfuTQDof//7H582aNAgAkD3799XuH8hQkJCBK8/x8qVKwkA+fv7\ny6R//vnnBIAWLFggaOPdu3dlbAkNDSUA1LFjR8rPz6fs7GzKzs6mzMxMsre3JwDk4eEhs42goCCF\nbZ2IKD4+nsRiMdna2tKdO3fk8vPz8+ns2bP835cuXZLpJzh2795NAGjw4MFERPTs2TOKiYmRK5ed\nnU1mZmakoaEhc+8L2T527FgCQBMnTpQ7L4aGhiQWi2XOj9A9JU1FbUuapKSkcq+p0H2iap+pDELn\nh6Oy9zPXXkNCQpTeTkXtSNF+bW1tKSMjg0/Pzc2l9u3bEwAKCwuTqfM2jlEa7v5RBktLSwIgeJ9y\nZGVlyaXdvXuXLC0tSV1dnS5evKjUvoRYsGABASBnZ2dKT09XeTvcuUpMTFR5Gxxdu3YlALRz506F\nZYKDgwkADRs2jE8rKioiGxsbhdfn+PHjpK6uToaGhpSZmSmTFx8fTwYGBqSmpkYrV64UvB4pKSk0\nZMgQpdsqEdHChQsJAC1evJjEYjG1bt1arkxxcTHp6OiQpaUlvXz5kk8vKCigUaNGCT6fFfUjBQUF\nFB8fT3fv3lXaxvv375OmpiaZmJjI7CMjI4M/nxcuXJCpk5mZSfHx8fTkyROF2+VsX7lypdK2EBF1\n6NBB6baUnJxMampqZGpqSnl5eeWW5cYZ5d27HA8fPiR1dXUyNjam3NzcCm09duwYn8Y9L5o0aUIP\nHz6UKV9cXEwjR44kABQYGCi3Pa6vt7KykhurcRw+fJi8vLwqPAai8sceBQUFZGNjQ9ra2nTo0CHB\n+hcuXKCcnBwiKm0nN27ckCvz+PFjEovF1KBBAz7t5cuXJBKJqFOnTgptS0lJofj4eH77ytCtWzfB\n8fLUqVMJAI0fP16uTnx8PMXHxyvc5tmzZwkAtWrVSmk7pOHa1fHjxwX3raGhQQ0bNpRpC7m5udS5\nc+dyxxVlUfbd09bWlgBcpjqgZbwPP1X1mLLcat6C11rGhV3itZr/XVPchzKUg+kyb5g3bx4BIEtL\nS4qOjhYs8/z5c76MNELv4hW9sxDJj5U5LaakpERmPMy0GKbFMC3mDRVpMUSl75MPHz5kWgwxLUZZ\nO5kW8wZl9RimxcjDtJhSPhQt5vTp01RcXCyTlp2dTXFxcWRubi6ndaSlpdG1a9cEtxUREUEaGhqk\np6cn0z8QMS2mLEyLKUVZLeby5cv06tUrufSrV6+SqakpAaBt27bJ5D1//pyMjIxIS0tLps0WFxeT\nv79/he84ZanregwLp/UOoiXliSdflXBazBMPQwWkXQ/n5OTg1q1b/KzhxYsXy8TMnT59Og4fPozw\n8HC0adMGPXv2xOvXr7F79248e/YMM2bM4F0qSiMSiTBhwgR88803AIS98OTm5qJLly6wtLSEs7Mz\nmjVrhry8PBw/fhzx8fHo27cvWrRoUc1HrxwikQjz58+Hr68vvvvuO36ljb+/P1asWIEpU6YgKioK\ntra2SExMRGRkJAYMGICdO6vugltPTw8bN27EkCFD0LFjRwwZMgSNGjXC+fPncePGDXTq1EkufqSb\nmxtmzJiB5cuXo1WrVvDz84Ouri4OHz6MGzduoEOHDvj222+rbJsq1IRt33//Pa5evYr169cjIiIC\n3t7eaNy4MZ49e4bExERER0dj0aJFaNmyJQBg6NCh0NLSQocOHWBlZQUiwrlz5xAbGwtnZ2d06dKF\n33bnzp2xe/duDBgwAD179oS2tjYsLS1VivcpzZdffolVq1Zh69atmDlzJm/bunXrkJiYiB9++AFb\ntmxBhw4d0LBhQzx58gTx8fGIjY3Fjh07YG1tDaC0Df711184cuQIWrVqhR49eqCwsJCPaXvnzh2F\nISQU0bx5c2zevBmjRo2Cg4MDevToATs7OxQWFuLBgwc4d+4c6tevj9u3bwMAtm/fjl9//RUeHh5o\n1qwZjI2Nce/ePUREREBTU5MPT/H48WO0b98eLVq0gJOTEywsLJCdnY3IyEg8ffoUkyZNgr6+frm2\nLV26FOfOncO6desQGxsLLy8vpKWlYdeuXXj58iXWrVvHn5u6gKp95vtMixYt4ODgAD8/P4jFYoSH\nh+PevXvo1atXle+rmiQtLU3G7TDnynX06NG8O/RZs2ahefPmfJnRo0cjJSUFzs7OMDY2xt27dxER\nEYHCwkIEBwertNoBKHVb+sMPP0BdXR0dO3bE2rXyoSKsrKyqLaSBMiQlJeHEiROoV69euS6ghw4d\niqlTp2Lv3r345ZdfYGJiAnV1dWzduhU9evTAyJEjERoainbt2kFdXR3Xrl3DkSNHIBaLERYWJucu\ntXnz5jh69CgGDhyI6dOn4+eff0bnzp1hbm6OnJwcXL16FdHR0RCJRHz8aWXw9/fHDz/8gKCgIBQW\nFsqt/AJKXblOmjQJS5cuxccff4x+/fqhoKAAUVFRyMjIgJeXF7/KsyIeP36MFi1awNLSEsnJyUrV\nsba2xooVKzBp0iS4uLhgyJAhkEgk2LNnDx49eoRp06bJuXbev38/Ro4ciYCAAN7dtjTZ2dnYuXMn\nJBKJ4DGXRbqNcS56Z86cyfflY8aMEezjgoODUVJSgoCAgHJDcwBvPEIqsyosODgYxcXFGDFiBLS0\ntBSWGzNmDM6fP4+NGzfy4ZQ8PT0xc+ZMLFu2DC1btkS/fv1gaWmJ7OxsHD9+HLdv30bLli2xcuVK\nue3NmTMHRUVFmD9/Ptq2bQs3Nze4uLhAT08PqampOHv2LBITE+Hi4lLhMQDljz3EYjH27duH7t27\no1evXnBzc4OjoyN0dHTw8OFDxMbG4v79+/jvv/+go6ODq1evwtfXF87OzmjVqhXMzc3x/PlzhIeH\no7CwUOa+0NPTg6urK86dO4fhw4fDzs4O6urq6Nu3L1q3bg2g9N44c+YMoqKilF4d+Ntvv8HNzQ2T\nJk3CyZMn0aJFC1y6dAlRUVGws7PDokWL5OpwY34qnZAhR015cgJK+5Vly5Zh2rRpaNOmDfr37w9d\nXV0cPXoUCQkJcHV1rVR/wng/0JO8ceH/knniYVQjP/zwA4gIP/74I9zd3eHs7Ix27drBxMQEmZmZ\nSE5OxokTJwAAnTp1qhEbOC3GysoKTk5OaNq0KUpKSpgWw7SYCmFazBstpm/fvsjJycHBgwfRtm1b\npsXUMkyLkYdpMUyLYVqMPO+iFtOvXz8YGRnB1dUVFhYWKCoqwp07d3DixAkUFRXh66+/5nUOAHj4\n8CE++eQTODk5wcHBAY0bN0ZmZibi4uIQExMDsViM4OBgPnQ0B9NimBYjhLJazNq1a7Fv3z54e3vD\nwsICmpqauH37No4cOYLi4mKMHTsWn332mUydevXqYePGjRg6dChcXV0xcOBA1K9fH2fOnMGVK1fQ\nrFkzpbx/vTO87VlD7Ff1lV9Hb/zHr+4aFfK3UnVK8vP51WG3WjpQSUlJpff7IcFWfL0B/z8rWfqn\nrq5OZmZm1LdvX5kZsdLk5ubSokWLyMHBgbS0tEhPT4/c3d1p+/bt5e4vIyOD1NTUSFNTk9LS0uTy\nCwoKaNmyZdSlSxdq0qQJaWpqUr169cjV1ZV+//13fmVLTVHe6i8OZ2dnAkAHDx7k027evEl9+vSh\n+vXrk46ODjk5OdGmTZsUzvCu7OovjmPHjpG7uztpa2uTkZER9e3bl+Lj48vd3o4dO8jd3Z309PRI\nU1OTWrZsSQsXLhScEf22Vn9Vt20cJSUl9Oeff5K3tzcZGxuTWCwmc3Nzcnd3p0WLFtGDBw/4sr//\n/jv179+frK2tSVtbm4yNjcnR0ZGWLVsmt+qjqKiIZs+eTdbW1qShoVHuahRpKlr9RUS0du1aAkAD\nBgyQSc/Pz6dffvmFPv30UzIwMCCJREIWFhbk7e1Nq1evlrt/cnNz6fvvvycrKyuSSCTUtGlTmjNn\nDj169IhfeSSNsqt2rl27RgEBAdS0aVOSSCRkbGxMDg4ONG7cODp58iRfLiYmhiZMmECtW7cmY2Nj\n0tLSIhsbGwoMDKTr16/z5V68eEHz588nLy8vMjc3J4lEQmZmZuTh4UHbt2+Xe34pOtcvXrygGTNm\nULNmzUgikZChoSF16dKFjh49Kle2tld/EaneZ1ZEeW2xLq/+ysvLo++++45vr9bW1jRv3jxBbxxv\n4xilKW/lF3f9y/uVPRehoaHk5uZGJiYmJBaLqXHjxjR8+HC6evWqQhuUgTv35f2U6aeIqm/115w5\ncwgATZ06tcKy3CrOn376SSY9KSmJJk6cSHZ2dqStrU2amppkbW1NI0eOlOlLhHj58iX99NNP5Onp\nSfXr1ycNDQ0yMDAgJycnmjVrVqVX8BIR73FDQ0NDcIUrEVFhYSGtWrWKWrRoQVpaWtSwYUMaMWIE\nJScnV2p1PJeubH8kzcGDB6lTp06kp6dHOjo65OLiQqGhoYJlK3o2/fbbbwSAhg4dqtS+K2qHQvdb\nUVERvzrs9u3bFe7D0dGR9PX15VaFlaW4uJgsLCwIQIX3WE5ODr9iODU1VSYvMjKSevfuTQ0bNiQN\nDQ3S19cnFxcXWrRokeAqImlu3bpFEydOJAcHB9LX1yexWExmZmbUo0cPCg4OrtDrEIcyY4/U1FSa\nOXMmOTg4kLa2Nunq6lKzZs1o4MCBtGXLFn4l5MOHD2n27Nnk5uZGDRs2JIlEQo0bN6YePXrIrHbn\nSExMpN69e5OJiQmJRCK566jMeFmIBw8eUGBgIJmZmZFYLKamTZvSpEmTFK5e5dqQEBkZGaSlpUXa\n2tr04sWLStnBUZ4nHo7IyEjy8vIiAwMD0tTUpBYtWtCCBQsEPQ0ooq6v/Hpff6rqMWWR9sQTtP8a\nr9X8ca7yzxSGLEyXkef27ds0ZcoUatOmDRkaGpKGhgYZGxuTi4sLTZkyhS5fvixXp7o88XBaTI8e\nPZgWw7SYSm2LiGkxZbWY6dOnMy2GmBajrJ1Mi3mDIj2GaTHlw7SYD0+LWbNmDfXs2ZOaNm1K2tra\nJJFIqEmTJtS/f386cuSIXPmMjAyaM2cOdejQgX8f19HRoebNm9P48eMVjsmZFsO0mLJURovZv38/\n+fr6ko2Njcw16d27N4WHh5dbNzo6mnr16sX34R999BFNmzatwrZYlrqux4ioVLxg1AIikeiyra2t\nE7ciVVnOJT7H53/8DQBwb2aKbWOUmxV8++PWoP+PP2wf9y/Uypnt+KHDxRmvrVVEHzKnT5+Gl5cX\nRowYgS1btigs9/LlSwCocBUIg8GQR/r+OX78OLp164ZZs2ZhyZIltWwZg1H3Yc8fBkN1auL+yczM\nhKmpKaZNm4bly5dX23YZjLeFsu+ednZ2SExMvEJEzm/DrvcdVfWYssS3aFEqYQI49NNerDubBAD4\npqsdJnW2raqZHzRMl6m7sPEwg6E63P0TExPDtBgGo5Kw5w+DoTrVff8wLYbxPlDX9ZjK+Wtk1Amk\nw2nlFhQrXY+F1GK8C3AP/IkTJ9ayJQzG+8WTJ0/k0tLT0zFr1iwAgK+v79s2icFgMBiMKnPu3DmI\nxWI+HCuDwWC8VaQWxulpvdFqXrFwWgwGg8EA02IYDAaD8X7CtBgGo+apOFAdo86hpfFGGMorLFG6\nnpqODoozMwH8/yQeE5Nqt43BUIXr168jMjISly9fxuHDh9G7d2+4urrWtlkMxnvFN998g6tXr8LN\nzQ2GhoZ4/PgxTpw4gYyMDIwfPx7t2rWrbRMZDAaDwag0ffr0QV5eXm2bwWAwGNDTfCOxvcxjk3gY\nDAaDIavF1K9fH0lJSTh+/DhevHjBtBgGg8FgvLMwLYbBqHnYJJ53EG3JGwdKeUUqeuLJyalWmxiM\nqnD58mXMmTMHBgYGGDRoEH777bfaNonBeO8YMGAAUlNTERERgczMTGhpacHBwQGjRo3CmDFjats8\nhhJkZmZizZo1SpUNDAyElZVVzRr0AbBmzRpk/v8EaI78/HwAgKamJp/m6ekJT0/PGrUlOTkZoaGh\nSpWdMmUKjIyMatQeBoPBYDAYsuhrvZHYmCceBoPBYADCWkzz5s0xduxYpsW8IzAt5u0jpMUA8noM\n02IYDAaD8T7DJvG8g2hKeeLJr6QnHo6SHBZOi1F3CAwMRGBgYG2bwWC81wwePBiDBw8GwGJIv6tk\nZmZi/vz5SpX19PRkwlE1sGbNGqSkpChV9m0IR8pe/8DAQCYcMRgMBoPxlpH2xPMqr7AWLWEwGAxG\nXUFaiwGYHvMuwrSYtw/TYhgMBoPBYJN43km0xG8m8eQWVsYTj/QkHuaJh8FgMBiMdwkrKysQUW2b\n8UGRnJwsl1Zboqunpye7/gwGg8Fg1GFkJvEwTzwMBoPBYLwXMC3m7SOkxQC1o8cwLYbBYDAYtYVa\nxUUYdQ0tsVQ4rUpN4pEKp/WaeeJhMBgMBoPBYDAYDAaDwagO9KTCab3MY5N4GAwGg8FgMBgMBoPB\nYKgGm8TzDiLtiSevsFjpmcAy4bTYJB4Gg8FgMBgMBoPBYDAYjGpBT1PM/5954mEwGAwGg8FgMBgM\nBoOhKmwSzzuIWF0NGmoiAEAJAQXFJUrVE+mwcFoMBoPBYDAYDAaDwWAwGNWNtCceNomHwWAwtbB5\n2wAAIABJREFUGAwGg8FgMBgMhqqwSTzvKLLeeJSbxKPOwmkxGAwGg8FgMBgMBoPBYFQ7uppvdJpX\neUVKe01mMBgMBoPBYDAYDAaDwZCGTeJ5R5GexJNfWKxUHRlPPK+ZJx4Gg8FgMBgMBoPBYDAYjOpA\nU10dEo1Sma2ohJBfpNyCKwaDwWAwGAwGg8FgMBgMadgknncULfGbS6eSJ54c5omHwWAwGAwGg8Fg\nMBgMBkNlRCKZP/U134TUepnHQmoxGAwGg8FgMBgMBoPBqDxsEs87irQnnlzmiYfBYDAYDAaDwWAw\nGAwG4y0jNYlHTQ16Wm8m8bzKZ5N4GAwGg8FgMBgMBoPBYFQeNonnHUXWE49yk3jUpCfxME88DAaD\nwWAwGAwGg8FgMBjVhp6UJ55XzBMPg8FgMBgMBoPBYDAYDBVgk3jeUbSlPPEoPYlHOpwW88TDYDAY\nDAaDwWAwGAwGg1FtSE/ieZlfWIuWMBgMBoPBYDAYDAaDwXhXYZN43lFUCacl44nnNfPEw2C874SG\nhkIkEiE0NFQm3crKClZWVrViU3kospfBqAiRSARPT8/aNuOD4G3cp56enhCJRBUXrCFYX8SoCyQn\nJ0MkEiEwMLC2TWEwGAxGJdDXYp54GHWLwMBAiEQiJCcnV6pebY/J32WYFsP4UGBazNuDaTEMxtuB\naTEMBqMuwSbxvKNoakh74ilRqo6ajpQnHhZOi6EkIpFI7qepqQkrKysEBAQgPj6+tk2sFTIyMrB0\n6VJ4enqiQYMGkEgk0NfXh4ODA0aOHImIiAgQUW2bWac4ffo0RCIR5s2bV9um1AiqvuxyL6ll7zFL\nS0sMHz4cV69erQFrGQxGTREfH4+goCD069cPTZs25e/roqLyP+Tt378f3t7eMDIygpaWFlq0aIEF\nCxYgLy9PZVvS09MRHBwMX19fNGvWDNra2jA0NESHDh3wxx9/oKREuTHk6NGj+eO4e/euyvYoYtu2\nbfz2jx07prDcvHnzKnyOcH2qIsElJycHa9asgbe3N//8NjIyQrt27fDdd9/h/v37VTyauktkZCQ8\nPT1haGgIPT09uLq6IiwsrFLb4D4Elvfr3LmzTJ1Hjx5h0aJFGDRoENq0aQNDQ0Ol2lJubi6CgoJg\nb28PLS0tNGjQAIMHD66xsefYsWMhEomgo6ODzMxMheW45/3p06cVluHOkyIB+uHDh5g1axacnZ1h\nbGwMsViMBg0aoEuXLvj555+RlZWllM2qfpitDmrqo01GRgamTJkCKysraGpqwtzcHKNGjcKjR4+U\n3gYnvFb0O3funEy9mTNnonPnzrCwsIC2tjZMTEzwySefYP78+UhPT1e4PyJCWFgYPD09YWJiAm1t\nbVhbW2Pw4MFISEhQ+Vww3hWk3vlKSmTDaeWzSTyM6iUhIQHffPMNnJycYGJiArFYDBMTE7i6umL6\n9Om4fPlybZtY4zAtpvIwLUYYpsUwGO8XTIupPEyLeTvUBS2mWbNmMDQ0hIGBQaXaUkJCAnR1dSES\niTBixIhK2awsdnZ2EIlEcHNzK7ccd5zlYWVlVa5G8vfff2P06NGwt7eHvr4+/9z38/PDrl27UFys\nnMOM2pqYXZNjulu3bmHw4MFo0KABtLS0YG9vj6CgIOTm5iq9DaGxVdmfurq6TJ2HDx/iyy+/hKur\nK8zMzHgdqGPHjggJCUFhobx324r2s379+iqfj7qCRsVFGHURbcmbhp5fpGw4LWlPPCycFqNyBAUF\n8f/PysrC33//jT///BN79+7F+fPn4ejoWIvWvV0OHjyIgIAAZGZmwsrKCj179kSjRo1QUFCAe/fu\n4cCBAwgNDYWfnx92795d2+bKcfLkydo2gSFAmzZt0L9/fwBAdnY2oqOjsX37duzduxcnT56Eu7t7\nLVtYd4mPj4eOlLc5Rs3h6+uL9u3bo1GjRrVtSo1R1WM8evQoFixYAHV1ddja2kJLS6tC8ef777/H\nwoULoaenh4EDB8LU1BTnz59HUFAQjh07huPHj0NbW7vStuzevRtffPEFGjVqBC8vLzRt2hSpqanY\nt28fxowZg8OHD2P37t3lvgRHRERg8+bN0NPTw6tXryptgzJs3LgRIpEIRISNGzeiW7duNbKfmJgY\n+Pn54fHjx2jSpAl69uwJc3Nz5OTk4N9//8WyZcuwYsUKxMTEwMnJqUZsqC3WrVuHr7/+Gqamphgx\nYgQkEgn27NmDwMBAXL9+HStXrlRqO/3791coVGzZsgX379+Hj4+PTPo///yDuXPnQiQSwdLSEoaG\nhuVOkgGA/Px8dO3aFdHR0XBxccHkyZPx8OFD7N69G4cOHcKpU6fg6uqqlM3K8PLlS/z1118QiUTI\nzc3F1q1bMXHixGrbvjTBwcGYOHEi8vPz0aZNG3z22WcwNjZGeno6zp8/jylTpuDHH39EWlpajey/\nLpOeng43NzckJCTA29sbQ4cOxe3btxESEoJDhw7h4sWL+OijjyrcjpGRkcy7izQPHz7E5s2bYWpq\ninbt2snkrV69Gk5OTujatSsaNGiAnJwcxMTEYN68edi4cSNiYmJgYWEhUycvLw+DBg1CZGQk7O3t\nMWzYMOjr6+PJkyc4d+4cEhISYGdnp/pJYdR9iAC8eY7qabFJPIzqh4iwYMECLFiwACUlJXBycsKQ\nIUNgYmKCly9f4tq1a/jll1+watUqrFu3Dl999RVfd8mSJZg1axYaN25ci0dQPTAthlETMC1GdZgW\n8/ZgWkzFMC2m8jAtpuapK1qMtbW1UlqMNEVFRfj888+hplZzvkCioqKQmJgIkUiEixcv4saNG2jV\nqlW176ewsBCTJk3C+vXroa6uDg8PD/Tq1Quampp49OgRTp06hb1792LgwIHYs2dPte+/rnPp0iV4\ne3ujsLAQfn5+sLCwwKlTp7BgwQKcPHkSJ0+ehKamZoXbcXR0VKjFnDt3DqdOnZJrp/fu3cO2bdvg\n6uqK/v37w8TEBOnp6Th8+DBGjRqFP//8E8ePH4eGhvx0ln79+gl+l3ZxcVHyyN8BiIj9aukH4LKt\nrS2pwvRdcWQ5M5IsZ0bSX3+nKFWn4Gkq3bJvTrfsm9Md9w4q7fdD4datW3Tr1q3aNqNOgNKlhYJ5\nEydOJAAUEBDwdo0iouzsbMrOzn7r+z158iRpaGiQlpYWbdq0iYqLi+XK5Obm0qZNm2jQoEFv3T5p\nQkJCCACFhITUqh0cUVFRBICCgoIE8+uavZXFw8ND4b1SHtxxC91H48ePJwDk6elZDRa+obbuHwZD\nGVS9l94WFd0/t2/fppiYGHr9+jUREVlaWhIAKiwsFCx/5coVEolEZGRkRPfu3ePTS0pK+Oeson6z\nIk6ePEkHDx6Ue1b9999/ZGFhQQBoz549Cus/e/aMGjZsSEOGDOGvS2Jiokq2KOL27dsEgLp06UJO\nTk4kFovp6dOngmWDgoIqPB+K+tT4+HgyMDAgNTU1Wrp0qeD1uH//Pg0aNIiioqKqcETVQ1JSUrWN\nsZKSkkhTU5NMTEwoKSmJT8/IyCAbGxsCQBcuXKjSPl68eEHa2tokkUjo+fPnMnkPHz6ks2fPUlZW\nFmVnZ1OHDh0qbEuLFy8mAOTn5yfTfg8cOEAAqGXLloJjMFVZv349AaCpU6eSRCKh1q1bKyzL3Qvl\ntZOAgADBMc22bdsIABkbG1NkZKRg3fPnz1ObNm2Uspvbj/R1fVsAIA8Pj2rd5rhx4/jrIM3PP/9M\nAKh79+5V3sesWbME90FUOoYXYs6cOQSAvvjiC7m8L7/8kgDQ7NmzBdtkQUFBhTYp++5pa2tLAC5T\nHdAy3odfVfQYaW7Z2/M6S0lhIS35Xzyv1aw7Vb3PzA8Npsu8Yd68eQSALCws6Pz584JlUlNTafbs\n2bRo0aJq2Wd5Y/LaeJ9kWozqMC1GmNrQYoiYHsOou9R1LYao/PuHaTGVg2kxwryvWgwRKaXFSDN/\n/nySSCT8+/jw4cOrZKsQQ4cOJQA0c+ZMAkBff/21wrLlfafk4O77shrJ2LFjCQB9/PHHdPv2bbl6\nRUVFtGXLFvLz81PKbktLS7K0tFSqbHVS0ZhOFYqKiqhFixYEgMLDw/n04uJiGjhwIAGgJUuWVHk/\n7du3l9sHEVF+fr5CLcXT05MA0M6dO2XyqnPsWtf1GBZO6x1FS/zGE09ugbKeeKTCab1m4bQYVYeb\nnf38+XO5vPz8fCxduhStW7eGjo4ODAwM0LFjR+zatUum3O3btyESieDt7a1wPx9//DHEYjGePn0K\noHTy4bZt29ClSxfUr18fWlpasLCwQPfu3bFz585qPEJZiouLMWHCBBQVFWHt2rUYM2aM4ExkLS0t\njBkzBtu3b5dJl47te+TIEd6NovSs+wMHDmDEiBGws7ODrq4u9PT04OzsjLVr1yp0tXn37l0MGjQI\nxsbG0NXVhZubGw4dOqTwOMpz97djxw54eXnB2NiYdyG6cOFC5Ofny5XlwiikpaVh3LhxaNSoETQ1\nNeHg4ICQkBCZsoGBgfDy8gIAzJ8/X8a9nVA4ikOHDsHNzQ26urowNjaGn58fEhMTBW3+77//8NVX\nX8HKygoSiQT169fHgAEDFLoSV7Ztchw8eBCdO3fmj8/c3BweHh747bffALwJ2XDmzBn+vHC/qoaZ\nGD16NAAgNjZWMP/169dYsmQJHB0d+fby6aefYseOHQqPfd68eWjdujXq1asHa2trzJ07F/n5+YL2\ncu5ST58+je3bt8PV1RV6enpy7efSpUvw8/ODmZkZJBIJLCwsMH78eDx58kTOhvv372PcuHG8O1kT\nExN8/PHHmDBhgkyoioKCAqxduxZOTk4wNjaGjo4OrKys0K9fP5w4cUJmm4rOdVZWFmbPns2HYjE2\nNkb37t3l6gOy7ijj4uLQq1cvGBkZQUdHBx4eHrhw4YLgORVCOn5ycnIyhg4dinr16kFLSwsuLi6I\njIwUrFfZtqks3PlJTU3FqFGj0LBhQ76v4EKJ5OTk4Ntvv4WlpSV/HwutXlUUo5zrV16/fo1vv/0W\nTZs2haamJpo1a4Zly5ZxH8sqRX5+PubOnQtra2toamrCxsYG8+fPR0FBQa0co7LY29vD1dVV6dVa\n+/fvBxFhzJgxMh4mRCIRFi9eDJFIhN9//11pl67SeHt7o0+fPnLPKjMzM0yYMAEAyg0JNG7cOADA\nr7/+Wul9K8umTZsAACNHjkRgYCAKCwtVPvfl8fXXXyM7OxszZ87EzJkzBVdwWFtbY9euXfj000/L\n3daSJUsgEomwdu1awfwnT55AXV0dbdu2lUlbsGAB3N3d+b7S3Nwcw4YNq/HQpJs3b0Z+fj4mTpwo\n038bGxtjzpw5AFBlV7NbtmxBbm4uBgwYgHr16snkNWnSBB07doSBgYFS2yIi3p7ly5fLtN9+/fqh\nY8eOuHXrFv/crQ42bdoENTU1TJ06Fb1798a1a9dw6dKlats+UOrt5+uvvwYA/PXXX+jVq5dgOXd3\nd6X2LRKJeBfc1tbW/Nij7DM6IyMDs2fPRosWLXg37p07dxZ0l67Ms5frIwHgzJkzMuOeqrh0zsnJ\nwZYtW6Crq4v58+fL5HFt9+jRo1Vys15UVMT3L1z/Jo2WlpZgvcGDBwOA3Fj03r17WL9+Pdq2bYtF\nixYJvheIxWKV7WW8m+gzTzyMaub+/ftYuHAhJBIJDh8+rNArSIMGDbB48WLMmDFDJl0o9KL0+0pC\nQgKGDBmCBg0aQE1NrdyxIVFp+MAuXbrA2tqaaTFMi2FaTCW1mI8++gj16tXDxx9/zLSY/4dpMUyL\nqegYlYVpMZWDaTFMiymPf/75Bz/++CO+//57tG7duko2KiI9PR379++Hra0tFi5ciIYNG2Lr1q1V\nCmUnxIULF7Bp0yaYmJjg6NGjsLe3lyujrq6OESNGYOvWreVui3tmpaSkICUlRWbsUTaU3O3btxEY\nGAgLCwtoamqiYcOGGDZsGO7cuSO33dTUVEyfPh329vbQ1dWFkZER7O3tERgYyGsglR3TKcuZM2cQ\nHx+PTp06oW/fvny6mpoali9fDqC0naryPOG4ceMGYmJi0LhxYzktTCKRKNRSOE+JisaiHwIsnNY7\nipb4TaPOK1Iuhqaa9htRkl6/BpWUQFSDrtAY7z/cy1dZ92QFBQXo3r07zpw5g+bNm+Orr77C69ev\nsWfPHgwZMgRxcXFYvHgxAKB58+bw8vJCVFSUoLv5Cxcu4MaNGxg4cCDMzMwAAN999x2WLFkCKysr\nDB48GIaGhvjvv/8QGxuL3bt3Y8iQITVyvKdPn0ZiYiIsLCwwatSoCssLDUoBYM+ePThy5Ah8fHww\nYcIEGTFt1qxZUFNTg6urKxo3boysrCycOnUKkydPRmxsLLZs2SKzrcTERHz66adIT0+Hj48PHB0d\ncffuXfTv31/ONV1FjB49Gps3b0aTJk0wYMAAGBkZISYmBt9//z1Onjwp6LYuMzMT7u7ukEgk8PPz\nQ15eHvbs2YNRo0ZBTU0NAQEBAMA/cMPCwuDh4SHzkl9WhNi3bx8OHz4MX19feHp6Ii4uDnv37kVU\nVBQuXLggM9BKSkpChw4d8OTJE3h7e+Ozzz6TCbexd+9e9O7dmy9fmbYJlLoVHT9+PMzMzNCnTx/U\nq1cPz549w7Vr1xASEoIvv/ySD9kQGhqKlJQUGZeBigQ6ZeEGR0IfgDIzM+Ht7Y1///0XTk5OGDVq\nFEpKSnD06FEMGzYMN2/exMKFC2W2NXDgQBw6dAg2NjYYN24c/3J88+bNcu1YtWoVjh8/jj59+sDL\nywtZWVl8XkhICMaOHQtNTU307dsXFhYWSExMRHBwMCIiIhATE4OmTZsCKBX52rZti+zsbPTs2RMD\nBw5EXl4ekpKSsGXLFkycOBGmpqYASgemO3bsQKtWreDv7w9tbW08efIE58+fx5EjR9ClS5dybeba\n5q1bt9C2bVtMmTIFaWlp2LVrF7p164bff/8d48ePl6v3zz//YPny5fj0008xZswYPHjwAHv37kXn\nzp0RFxcnONBXREpKCtq1a4ePPvoIn3/+OTIyMrBz505e/OIG3kDl22Zl4c6Hvr4+PvvsM2RkZOCv\nv/5C9+7dcfHiRYwfPx4ZGRno3bs3CgsLsWPHDgwZMgQWFhZo3769UvsoLCxEt27d8OTJE/j4+EBD\nQwMHDhzArFmzkJeXp9CdpiIGDx6M2NhY+Pn5QSwWIzw8HPPmzcM///yDgwcPyrkdfhvHWBNwE1SF\nQsTo6+vz/c7169erNXQl168oelaFhobiwIED2L9/P39fVjcFBQUICwuDgYEBfH198fr1a0yfPh3B\nwcGYMWNGhbGulSUpKQknTpyAlpaW3IctISpyEevv74+5c+ciLCwMkyZNksvfunUrSkpK+GcgAJw9\nexZLly6Fl5cXBg4cCD09PSQmJmLPnj04ePAgoqOj0aZNmwptS05OhrW1NSwtLRXG+C7LqVOnAAA9\nevSQy+PGClwZVeEEQKGJEZXl3r17ePDgAezs7GBtbS2X7+Pjw7vhle5HVeXff//F5cuX0bVrV1hY\nWCAwMBD79u3Dxo0bqzVk1549e5CRkYH27dtX6KZcGTfFQUFBOHDgAK5evYrJkyfDyMgIAPh/gdLn\nkKenJ5KTk9GxY0f06NEDOTk5iIyMRI8ePbBhwwaMHTuWL6/Ms5dzjzx//nxYWlrKCFXS47vAwECE\nhYUhJCRETswS4uLFi8jNzUW3bt2gr68vk6empoZu3bph48aNiIqKUiqklhDh4eF4+vQpOnXqhObN\nmytdLyIiAgDkxMsdO3bw93p2djYiIiLw8OFDmJqawtvbG82aNVPJTsa7jZ6m1CSePDaJh1F1QkJC\nUFRUhGHDhsHBwaHC8orGdkLcu3cPrq6usLOzw/Dhw5Gbm1vuhx5pLcbX1xf169dnWgzTYpgWUwkt\nxtbWFuPGjeM/ljMt5g1Mi2FazNuGaTFMi2FajDC5ubnw9/eHo6MjZs2ahfPnz1fbtqUJCwtDfn4+\nAgMDoaGhgeHDh+Onn37C7t278fnnn1fbfjZs2AAA/MTn8qioDVpZWSEoKAhr1qwBAEyZMoXPk+4n\njhw5ggEDBqCwsBB9+vRBs2bN8OjRI+zbtw+HDh1CVFQUHzru9evXcHd3x71799C1a1f06dMHRISU\nlBSEh4fDz88PH330kdJjOisrK6SkpCApKUmp8VB57fSjjz6CnZ0dEhIScP/+fdjY2FS4PSG4azB6\n9Gioq6tXULqU4uJi/O9//wMgr8VwxMXFYc2aNcjLy0Pjxo3h5eWFJk2aqGRjneVtu/5hv+px37zq\n6G3eRfPq43eUrhfv+Anv6rno5SuV9v0hwNw2vwH/76YuKCiI/02dOpU6dOhAIpGIevfuLefGkguB\n4OPjI+MiMTU1lXdpFx0dzafv3r2bANC0adPk9s+FCTh27BifZmJiQubm5oIuHsu6DaxO5s+fTwBo\nxIgRKtXn3LyJRCI6fPiwYJm7d+/KpRUXF5O/vz8BoJiYGJm8rl27EgBas2aNTDoXbgICbuWE3P1x\ntvn6+vJuRzk4l5ll98Ftf/To0VRUVMSn37x5k9TV1f+PvfMOi+L4//j77uAOEOnFgAKGZokNbMFC\njR171yh2Y2+JJiaCxlhiVGKL9WsJiV2jEBVLsJcgxoZYUOwVkKJI//z+4LfrLbd33FFEdF7Ps88D\nM7M7M7uzszPvm/l8qGbNmoL02ppwBkDh4eGCuNDQUAJAfn5+gvBWrVoRAJo9e7Yg/NSpUySTycjC\nwoLS09P5cF3bpoeHB8nlcnr27JlKeQu3tbIw4Tx06FACQB06dFCJ496N+fPnC8LfvHlDrVu3JolE\nQv/99x8fvmnTJgJALVq0oMTERP69ffnyJbm7u4u6xeCevZGREV24cEGlDDdu3CB9fX1ydnamhw8f\nCuKOHDlCUqmUOnfuzIctWbJEtC0REb169YpveykpKSSRSMjT01PQtjgSExMF/4uVnXPJMXz4cMrP\nz+fDb968SSYmJiSXywWmNbn2KfbOcG5WxNxoiMGZXgVAISEhgrgDBw7wbVAZXdumLnBlGTFihMA8\nJdcmzM3NqUOHDgI3IsePHycAgudHpN5cJVfGtm3bCvqQZ8+ekampKZmammrlUoTo7bvk6upKycnJ\nfPibN29405ubNm1653Xk0NX8eVEmnL/99lsCQF9//bVoXhKJhADQ5s2btc6zKHJycuizzz4jAHTg\nwAGV+Lt375KJiYnge1cWJpw3b97Mv6ccXbt2JQB0+PBhlfTFNeHMtYNmzZqVWtm578+VK1dU4mrV\nqkX6+vqCvurZs2ei7ebixYtUqVIlatOmjSBcnQlnLlwXs71WVlYEQKXv5KhUqRIBoNevX2t9TWVO\nnz5NAMjNza3ItNq404qIiFD77SN6O27s2bNnscpbGM5dwp9//klEBe+Hra0tVapUiTc7rUxx3WkN\nHjyYAND06dNLpdzK+ahzp+Xt7U0SiUSl/3j58iXVq1ePDAwM+PF0aXx7xcqmrXnjZcuWEQAaM2aM\naPyCBQsIAH3zzTdaXU8M7r39448/NKZbsGABBQcH04QJE/j2WrduXXr+/LkgXceOHQkA/fTTT2Rp\nacl/i7jx/qhRo0TvZWHed/PNH+pREj1GmcLutHacf8BrNRO2/Ff0BRhqYbpMAb6+vgSA1q5dW6zz\nxb4VyvOVb7/9VvQ8sfmthYUF2dvb09OnT1XGNUyLKYBpMUyL0aTFZGVl8fNJpsUUwLQYpsUUVUdl\ndNFjmBajHqbFfHxaDJH27rTGjRtHCoWCYmNjiehtP13a7rRq1qxJUqmUHjx4QEREV65cIQDUvHlz\n0fRcf6MJMXdan376KQGgQ4cOlVrZNbnTSk5OJjMzM7K0tOTvIcfVq1epUqVK1KBBAz5s7969BIAm\nTJigci1u3MChjTstdS7F1NG9e3cC1Lv4a9++PQGgffv2aXW9wmRkZJCZmRlJpVK6f/++2nQvXryg\n4OBgmjFjBn311Vfk4uJCAKhv376C8QSRcOyqfMhkMhoxYoRaV+livO96TLkLJx/zURLRaNk/t3hh\naM4+7UWNG82a8wJTtshEiFGANi/u8v+W02cbPqPPNnxGy/9brhL/878/8/Ebrm5QiQ8+FczHb7ux\nTSX+62Nf8/ERtyNU4kcfHs3HR92PUon/98m/GsuvLWKdIXfUqlVLVAR3cXEhiURCcXFxKnFr164l\nADRo0CA+LCcnh+zs7MjS0pIyMzP5cM6np7Ozs6CjtrCwIEdHxzIVicT46quvCCjw0SmG8kIn7nj5\n8iUfz31cCk9StCEmJoYA0MyZM/mwBw8eEACqXr266OSaG+RrIxzVr1+f9PT0BOXlyM3NJUtLS2rU\nqJEgnBMUxH7gatmyJQHQaZDB3Z/C4hBXBs5X7N27dwX1d3BwEJ2Q9u/fnwDQxo0b+TBd26aHhwcZ\nGRkJJq/qKKlwVK9ePcFCuYYNGxIAsrOzoxs3hIs1ExMTSSaTUcOGDUWvefHiRZWJqL+/PwGgY8eO\nqUx6w8LCNApHYoNIIqIJEyYQAIqIUO2jiIg6d+5MMpmMz4sTjlatWqXxnqSmphIA8vLyUhmkiVG4\n7NnZ2WRkZETGxsaUlJSkkv77779XeZ+49ik2sczOziY9PT3y9PQssixEwomd2Lvp4OBAlpaWgjBd\n26YucO9q4Ulrbm4u6enpEQCB/28OJycncnJyEoQVJRyJTQQ54Vtsgi0G9y4VFoeI3j4nHx+fd15H\njtJexHPq1Cle3Co8wRo3bhz/zV2xYoXWeRbF5MmTCQC1a9dOJS4vL4+8vb3Jzs5O0PeVhXDE/Sil\n7AOcm7z26tVLJX1xhaP58+ervWZx+eOPPwgATZkyRRAeHR1NQMEPMdoSGBhICoVC8C1TJxxlZ2dT\nXFyc6A9N6tDX19fYBu3s7AgAPX78WOtrKhMUFEQAaMGCBUWm1WYRD3dv1QlEBw8eJABC4WCEAAAg\nAElEQVTUqlWrYpVXmVevXpGJiQmZmpoKJvmTJk0iAPTbb7+pnFPcRTxt27ZVe83iomkRDzcWUOfT\nnfuRcfnygnlMSb+9hXn8+DHFxcVRSkqKVnX56aefCFC/yGn16tUqQrMuJCQkkFQqVZlviGFrayuY\n87Rp00Z08wD3Y4ZMJqPWrVvTlStXKD09nY4cOcILTtr4qn/fRaMP9SiJHqNM4UU8B64+4bWaIRui\nS3z9jxmmyxRQs2ZNAiC6+CQhIUFFg1i8eLEgjaZFPLa2tmr7RHWLeJycnOjFixc6jYdLCtNimBaj\niYqkxRAJ55NMi2FaDNNiiq6jMqW5iIdpMUyL+Zi0GCLtFvEcPnyYJBKJYKFqWSziOXbsmKiu4+Hh\nQQBE5wDcO6kJsQUshoaGBEC0ny8umhbxcAugly1bJhrPfcO5BT7cu6duYb0y2iziiY+Pp7i4OK0X\ncHIL09Utcurbty8Bbze+6cqGDRsIALVv315juri4OIEOI5FIaMqUKaL1OHr0KC1dupRu3LhBr1+/\npsePH9O2bdv4MWufPn20Lt/7rscwd1oVFAP9tyansnK0c6cFAFIjI3BePCkjo5RLxfiQoQKhE0CB\nL9vY2FhMmzYN/fr1Q2xsLH766ScAQHp6OuLj42Fvby9qpt7Pzw9AgesCDj09PQwdOhSzZs3Czp07\n0bdvXwBvfXpybn84+vXrh6VLl6Jx48bo1asXvL298fnnn8PU1FSruly8eBF//fWXIMzMzExg/k7T\nPVBnUnLmzJkqYUFBQQK3BgDQuHFjtXkkJSVhwYIF2LdvH+7cuYPXr18L4h89esT/zd3D5s2bi5qh\n8/Hx4X2DayIjIwOXLl2ClZUVbwqwMAqFQtRPrKurq6i57WrVqgEoMKla2CVCUXh7e6uEyWQyNG/e\nHLdv38Z///0HR0dHvv4tWrQQNXHs5+eHsLAw/PfffxgwYECx2ma/fv0wefJk1K5dm29rzZo1g7W1\ntU510oZLly7h0qVLgjAHBwecOHGCN4HMER0djby8PN5veGFycnIAQPDM/vvvP0ilUnh5eeHNmzeC\n9M2bN9dYNnVt9syZMwAKfKeK+Yp//vw58vLycPPmTXh6eqJjx4747rvvMHr0aERGRqJ169Zo1qwZ\natWqJXivTExMEBgYiPDwcNSvXx/dunVDixYt0KRJExgZGWksK1Dgc5YzRWlhYaES7+fnh9mzZwue\nNUdh94BAgalbW1tbvHz5ssi8lalfv77ou1mtWjX+3gHF6zd1xc3NTeVdlMlksLW1xevXr0XNB9vb\n2+PcuXNa52FqairqOoTrD3S9f2J9QYsWLaCnpyd6L95FHcsCLy8vjBgxAqtWrULdunXRrVs3WFhY\n4NSpU4iOjkbt2rURGxurtbnRoliyZAkWLlyIGjVqqLgFAIDFixfj2LFj+Pvvv2Fubl4qeYoRHx+P\no0ePwt3dXeD3vG3btrC1tcXu3buRmJio4tO7OBT1/S4OXbp0gampKcLCwjBv3jz++WzcuBEARN0H\n/f3331i5ciXOnz+PxMRE5OYK3awkJiYWadpXX19fJzdA2lCS+5Oamopt27ZBLpdr5TKpNCjN57ll\nyxakpaVhxIgRMDB463p40KBBWLRoEVavXo2RI0eWOB+gbNqhJrjvTGpqquhY4cWLFwDejhVK+u0t\nzCeffFJke9aFkt6/NWvW8KbVizKRzZnWf/bsGU6fPo1p06ahQYMGiIiI4E1eAwXmnYGCuu7evRuG\nhoYACr7bO3bsgIeHBxYtWoTvvvsOcrm8WOVmVDwqK7vTysopx5IwPhQ09X93795V0SEcHR2L1DY4\n6tWrp5ULRw5lLaZLly744osvmBbDtBiVc5gWo16LKQzTYt7CtJi3MC3m3cC0GKbFcDAtpoCUlBQM\nGjQITZo0weTJk0vlmurg3IANGjRIEB4UFIQLFy5gzZo1WLRoUanm+a61mEuXLomOFW7evAmgYKxQ\nq1YteHt7w97eHvPmzcOFCxfQrl07NGvWTO23rCiK6/JKHSV9j1evXg0Aoq40lalRowaICHl5eXj0\n6BF2796NGTNm4OTJk/j7778F4wpvb2/Bt8rIyAg9evRA06ZNUa9ePWzevBlTp07VylXe+w5bxFNB\nMVRaxJOZk6chpRBppUr833mFJqQMhrZUqlQJjRs3xq5du1C1alX8/PPPGDlyJKpVq8b7Z1Y38OHC\nU1JSBOHDhw/HnDlzsGrVKn4Rz+rVqyGXy1U+5osXL4a9vT0/WJs3bx709PTQrl07LFy4UHTioszF\nixeLJXRxZVcWb5RRXujUvHlznDp1SjRdlSpVRMNTUlLQqFEjJCQkoHHjxhgwYAAsLCygp6eHlJQU\n/Prrr8jKyuLTc/fa1tZWp3wK8/LlSxARXrx4ISp+aaKwKMbB+fXlftzQhaLqw9Vb17ZWnLY5adIk\nWFlZYcWKFViyZAlCQ0MhkUjg7e2NBQsWiIoMxWXgwIHYsGEDiAjPnz/HunXr8P333yMwMBBnzpwR\nCCZJSUkACgQkMcGG49WrV/zfqampfHsqjLp7zqGuLXHlWLBggcbzuXI4Ojri33//RUhICA4cOIBd\nu3YBKBAWpkyZIvBnvHXrVsyfPx9//vkn77/bwMAA3bt3xy+//KKxzMXthwDNbVrX9qzpWvn5bxfg\nlqS82qJOWNfT09MYV3hiq4nS7g/EnrFMJoOlpSWeP3+uEvcu6lhWrFy5Eo0bN8bq1auxbds2AICn\npyciIyOxbt06xMbGwsbGpsT5LF++HOPHj0etWrVw5MgRFWH11q1bmD59OgYNGoR27dqVOD9NrFmz\nBkSkIjbo6emhf//+WLhwITZs2IApU6bwcVKpFAAE709huDguLQDY2dkBAB4+fFhaxYehoSF69uyJ\nNWvW4ODBg2jbti1ycnKwefNmWFtb8/7NOZYsWYLx48fD3NwcX3zxBRwcHGBkZASJRIK//voLly5d\nEnzjSxNTU1MkJiYiNTUVlpaWKvFpaWkAIPpDUFGEhYUhIyMDvXv3LhWRD3j7LnN9Y2G48mr7g6Em\nODGhcDv87LPP4OnpiZiYGJw/f17wvX+f2qEmuG/0oUOHcOjQIbXplMcKJfn2lpSyfO65ublYv349\ngII5h7bY2tqiS5cu8PDwgJubGwYMGICrV6/y8Zy43qZNG34BD0e9evVQvXp13L59G3FxcR+EeMTQ\nDmMD5UU85T/GYFR8PvnkE1y/fl1Uh/Dx8eF1iNzcXNEFFZrQVjPgWLx4MZydnbF27VosWrQIixYt\nYlqMDvkUhmkx4ukBpsVwMC2GaTHawLSY4sO0mLcwLab0qWhazKRJk5CYmIhDhw6V2uI1MV6+fIkd\nO3bAzMwMnTt3FsT17dsXU6ZMwaZNmzB37lzBYnOJRAIiQn5+vqCdKSPWDj/55BPcuXMHDx8+hLu7\nexnUSAj3jeYWKqmD+0abmJjg7NmzCA4Oxt69exEZGQkAsLKywqhRo/D999/rPMbXhbLUYq5du4bT\np0+jatWqWvdtMpkMDg4OGD9+PGxtbdGnTx/MmDEDy5YtK/LcatWqoV27dvjjjz9w/PjxD0KHEW/p\njPceA/23j06nRTxKEw9miadkjKo/ClcGXsGVgVcwqv4olfivG33Nxw+sPVAlPsQrhI/v4dZDJf7n\nlj/z8e0/ba8Sv8x/GR/vU81HJb5RlUbFq5gOmJmZwd3dHbm5ubhw4QKAt505t4O1ME+ePBGk47C3\nt0dgYCCOHz+OuLg4nD59GlevXkWXLl1UdtrIZDKMGjUKp0+fxrNnz7Bz50506dIFe/fuRZs2bYoc\neAUFBamYJbt7926R9W3WrBkA4OjRoxoHrUWhbtXq2rVrkZCQgODgYJw7dw4rVqzA7NmzERISgl69\neqmk5+7hs2fPRK+n7hmou06DBg20MTtf5hRVH668ura14rbNAQMG4OzZs0hKSsLff/+NIUOG4Pjx\n42jdurXo5LWkSCQS2Nra4rvvvsPkyZNx+fJlfP/994I0XBknTpyo8XlFRUXx55iYmCA5OVl0kqzu\nniuXSQzlQZ6mciivjK5Zsya2bt2KpKQknD9/HvPmzUN+fj7Gjx+PdevW8ekMDQ0REhKCmzdv4v79\n+wgLC0Pz5s0RFhaG7t27ayxvcZ91eVHRyvuuEGuXeXl5SEpKKtYE931n8ODBOHv2LF6/fo3Xr1/j\n+PHjCAgI4HdwNGpUsu96aGgoxowZg88++wxRUVGignBsbCyysrKwfv16SCQSwcHtJnZ1deXFjuKS\nk5ODDRs2AAC+/fZblbwWLlwIQHXCy70D3IRYjMTERABCIZPb4Xr+/Hm1k9LiMHBgwfiO2/EVERGB\npKQk9O3bVzDBzs3NRXBwMKpUqYLY2Fhs3boVCxYswMyZMxESElKmCyMA8CIFt9tHmSdPnuD169eo\nWrVqsaytcM+oqB01uqCpvECBwAkU7PgsCZcvX8a///4LAPj8889V2mFMTAyAtwt9OEraDo8cOVKi\ncmsLV85ff/1V4zeaW9wClOzbW1LK8rmHh4fjyZMn8Pb2LpZo5+joiFq1aiE2NpZ/tsplVvfDCbfI\np7AFRMaHjbGyJZ7M8v9x6kPnY9BlOB2iLL4fuu6olclkGD9+PE6fPo3bt28zLYZpMaLpmRbDtJiK\nom1UtPK+K5gWw7QYpsWUDhVNi7lw4QLevHmDGjVqCNqFr68vAOCPP/6ARCJB/fr1S5TPpk2bkJmZ\niZSUFBgaGgrysrKyQnZ2NpKSkrBz507BeUW1QyJCcnIygPdDi7l06ZLGbzTXjgGgatWqWLduHZ4/\nf46rV69iyZIlsLS0xKxZszBr1qwyLW9ZajGrVq0CAAwZMqRYC8O4RXlHjx7V+hzut+TCVjUrKmwR\nTwVF2Z3Wm2Iu4mGWeBilAWeSkxNSKleuDGdnZzx69Ijv4JXhJrLKpug5Ro0qEN1Wr16ttZk1Gxsb\ndO3aFdu2bYOfnx9u374t2CFbmvj4+MDFxQUPHjwQ/OBRWsTHxwMAunXrphInZoq5QYMGAICTJ0+K\n7qrQ9uNmbGzMmwjlBjplAfehLmoHiFhd8/LycPLkSQBv661cfzExpHBbK0nbBAoGf+3atcOaNWsQ\nFBSE5ORknDhxQuf66cKMGTNgbW2NZcuWISEhgQ9v3LgxpFKpIP+iaNCgAfLz83H69GmVOO7e6krT\npk0BQKdycOjp6cHT0xNTp07F5s2bAUDtRLRatWro168fIiMj4erqipMnT2qcOLq7u8PIyAgXL14U\nNRtc1LN+15S0bX6oiPUFJ06cQG5uLv/+f+gcPHgQ9+7d402rFpf58+dj4sSJqF+/PqKiotTuJHNy\ncsKQIUNED05o6tGjB4YMGQInJ6dil2fPnj14/vw53N3d1eb36aef4ubNm4J2wO2gUDaBXhguTnm3\nRfXq1REQEIDMzMwid6sC0HoXVrNmzeDq6oo9e/YgNTWVF5CUJ+JAgZiVkpICLy8vlV2er1694hdC\nlxWcGfgDBw6oxO3fv1+QRhfOnTuHS5cuwc3NDT4+PiUqozLOzs5wcHDAzZs3Bd8+jpKUWRlurOnj\n46O2HRoaGmLz5s2C3dRFtcPc3FycP39ekBYAunfvDgsLC5w5cwaHDx/WWDZt26CmsUdJvtFA0d9e\nqVRaqmOepk2bwtDQEKdOnUJ6erogLj8/HwcPHgQAXkDUBe5Z62KFpzCPHz8GAIHw5O/vDwCic4+s\nrCz+m16S/pJR8WCWeBilTVBQEPT09LBjxw5Rt0rlhbW1NdNimBbDtBgtYFrMW943bYNpMeIwLYZp\nMUyLKR0qmhbTtWtX0TbBWVBxdnbGkCFD0LVr1xLlwy1A6tOnj2h+3ILRwovJimqHly9fxuvXr+Hk\n5CRYcMjpAKtXry5y8awuWoy6cUdJvtESiQS1a9fG2LFjeYvKyt/oshjzaGqnd+7cwc2bN+Ho6Cjq\nGlETmZmZ+P333yGVSjFkyJBilY2zwilmzVAdnKtGXcv73lLUSn92lN0BIMbV1ZWKw5G4p+Q4NYIc\np0bQgHXntD7vwfgJdM29Bl1zr0Gpf/9drLw/Bq5du0bXrl0r72K8FwCggq5Cld27dxMA0tfXp6dP\nn/LhP/30EwGgTp06UW5uLh/+4sULcnJyIgB04sQJlevl5+eTm5sbmZubk6GhIbm5uamkyczMpMOH\nD1NqaiqlpaXx4dnZ2VS/fn0CUKbP7vDhw6Snp0eGhob0v//9j/Ly8lTSZGdnU4MGDQgAJSQk8OHr\n168nALR+/XrRa8+dO5cA0JIlSwThFy5cIBMTEwJAAwcOFMR98cUXBIBCQ0MF4X/99Rf/7Arn5+jo\nSI6OjoKwdevW8c/s5cuXKmVLTk6mmJgYQRgA8vb2Fq3LwIEDVeofGxtLAGjAgAGi53D3BwCFh4cL\n4kJDQwkA+fr6CsK5+i9YsEAQfvbsWZLJZGRubi5oJ7q2zf3791NOTo5KWTt06EAAaN++fXxYjx49\nCADduXNHtH7q4Opd+Nly/PLLL6L37csvvyQANGvWLNEyxsfHC8qyYcMGAkAtWrSgxMRE/r6kpKSQ\nu7u76PMMDg4mABQVFSVatri4ONLX1ydXV1e6ceOGSnxWVhYdP36c///cuXOCvoJj+/btBIB69uxJ\nRETPnz+ns2fPqqRLS0ujKlWqkJ6enuC5ipV92LBhBIDGjBmjcl9MTU1JX19fcH+ioqIIAAUHB4vW\nVey9UUdCQoLGZ+rt7a3Srxa339QGTe+qpnqJlVNdP6bpOkW1I3X5urq6UnJyMh/+5s0batq0KQGg\njRs3Cs55F3XkSEtLE7S/onB0dCQAou8pR2pqqkpYfHw8OTo6kkwmozNnzmidX2FmzZpFAMjT05OS\nkpKKfR3uXt26davY1+Dg+u6tW7eqTbN27VoCQH379uXDcnNzydnZWe3zOXToEMlkMjI1NaWUlBRB\nXFxcHJmYmJBUKqVffvlF9Hncu3ePevXqpXVbJSKaPXs2AaA5c+aQvr4+1a1bVyVNXl4eGRkZkaOj\nI6Wnp/Ph2dnZNHjwYP7bp/zNVNePZGdnU1xcHMXHx2tdxjt37pBCoSALCwtBHsnJyfz9PH36tOCc\nlJQUiouLo8ePH6u9Llf2X375ReuypKWlUfPmzYtsS3PmzCEA1L17d8FYixvf1KpVS2UMxvU16vpx\nZTIyMsjMzIxkMhk9evRIbbr+/fsTAFq9ejUfduvWLZLJZGRsbEyXL19WOYcrh4+Pj0pcWFgYASAL\nCws6cOCAaJ5nzpyhBg0aFFkHIqKvv/6aANA///wjGt+iRQuSSqW0bt060fjLly/Ts2fPiEj3b6+1\ntbXG7+Ljx48pLi5O5V3UxPDhwwkATZo0SRD+66+/EgBq3bq1yjnx8fEUFxdH2dnZote8e/cuSaVS\nsrS0pMzMTLV5x8XF0ZMnT1TC8/Ly6LvvviMA5OXlJYjLysqiTz/9lCQSCR08eFAQN336dI3fJmW0\nnXu6uroSgBh6D7SMD+EoiR6jzLUaNXiNJT8nhzKycnmtxm36vqIvwFAL02XeEhISQgDI0dGRTp06\nJZrmxYsXfBplxObmRc1XiFTHyZwWk5+fLxgPMy2GaTHKMC1GsxaTlZXFvz9MiymAaTHalZNpMQXo\noscwLUYVpsUU8DFqMUSklRYjBtdP9+vXTzSea6PaPL9Tp04RAKpZs6baNHl5efz7q/yN4/qIevXq\nqYyZMjMzqVWrVgSAQkJCVK7JfZvq169PN2/eFM3zzz//pB49ehRZByKiRo0akUKhoIyMDJW4xMRE\nMjMzI2trazp3TvW3+7y8PMG9unLliqB9cERHRxMAaty4MR9W1JiOqGiNpDC5ublUs2ZNAkB79uwR\nlLN79+4EgObOnSs4R5v3YdOmTQSAOnTooDH/s2fP0uvXr1XC09PTKSAggADQd999J4hTHuNw5Ofn\n81qilZWVaP8uxvuux2i/fInxXqFsiae47rTymTsthg6EhITwf79+/RrXrl3jVwzPmTNHYH5wypQp\n2L9/P/bs2YN69eqhXbt2yMjIwPbt2/H8+XN88803vBk7ZSQSCUaOHIlJkyYBELfC8+bNGwQEBMDR\n0RGenp5wcXFBZmYmDh06hLi4OHTs2BE1a9Ys5dq/xd/fHzt27MDAgQMxePBgzJo1C97e3rCzs0Nm\nZiYeP36Mw4cPIykpCXXr1lVrXl+MAQMGYMGCBZgwYQKioqLg6uqKW7duISIiAl27dsXWrVtVzlm+\nfDk+//xzTJgwAQcPHkS9evUQHx+P3bt3IzAwEOHh4VrlPXjwYMTExGDFihVwdnZG69at4eDggOTk\nZCQkJOD48eMYNGgQVq5cqXV9CuPu7g57e3ts2bIFcrkcDg4OkEgk+PLLL+Ho6MinCwwMRJcuXdCl\nSxe4uLjg0qVL2LdvHywsLLBixQrBNVeuXIlmzZrh66+/xsGDB9GwYUM8ePAA27dvh1Qqxfr161G5\ncmU+va5ts3fv3jAwMEDz5s3h5OQEIsKJEycQHR0NT09PBAQE8Gn9/f2xfft2dO3aFe3atYOhoSEc\nHR3x5ZdfFvueAQUWqhYuXIiwsDBMnToVtWrVAgAsW7YMt27dwowZM/D777+jefPmsLW1xePHjxEX\nF4fo6Ghs3rwZ1atXB1DQvrZs2YIDBw6gSZMmaNeuHSQSCXbu3ImGDRvixo0bav3JqqNGjRr43//+\nh8GDB6N27dpo06YN3NzckJOTg/v37+PEiROwtrbG9evXAQB//vknli9fDm9vb7i4uMDc3By3b99G\neHg4FAoFJkyYAKBglXXTpk1Rs2ZNeHh4oFq1akhLS0NERASePn2KcePGCZ6rGPPmzcOJEyewbNky\nREdHw9fXF4mJidi2bRvS09OxbNky/t68DxS33/yQqVmzJmrXro3u3btDX18fe/bswe3bt9G+ffsS\nv1dlSWJiosB3OGdSeMiQIbw59GnTpqFGjRp8miFDhuDevXvw9PSEubk54uPjER4ejpycHKxdu5bf\nxaErGzduxIwZMyCTydCiRQssWbJEJY2Tk5OKL/SyJCEhAYcPH4aVlZWK72tlevfujYkTJ2Lnzp1Y\nunQpLCwsIJPJEBYWhjZt2mDQoEHYsGEDGjduDJlMhsuXL+PAgQPQ19fHxo0bVUye16hRA5GRkejW\nrRumTJmCX3/9Ff7+/rCzs8Pr169x6dIlnDp1ChKJBFOnTtW6PgMGDMCMGTMQHByMnJwclZ1fQIHF\nknHjxmHevHmoU6cOOnXqhOzsbERFRSE5ORm+vr4Ck/uaePToEWrWrAlHR0et3E8ABbvfFixYgHHj\nxqFhw4bo1asX5HI5duzYgYcPH2Ly5Mn4/PPPBefs3r0bgwYNwsCBA3lz28qkpaVh69atkMvlonUu\nDNfGcnJyeBO9U6dO5fvyoUOHCvq4SZMmISIiAjt27ECTJk3g7++P+/fvY/v27TAyMsL//vc/lW8W\nZxVSmx06W7duRUpKCgIDA2FnZ6c23dChQxEWFobVq1dj2LBhAAAXFxf8+uuvGDduHBo1aoTAwEC4\nubkhMzMTx44dQ0xMDOzs7LB27VqV6/Xr1w9v3rzBmDFj0KZNG9SvXx9eXl4wNzdHUlISzpw5g0uX\nLmnt097f3x8LFizAsGHD0L17dxgbG8PMzAxjxowBUPDd9fPzw5AhQ7BkyRI0adIEZmZmePjwIS5f\nvoyrV6/izJkzsLGx0fnb6+/vjy1btiAwMBCenp7Q09NDy5Yt0bJlSwAF5tk3btyI9evXa93HzJkz\nB0ePHsWiRYtw8eJFNG7cGHFxcdizZw9sbGywfPly0Xtw7949JCQkiO5KXbt2LfLz8zFw4EAoFAq1\neR84cABff/01WrZsCWdnZ1haWuLZs2c4duwY7ty5gypVqqjsBJTL5di4cSNatWqFtm3bokuXLnB0\ndER0dDSOHz8Oa2trFXdsjA8RCQr0fwBSKQxkEsikEuTlE7Jy85Gdmw+5HjOCzSgZM2bMABHhxx9/\nRLNmzeDp6YnGjRvDwsICKSkpuHv3Lm/ljeuHSxtOi3FycoKHhwccHByQn5/PtBimxTAtRgct5rPP\nPkObNm2Qk5OD8PBwpsW8BzAtRhWmxTAthmkxqlR0LQaAVlpMcdBFi+Hmx0OHDlWbRiqVYtCgQQgJ\nCcGaNWt4K04DBw5EZGQktmzZAjc3N3Ts2BFVqlRBUlIS9u3bh/v378Pb2xvTpk1Tueby5cshk8mw\ncuVK1KxZEz4+PqhXrx4UCgUePXqEf/75Bw8fPtTajbi/vz+io6PRpk0btGzZEgqFAvXq1UNgYCAs\nLS2xY8cOdOnSBU2bNoW/vz9q164NqVSK+/fv48yZM0hKSkJmZiYA4PDhw5g0aRK8vLxQo0YN2NjY\n4OHDh9izZw+kUim+/vprPl9txnRFaSSFkclkWL9+Pfz8/NC9e3d0794dDg4OOHLkCM6fP49mzZph\n4sSJgnO0eR+0tYg8d+5cHD16FN7e3nBwcICRkREePHiA/fv385a0vv32W8E5LVu2hJubGxo1agR7\ne3ukpqbi1KlTuHr1KoyMjPDHH398OO4f3/WqIXaUzs6vmHvJ/O6ujku1Xw3+5MfZ/C6xpA0bipX3\nxwDb8fUW/P+KZOVDJpNRlSpVqGPHjiq7TjnevHlDP/30E9WuXZsMDAzI2NiYmjVrRn/++afG/JKT\nk0kqlZJCoaDExESV+OzsbJo/fz4FBARQ1apVSaFQkJWVFTVp0oR+++03ysrKKpV6F0ViYiLNmTOH\nWrRoQVZWVqSnp0fGxsZUo0YNGjBgAIWHh6vsDNNmR0FsbCwFBgaStbU1GRkZkYeHB61Zs0bjbpJb\nt25Rt27dyNTUlIyMjKhp06YUERFRrF0a4eHh1L59e7K2tiZ9fX2ytbWlRo0a0fTp0ykuLk6QFjru\n/iIi+vfff8nPz49MTExIIpEIVmkrlzc8PJyaNm1KRkZGZGpqSl27dhXdXURE9BYu3DwAACAASURB\nVPDhQxo5ciQ5ODiQvr4+WVpaUqdOnejff/8VTa9L2/ztt9+oc+fOVL16dTI0NCRzc3OqX78+zZ8/\nX2XnR25uLn377bdUvXp10tPT03r3dVG7v4iIlixZQgCoa9eugvCsrCxaunQpff7552RiYkJyuZyq\nVatGfn5+tHjxYpV36M2bN/TDDz+Qo6MjyeVycnR0pO+++44ePnzI7zxSRttdO5cvX6aBAweSg4MD\nyeVyMjc3p9q1a9Pw4cPpyJEjfLqzZ8/SyJEjqW7dumRubk4GBgbk7OxMQUFBdOXKFT7dy5cvaebM\nmeTr60t2dnYkl8upSpUq5O3tTX/++Sfl5+cL8ld3r1++fEnffPMNubi4kFwuJ1NTUwoICKDIyEiV\ntOW9+4uo+P1mUWhqi+/z7q/MzEyaPn06OTk5kVwup+rVq1NISIioJYV3UUeOonZ+cc9f01H4XmzY\nsIG8vLzIwsKC9PX1yd7envr160eXLl1Sm482cPde06FNP0VUeru/OIsWEydOLDItt1Nm0aJFgvCE\nhAQaM2YMubm5kaGhISkUCqpevToNGjRI0JeIkZ6eTosWLSIfHx+ytrYmPT09MjExIQ8PD5o2bZrO\nO3iJiPz9/QkA6enpie5wJSLKycmhhQsXUs2aNcnAwIBsbW2pf//+dPfuXZ12yHPh2vZHyuzdu5da\ntmxJxsbGZGRkRA0bNqQNauYDRX2bVqxYQQCod+/eWuVdVDsUe98yMjJoxowZfB9uZWVF3bt3p9jY\nWNE8OnfuTFKpVO14QRkvLy+VXUbqcHNzIwB04cIFQfjJkyepZ8+eZG9vT/r6+lSpUiWqU6cOTZs2\njV68eKHxmvfv36dvvvmGGjRoQKampqSnp0dWVlbk4+NDixcv1nrHEBHRwoULqUaNGiSXy0XbRlpa\nGv3000/k4eFBlSpVIgMDA3JycqJ27drRqlWr6NWrV0Sk+7f32bNn1KdPH7KxsSGpVKryDeXataZx\nrxhJSUk0btw4flxXpUoVGjRoED148EA0PbdDT2znWm5uLtnZ2REAun79usZ8r1y5QqNGjaJ69eqR\npaUlyWQyMjExoYYNG1JwcLDG3bOxsbHUs2dPfvxctWpVGj58uNoyF+Z93/n1oR4l0WOUuVaj5ltL\nPP8//6sbEsnrNcmv3s389EOE6TKqXL9+nSZMmED16tXjvx/m5ubUsGFDmjBhgorFFqLSs8TDaTFt\n2rRhWsz/w7QYpsXoqsVwc1sHBwemxfw/TIvRrpxMiylAkx7DtBjNMC2GaTHaajGF0WSJJz8/nyws\nLMjJyUmj1SuiAitDRkZGJJfLtdJMpFIpWVtbC8aY+fn59Pvvv5O/vz9ZWlqSnp4emZmZUbNmzWjZ\nsmVFWp85e/YsDR48mFxdXalSpUokl8upatWq1LlzZ9q6dauopUcxXr16RSNHjiR7e3uSyWRq28zo\n0aPJxcWFFAoFVa5cmdzd3al///60e/duPt21a9do4sSJ5OnpSVZWVvxvNt26dRO1wKlpTEekWSPR\nRGxsLHXv3p0sLS1JLpeTq6srzZgxQ9TaUFHvw7Vr1wgAVa1aVWDlToyIiAjq27cvubq6komJCenp\n6ZG1tTX5+/vTqlWrRNvVlClTqGXLlvTJJ5+QQqEgQ0NDcnd3p9GjR9Pt27d1qvf7rsdIqEC8YJQD\nEokkxtXV1YNbAakL1x6nod2SAp967raVETlRu502zxeHImnVKgCA9fhxsPrqK53z/hjg/IyX5S4i\nhjhHjx6Fr68v+vfvj99//11tuvT0dAAocgcIg8FQpfD7c+jQIbRq1QrTpk3D3Llzy7NoDMZ7D/v+\nMBjFp6zeHyKCtbU1/Pz8sG3btlK9NoNR1mg793Rzc8OtW7cuEJHnuyjXh05J9Bhl4mrWAv5fV6tx\nLRYSqRTN5v2DRylvAAAnvvFFNQsjTZdgqIHpMu8vbDzMYBQf5feHaTEMhm6w7w+DUXzK4v25fPky\n6tWrh+XLl2PUqFGldl0G413xvusxzKZvBcVQruROK5e502J8OPz8888AwLsBYDAYpcfjx49VwpKS\nkngzk126dHnXRWIwGAwGo8RcvXoVSUlJKiZ2GQwGozyobPDWlHx6Zm45loTBYDAY7wNMi2EwGAzG\nh8ixY8dga2uLwYMHl3dRGIwPkqKd1DHeSwz0366/yszRYRFPpUr83/mvX5dqmRiM4nLlyhVEREQg\nJiYG+/fvR4cOHdCkSZPyLhaD8cExadIkXLp0CY0aNYKVlRWeP3+O/fv3Izk5GSNGjEDjxo3Lu4gM\nBoPBYOhMnTp1wCzMMhiM8kGp78nPB6RSGCveSm2vstgiHgaDwfjY4bQYLy8vmJqa4tGjRzh8+DDT\nYhgMBoNRoRk7dizGjh1b3sVgMD5Y2CKeCoqB3ltLPG+yi2mJ5zWzxMN4P4iJicF3330HExMT9OjR\nAytWrCjvIjEYHyRdu3bFs2fPsH//fqSmpsLAwAC1a9fG4MGDMXTo0PIuHkMLUlJSEBoaqlXaoKAg\nODk5lW2BPgJCQ0ORkpLC/5+VlQUAUCgUgnQ+Pj7w8fEp07LcvXsXGzZs0CrthAkTYGZmVqblYTAY\nDAbjo4cIgEQQZGygvIgn5x0XiMFgMBjvG5wWEx4ejpSUFKbFVECYFvPuKazFAOJ6DNNiGAwGg/Gh\nwhbxVFAM9JXdaeVrfZ7QnRazxMN4PwgKCkJQUFB5F4PB+ODp2bMnevbsyXxIV2BSUlIwc+ZMrdL6\n+Pgw4agUCA0Nxb1797RK+y6EI22ff1BQEBOOGAwGg8EoB5Qt8TB3WgwGg8HgtBgATI+poDAt5t3D\ntBgGg8FgfOywRTwVFIXeW3da2bn5yM8nSKUSDWcUIHSnxSzxMBgMBoNRkXBycmIuY94xd+/eFfxf\nnqKrj48Pe/4MBoPBYLznVDZg7rQYDAaDwfiQYFrMu6ewFgOUnx7DtBgGg8FglAfSopMw3kekUolg\nIU9mrnYutaSVlC3xsEU8DAaDwWAwGAwGg8FgMBilhbIlnlfMEg+DwWAwGAwGg8FgMBgMHWGLeCow\nApdaOdq51BK403rN3GkxGAwGg8FgMBgMBoPBYJQWxgp9/m9miYfBYDAYDAaDwWAwGAyGrrBFPBUY\nQ8EiHm0t8Si502KWeBgMBoPBYDAYDAaDwWAwSg1jJXda6cwSD4PBYDAYDAaDwWAwGAwdYYt4KjAG\n+krutLRdxGPE3GkxGAwGg8FgMBgMBoPBYJQFlZXdaTFLPAwGg8FgMBgMBoPBYDB0hC3iqcAou9N6\nUxxLPMydFoPBYDAYDAaDwWAwGAxGqaFsiecVs8TDYDAYDAaDwWAwGAwGQ0fYIp4KjELgTitfq3Mk\nCgUgLXjslJ0Nyskpk7IxGAwGg8FgMBgMBoPBYHxsGDNLPAwGg8FgMBgMBoPBYDBKAFvEU4ExVHKn\nlaWlJR6JRMJcajEYDAaDwWAwGAwGg8FglAHKlnjS2SIeBoPBYDAYDAaDwWAwGDrCFvFUYIrjTgso\n5FKLLeJhMBgMBoPBYDAYDAaDwdAdiUTl78rKlngymfVjBoPBYDAYDAaDwWAwGLrBFvFUYAz0dHen\nBYBZ4mEwGAwGg8FgMBgMBoPBKDGqi3iULfEwd1oMBoPBYDAYDAaDwWAwdIUt4qnAGMqVF/HoYIlH\neRHP69elWiYGg8FgiBMSEgKJRIKjR4+Wd1E+CpycnODk5FRm1z969CgkEglCQkLKLI+iKEkd34fy\nMyoerN0wGAwGg1E0xgJLPGwRD6N8CQoKgkQiwd27d3U6z8fHBxJlS1MMRgWFaTHvFqbFaOZ9KD+j\n4sHaDYPBYHycsEU8FRgD/bePLzOXudNilA0SiUTlUCgUcHJywsCBAxEXF1feRXyncELWxzj5d3Jy\nErQDqVQKU1NTNG3aFKGhocjJYabiGYyPjQ0bNkAikWDDhg3vPO+y/mHhp59+4vu7GzduqE3H/TCi\n6R5wwrE6wSUpKQk//vgjvLy8YGVlBX19fVhaWqJFixaYM2cOnj17VsLavL9s3LgRjRs3hrGxMUxN\nTeHj44OIiAidrsG1BU3HkCFDNF4jMTERVapUgUQiQfPmzUXT7NixA2PHjkWLFi1gYmICiUSC/v37\n61RWXcjIyICZmRkkEgn69u2rNt3du3chkUiKFJK5e6GOQ4cOoV+/fqhevTqMjIxgaGgIFxcXfPnl\nl9i/f7/W5ZZIJPDx8dE6fWlRlv3R6dOn0a5dO1hYWMDIyAh169ZFaGgo8vK0n4Nx/YCmw9nZWXDO\nlStXMHToUDRo0ADW1tZQKBSoVq0aAgICsGvXLhCRSj5xcXEIDg5Gp06d4ODgwF87N5ctJGAw3hWV\n5G8X8bzOzkNevuq7ymAUh5s3b2LSpEnw8PCAhYUF9PX1YWFhgSZNmmDKlCmIiYkp7yKWGUyLYVoM\ng8F4C9NimBZTUiqSFgMAf//9N1q1aoWqVavC0NAQn376KXr06IEzZ87oVGZtYFqMbnyIWgwAPH/+\nHOPHj4ezszMUCgWsrKwQGBiIs2fPFiufAwcOFPs+MD5e9IpOwnhfUSi503qTXUxLPGwRD0NLgoOD\n+b9TU1Px77//YtOmTdi5cydOnjyJ+vXrl2PpGO+S8ePHw8zMDHl5ebh//z527dqFiRMn4siRIwgP\nDy/v4r23jBkzBr1794aDg0N5F+Wj4MiRI+VdhDLnY6hjeUFEWLduHSQSCYgIa9aswS+//FImeUVE\nRKB///5ITU2Fi4sLunTpAhsbG6SmpuLcuXP4/vvvMWfOHMTHx6NKlSplUobyYsqUKVi4cCGqVq2K\nYcOGITs7G1u2bEFgYCCWLl2KMWPGaHWdoKAgtULF0qVLkZycjLZt22q8xogRI/C6CAuVs2fPx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K/gMHDiQAdPDgQT7MwsKC7Ozs6OnTpyrpX7x4URrVVou3tzcBoKioqCLT3r17l3Jzc1XC165d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7ty5Qq0tLTQrl07hcm3m5tbqbYp67N///03gOIXCaGX3ufPn+PNmze4ffs2WrRogV69emHa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\n1NRUjRo1SrNnz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SSZFStWVPr5LF682AwdOtSkpKSYjIwMM2bMGPPdd99FvK/t27ebq666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\nFRWp3ZHL3sOH6yUexE/aG/9S6rvvq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t4A/fDzoR9+Prw7y7sqy2E7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\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WARFFERSxrbq7rqs/y7qra117W10VVERRcMWuiEoLEkjovYYkQAIJ6XXK/f0xYWZCSZ3J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5uW+JFBDJ0e0VUwnbf9+Aw0lcP2N2D/pzD1/8HYm+G4doRCCCF+3YENpQ5JPGdM6wKpF/36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thVvIr8knzhJH/8D+BPgFnO1L6XJFznA+WvQSaf2biJ59Lqbx41Hp9b5JJnk6lOxrNaRS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\ndlLE0wc5HXY02q5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Wg+dHibS14Wlrw/NX9SYAXUaGWqln6RIsS5dirqhAo7u03tPuefn5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\n7em1y9Lpjr9+NBLHOxhMqNiVmm3lbZ9YTFquDYvDkBA4C4xGxkM8Jut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/e2kHFgNmlvpY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\n6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YZ7zPJ8y6o/6+6b/d0n7qbJKemujZ4sYPrmRXh1v75D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crYq/vz+2bduGwMDAUkcS4V28eBE5OTno0qWLwvckkUiELl26YMOGDQgNDS3TlFrKHD58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\n2hoi0YebKkMj8dQQciPx5FESDyldzPU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BY8Zu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n9bzfH77/e4QSDyjjuIvOvOc+rmqTYYiLzlFsKuvpqiDz6k6IMP3DcumDMyOHrr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UcIIUSn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\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ASHq/qKQ+RCX1CXQYQgghuovLDvXHfesRaRe+X2MJbH0G8v4HXg98ey+TM+OYlx1PeWMb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sRufe2Bh0uR4XTAbO4xi8+H96qr8G7fjvfqHTjq6s7+AnYXrLghs735CzDVA12PQGBZ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yqt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\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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 1170, "width": 1144 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,24))\n", "filters = [(g,f) for f in ['bmi_','wfl'] for g in ['Boys','Girls']]\n", "style = {'Lasso':'-', 'Randomforest':'--', 'Gradientboost':':'}\n", "for i, f in enumerate(filters):\n", " ax = plt.subplot(321+i)\n", " for ix, t in enumerate(title_list):\n", " if all(ff in t for ff in f) and 'Regression' in t:\n", " ls = t.split(' - ')[1].split(' ')[0]\n", " rec = results_list[ix][:,6]\n", " ppv = results_list[ix][:,5]\n", " index = 1 + np.max(list(set([ix for ix,x in enumerate(rec) if x == 0]) & set([ix for ix,x in enumerate(ppv) if x == 0])))\n", " plt.plot(rec[index:], ppv[index:], linestyle=style[ls], label=t[:-9]+' AUC val: {0:4.3f}, AUC test: {1:4.3f}'.format(auc_list[ix][0], auc_list[ix][2]))\n", " \n", " plt.legend(fontsize=10)\n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " plt.title(f[0]+' '+f[1].strip('_')+' Precision Recall Curve', fontsize=18)\n", " if i == 0:\n", " plt.ylabel('Precision (PPV)', fontsize=14)\n", " plt.xlabel('Recall (Sensitivity)', fontsize=14)\n", " plt.grid(True)\n", " plt.tight_layout()\n", " \n", "fig.savefig(temp_dir+'/all_final_single_feature_regression_prec_rec_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the ROC and Precision Recall Curves for the best regression model and the best individual feature models\n", "\n", "##### Note: these are the paper-ready figures (minus a few formatting bits)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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8uK4RP8nwT8AVwHbOufmpAa+gnZfwY6H78OPCVmADfiXZ8c65Tv8tMyh17NPT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PwQRKXMW4THeDXb8D8ErZtt2wEWz/kj143kQy3d7r5JQa/OkXKwgvcGGYEIgnKZYTatCxXVSD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OLj45k9ezbJyclBjkxEREQCoS0rvc4DegCLjTFVxx60LOtG4Lqa7kHgbaAMuAIYBPzasqx3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\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eXl5M6cVgMBgMxktCTwSdngSB1dGEVwqZhkCcFdRSOyFN6SBjCi+GSbKzs5GYmC8/SyQS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\niEa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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 454, "width": 862 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,12))\n", "# top_ix format: ['gender','age','index',title, auc, auc_low, auc_high,specificity,precision,recall]\n", "for i,g in enumerate(['boys','girls']):\n", " plot_ix = [df[df.title.str.contains(g.title()) & ~df.title.str.contains('wfl') & ~df.title.str.contains('bmi_') & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('wfl_19_24')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('wfl_latest')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('bmi_19_24')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('bmi_latest')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0]\n", " ]\n", " ax = plt.subplot(221+i)\n", " title = g.title() + ' ROC Curve'\n", " plt.title(title, fontsize=14)\n", " for ix in plot_ix:\n", " w = 1.5\n", " s = title_list[ix].split(' - ')[1]\n", " end = s.find('@')\n", " lab = s[:end-1] + ', AUC val: {0:0.3f}, AUC test: {1:0.3f}'.format(auc_list[ix][0], auc_list[ix][2])\n", " plt.plot(1 - results_list[ix][:,7], results_list[ix][:,6], linewidth=w, label=lab)\n", " plt.grid(True)\n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " lims = [np.min([plt.xlim(), plt.ylim()]), np.max([plt.xlim(), plt.ylim()])]\n", " plt.plot(lims, lims, 'k-', alpha=0.6, zorder=0, label='Random Decision')\n", " plt.legend(fontsize=10)\n", " if i == 0:\n", " plt.ylabel('Sensitivity (TPR)', fontsize=12)\n", " plt.xlabel('1 - Specificity (FPR)', fontsize=12)\n", " plt.tight_layout()\n", " \n", "fig.savefig(temp_dir+'/best_models_regression_AUC_ROC_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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lxwAAAAAwOBgPAQAAAKgpNZF5JekrkraWNE7SiQPYzu/lB2pfcs4d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\nsWsxJO2r22dWgzCZCHvheZp88D7SpC2Q8yqEib9Y+XJuLpFH4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RLv3JMEpu+mUdputnvs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71f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\nGBTCH6b3Zf5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r90sM7pQsvpHputfRlJuhNBM2PggL37noeUuM5lqJq1BvVx66aiDXDAuv\nt7T84ZRC3t91lpi02kmvPkEePHxVFDMGBksPPyGEEJ1Ki9dUq6q6F/itoij+wI3AFcB44HwTmV8v\nHbABx4EdwBeqqm5vaQyXMul5JUTXMX1gMIpi7+dwKKWA/DIT/h72FV5/HPFH3jn2DpFekY6EVXfv\n7q0eU83EVQ/vHjw+/nHGhI7hwW0POucErt5wed2NiYUQQgghLsapyasTX7NHLSPWxX7D21XrypKB\nS5x3fNFpTFncn3PxBZQVmagoMbP1k1PMuXMIw4KGsT5xPQAxudL3qiNQFIX7rhhAqI8rK9cex6ZC\nan4FC1/fxTu3jGFUD78Wn8N34UJiVLB5eTL4yur+d2arjYPJBWyLz2FbXA4nM2p00FBVMtwDCCvP\nw4ZCwpgZTHx2JYGRIXBqIHxe9XfLsdUQNQ8Gza/z/C46DXdM6c2d0/rgbmj49t1He5JrbQd4GPjz\n5f1ZMqYbulbuCSaEEEK0BqcVBFZVNR94peoLRVH6AmFAIOAC5AO5wGlVVUucdd5LXW5FruO19LwS\nonML9HRhRDdfDqUUYlNha1w2C0ZGAjC/73zm9637wqY1adBw25DbuGPYHRftnbUtbRtGqxE/Fz/8\nXP3wd/XHz9UPT72nPNknhBBCiFbh6czk1b63WOVbverq2r7X4u/qX88E0VW5euiZcUsU614+CkDS\n0VxO7c5g6IChjjExOZK86khuHNeDEC9X7v7sEEazjYJyMze8vYdXlozgihb2JQawBQYAkF5Ywba4\nHLbFZ7MzIa9WH6laFIUXZ63g+rLTDL3uSubPGl/93sCrYNgNcPRT+/b6e6H7BPAMwtutdn+9uUPD\neGjOQHvvryZy0Wm4bVIvVkzrg5er9O0TQgjRebVaN0tVVROAhNY6vrBTsZfO8DJ44WlwztJ4IUQT\nqSqqqjolUTMzKoRDKfbVTptjq5NXbambV3XZvh6GHiwJWMKNI2+sc/yGpA1sSNpwwX69Ro+fix+X\nhV/GystWtkpZQyGEEEJcmpy28irtICdzj7Enwl7FQoOGWwbf4pxji06p+6AAoqdGcHxbOgDbvzzN\nokdG4qp1xWg1klGWQXZ5NsHuwe0cqThv1qAQPl8+nmXv7ye/zESlxcadHx/kyfnR3HRZj2Yd02i2\nsi8pn89iKzmWa+Xc9z/XOVanURjd04+p/YOZ2j+IqDCvuq8NZz8LiVuh5ByU58F398JvPqJPoAfn\nqoaM6xXA7TeMbFScPr9Kei0YEcF9Vw4gwtetUfMBRj71E75uenzc9Pi627/7uBlqbfu66/GuGtPd\n351ATyf3HRRCCCEuotWSV6JtyaorIdqP6exZ4kaMRBcYaP8KCkIXZP+uPb8dEIguwB9tQAAal7o/\n6M+KCuFfP8QBsC0+B5PFhkHXtiUe7h5+N/6u/nTz6oZHigca5cLzjwgZwcazG+s9jtlmJrsim2/P\nfMvkiMnM7jW7tUIWQgghxCXGacmrfW/xnk/1qqsre15JpFfbPzwkOpYJC/qSGptPUXYFZqOVbR+e\nZlDUIA7lHALgWM4xZvaY2c5RipqGd/PlqxUTuOW9fSTnlWNTYeXa45wrrODBKwc0+KChqqqczStn\nW1w22+Jz2J2Yh9Fsq3N8hK8bUwcEMa1/EOP7BDR+hZObL8x/FT5eYN+OXQfHVqMoPo4h50vHN8bN\n43sQm1GMr7ueu6f3Y0ikT8OTsCe9ykxWAEwWG9kllWSXVDZqrl6r8O/rhzF/eESj4xRCCCGaQ5JX\nXYT0uxKibWl9fECjAZv9gkY1GjGnpWFOS2twrsbTE11AgD2x5e+PNjAAfVg4vguuo39IAJF+bqQV\nVFBaaWFfUj6T+gW29o9Ti6+rL3cNvwuAralbLzpm8YDFdPfqzqn8UxQYCyioLLB/r3qdb8ynwlLh\nGF9QWdAWoQshhBDiEuGUsoFluaSe+oYfw6s/a90afWvLjys6Pb2LlllLB/HVvw6iqnDudCEj/Wdx\nSGNPXh3NPSrJqw6oZ6AHa1ZM4Lb393M0rQiA17eeIbPIyHMLh17wUGBZpYXdZ/Lsvavic0jJL6/z\n2Aadhst6BzC1fxBT+wfRJ8ij+ZU3+s6EUbfCwffs2xvuhwH/bNahegd58sUd4xse+Ct/vSqKf/1w\niqyiSkzWupN0F2O2qvzvYJokr4QQQrQ6SV51EZK8EqJt6QICCH7wAQo+/QxLdjaq0djoubbSUkyl\npZBcu6FuyU8/0Wv1l8wcGMwHu+3vbYrNYlK/QEp+/pmitd+AakPr64fWzw+tr6/9u58vuvOv/f3R\nenk59We9GEVRmBgxkYkRE+sc89Tup/gy/stWj0UIIYQQlx53n8aKIq0WAAAgAElEQVSvTKjToQ/4\nwMsVW9UN6PFh44kKiGr5cUWXENrbh5Gze3Bwo/1zuf5AOH7RoRS4Z0rfqw4s0NOFz5Zfxj2fHmbz\nqWwAvj6cTk5JJf/93UgyCo1si7evrtqfVFBv4qZ3oAd9PCoZEqjl9vnTcTNonRfoFU/BmZ+hMBmM\nRXDgXecduxGuGRbONcPCUVWVCrOVogozheVmx/fiCjOFFaZa+1Pyy4mpSgparGqbxiuEEOLSJMmr\nLkLKBgrR9gKWLiVg6VJUVcVWVoYlJwdLTg7W3Fz769xcLNlV3/Pz7fvz88FqvejxjCdOAPa+V+eT\nV9uPp3Ju/xcUrV7d6Lg8Z84k8qUXUXTt+1e8M3qACSGEEEL8mkaj4O7VwuSV1UL+gVWs9fVw7Fo2\nZFkLIxNdzZi5vUg+nkduaimqVWFGwu/4OvoFTuSewGKzoNPILZWOyN2g482bRrHymxN8ti8FgB0J\nuYx+ehMmS93JKneDlgl9Apk6IIip/YLoHuDO1q1bAZybuAJw8YJr/wvvz7VvZ8YA/s49RyMoioK7\nQYe7QUeYT/19snYl5HLDO3vbKDIhhBBCklddhiSvhGg/iqKg9fRE6+mJS69e9Y5VbTasRUVY8/Kw\n5OVjycnh3P331xozrrc/HgYtQTmpPLj5Y4pKspsUT+nmzeS//z4Bv/99k38W0UlVlkLafggbBu5t\nf9ErhBBCtCV3HwOKpoUPycRv5FOlhEqNvT/MIP8oxoWOc0J0oivR6jTMunUQq585gNViI6isG6PS\nrmR/9w3EF8QzKGBQe4co6qDTanjmumjCfVz5z0/xABdNXA0M9XKUAhzV0w8XnZOTVPXpOQkuuwv2\n/LftzimEEEJ0IpK86iKkbKAQnYOi0aDz80Pn54dLX1Ct1guSVwathruLjzBh2ycYbBbHfq85s/G+\n4gqshYVYCgqwFhZiLSjEWvXakpODJSsLgJyXX8Fz+nRc+vRp059PtLGKQtj3lv2Ct6IAfLrDn46A\npg0vuoUQQog25uGEflfl+97kM29Px/atQ5bJqnFxUQHhnoyb35tdaxIAGJF+Ocl+J4jJiZHkVQen\nKAr3zOxHqI8rD311DItNxctVx+R+gUztH8SU/kENrjZqdTMfg9M/QmrN3slSkk8IIYQASV51GZK8\nEqJrsBQUkPHoSqZt3uzYZ9IZ6PHkY/gsWFDvTRXVYuHsbxdjPHEC1WTi3EMP0/PTT9qtfKBCdayn\nC063SwxdVlku7H4N9r0NppLq/UUp9rr5/r3bLzYhhBCilXm2NHmVE8dXeUcoDvADINI9lMu7X+6E\nyERXNXxmN87G5HLudCEaNMxI+B3HBh9n8cD2jkw0xvWjuzGhbyD5pSaiwrzQaTXtHVI1vRtc+wYc\nmVe9rzC1/eIRQgghOpAO9C+2aC6NoiHIPai9wxBCtJTNRtK111FaI3F1xjuce6b9GdvseQ0+Dazo\ndIQ9+wzo9QAYY2LI/+CDVg25PiNDRjper45fzebkzfWMbn2ZlYX8LcCPO0KC2GEpatdYmq34HHz/\nELwQDTuer524Ok+VJzWFEEJ0bS1deWXe+yYf+ng5tpcO+T1aWbUs6qFoFGbeEoW26lfP1xiMeZeU\nau5MInzdGBLp07ESV+d1GwP9Z1dvlzatbLwQQgjRVXXAf7VFUwW6BaLX6Ns7DCGEE5wv+wewa/hM\n7p16DymewWw51bgLGNf+/Qn6w12O7ZyXXqYyMdHpcTbG7J6zmRY5zbG9cudKUkva/inCUlMpLx16\niauPPMdqby92ubuxggzu/3gK2VnH2zyeZslPgnV/gpeG2UsEWiqq3wscAC7e7RebEEII0cZalLwy\nFvP96a/JqFqZ7q/3ZH7f+U6KTHRl3oFuTLy+r2M7Im0wxWWljZprs9n47JuNvPDypySlpTU8QVx6\nAmqWe+/4D6Ol5JeTkH2RB+mEEEIIJ5LkVRcgJQOF6Fq0vr5E/ve/VN75Z8xae2J686msBmZVC7jt\nNlwH2evvqyYTGQ89jGq1tkqs9VEUhacnPU2EZwQAJeYS7tt6H5XWyjY5v8Vm4cu4L5n79VzeOfYO\nlTZzrfd/sBZwzYbFfLLxD1gtpjaJqUnK80ne8zKPfjiJmV/P5dUzX4O1RpyhQ+A3H8Jde8A9oP3i\nFEIIIdpYS5JX6tHPec/T4Ni+YfBSXHWuzghLXAKiJ3bDpLM/RKRT9VQYjY2a99YHa8jf6ILhZCjf\nPn+U4ryKhicJ0cF4u1U/NJ1eWMGVL27nyXUnKCo31zNLCCGEaD6nJ68URdEqinKnoiibFEXJVBSl\nUlEUaz1fFmfHcKmR5JUQnZiioPHxcWy6jxtHr2/W4jVjOrOiQhz7f4nPxWSxNe6Qen2t8oEVR4+S\n/8GHzo27kXxcfPj31H+j09ifbo7Nj+Vf+//VqudUVZVf0n5h0beLeGrPU+Qb8x3vDfYbwBxdoGO7\nTKPwj+xfuOGjsZyIXdOqcTVKWR4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KVDXMG3V3a4UlLlEeFfbV9jas9FioY/bkyc0+llar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2Et9I2EEOJk5+uygQuAkcAfgctaa6RpWj/gL3jmx/rUxzEIIYQQoguNOi+V+H5h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MwD/1Z5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\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hzs6+yD8McTr33T2fF7+7D4d6anhkUxVsoyqMBvG3BKnd2s8BGhg1KeQkXs9qRxaN6bsB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\n7drh7e1NamoqoaGhqFQqhgwZAmhupubOnUtwcDB169bF0tKSffv2sW3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sWFHmcHt1HwT7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\nHA/xoqmF4yFeNLFwPMS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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 454, "width": 855 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,12))\n", "# top_ix format: ['gender','age','index',title, auc, auc_low, auc_high,specificity,precision,recall]\n", "for i,g in enumerate(['boys','girls']):\n", " plot_ix = [df[df.title.str.contains(g.title()) & ~df.title.str.contains('wfl') & ~df.title.str.contains('bmi_') & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('wfl_19_24')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('wfl_latest')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('bmi_19_24')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0],\n", " df[df.title.str.contains(g.title()) & (df.title.str.contains('bmi_latest')) & df.title.str.contains('Regression')].sort_values(by='AUC Test Mean', ascending=False).index[0]\n", " ]\n", " ax = plt.subplot(221+i)\n", " title = g.title() + ' Precision Recall Curve'\n", " plt.title(title, fontsize=14)\n", " for ix in plot_ix:\n", " w = 1.5\n", " s = title_list[ix].split(' - ')[1]\n", " end = s.find('@')\n", " lab = s[:end-1] + ', AUC val: {0:0.3f}, AUC test: {1:0.3f}'.format(auc_list[ix][0], auc_list[ix][2])\n", " rec = results_list[ix][:,6]\n", " ppv = results_list[ix][:,5]\n", " index = 1 + np.max(list(set([ix for ix,x in enumerate(rec) if x == 0]) & set([ix for ix,x in enumerate(ppv) if x == 0])))\n", " plt.plot(rec[index:], ppv[index:], linewidth=w, label=lab)\n", " plt.grid(True)\n", " plt.xlim((0,1))\n", " plt.ylim((0,1))\n", " plt.legend(fontsize=9, loc='lower left')\n", " if i == 0:\n", " plt.ylabel('Precision (PPV)', fontsize=12)\n", " plt.xlabel('Recall (TPR)', fontsize=12)\n", " plt.tight_layout()\n", " \n", "fig.savefig(temp_dir+'/best_models_regression_prec_rec_comparison.png', bbox_inches='tight', dpi=360)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the index for the best mult-feature model and display the top features for each of the best boys and girls models" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "boys 3\n", "girls 69\n" ] } ], "source": [ "for i,g in enumerate(['boys','girls']):\n", " if g=='boys':\n", " boys_ix=df[df.title.str.contains(g.title()) & ~df.title.str.contains('wfl') & ~df.title.str.contains('bmi_')].sort_values(by='AUC Test Mean', ascending=False).index[0]\n", " print(g, boys_ix)\n", " else:\n", " girls_ix=df[df.title.str.contains(g.title()) & ~df.title.str.contains('wfl') & ~df.title.str.contains('bmi_')].sort_values(by='AUC Test Mean', ascending=False).index[0]\n", " print(g, girls_ix)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "boys_fts = pd.DataFrame(features_list[boys_ix], columns=feature_data_cols)\n", "girls_fts = pd.DataFrame(features_list[girls_ix], columns=feature_data_cols)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boys - Lasso Regression no_min no_census @24 obese 0.761345607148 ( 0.759622935794 0.763068278501 )\n" ] }, { "data": { "text/html": [ "
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featuresignificantoccurrencesaucweight/importancewt_lowwt_highOROR_lowOR_highOR_adjOR_adj_lowOR_adj_highTop1CorrFeatTop1CorrValTop2CorrFeatTop2CorrValTop3CorrFeatTop3CorrValTop4CorrFeatTop4CorrValTop5CorrFeatTop5CorrValTop6CorrFeatTop6CorrValTop7CorrFeatTop7CorrValTop8CorrFeatTop8CorrValTop9CorrFeatTop9CorrValTop10CorrFeatTop10CorrVal
0Vital: BMI-gain0to24True13910.74870.08800.06410.11194.24703.34925.38551.09201.06621.1184Newborn Diagnosis:9ccs191:Amnios dx0.1086Diagnosis:9ccs58:Ot nutrit dx0.0963Newborn Diagnosis:9ccs47:Ot bnign neo0.0941Diagnosis:9ccs106:Dysrhythmia0.0870Diagnosis:9ccs128:Asthma0.0846Diagnosis:9ccs235:Opn wnd head0.0821Diagnosis:9ccs95:Oth nerv dx-0.0746Diagnosis:9ccs246:FUO0.0713Diagnosis:9ccs243:Poisn nonmed0.0706Diagnosis:9ccs86:Cataract-0.0655
1Vital: BMI-latestTrue16720.73110.08520.06630.10414.48263.49615.74741.08901.06861.1098Diagnosis:9ccs95:Oth nerv dx-0.0854Diagnosis:9ccs128:Asthma0.0829Diagnosis:9ccs138:Esophgeal dx-0.0707Diagnosis:9ccs243:Poisn nonmed0.0626Diagnosis:9ccs86:Cataract-0.0586Newborn Diagnosis:9ccs166:Oth male gen-0.0585Newborn Diagnosis:9ccs191:Amnios dx0.0564Diagnosis:9ccs214:GI cong anom-0.0540Diagnosis:9ccs133:Oth low resp0.0531MatDeliveryAge-0.0528
2Vital: Wt-avg19to24True14170.74890.08150.06220.10074.06703.20935.15401.08491.06421.1060Newborn Diagnosis:9ccs191:Amnios dx0.0859Diagnosis:9ccs128:Asthma0.0834Diagnosis:9ccs2618:E Codes: Other specified an...0.0832Diagnosis:9ccs120:Hemmorhoids0.0832Newborn Diagnosis:9ccs219:Low birth wt-0.0788Newborn Diagnosis:9ccs47:Ot bnign neo0.0721Diagnosis:9ccs86:Cataract-0.0647Diagnosis:9ccs136:Teeth dx-0.0631Diagnosis:9ccs58:Ot nutrit dx0.0631Diagnosis:9ccs147:Anal/rectal0.0630
3Vital: Wt for Length ZScore-latestTrue16650.76070.04540.02850.06234.51133.50295.81011.04641.02891.0642Diagnosis:9ccs128:Asthma0.1020Diagnosis:9ccs95:Oth nerv dx-0.0830Number of Visits0.0732Diagnosis:9ccs86:Cataract-0.0713Diagnosis:9ccs138:Esophgeal dx-0.0707Diagnosis:9ccs133:Oth low resp0.0667Diagnosis:9ccs92:Otitis media0.0642Diagnosis:9ccs122:Pneumonia0.0609Newborn Diagnosis:9ccs166:Oth male gen-0.0561Diagnosis:9ccs125:Bronchitis0.0548
4Vital: Wt-gain0to24True14110.73530.04480.02980.05993.94903.11835.00111.04581.03021.0617Newborn Diagnosis:9ccs191:Amnios dx0.0899Diagnosis:9ccs128:Asthma0.0837Diagnosis:9ccs2618:E Codes: Other specified an...0.0836Diagnosis:9ccs120:Hemmorhoids0.0836Newborn Diagnosis:9ccs219:Low birth wt-0.0749Newborn Diagnosis:9ccs47:Ot bnign neo0.0724Diagnosis:9ccs106:Dysrhythmia0.0714Diagnosis:9ccs86:Cataract-0.0649Diagnosis:9ccs136:Teeth dx-0.0648Diagnosis:9ccs147:Anal/rectal0.0634
5Vital: BMI-avg19to24True13970.76200.02210.00850.03564.34403.42345.51211.02231.00851.0363Newborn Diagnosis:9ccs191:Amnios dx0.1054Diagnosis:9ccs58:Ot nutrit dx0.0940Newborn Diagnosis:9ccs47:Ot bnign neo0.0937Diagnosis:9ccs128:Asthma0.0838Diagnosis:9ccs235:Opn wnd head0.0818Diagnosis:9ccs106:Dysrhythmia0.0806Diagnosis:9ccs95:Oth nerv dx-0.0733Diagnosis:9ccs243:Poisn nonmed0.0721Diagnosis:9ccs246:FUO0.0709Diagnosis:9ccs86:Cataract-0.0655
6Vital: Wt for Len Percentile-latestTrue16010.75110.01770.01030.02514.25513.29395.49681.01791.01041.0254Diagnosis:9ccs128:Asthma0.1017Diagnosis:9ccs95:Oth nerv dx-0.0745Diagnosis:9ccs138:Esophgeal dx-0.0734MatDeliveryAge-0.0643Diagnosis:9ccs214:GI cong anom-0.0639Diagnosis:9ccs133:Oth low resp0.0610Diagnosis:9ccs243:Poisn nonmed0.0609Diagnosis:9ccs122:Pneumonia0.0599Diagnosis:9ccs246:FUO0.0584Diagnosis:9ccs92:Otitis media0.0567
7Vital: BMI-avg16to19True12930.72320.01760.00910.02603.18892.52654.02491.01771.00921.0264Diagnosis:9ccs214:GI cong anom-0.0743Newborn Diagnosis:9ccs191:Amnios dx0.0659Diagnosis:9ccs143:Abdom hernia0.0621Diagnosis:9ccs235:Opn wnd head0.0583Newborn Diagnosis:9ccs162:Ot dx bladdr0.0575Diagnosis:9ccs56:Cystic fibro-0.0569MatDeliveryAge-0.0568Diagnosis:9ccs86:Cataract-0.0560Lab:294199 BILIRUBIN SCAN - LMC-0.0536Diagnosis:9ccs246:FUO0.0534
8Vital: Wt for Len Percentile-avg16to19True12940.73500.01580.00890.02273.22352.55124.07301.01591.00891.0230MatDeliveryAge-0.0885Diagnosis:9ccs214:GI cong anom-0.0765Diagnosis:9ccs128:Asthma0.0590Diagnosis:9ccs86:Cataract-0.0588Newborn Diagnosis:9ccs215:gu cong anom0.0560Diagnosis:9ccs253:Allergy0.0558Diagnosis:9ccs129:Asp pneumon-0.0519Diagnosis:9ccs138:Esophgeal dx-0.0519Lab:294495 LEAD, BLOOD - LMC0.0500Lab:294199 BILIRUBIN SCAN - LMC-0.0499
9Vital: Wt for Length ZScore-avg19to24True13920.77370.01460.00620.02294.00213.15555.07581.01471.00631.0232Diagnosis:9ccs128:Asthma0.0793Diagnosis:9ccs86:Cataract-0.0792Diagnosis:9ccs235:Opn wnd head0.0737Diagnosis:9ccs246:FUO0.0661Diagnosis:9ccs138:Esophgeal dx-0.0646Diagnosis:9ccs214:GI cong anom-0.0641Diagnosis:9ccs243:Poisn nonmed0.0639Diagnosis:9ccs58:Ot nutrit dx0.0618Diagnosis:9ccs95:Oth nerv dx-0.0611Diagnosis:9ccs2618:E Codes: Other specified an...0.0542
10Vital: Wt-latestTrue16770.70270.01450.00840.02064.01973.12665.16781.01461.00841.0209Number of Visits0.3625Diagnosis:9ccs126:Ot up rsp in0.2821Diagnosis:9ccs92:Otitis media0.2373Diagnosis:9ccs10:Immuniz/scrn0.2187Diagnosis:9ccs128:Asthma0.1486Diagnosis:9ccs257:Ot aftercare0.1374Diagnosis:9ccs7:Viral infect0.1367Diagnosis:9ccs125:Bronchitis0.1337Diagnosis:9ccs135:Intest infct0.1334Diagnosis:9ccs122:Pneumonia0.1160
11Vital: BMI-avg7to10True13420.67700.01400.00590.02212.06901.64522.60201.01411.00591.0223Newborn Diagnosis:9ccs191:Amnios dx0.1042Diagnosis:9ccs128:Asthma0.0869Diagnosis:9ccs72:Anxiety dx0.0848Diagnosis:9ccs125:Bronchitis0.0840Newborn Diagnosis:9ccs47:Ot bnign neo0.0752Diagnosis:9ccs95:Oth nerv dx-0.0732Diagnosis:9ccs143:Abdom hernia0.0683Diagnosis:9ccs167:Breast dx0.0673MatDeliveryAge-0.0619Newborn Diagnosis:9ccs223:Birth trauma-0.0591
12Vital: Wt for Length ZScore-avg16to19True12920.71800.01060.00550.01573.14272.49043.96571.01071.00551.0158Diagnosis:9ccs214:GI cong anom-0.0722MatDeliveryAge-0.0714Diagnosis:9ccs86:Cataract-0.0694Diagnosis:9ccs143:Abdom hernia0.0636Newborn Diagnosis:9ccs191:Amnios dx0.0625Newborn Diagnosis:9ccs133:Oth low resp-0.0584Diagnosis:9ccs95:Oth nerv dx-0.0557Diagnosis:9ccs246:FUO0.0556Diagnosis:9ccs138:Esophgeal dx-0.0553Diagnosis:9ccs128:Asthma0.0545
13Vital: Wt for Length ZScore-avg7to10True13460.67500.01010.00310.01722.14701.70762.69961.01021.00311.0173Diagnosis:9ccs128:Asthma0.0958Diagnosis:9ccs95:Oth nerv dx-0.0877Newborn Diagnosis:9ccs191:Amnios dx0.0842Diagnosis:9ccs125:Bronchitis0.0802MatDeliveryAge-0.0691Diagnosis:9ccs143:Abdom hernia0.0578Diagnosis:9ccs138:Esophgeal dx-0.0564Newborn Diagnosis:9ccs47:Ot bnign neo0.0549Diagnosis:9ccs167:Breast dx0.0541Diagnosis:9ccs129:Asp pneumon-0.0534
14Vital: Wt for Len Percentile-gain0to24True13920.75320.00950.00430.01483.86153.03234.91741.00961.00431.0149Diagnosis:9ccs128:Asthma0.0800Diagnosis:9ccs243:Poisn nonmed0.0681Diagnosis:9ccs95:Oth nerv dx-0.0657Diagnosis:9ccs214:GI cong anom-0.0657Diagnosis:9ccs246:FUO0.0621Diagnosis:9ccs86:Cataract-0.0615Diagnosis:9ccs133:Oth low resp0.0611Diagnosis:9ccs138:Esophgeal dx-0.0600MatDeliveryAge-0.0596Diagnosis:9ccs209:Ot acq defor0.0515
15Vital: Wt-avg3to5True13440.62850.00900.00360.01441.98831.58002.50201.00911.00361.0146Newborn Diagnosis:9ccs219:Low birth wt-0.1875Diagnosis:9ccs219:Low birth wt-0.1395Diagnosis:9ccs138:Esophgeal dx-0.1049Newborn Diagnosis:9ccs10:Immuniz/scrn0.1039Newborn Diagnosis:9ccs253:Allergy-0.0928Diagnosis:9ccs155:Other GI dx-0.0846Newborn Diagnosis:9ccs221:Resp distres-0.0823Newborn Diagnosis:9ccs138:Esophgeal dx-0.0802Newborn Diagnosis:9ccs222:Perint jaund-0.0746Newborn Diagnosis:9ccs58:Ot nutrit dx-0.0731
16MatDeliveryAgeFalse17510.52940.00750.00380.01121.10480.88121.38501.00751.00381.0113MatDeliveryAge1.0000Newborn Diagnosis:9ccs259:Unclassified0.1316Number of Visits0.1074Diagnosis:9ccs239:Superfic inj0.0795Diagnosis:9ccs86:Cataract0.0720Diagnosis:9ccs70:Schizo/rl dx0.0682Diagnosis:9ccs115:Aneurysm0.0680Diagnosis:9ccs123:Influenza0.0619Diagnosis:9ccs74:Ot mentl cnd0.0618Diagnosis:9ccs90:Eye infectn0.0595
17Vital: Wt-avg16to19True13230.70820.00740.00240.01253.04032.40993.83571.00751.00241.0125Diagnosis:9ccs143:Abdom hernia0.0774Newborn Diagnosis:9ccs219:Low birth wt-0.0743Diagnosis:9ccs120:Hemmorhoids0.0696Diagnosis:9ccs2618:E Codes: Other specified an...0.0696Diagnosis:9ccs147:Anal/rectal0.0686Diagnosis:9ccs208:Acq foot def0.0640Diagnosis:9ccs95:Oth nerv dx-0.0636Diagnosis:9ccs86:Cataract-0.0631Diagnosis:9ccs128:Asthma0.0602Diagnosis:9ccs138:Esophgeal dx-0.0585
18Vital: Wt for Length Zscore-avg10to13True14030.66970.00600.00250.00952.47981.96973.12211.00601.00251.0095Diagnosis:9ccs128:Asthma0.0924Newborn Diagnosis:9ccs191:Amnios dx0.0892MatDeliveryAge-0.0781Diagnosis:9ccs95:Oth nerv dx-0.0754Diagnosis:9ccs138:Esophgeal dx-0.0668Newborn Diagnosis:9ccs47:Ot bnign neo0.0642Diagnosis:9ccs143:Abdom hernia0.0640Diagnosis:9ccs129:Asp pneumon-0.0592Diagnosis:9ccs155:Other GI dx-0.0588Diagnosis:9ccs55:Fluid/elc dx-0.0582
19Vital: Wt for Length ZScore-avg13to16True12850.67270.00580.00160.01002.28671.81772.87671.00581.00161.0101Diagnosis:9ccs143:Abdom hernia0.0813Diagnosis:9ccs214:GI cong anom-0.0759Diagnosis:9ccs128:Asthma0.0690Lab:323825 STREP SCREEN THROAT - Sunrise-0.0690Diagnosis:9ccs86:Cataract-0.0676Diagnosis:9ccs136:Teeth dx-0.0663Diagnosis:9ccs95:Oth nerv dx-0.0653MatDeliveryAge-0.0641Diagnosis:9ccs147:Anal/rectal0.0628Diagnosis:9ccs138:Esophgeal dx-0.0618
\n", "
" ], "text/plain": [ " feature significant occurrences auc \\\n", "0 Vital: BMI-gain0to24 True 1391 0.7487 \n", "1 Vital: BMI-latest True 1672 0.7311 \n", "2 Vital: Wt-avg19to24 True 1417 0.7489 \n", "3 Vital: Wt for Length ZScore-latest True 1665 0.7607 \n", "4 Vital: Wt-gain0to24 True 1411 0.7353 \n", "5 Vital: BMI-avg19to24 True 1397 0.7620 \n", "6 Vital: Wt for Len Percentile-latest True 1601 0.7511 \n", "7 Vital: BMI-avg16to19 True 1293 0.7232 \n", "8 Vital: Wt for Len Percentile-avg16to19 True 1294 0.7350 \n", "9 Vital: Wt for Length ZScore-avg19to24 True 1392 0.7737 \n", "10 Vital: Wt-latest True 1677 0.7027 \n", "11 Vital: BMI-avg7to10 True 1342 0.6770 \n", "12 Vital: Wt for Length ZScore-avg16to19 True 1292 0.7180 \n", "13 Vital: Wt for Length ZScore-avg7to10 True 1346 0.6750 \n", "14 Vital: Wt for Len Percentile-gain0to24 True 1392 0.7532 \n", "15 Vital: Wt-avg3to5 True 1344 0.6285 \n", "16 MatDeliveryAge False 1751 0.5294 \n", "17 Vital: Wt-avg16to19 True 1323 0.7082 \n", "18 Vital: Wt for Length Zscore-avg10to13 True 1403 0.6697 \n", "19 Vital: Wt for Length ZScore-avg13to16 True 1285 0.6727 \n", "\n", " weight/importance wt_low wt_high OR OR_low OR_high OR_adj \\\n", "0 0.0880 0.0641 0.1119 4.2470 3.3492 5.3855 1.0920 \n", "1 0.0852 0.0663 0.1041 4.4826 3.4961 5.7474 1.0890 \n", "2 0.0815 0.0622 0.1007 4.0670 3.2093 5.1540 1.0849 \n", "3 0.0454 0.0285 0.0623 4.5113 3.5029 5.8101 1.0464 \n", "4 0.0448 0.0298 0.0599 3.9490 3.1183 5.0011 1.0458 \n", "5 0.0221 0.0085 0.0356 4.3440 3.4234 5.5121 1.0223 \n", "6 0.0177 0.0103 0.0251 4.2551 3.2939 5.4968 1.0179 \n", "7 0.0176 0.0091 0.0260 3.1889 2.5265 4.0249 1.0177 \n", "8 0.0158 0.0089 0.0227 3.2235 2.5512 4.0730 1.0159 \n", "9 0.0146 0.0062 0.0229 4.0021 3.1555 5.0758 1.0147 \n", "10 0.0145 0.0084 0.0206 4.0197 3.1266 5.1678 1.0146 \n", "11 0.0140 0.0059 0.0221 2.0690 1.6452 2.6020 1.0141 \n", "12 0.0106 0.0055 0.0157 3.1427 2.4904 3.9657 1.0107 \n", "13 0.0101 0.0031 0.0172 2.1470 1.7076 2.6996 1.0102 \n", "14 0.0095 0.0043 0.0148 3.8615 3.0323 4.9174 1.0096 \n", "15 0.0090 0.0036 0.0144 1.9883 1.5800 2.5020 1.0091 \n", "16 0.0075 0.0038 0.0112 1.1048 0.8812 1.3850 1.0075 \n", "17 0.0074 0.0024 0.0125 3.0403 2.4099 3.8357 1.0075 \n", "18 0.0060 0.0025 0.0095 2.4798 1.9697 3.1221 1.0060 \n", "19 0.0058 0.0016 0.0100 2.2867 1.8177 2.8767 1.0058 \n", "\n", " OR_adj_low OR_adj_high Top1CorrFeat \\\n", "0 1.0662 1.1184 Newborn Diagnosis:9ccs191:Amnios dx \n", "1 1.0686 1.1098 Diagnosis:9ccs95:Oth nerv dx \n", "2 1.0642 1.1060 Newborn Diagnosis:9ccs191:Amnios dx \n", "3 1.0289 1.0642 Diagnosis:9ccs128:Asthma \n", "4 1.0302 1.0617 Newborn Diagnosis:9ccs191:Amnios dx \n", "5 1.0085 1.0363 Newborn Diagnosis:9ccs191:Amnios dx \n", "6 1.0104 1.0254 Diagnosis:9ccs128:Asthma \n", "7 1.0092 1.0264 Diagnosis:9ccs214:GI cong anom \n", "8 1.0089 1.0230 MatDeliveryAge \n", "9 1.0063 1.0232 Diagnosis:9ccs128:Asthma \n", "10 1.0084 1.0209 Number of Visits \n", "11 1.0059 1.0223 Newborn Diagnosis:9ccs191:Amnios dx \n", "12 1.0055 1.0158 Diagnosis:9ccs214:GI cong anom \n", "13 1.0031 1.0173 Diagnosis:9ccs128:Asthma \n", "14 1.0043 1.0149 Diagnosis:9ccs128:Asthma \n", "15 1.0036 1.0146 Newborn Diagnosis:9ccs219:Low birth wt \n", "16 1.0038 1.0113 MatDeliveryAge \n", "17 1.0024 1.0125 Diagnosis:9ccs143:Abdom hernia \n", "18 1.0025 1.0095 Diagnosis:9ccs128:Asthma \n", "19 1.0016 1.0101 Diagnosis:9ccs143:Abdom hernia \n", "\n", " Top1CorrVal Top2CorrFeat Top2CorrVal \\\n", "0 0.1086 Diagnosis:9ccs58:Ot nutrit dx 0.0963 \n", "1 -0.0854 Diagnosis:9ccs128:Asthma 0.0829 \n", "2 0.0859 Diagnosis:9ccs128:Asthma 0.0834 \n", "3 0.1020 Diagnosis:9ccs95:Oth nerv dx -0.0830 \n", "4 0.0899 Diagnosis:9ccs128:Asthma 0.0837 \n", "5 0.1054 Diagnosis:9ccs58:Ot nutrit dx 0.0940 \n", "6 0.1017 Diagnosis:9ccs95:Oth nerv dx -0.0745 \n", "7 -0.0743 Newborn Diagnosis:9ccs191:Amnios dx 0.0659 \n", "8 -0.0885 Diagnosis:9ccs214:GI cong anom -0.0765 \n", "9 0.0793 Diagnosis:9ccs86:Cataract -0.0792 \n", "10 0.3625 Diagnosis:9ccs126:Ot up rsp in 0.2821 \n", "11 0.1042 Diagnosis:9ccs128:Asthma 0.0869 \n", "12 -0.0722 MatDeliveryAge -0.0714 \n", "13 0.0958 Diagnosis:9ccs95:Oth nerv dx -0.0877 \n", "14 0.0800 Diagnosis:9ccs243:Poisn nonmed 0.0681 \n", "15 -0.1875 Diagnosis:9ccs219:Low birth wt -0.1395 \n", "16 1.0000 Newborn Diagnosis:9ccs259:Unclassified 0.1316 \n", "17 0.0774 Newborn Diagnosis:9ccs219:Low birth wt -0.0743 \n", "18 0.0924 Newborn Diagnosis:9ccs191:Amnios dx 0.0892 \n", "19 0.0813 Diagnosis:9ccs214:GI cong anom -0.0759 \n", "\n", " Top3CorrFeat Top3CorrVal \\\n", "0 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0941 \n", "1 Diagnosis:9ccs138:Esophgeal dx -0.0707 \n", "2 Diagnosis:9ccs2618:E Codes: Other specified an... 0.0832 \n", "3 Number of Visits 0.0732 \n", "4 Diagnosis:9ccs2618:E Codes: Other specified an... 0.0836 \n", "5 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0937 \n", "6 Diagnosis:9ccs138:Esophgeal dx -0.0734 \n", "7 Diagnosis:9ccs143:Abdom hernia 0.0621 \n", "8 Diagnosis:9ccs128:Asthma 0.0590 \n", "9 Diagnosis:9ccs235:Opn wnd head 0.0737 \n", "10 Diagnosis:9ccs92:Otitis media 0.2373 \n", "11 Diagnosis:9ccs72:Anxiety dx 0.0848 \n", "12 Diagnosis:9ccs86:Cataract -0.0694 \n", "13 Newborn Diagnosis:9ccs191:Amnios dx 0.0842 \n", "14 Diagnosis:9ccs95:Oth nerv dx -0.0657 \n", "15 Diagnosis:9ccs138:Esophgeal dx -0.1049 \n", "16 Number of Visits 0.1074 \n", "17 Diagnosis:9ccs120:Hemmorhoids 0.0696 \n", "18 MatDeliveryAge -0.0781 \n", "19 Diagnosis:9ccs128:Asthma 0.0690 \n", "\n", " Top4CorrFeat Top4CorrVal \\\n", "0 Diagnosis:9ccs106:Dysrhythmia 0.0870 \n", "1 Diagnosis:9ccs243:Poisn nonmed 0.0626 \n", "2 Diagnosis:9ccs120:Hemmorhoids 0.0832 \n", "3 Diagnosis:9ccs86:Cataract -0.0713 \n", "4 Diagnosis:9ccs120:Hemmorhoids 0.0836 \n", "5 Diagnosis:9ccs128:Asthma 0.0838 \n", "6 MatDeliveryAge -0.0643 \n", "7 Diagnosis:9ccs235:Opn wnd head 0.0583 \n", "8 Diagnosis:9ccs86:Cataract -0.0588 \n", "9 Diagnosis:9ccs246:FUO 0.0661 \n", "10 Diagnosis:9ccs10:Immuniz/scrn 0.2187 \n", "11 Diagnosis:9ccs125:Bronchitis 0.0840 \n", "12 Diagnosis:9ccs143:Abdom hernia 0.0636 \n", "13 Diagnosis:9ccs125:Bronchitis 0.0802 \n", "14 Diagnosis:9ccs214:GI cong anom -0.0657 \n", "15 Newborn Diagnosis:9ccs10:Immuniz/scrn 0.1039 \n", "16 Diagnosis:9ccs239:Superfic inj 0.0795 \n", "17 Diagnosis:9ccs2618:E Codes: Other specified an... 0.0696 \n", "18 Diagnosis:9ccs95:Oth nerv dx -0.0754 \n", "19 Lab:323825 STREP SCREEN THROAT - Sunrise -0.0690 \n", "\n", " Top5CorrFeat Top5CorrVal \\\n", "0 Diagnosis:9ccs128:Asthma 0.0846 \n", "1 Diagnosis:9ccs86:Cataract -0.0586 \n", "2 Newborn Diagnosis:9ccs219:Low birth wt -0.0788 \n", "3 Diagnosis:9ccs138:Esophgeal dx -0.0707 \n", "4 Newborn Diagnosis:9ccs219:Low birth wt -0.0749 \n", "5 Diagnosis:9ccs235:Opn wnd head 0.0818 \n", "6 Diagnosis:9ccs214:GI cong anom -0.0639 \n", "7 Newborn Diagnosis:9ccs162:Ot dx bladdr 0.0575 \n", "8 Newborn Diagnosis:9ccs215:gu cong anom 0.0560 \n", "9 Diagnosis:9ccs138:Esophgeal dx -0.0646 \n", "10 Diagnosis:9ccs128:Asthma 0.1486 \n", "11 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0752 \n", "12 Newborn Diagnosis:9ccs191:Amnios dx 0.0625 \n", "13 MatDeliveryAge -0.0691 \n", "14 Diagnosis:9ccs246:FUO 0.0621 \n", "15 Newborn Diagnosis:9ccs253:Allergy -0.0928 \n", "16 Diagnosis:9ccs86:Cataract 0.0720 \n", "17 Diagnosis:9ccs147:Anal/rectal 0.0686 \n", "18 Diagnosis:9ccs138:Esophgeal dx -0.0668 \n", "19 Diagnosis:9ccs86:Cataract -0.0676 \n", "\n", " Top6CorrFeat Top6CorrVal \\\n", "0 Diagnosis:9ccs235:Opn wnd head 0.0821 \n", "1 Newborn Diagnosis:9ccs166:Oth male gen -0.0585 \n", "2 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0721 \n", "3 Diagnosis:9ccs133:Oth low resp 0.0667 \n", "4 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0724 \n", "5 Diagnosis:9ccs106:Dysrhythmia 0.0806 \n", "6 Diagnosis:9ccs133:Oth low resp 0.0610 \n", "7 Diagnosis:9ccs56:Cystic fibro -0.0569 \n", "8 Diagnosis:9ccs253:Allergy 0.0558 \n", "9 Diagnosis:9ccs214:GI cong anom -0.0641 \n", "10 Diagnosis:9ccs257:Ot aftercare 0.1374 \n", "11 Diagnosis:9ccs95:Oth nerv dx -0.0732 \n", "12 Newborn Diagnosis:9ccs133:Oth low resp -0.0584 \n", "13 Diagnosis:9ccs143:Abdom hernia 0.0578 \n", "14 Diagnosis:9ccs86:Cataract -0.0615 \n", "15 Diagnosis:9ccs155:Other GI dx -0.0846 \n", "16 Diagnosis:9ccs70:Schizo/rl dx 0.0682 \n", "17 Diagnosis:9ccs208:Acq foot def 0.0640 \n", "18 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0642 \n", "19 Diagnosis:9ccs136:Teeth dx -0.0663 \n", "\n", " Top7CorrFeat Top7CorrVal \\\n", "0 Diagnosis:9ccs95:Oth nerv dx -0.0746 \n", "1 Newborn Diagnosis:9ccs191:Amnios dx 0.0564 \n", "2 Diagnosis:9ccs86:Cataract -0.0647 \n", "3 Diagnosis:9ccs92:Otitis media 0.0642 \n", "4 Diagnosis:9ccs106:Dysrhythmia 0.0714 \n", "5 Diagnosis:9ccs95:Oth nerv dx -0.0733 \n", "6 Diagnosis:9ccs243:Poisn nonmed 0.0609 \n", "7 MatDeliveryAge -0.0568 \n", "8 Diagnosis:9ccs129:Asp pneumon -0.0519 \n", "9 Diagnosis:9ccs243:Poisn nonmed 0.0639 \n", "10 Diagnosis:9ccs7:Viral infect 0.1367 \n", "11 Diagnosis:9ccs143:Abdom hernia 0.0683 \n", "12 Diagnosis:9ccs95:Oth nerv dx -0.0557 \n", "13 Diagnosis:9ccs138:Esophgeal dx -0.0564 \n", "14 Diagnosis:9ccs133:Oth low resp 0.0611 \n", "15 Newborn Diagnosis:9ccs221:Resp distres -0.0823 \n", "16 Diagnosis:9ccs115:Aneurysm 0.0680 \n", "17 Diagnosis:9ccs95:Oth nerv dx -0.0636 \n", "18 Diagnosis:9ccs143:Abdom hernia 0.0640 \n", "19 Diagnosis:9ccs95:Oth nerv dx -0.0653 \n", "\n", " Top8CorrFeat Top8CorrVal \\\n", "0 Diagnosis:9ccs246:FUO 0.0713 \n", "1 Diagnosis:9ccs214:GI cong anom -0.0540 \n", "2 Diagnosis:9ccs136:Teeth dx -0.0631 \n", "3 Diagnosis:9ccs122:Pneumonia 0.0609 \n", "4 Diagnosis:9ccs86:Cataract -0.0649 \n", "5 Diagnosis:9ccs243:Poisn nonmed 0.0721 \n", "6 Diagnosis:9ccs122:Pneumonia 0.0599 \n", "7 Diagnosis:9ccs86:Cataract -0.0560 \n", "8 Diagnosis:9ccs138:Esophgeal dx -0.0519 \n", "9 Diagnosis:9ccs58:Ot nutrit dx 0.0618 \n", "10 Diagnosis:9ccs125:Bronchitis 0.1337 \n", "11 Diagnosis:9ccs167:Breast dx 0.0673 \n", "12 Diagnosis:9ccs246:FUO 0.0556 \n", "13 Newborn Diagnosis:9ccs47:Ot bnign neo 0.0549 \n", "14 Diagnosis:9ccs138:Esophgeal dx -0.0600 \n", "15 Newborn Diagnosis:9ccs138:Esophgeal dx -0.0802 \n", "16 Diagnosis:9ccs123:Influenza 0.0619 \n", "17 Diagnosis:9ccs86:Cataract -0.0631 \n", "18 Diagnosis:9ccs129:Asp pneumon -0.0592 \n", "19 MatDeliveryAge -0.0641 \n", "\n", " Top9CorrFeat Top9CorrVal \\\n", "0 Diagnosis:9ccs243:Poisn nonmed 0.0706 \n", "1 Diagnosis:9ccs133:Oth low resp 0.0531 \n", "2 Diagnosis:9ccs58:Ot nutrit dx 0.0631 \n", "3 Newborn Diagnosis:9ccs166:Oth male gen -0.0561 \n", "4 Diagnosis:9ccs136:Teeth dx -0.0648 \n", "5 Diagnosis:9ccs246:FUO 0.0709 \n", "6 Diagnosis:9ccs246:FUO 0.0584 \n", "7 Lab:294199 BILIRUBIN SCAN - LMC -0.0536 \n", "8 Lab:294495 LEAD, BLOOD - LMC 0.0500 \n", "9 Diagnosis:9ccs95:Oth nerv dx -0.0611 \n", "10 Diagnosis:9ccs135:Intest infct 0.1334 \n", "11 MatDeliveryAge -0.0619 \n", "12 Diagnosis:9ccs138:Esophgeal dx -0.0553 \n", "13 Diagnosis:9ccs167:Breast dx 0.0541 \n", "14 MatDeliveryAge -0.0596 \n", "15 Newborn Diagnosis:9ccs222:Perint jaund -0.0746 \n", "16 Diagnosis:9ccs74:Ot mentl cnd 0.0618 \n", "17 Diagnosis:9ccs128:Asthma 0.0602 \n", "18 Diagnosis:9ccs155:Other GI dx -0.0588 \n", "19 Diagnosis:9ccs147:Anal/rectal 0.0628 \n", "\n", " Top10CorrFeat Top10CorrVal \n", "0 Diagnosis:9ccs86:Cataract -0.0655 \n", "1 MatDeliveryAge -0.0528 \n", "2 Diagnosis:9ccs147:Anal/rectal 0.0630 \n", "3 Diagnosis:9ccs125:Bronchitis 0.0548 \n", "4 Diagnosis:9ccs147:Anal/rectal 0.0634 \n", "5 Diagnosis:9ccs86:Cataract -0.0655 \n", "6 Diagnosis:9ccs92:Otitis media 0.0567 \n", "7 Diagnosis:9ccs246:FUO 0.0534 \n", "8 Lab:294199 BILIRUBIN SCAN - LMC -0.0499 \n", "9 Diagnosis:9ccs2618:E Codes: Other specified an... 0.0542 \n", "10 Diagnosis:9ccs122:Pneumonia 0.1160 \n", "11 Newborn Diagnosis:9ccs223:Birth trauma -0.0591 \n", "12 Diagnosis:9ccs128:Asthma 0.0545 \n", "13 Diagnosis:9ccs129:Asp pneumon -0.0534 \n", "14 Diagnosis:9ccs209:Ot acq defor 0.0515 \n", "15 Newborn Diagnosis:9ccs58:Ot nutrit dx -0.0731 \n", "16 Diagnosis:9ccs90:Eye infectn 0.0595 \n", "17 Diagnosis:9ccs138:Esophgeal dx -0.0585 \n", "18 Diagnosis:9ccs55:Fluid/elc dx -0.0582 \n", "19 Diagnosis:9ccs138:Esophgeal dx -0.0618 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(title_list[boys_ix], auc_list[boys_ix][2], '(', auc_list[boys_ix][2] - auc_list[boys_ix][3], auc_list[boys_ix][2] + auc_list[boys_ix][3], ')')\n", "boys_fts.head(20)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Girls - Lasso Regression lasso_fts full @24 obese 0.816852112676 ( 0.814430497946 0.819273727406 )\n" ] }, { "data": { "text/html": [ "
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featuresignificantoccurrencesaucweight/importancewt_lowwt_highOROR_lowOR_highOR_adjOR_adj_lowOR_adj_highTop1CorrFeatTop1CorrValTop2CorrFeatTop2CorrValTop3CorrFeatTop3CorrValTop4CorrFeatTop4CorrValTop5CorrFeatTop5CorrValTop6CorrFeatTop6CorrValTop7CorrFeatTop7CorrValTop8CorrFeatTop8CorrValTop9CorrFeatTop9CorrValTop10CorrFeatTop10CorrVal
0Maternal Vital: Wt-postPregnancyTrue6660.58750.13310.11190.15431.84551.33642.54851.14231.11841.1668Maternal Vital: Wt-postPregnancy1.0000MatDeliveryAge0.1243Census:Unemployment rate; Estimate; Population...-0.0218Number of Visits-0.0036Census:Percent; Estimate; Population 25 years ...0.001200000
1Vital: BMI-avg16to19True12690.79230.11320.08450.14193.13092.38484.11061.11991.08821.1524Census:Percent; Estimate; Population 25 years ...0.0464Number of Visits-0.0428Maternal Vital: Wt-postPregnancy0.0416Census:Unemployment rate; Estimate; Population...0.0257MatDeliveryAge-0.021000000
2Vital: BMI-avg19to24True13540.77240.09860.07240.12494.04623.06185.34731.10371.07511.1331Maternal Vital: Wt-postPregnancy0.1044Census:Percent; Estimate; Population 25 years ...0.0451Census:Unemployment rate; Estimate; Population...0.0391Number of Visits-0.0344MatDeliveryAge-0.012700000
3Vital: BMI-avg13to16True12860.72490.09520.07260.11783.81422.88885.03611.09981.07531.1250Maternal Vital: Wt-postPregnancy0.0620Number of Visits-0.0258Census:Percent; Estimate; Population 25 years ...0.0119MatDeliveryAge-0.0053Census:Unemployment rate; Estimate; Population...-0.004400000
4Vital: BMI-latestTrue16210.79520.08430.06460.10414.76573.52756.43841.08801.06671.1097Maternal Vital: Wt-postPregnancy0.0982Census:Percent; Estimate; Population 25 years ...0.0465Number of Visits0.0356Census:Unemployment rate; Estimate; Population...0.0102MatDeliveryAge0.000600000
5Vital: Wt for Length ZScore-latestTrue16120.78320.08230.06370.10094.36723.23375.89791.08581.06571.1062Maternal Vital: Wt-postPregnancy0.1057Number of Visits0.0698Census:Percent; Estimate; Population 25 years ...0.0526Census:Unemployment rate; Estimate; Population...0.0143MatDeliveryAge-0.004200000
6Vital: BMI-gain0to24True13380.77830.05970.03450.08493.92322.97295.17741.06151.03511.0886Maternal Vital: Wt-postPregnancy0.1033Census:Percent; Estimate; Population 25 years ...0.0385Census:Unemployment rate; Estimate; Population...0.0338Number of Visits-0.0309MatDeliveryAge-0.010300000
7Vital: Wt for Length ZScore-avg3to5True12990.60440.05350.04190.06511.90201.45502.48631.05501.04281.0673Maternal Vital: Wt-postPregnancy0.0514Census:Unemployment rate; Estimate; Population...-0.0462Census:Percent; Estimate; Population 25 years ...0.0234Number of Visits-0.0134MatDeliveryAge-0.002500000
8Vital: Wt-avg16to19True12980.73560.04990.02880.07093.06032.33144.01701.05111.02931.0735Maternal Vital: Wt-postPregnancy0.0925Census:Unemployment rate; Estimate; Population...0.0446MatDeliveryAge-0.0399Census:Percent; Estimate; Population 25 years ...0.0142Number of Visits-0.013900000
9Vital: Wt-latestTrue16260.76110.04860.03820.05913.50022.57074.76601.04981.03891.0608Number of Visits0.3771Maternal Vital: Wt-postPregnancy0.1392Census:Percent; Estimate; Population 25 years ...0.0570MatDeliveryAge0.0481Census:Unemployment rate; Estimate; Population...0.005500000
10Vital: Wt for Len Percentile-avg13to16True12860.71770.04510.02840.06193.42642.59724.52031.04621.02881.0638Maternal Vital: Wt-postPregnancy0.0552MatDeliveryAge-0.0208Number of Visits-0.0187Census:Percent; Estimate; Population 25 years ...0.0053Census:Unemployment rate; Estimate; Population...-0.000100000
11Number of VisitsTrue16450.4779-0.0361-0.0479-0.02430.70790.53520.93640.96460.95320.9760Number of Visits1.0000MatDeliveryAge0.0879Census:Unemployment rate; Estimate; Population...-0.0346Census:Percent; Estimate; Population 25 years ...-0.0266Maternal Vital: Wt-postPregnancy-0.003600000
12Vital: Wt-avg19to24True13720.77030.03580.01330.05823.82382.89715.04691.03641.01341.0600Maternal Vital: Wt-postPregnancy0.1232Census:Unemployment rate; Estimate; Population...0.0541Census:Percent; Estimate; Population 25 years ...0.0114MatDeliveryAge-0.0045Number of Visits0.002400000
13Vital: Wt for Len Percentile-avg16to19True12690.7721-0.0340-0.0531-0.01482.93742.23303.86390.96660.94830.9853MatDeliveryAge-0.0558Census:Percent; Estimate; Population 25 years ...0.0333Census:Unemployment rate; Estimate; Population...0.0289Maternal Vital: Wt-postPregnancy0.0267Number of Visits0.001300000
14Vital: Wt Change-latestTrue9790.60790.03390.02050.04741.65991.21952.25941.03451.02071.0485Number of Visits-0.1814Maternal Vital: Wt-postPregnancy0.0598MatDeliveryAge-0.0229Census:Percent; Estimate; Population 25 years ...0.0115Census:Unemployment rate; Estimate; Population...0.010900000
15Vital: Wt-gain0to24True13570.7751-0.0339-0.0563-0.01153.72392.82314.91210.96670.94530.9886Maternal Vital: Wt-postPregnancy0.1239Census:Unemployment rate; Estimate; Population...0.0398Number of Visits0.0044MatDeliveryAge-0.0032Census:Percent; Estimate; Population 25 years ...0.001700000
16Census:Percent; Estimate; Population 25 years ...True10570.56840.03070.02050.04091.43761.08401.90641.03121.02071.0418Census:Percent; Estimate; Population 25 years ...1.0000Census:Unemployment rate; Estimate; Population...0.0297Number of Visits-0.0266MatDeliveryAge0.0109Maternal Vital: Wt-postPregnancy0.001200000
17Vital: Temp-latestFalse16240.46480.02810.01990.03640.98230.75021.28601.02851.02011.0370Census:Unemployment rate; Estimate; Population...-0.0165Number of Visits0.0146Maternal Vital: Wt-postPregnancy-0.0130MatDeliveryAge-0.0108Census:Percent; Estimate; Population 25 years ...0.010700000
18Vital: Wt for Length ZScore-avg1to3True13480.58920.02640.01480.03801.47091.12631.92111.02671.01491.0387Census:Percent; Estimate; Population 25 years ...0.0376Maternal Vital: Wt-postPregnancy0.0327MatDeliveryAge0.0215Number of Visits-0.0193Census:Unemployment rate; Estimate; Population...-0.007300000
19Vital: Ht Percentile-gain16to24False9630.55400.02560.01360.03750.99340.72841.35471.02591.01371.0382Census:Percent; Estimate; Population 25 years ...-0.0511MatDeliveryAge-0.0393Maternal Vital: Wt-postPregnancy-0.0168Number of Visits0.0061Census:Unemployment rate; Estimate; Population...-0.001700000
\n", "
" ], "text/plain": [ " feature significant \\\n", "0 Maternal Vital: Wt-postPregnancy True \n", "1 Vital: BMI-avg16to19 True \n", "2 Vital: BMI-avg19to24 True \n", "3 Vital: BMI-avg13to16 True \n", "4 Vital: BMI-latest True \n", "5 Vital: Wt for Length ZScore-latest True \n", "6 Vital: BMI-gain0to24 True \n", "7 Vital: Wt for Length ZScore-avg3to5 True \n", "8 Vital: Wt-avg16to19 True \n", "9 Vital: Wt-latest True \n", "10 Vital: Wt for Len Percentile-avg13to16 True \n", "11 Number of Visits True \n", "12 Vital: Wt-avg19to24 True \n", "13 Vital: Wt for Len Percentile-avg16to19 True \n", "14 Vital: Wt Change-latest True \n", "15 Vital: Wt-gain0to24 True \n", "16 Census:Percent; Estimate; Population 25 years ... True \n", "17 Vital: Temp-latest False \n", "18 Vital: Wt for Length ZScore-avg1to3 True \n", "19 Vital: Ht Percentile-gain16to24 False \n", "\n", " occurrences auc weight/importance wt_low wt_high OR OR_low \\\n", "0 666 0.5875 0.1331 0.1119 0.1543 1.8455 1.3364 \n", "1 1269 0.7923 0.1132 0.0845 0.1419 3.1309 2.3848 \n", "2 1354 0.7724 0.0986 0.0724 0.1249 4.0462 3.0618 \n", "3 1286 0.7249 0.0952 0.0726 0.1178 3.8142 2.8888 \n", "4 1621 0.7952 0.0843 0.0646 0.1041 4.7657 3.5275 \n", "5 1612 0.7832 0.0823 0.0637 0.1009 4.3672 3.2337 \n", "6 1338 0.7783 0.0597 0.0345 0.0849 3.9232 2.9729 \n", "7 1299 0.6044 0.0535 0.0419 0.0651 1.9020 1.4550 \n", "8 1298 0.7356 0.0499 0.0288 0.0709 3.0603 2.3314 \n", "9 1626 0.7611 0.0486 0.0382 0.0591 3.5002 2.5707 \n", "10 1286 0.7177 0.0451 0.0284 0.0619 3.4264 2.5972 \n", "11 1645 0.4779 -0.0361 -0.0479 -0.0243 0.7079 0.5352 \n", "12 1372 0.7703 0.0358 0.0133 0.0582 3.8238 2.8971 \n", "13 1269 0.7721 -0.0340 -0.0531 -0.0148 2.9374 2.2330 \n", "14 979 0.6079 0.0339 0.0205 0.0474 1.6599 1.2195 \n", "15 1357 0.7751 -0.0339 -0.0563 -0.0115 3.7239 2.8231 \n", "16 1057 0.5684 0.0307 0.0205 0.0409 1.4376 1.0840 \n", "17 1624 0.4648 0.0281 0.0199 0.0364 0.9823 0.7502 \n", "18 1348 0.5892 0.0264 0.0148 0.0380 1.4709 1.1263 \n", "19 963 0.5540 0.0256 0.0136 0.0375 0.9934 0.7284 \n", "\n", " OR_high OR_adj OR_adj_low OR_adj_high \\\n", "0 2.5485 1.1423 1.1184 1.1668 \n", "1 4.1106 1.1199 1.0882 1.1524 \n", "2 5.3473 1.1037 1.0751 1.1331 \n", "3 5.0361 1.0998 1.0753 1.1250 \n", "4 6.4384 1.0880 1.0667 1.1097 \n", "5 5.8979 1.0858 1.0657 1.1062 \n", "6 5.1774 1.0615 1.0351 1.0886 \n", "7 2.4863 1.0550 1.0428 1.0673 \n", "8 4.0170 1.0511 1.0293 1.0735 \n", "9 4.7660 1.0498 1.0389 1.0608 \n", "10 4.5203 1.0462 1.0288 1.0638 \n", "11 0.9364 0.9646 0.9532 0.9760 \n", "12 5.0469 1.0364 1.0134 1.0600 \n", "13 3.8639 0.9666 0.9483 0.9853 \n", "14 2.2594 1.0345 1.0207 1.0485 \n", "15 4.9121 0.9667 0.9453 0.9886 \n", "16 1.9064 1.0312 1.0207 1.0418 \n", "17 1.2860 1.0285 1.0201 1.0370 \n", "18 1.9211 1.0267 1.0149 1.0387 \n", "19 1.3547 1.0259 1.0137 1.0382 \n", "\n", " Top1CorrFeat Top1CorrVal \\\n", "0 Maternal Vital: Wt-postPregnancy 1.0000 \n", "1 Census:Percent; Estimate; Population 25 years ... 0.0464 \n", "2 Maternal Vital: Wt-postPregnancy 0.1044 \n", "3 Maternal Vital: Wt-postPregnancy 0.0620 \n", "4 Maternal Vital: Wt-postPregnancy 0.0982 \n", "5 Maternal Vital: Wt-postPregnancy 0.1057 \n", "6 Maternal Vital: Wt-postPregnancy 0.1033 \n", "7 Maternal Vital: Wt-postPregnancy 0.0514 \n", "8 Maternal Vital: Wt-postPregnancy 0.0925 \n", "9 Number of Visits 0.3771 \n", "10 Maternal Vital: Wt-postPregnancy 0.0552 \n", "11 Number of Visits 1.0000 \n", "12 Maternal Vital: Wt-postPregnancy 0.1232 \n", "13 MatDeliveryAge -0.0558 \n", "14 Number of Visits -0.1814 \n", "15 Maternal Vital: Wt-postPregnancy 0.1239 \n", "16 Census:Percent; Estimate; Population 25 years ... 1.0000 \n", "17 Census:Unemployment rate; Estimate; Population... -0.0165 \n", "18 Census:Percent; Estimate; Population 25 years ... 0.0376 \n", "19 Census:Percent; Estimate; Population 25 years ... -0.0511 \n", "\n", " Top2CorrFeat Top2CorrVal \\\n", "0 MatDeliveryAge 0.1243 \n", "1 Number of Visits -0.0428 \n", "2 Census:Percent; Estimate; Population 25 years ... 0.0451 \n", "3 Number of Visits -0.0258 \n", "4 Census:Percent; Estimate; Population 25 years ... 0.0465 \n", "5 Number of Visits 0.0698 \n", "6 Census:Percent; Estimate; Population 25 years ... 0.0385 \n", "7 Census:Unemployment rate; Estimate; Population... -0.0462 \n", "8 Census:Unemployment rate; Estimate; Population... 0.0446 \n", "9 Maternal Vital: Wt-postPregnancy 0.1392 \n", "10 MatDeliveryAge -0.0208 \n", "11 MatDeliveryAge 0.0879 \n", "12 Census:Unemployment rate; Estimate; Population... 0.0541 \n", "13 Census:Percent; Estimate; Population 25 years ... 0.0333 \n", "14 Maternal Vital: Wt-postPregnancy 0.0598 \n", "15 Census:Unemployment rate; Estimate; Population... 0.0398 \n", "16 Census:Unemployment rate; Estimate; Population... 0.0297 \n", "17 Number of Visits 0.0146 \n", "18 Maternal Vital: Wt-postPregnancy 0.0327 \n", "19 MatDeliveryAge -0.0393 \n", "\n", " Top3CorrFeat Top3CorrVal \\\n", "0 Census:Unemployment rate; Estimate; Population... -0.0218 \n", "1 Maternal Vital: Wt-postPregnancy 0.0416 \n", "2 Census:Unemployment rate; Estimate; Population... 0.0391 \n", "3 Census:Percent; Estimate; Population 25 years ... 0.0119 \n", "4 Number of Visits 0.0356 \n", "5 Census:Percent; Estimate; Population 25 years ... 0.0526 \n", "6 Census:Unemployment rate; Estimate; Population... 0.0338 \n", "7 Census:Percent; Estimate; Population 25 years ... 0.0234 \n", "8 MatDeliveryAge -0.0399 \n", "9 Census:Percent; Estimate; Population 25 years ... 0.0570 \n", "10 Number of Visits -0.0187 \n", "11 Census:Unemployment rate; Estimate; Population... -0.0346 \n", "12 Census:Percent; Estimate; Population 25 years ... 0.0114 \n", "13 Census:Unemployment rate; Estimate; Population... 0.0289 \n", "14 MatDeliveryAge -0.0229 \n", "15 Number of Visits 0.0044 \n", "16 Number of Visits -0.0266 \n", "17 Maternal Vital: Wt-postPregnancy -0.0130 \n", "18 MatDeliveryAge 0.0215 \n", "19 Maternal Vital: Wt-postPregnancy -0.0168 \n", "\n", " Top4CorrFeat Top4CorrVal \\\n", "0 Number of Visits -0.0036 \n", "1 Census:Unemployment rate; Estimate; Population... 0.0257 \n", "2 Number of Visits -0.0344 \n", "3 MatDeliveryAge -0.0053 \n", "4 Census:Unemployment rate; Estimate; Population... 0.0102 \n", "5 Census:Unemployment rate; Estimate; Population... 0.0143 \n", "6 Number of Visits -0.0309 \n", "7 Number of Visits -0.0134 \n", "8 Census:Percent; Estimate; Population 25 years ... 0.0142 \n", "9 MatDeliveryAge 0.0481 \n", "10 Census:Percent; Estimate; Population 25 years ... 0.0053 \n", "11 Census:Percent; Estimate; Population 25 years ... -0.0266 \n", "12 MatDeliveryAge -0.0045 \n", "13 Maternal Vital: Wt-postPregnancy 0.0267 \n", "14 Census:Percent; Estimate; Population 25 years ... 0.0115 \n", "15 MatDeliveryAge -0.0032 \n", "16 MatDeliveryAge 0.0109 \n", "17 MatDeliveryAge -0.0108 \n", "18 Number of Visits -0.0193 \n", "19 Number of Visits 0.0061 \n", "\n", " Top5CorrFeat Top5CorrVal \\\n", "0 Census:Percent; Estimate; Population 25 years ... 0.0012 \n", "1 MatDeliveryAge -0.0210 \n", "2 MatDeliveryAge -0.0127 \n", "3 Census:Unemployment rate; Estimate; Population... -0.0044 \n", "4 MatDeliveryAge 0.0006 \n", "5 MatDeliveryAge -0.0042 \n", "6 MatDeliveryAge -0.0103 \n", "7 MatDeliveryAge -0.0025 \n", "8 Number of Visits -0.0139 \n", "9 Census:Unemployment rate; Estimate; Population... 0.0055 \n", "10 Census:Unemployment rate; Estimate; Population... -0.0001 \n", "11 Maternal Vital: Wt-postPregnancy -0.0036 \n", "12 Number of Visits 0.0024 \n", "13 Number of Visits 0.0013 \n", "14 Census:Unemployment rate; Estimate; Population... 0.0109 \n", "15 Census:Percent; Estimate; Population 25 years ... 0.0017 \n", "16 Maternal Vital: Wt-postPregnancy 0.0012 \n", "17 Census:Percent; Estimate; Population 25 years ... 0.0107 \n", "18 Census:Unemployment rate; Estimate; Population... -0.0073 \n", "19 Census:Unemployment rate; Estimate; Population... -0.0017 \n", "\n", " Top6CorrFeat Top6CorrVal Top7CorrFeat Top7CorrVal Top8CorrFeat \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "5 0 0 \n", "6 0 0 \n", "7 0 0 \n", "8 0 0 \n", "9 0 0 \n", "10 0 0 \n", "11 0 0 \n", "12 0 0 \n", "13 0 0 \n", "14 0 0 \n", "15 0 0 \n", "16 0 0 \n", "17 0 0 \n", "18 0 0 \n", "19 0 0 \n", "\n", " Top8CorrVal Top9CorrFeat Top9CorrVal Top10CorrFeat Top10CorrVal \n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "5 0 0 0 \n", "6 0 0 0 \n", "7 0 0 0 \n", "8 0 0 0 \n", "9 0 0 0 \n", "10 0 0 0 \n", "11 0 0 0 \n", "12 0 0 0 \n", "13 0 0 0 \n", "14 0 0 0 \n", "15 0 0 0 \n", "16 0 0 0 \n", "17 0 0 0 \n", "18 0 0 0 \n", "19 0 0 0 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(title_list[girls_ix], auc_list[girls_ix][2], '(', auc_list[girls_ix][2] - auc_list[girls_ix][3], auc_list[girls_ix][2] + auc_list[girls_ix][3], ')')\n", "girls_fts.head(20)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Print the AUC and explained variance w/CI for the top models" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boys - Lasso Regression no_min no_census @24 obese AUC: 0.761345607148 ( 0.759622935794 0.763068278501 )\n", "Boys - Lasso Regression no_min no_census @24 obese Explained Variance 0.281326712502 ( 0.277485936557 0.285167488446 )\n" ] } ], "source": [ "print(title_list[boys_ix], 'AUC:', auc_list[boys_ix][2], '(', auc_list[boys_ix][2] - auc_list[boys_ix][3], auc_list[boys_ix][2] + auc_list[boys_ix][3], ')')\n", "print(title_list[boys_ix], 'Explained Variance', metric3_list[boys_ix][2], '(', metric3_list[boys_ix][2] - metric3_list[boys_ix][3], metric3_list[boys_ix][2] + metric3_list[boys_ix][3], ')')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Girls - Lasso Regression lasso_fts full @24 obese AUC: 0.816852112676 ( 0.814430497946 0.819273727406 )\n", "Girls - Lasso Regression lasso_fts full @24 obese Explained Variance 0.342658179985 ( 0.336404404967 0.348911955003 )\n" ] } ], "source": [ "print(title_list[girls_ix], 'AUC:', auc_list[girls_ix][2], '(', auc_list[girls_ix][2] - auc_list[girls_ix][3], auc_list[girls_ix][2] + auc_list[girls_ix][3], ')')\n", "print(title_list[girls_ix], 'Explained Variance', metric3_list[girls_ix][2], '(', metric3_list[girls_ix][2] - metric3_list[girls_ix][3], metric3_list[girls_ix][2] + metric3_list[girls_ix][3], ')')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Print the sensitivity/specificity/PPV statistics around the key points" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
84-0.051663.0000158.000020.0000109.00000.36630.75900.59180.63140.49410.0038172.0000178.0000
85-0.055263.0000157.000020.0000110.00000.36420.75900.58800.62860.49220.0037173.0000177.0000
86-0.066465.0000143.000018.0000124.00000.34390.78310.53560.59430.47790.0032189.0000161.0000
87-0.069566.0000142.000017.0000125.00000.34550.79520.53180.59430.48180.0032191.0000159.0000
88-0.086067.0000137.000016.0000130.00000.34010.80720.51310.58290.47860.0031197.0000153.0000
89-0.089268.0000136.000015.0000131.00000.34170.81930.50940.58290.48230.0032199.0000151.0000
90-0.104169.0000131.000014.0000136.00000.33660.83130.49060.57140.47920.0031205.0000145.0000
91-0.104869.0000130.000014.0000137.00000.33500.83130.48690.56860.47750.0030206.0000144.0000
92-0.110270.0000126.000013.0000141.00000.33180.84340.47190.56000.47620.0030211.0000139.0000
93-0.113370.0000125.000013.0000142.00000.33020.84340.46820.55710.47460.0029212.0000138.0000
\n", "
" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "84 -0.0516 63.0000 158.0000 20.0000 109.0000 0.3663 0.7590 \n", "85 -0.0552 63.0000 157.0000 20.0000 110.0000 0.3642 0.7590 \n", "86 -0.0664 65.0000 143.0000 18.0000 124.0000 0.3439 0.7831 \n", "87 -0.0695 66.0000 142.0000 17.0000 125.0000 0.3455 0.7952 \n", "88 -0.0860 67.0000 137.0000 16.0000 130.0000 0.3401 0.8072 \n", "89 -0.0892 68.0000 136.0000 15.0000 131.0000 0.3417 0.8193 \n", "90 -0.1041 69.0000 131.0000 14.0000 136.0000 0.3366 0.8313 \n", "91 -0.1048 69.0000 130.0000 14.0000 137.0000 0.3350 0.8313 \n", "92 -0.1102 70.0000 126.0000 13.0000 141.0000 0.3318 0.8434 \n", "93 -0.1133 70.0000 125.0000 13.0000 142.0000 0.3302 0.8434 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "84 0.5918 0.6314 0.4941 0.0038 172.0000 178.0000 \n", "85 0.5880 0.6286 0.4922 0.0037 173.0000 177.0000 \n", "86 0.5356 0.5943 0.4779 0.0032 189.0000 161.0000 \n", "87 0.5318 0.5943 0.4818 0.0032 191.0000 159.0000 \n", "88 0.5131 0.5829 0.4786 0.0031 197.0000 153.0000 \n", "89 0.5094 0.5829 0.4823 0.0032 199.0000 151.0000 \n", "90 0.4906 0.5714 0.4792 0.0031 205.0000 145.0000 \n", "91 0.4869 0.5686 0.4775 0.0030 206.0000 144.0000 \n", "92 0.4719 0.5600 0.4762 0.0030 211.0000 139.0000 \n", "93 0.4682 0.5571 0.4746 0.0029 212.0000 138.0000 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boys_results = pd.DataFrame(results_list[boys_ix], columns=results_cols)\n", "boys_results[(boys_results.sensitivity > 0.75) & (boys_results.sensitivity < 0.85)]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
520.193446.0000211.000037.000056.00000.45100.55420.79030.73430.49730.0070102.0000248.0000
530.191446.0000210.000037.000057.00000.44660.55420.78650.73140.49460.0068103.0000247.0000
540.191347.0000210.000036.000057.00000.45190.56630.78650.73430.50270.0070104.0000246.0000
550.188947.0000209.000036.000058.00000.44760.56630.78280.73140.50000.0068105.0000245.0000
560.176348.0000206.000035.000061.00000.44040.57830.77150.72570.50000.0065109.0000241.0000
570.171248.0000205.000035.000062.00000.43640.57830.76780.72290.49740.0063110.0000240.0000
580.164749.0000205.000034.000062.00000.44140.59040.76780.72570.50520.0065111.0000239.0000
590.161949.0000204.000034.000063.00000.43750.59040.76400.72290.50260.0063112.0000238.0000
600.158850.0000203.000033.000064.00000.43860.60240.76030.72290.50760.0064114.0000236.0000
610.149150.0000202.000033.000065.00000.43480.60240.75660.72000.50510.0062115.0000235.0000
620.134651.0000199.000032.000068.00000.42860.61450.74530.71430.50500.0059119.0000231.0000
630.128351.0000198.000032.000069.00000.42500.61450.74160.71140.50250.0058120.0000230.0000
640.121752.0000193.000031.000074.00000.41270.62650.72280.70000.49760.0053126.0000224.0000
650.121452.0000192.000031.000075.00000.40940.62650.71910.69710.49520.0052127.0000223.0000
660.113153.0000191.000030.000076.00000.41090.63860.71540.69710.50000.0052129.0000221.0000
670.110453.0000190.000030.000077.00000.40770.63860.71160.69430.49770.0051130.0000220.0000
\n", "
" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "52 0.1934 46.0000 211.0000 37.0000 56.0000 0.4510 0.5542 \n", "53 0.1914 46.0000 210.0000 37.0000 57.0000 0.4466 0.5542 \n", "54 0.1913 47.0000 210.0000 36.0000 57.0000 0.4519 0.5663 \n", "55 0.1889 47.0000 209.0000 36.0000 58.0000 0.4476 0.5663 \n", "56 0.1763 48.0000 206.0000 35.0000 61.0000 0.4404 0.5783 \n", "57 0.1712 48.0000 205.0000 35.0000 62.0000 0.4364 0.5783 \n", "58 0.1647 49.0000 205.0000 34.0000 62.0000 0.4414 0.5904 \n", "59 0.1619 49.0000 204.0000 34.0000 63.0000 0.4375 0.5904 \n", "60 0.1588 50.0000 203.0000 33.0000 64.0000 0.4386 0.6024 \n", "61 0.1491 50.0000 202.0000 33.0000 65.0000 0.4348 0.6024 \n", "62 0.1346 51.0000 199.0000 32.0000 68.0000 0.4286 0.6145 \n", "63 0.1283 51.0000 198.0000 32.0000 69.0000 0.4250 0.6145 \n", "64 0.1217 52.0000 193.0000 31.0000 74.0000 0.4127 0.6265 \n", "65 0.1214 52.0000 192.0000 31.0000 75.0000 0.4094 0.6265 \n", "66 0.1131 53.0000 191.0000 30.0000 76.0000 0.4109 0.6386 \n", "67 0.1104 53.0000 190.0000 30.0000 77.0000 0.4077 0.6386 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "52 0.7903 0.7343 0.4973 0.0070 102.0000 248.0000 \n", "53 0.7865 0.7314 0.4946 0.0068 103.0000 247.0000 \n", "54 0.7865 0.7343 0.5027 0.0070 104.0000 246.0000 \n", "55 0.7828 0.7314 0.5000 0.0068 105.0000 245.0000 \n", "56 0.7715 0.7257 0.5000 0.0065 109.0000 241.0000 \n", "57 0.7678 0.7229 0.4974 0.0063 110.0000 240.0000 \n", "58 0.7678 0.7257 0.5052 0.0065 111.0000 239.0000 \n", "59 0.7640 0.7229 0.5026 0.0063 112.0000 238.0000 \n", "60 0.7603 0.7229 0.5076 0.0064 114.0000 236.0000 \n", "61 0.7566 0.7200 0.5051 0.0062 115.0000 235.0000 \n", "62 0.7453 0.7143 0.5050 0.0059 119.0000 231.0000 \n", "63 0.7416 0.7114 0.5025 0.0058 120.0000 230.0000 \n", "64 0.7228 0.7000 0.4976 0.0053 126.0000 224.0000 \n", "65 0.7191 0.6971 0.4952 0.0052 127.0000 223.0000 \n", "66 0.7154 0.6971 0.5000 0.0052 129.0000 221.0000 \n", "67 0.7116 0.6943 0.4977 0.0051 130.0000 220.0000 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boys_results[(boys_results.sensitivity > 0.55) & (boys_results.sensitivity < 0.65)]" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
70.488413.0000263.000070.00004.00000.76470.15660.98500.78860.26000.079417.0000333.0000
80.461014.0000261.000069.00006.00000.70000.16870.97750.78570.27180.050820.0000330.0000
90.457014.0000260.000069.00007.00000.66670.16870.97380.78290.26920.041521.0000329.0000
100.450815.0000258.000068.00009.00000.62500.18070.96630.78000.28040.031424.0000326.0000
110.442816.0000257.000067.000010.00000.61540.19280.96250.78000.29360.028826.0000324.0000
120.425817.0000255.000066.000012.00000.58620.20480.95510.77710.30360.023629.0000321.0000
130.425317.0000254.000066.000013.00000.56670.20480.95130.77430.30090.021030.0000320.0000
140.424018.0000254.000065.000013.00000.58060.21690.95130.77710.31580.022331.0000319.0000
150.416319.0000253.000064.000014.00000.57580.22890.94760.77710.32760.021133.0000317.0000
160.414820.0000253.000063.000014.00000.58820.24100.94760.78000.34190.022234.0000316.0000
170.414720.0000252.000063.000015.00000.57140.24100.94380.77710.33900.020135.0000315.0000
180.409621.0000252.000062.000015.00000.58330.25300.94380.78000.35290.021136.0000314.0000
190.400621.0000251.000062.000016.00000.56760.25300.94010.77710.35000.019237.0000313.0000
200.391822.0000249.000061.000018.00000.55000.26510.93260.77430.35770.017040.0000310.0000
210.384623.0000248.000060.000019.00000.54760.27710.92880.77430.36800.016442.0000308.0000
220.383524.0000248.000059.000019.00000.55810.28920.92880.77710.38100.017243.0000307.0000
230.381624.0000247.000059.000020.00000.54550.28920.92510.77430.37800.015944.0000306.0000
\n", "
" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "7 0.4884 13.0000 263.0000 70.0000 4.0000 0.7647 0.1566 \n", "8 0.4610 14.0000 261.0000 69.0000 6.0000 0.7000 0.1687 \n", "9 0.4570 14.0000 260.0000 69.0000 7.0000 0.6667 0.1687 \n", "10 0.4508 15.0000 258.0000 68.0000 9.0000 0.6250 0.1807 \n", "11 0.4428 16.0000 257.0000 67.0000 10.0000 0.6154 0.1928 \n", "12 0.4258 17.0000 255.0000 66.0000 12.0000 0.5862 0.2048 \n", "13 0.4253 17.0000 254.0000 66.0000 13.0000 0.5667 0.2048 \n", "14 0.4240 18.0000 254.0000 65.0000 13.0000 0.5806 0.2169 \n", "15 0.4163 19.0000 253.0000 64.0000 14.0000 0.5758 0.2289 \n", "16 0.4148 20.0000 253.0000 63.0000 14.0000 0.5882 0.2410 \n", "17 0.4147 20.0000 252.0000 63.0000 15.0000 0.5714 0.2410 \n", "18 0.4096 21.0000 252.0000 62.0000 15.0000 0.5833 0.2530 \n", "19 0.4006 21.0000 251.0000 62.0000 16.0000 0.5676 0.2530 \n", "20 0.3918 22.0000 249.0000 61.0000 18.0000 0.5500 0.2651 \n", "21 0.3846 23.0000 248.0000 60.0000 19.0000 0.5476 0.2771 \n", "22 0.3835 24.0000 248.0000 59.0000 19.0000 0.5581 0.2892 \n", "23 0.3816 24.0000 247.0000 59.0000 20.0000 0.5455 0.2892 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "7 0.9850 0.7886 0.2600 0.0794 17.0000 333.0000 \n", "8 0.9775 0.7857 0.2718 0.0508 20.0000 330.0000 \n", "9 0.9738 0.7829 0.2692 0.0415 21.0000 329.0000 \n", "10 0.9663 0.7800 0.2804 0.0314 24.0000 326.0000 \n", "11 0.9625 0.7800 0.2936 0.0288 26.0000 324.0000 \n", "12 0.9551 0.7771 0.3036 0.0236 29.0000 321.0000 \n", "13 0.9513 0.7743 0.3009 0.0210 30.0000 320.0000 \n", "14 0.9513 0.7771 0.3158 0.0223 31.0000 319.0000 \n", "15 0.9476 0.7771 0.3276 0.0211 33.0000 317.0000 \n", "16 0.9476 0.7800 0.3419 0.0222 34.0000 316.0000 \n", "17 0.9438 0.7771 0.3390 0.0201 35.0000 315.0000 \n", "18 0.9438 0.7800 0.3529 0.0211 36.0000 314.0000 \n", "19 0.9401 0.7771 0.3500 0.0192 37.0000 313.0000 \n", "20 0.9326 0.7743 0.3577 0.0170 40.0000 310.0000 \n", "21 0.9288 0.7743 0.3680 0.0164 42.0000 308.0000 \n", "22 0.9288 0.7771 0.3810 0.0172 43.0000 307.0000 \n", "23 0.9251 0.7743 0.3780 0.0159 44.0000 306.0000 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boys_results[(boys_results.sensitivity > 0.1) & (boys_results.sensitivity < 0.3)]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
580.135242.0000194.000013.000090.00000.31820.76360.68310.69620.44920.0047132.0000207.0000
590.128142.0000193.000013.000091.00000.31580.76360.67960.69320.44680.0046133.0000206.0000
600.077443.0000183.000012.0000101.00000.29860.78180.64440.66670.43220.0040144.0000195.0000
610.075643.0000182.000012.0000102.00000.29660.78180.64080.66370.43000.0040145.0000194.0000
620.066444.0000179.000011.0000105.00000.29530.80000.63030.65780.43140.0040149.0000190.0000
630.064944.0000178.000011.0000106.00000.29330.80000.62680.65490.42930.0039150.0000189.0000
640.044845.0000171.000010.0000113.00000.28480.81820.60210.63720.42250.0036158.0000181.0000
650.042845.0000170.000010.0000114.00000.28300.81820.59860.63420.42060.0036159.0000180.0000
660.040946.0000170.00009.0000114.00000.28750.83640.59860.63720.42790.0037160.0000179.0000
670.040746.0000169.00009.0000115.00000.28570.83640.59510.63420.42590.0037161.0000178.0000
680.035446.0000164.00009.0000120.00000.27710.83640.57750.61950.41630.0034166.0000173.0000
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" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "58 0.1352 42.0000 194.0000 13.0000 90.0000 0.3182 0.7636 \n", "59 0.1281 42.0000 193.0000 13.0000 91.0000 0.3158 0.7636 \n", "60 0.0774 43.0000 183.0000 12.0000 101.0000 0.2986 0.7818 \n", "61 0.0756 43.0000 182.0000 12.0000 102.0000 0.2966 0.7818 \n", "62 0.0664 44.0000 179.0000 11.0000 105.0000 0.2953 0.8000 \n", "63 0.0649 44.0000 178.0000 11.0000 106.0000 0.2933 0.8000 \n", "64 0.0448 45.0000 171.0000 10.0000 113.0000 0.2848 0.8182 \n", "65 0.0428 45.0000 170.0000 10.0000 114.0000 0.2830 0.8182 \n", "66 0.0409 46.0000 170.0000 9.0000 114.0000 0.2875 0.8364 \n", "67 0.0407 46.0000 169.0000 9.0000 115.0000 0.2857 0.8364 \n", "68 0.0354 46.0000 164.0000 9.0000 120.0000 0.2771 0.8364 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "58 0.6831 0.6962 0.4492 0.0047 132.0000 207.0000 \n", "59 0.6796 0.6932 0.4468 0.0046 133.0000 206.0000 \n", "60 0.6444 0.6667 0.4322 0.0040 144.0000 195.0000 \n", "61 0.6408 0.6637 0.4300 0.0040 145.0000 194.0000 \n", "62 0.6303 0.6578 0.4314 0.0040 149.0000 190.0000 \n", "63 0.6268 0.6549 0.4293 0.0039 150.0000 189.0000 \n", "64 0.6021 0.6372 0.4225 0.0036 158.0000 181.0000 \n", "65 0.5986 0.6342 0.4206 0.0036 159.0000 180.0000 \n", "66 0.5986 0.6372 0.4279 0.0037 160.0000 179.0000 \n", "67 0.5951 0.6342 0.4259 0.0037 161.0000 178.0000 \n", "68 0.5775 0.6195 0.4163 0.0034 166.0000 173.0000 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "girls_results = pd.DataFrame(results_list[girls_ix], columns=results_cols)\n", "girls_results[(girls_results.sensitivity > 0.75) & (girls_results.sensitivity < 0.85)]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
380.482031.0000242.000024.000042.00000.42470.56360.85210.80530.48440.010173.0000266.0000
390.479031.0000241.000024.000043.00000.41890.56360.84860.80240.48060.009774.0000265.0000
400.468632.0000239.000023.000045.00000.41560.58180.84150.79940.48480.009477.0000262.0000
410.458832.0000238.000023.000046.00000.41030.58180.83800.79650.48120.009178.0000261.0000
420.372433.0000229.000022.000055.00000.37500.60000.80630.77290.46150.007288.0000251.0000
430.370033.0000228.000022.000056.00000.37080.60000.80280.76990.45830.007089.0000250.0000
440.366134.0000228.000021.000056.00000.37780.61820.80280.77290.46900.007390.0000249.0000
450.365834.0000227.000021.000057.00000.37360.61820.79930.76990.46580.007191.0000248.0000
460.358835.0000227.000020.000057.00000.38040.63640.79930.77290.47620.007492.0000247.0000
470.356835.0000226.000020.000058.00000.37630.63640.79580.76990.47300.007293.0000246.0000
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" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "38 0.4820 31.0000 242.0000 24.0000 42.0000 0.4247 0.5636 \n", "39 0.4790 31.0000 241.0000 24.0000 43.0000 0.4189 0.5636 \n", "40 0.4686 32.0000 239.0000 23.0000 45.0000 0.4156 0.5818 \n", "41 0.4588 32.0000 238.0000 23.0000 46.0000 0.4103 0.5818 \n", "42 0.3724 33.0000 229.0000 22.0000 55.0000 0.3750 0.6000 \n", "43 0.3700 33.0000 228.0000 22.0000 56.0000 0.3708 0.6000 \n", "44 0.3661 34.0000 228.0000 21.0000 56.0000 0.3778 0.6182 \n", "45 0.3658 34.0000 227.0000 21.0000 57.0000 0.3736 0.6182 \n", "46 0.3588 35.0000 227.0000 20.0000 57.0000 0.3804 0.6364 \n", "47 0.3568 35.0000 226.0000 20.0000 58.0000 0.3763 0.6364 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "38 0.8521 0.8053 0.4844 0.0101 73.0000 266.0000 \n", "39 0.8486 0.8024 0.4806 0.0097 74.0000 265.0000 \n", "40 0.8415 0.7994 0.4848 0.0094 77.0000 262.0000 \n", "41 0.8380 0.7965 0.4812 0.0091 78.0000 261.0000 \n", "42 0.8063 0.7729 0.4615 0.0072 88.0000 251.0000 \n", "43 0.8028 0.7699 0.4583 0.0070 89.0000 250.0000 \n", "44 0.8028 0.7729 0.4690 0.0073 90.0000 249.0000 \n", "45 0.7993 0.7699 0.4658 0.0071 91.0000 248.0000 \n", "46 0.7993 0.7729 0.4762 0.0074 92.0000 247.0000 \n", "47 0.7958 0.7699 0.4730 0.0072 93.0000 246.0000 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "girls_results[(girls_results.sensitivity > 0.55) & (girls_results.sensitivity < 0.65)]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thresholdtptnfnfpppvsensitivityspecificityaccuracyf1mccposneg
41.44259.0000283.000046.00001.00000.90000.16360.99650.86140.27690.376810.0000329.0000
51.43859.0000282.000046.00002.00000.81820.16360.99300.85840.27270.176311.0000328.0000
61.409610.0000282.000045.00002.00000.83330.18180.99300.86140.29850.188412.0000327.0000
71.405811.0000281.000044.00003.00000.78570.20000.98940.86140.31880.126514.0000325.0000
81.309312.0000279.000043.00005.00000.70590.21820.98240.85840.33330.073417.0000322.0000
91.274013.0000278.000042.00006.00000.68420.23640.97890.85840.35140.062419.0000320.0000
101.220414.0000278.000041.00006.00000.70000.25450.97890.86140.37330.065920.0000319.0000
111.203114.0000277.000041.00007.00000.66670.25450.97540.85840.36840.054521.0000318.0000
121.128715.0000274.000040.000010.00000.60000.27270.96480.85250.37500.036525.0000314.0000
131.040215.0000273.000040.000011.00000.57690.27270.96130.84960.37040.032226.0000313.0000
141.036816.0000273.000039.000011.00000.59260.29090.96130.85250.39020.034027.0000312.0000
151.012416.0000272.000039.000012.00000.57140.29090.95770.84960.38550.030328.0000311.0000
\n", "
" ], "text/plain": [ " threshold tp tn fn fp ppv sensitivity \\\n", "4 1.4425 9.0000 283.0000 46.0000 1.0000 0.9000 0.1636 \n", "5 1.4385 9.0000 282.0000 46.0000 2.0000 0.8182 0.1636 \n", "6 1.4096 10.0000 282.0000 45.0000 2.0000 0.8333 0.1818 \n", "7 1.4058 11.0000 281.0000 44.0000 3.0000 0.7857 0.2000 \n", "8 1.3093 12.0000 279.0000 43.0000 5.0000 0.7059 0.2182 \n", "9 1.2740 13.0000 278.0000 42.0000 6.0000 0.6842 0.2364 \n", "10 1.2204 14.0000 278.0000 41.0000 6.0000 0.7000 0.2545 \n", "11 1.2031 14.0000 277.0000 41.0000 7.0000 0.6667 0.2545 \n", "12 1.1287 15.0000 274.0000 40.0000 10.0000 0.6000 0.2727 \n", "13 1.0402 15.0000 273.0000 40.0000 11.0000 0.5769 0.2727 \n", "14 1.0368 16.0000 273.0000 39.0000 11.0000 0.5926 0.2909 \n", "15 1.0124 16.0000 272.0000 39.0000 12.0000 0.5714 0.2909 \n", "\n", " specificity accuracy f1 mcc pos neg \n", "4 0.9965 0.8614 0.2769 0.3768 10.0000 329.0000 \n", "5 0.9930 0.8584 0.2727 0.1763 11.0000 328.0000 \n", "6 0.9930 0.8614 0.2985 0.1884 12.0000 327.0000 \n", "7 0.9894 0.8614 0.3188 0.1265 14.0000 325.0000 \n", "8 0.9824 0.8584 0.3333 0.0734 17.0000 322.0000 \n", "9 0.9789 0.8584 0.3514 0.0624 19.0000 320.0000 \n", "10 0.9789 0.8614 0.3733 0.0659 20.0000 319.0000 \n", "11 0.9754 0.8584 0.3684 0.0545 21.0000 318.0000 \n", "12 0.9648 0.8525 0.3750 0.0365 25.0000 314.0000 \n", "13 0.9613 0.8496 0.3704 0.0322 26.0000 313.0000 \n", "14 0.9613 0.8525 0.3902 0.0340 27.0000 312.0000 \n", "15 0.9577 0.8496 0.3855 0.0303 28.0000 311.0000 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "girls_results[(girls_results.sensitivity > 0.15) & (girls_results.sensitivity < 0.3)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get the PPV for applying the grant selection criteria to the test data" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# list items: [x2, y2, y2label, mrns2, ix_filter, feature_headers2, corr_headers_filtered, corr_matrix_filtered, ix_corr_headers]\n", "boys_data_comp = data['boys']['no_min']['full']['data']\n", "girls_data_comp = data['girls']['lasso_fts']['full']['data']\n", "\n", "# We are starting with the unnormalized data and filtering that to include the test set for both boys and girls\n", "xtest_boys = x1[boys_data_comp[4],:][test_ix_boys,:]\n", "incl_ix_boys = (xtest_boys[:,feature_headers.index('MatDeliveryAge')] >= 18) & \\\n", " (xtest_boys[:,feature_headers.index('Maternal-ethnicity:HISPANIC/LATINO')] > 0) & \\\n", " (xtest_boys[:,feature_headers.index('Maternal Diagnosis:9ccs195:Ot compl bir')] == 0)\n", "xtest_boys = xtest_boys[incl_ix_boys,:]\n", "ytest_boys = y1[boys_data_comp[4]][test_ix_boys][incl_ix_boys]\n", "ytestlabel_boys = y1label[boys_data_comp[4],label_ix['obese']][test_ix_boys][incl_ix_boys]\n", "\n", "xtest_girls = x1[girls_data_comp[4],:][test_ix_girls,:]\n", "incl_ix_girls = (xtest_girls[:,feature_headers.index('MatDeliveryAge')] >= 18) & \\\n", " (xtest_girls[:,feature_headers.index('Maternal-ethnicity:HISPANIC/LATINO')] > 0) & \\\n", " (xtest_girls[:,feature_headers.index('Maternal Diagnosis:9ccs195:Ot compl bir')] == 0)\n", "xtest_girls = xtest_girls[incl_ix_girls,:]\n", "ytest_girls = y1[girls_data_comp[4]][test_ix_girls][incl_ix_girls]\n", "ytestlabel_girls = y1label[girls_data_comp[4],label_ix['obese']][test_ix_girls][incl_ix_girls]\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Boys PPV w/inclusion criteria: 0.257\n", "Girls PPV w/inclusion criteria: 0.183\n" ] } ], "source": [ "boys_ppv = ytestlabel_boys.sum() / incl_ix_boys.sum()\n", "girls_ppv = ytestlabel_girls.sum() / incl_ix_girls.sum()\n", "\n", "print('Boys PPV w/inclusion criteria: {0:4.3f}'.format(boys_ppv))\n", "print('Girls PPV w/inclusion criteria: {0:4.3f}'.format(girls_ppv))\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "boys_fts.to_csv(temp_dir+'/top_boys_features.csv', index=False)\n", "girls_fts.to_csv(temp_dir+'/top_girls_features.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "boys_results.to_csv(temp_dir+'/top_boys_results.csv', index=False)\n", "girls_results.to_csv(temp_dir+'/top_girls_results.csv', index=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }